FileBase PeterP-2014-03-27_dataset1 ElecNo 13 UseFeatures DropLastNFeatures 0 UseDistributional 1 MaskStarts 300 MinClusters 100 MaxClusters 110 MaxPossibleClusters 500 nStarts 1 StartCluFile SplitEvery 100 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 FullStepEvery 10 MaxIter 10000 RandomSeed 654 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 Screen 1 PriorPoint 1 SaveSorted 1 SaveCovarianceMeans 0 UseMaskedInitialConditions 1 AssignToFirstClosestMask 1 RamLimitGB 0.000000 help 0 help 0 Setting RAM limit to total physical memory, 16.00 GB. WARNING: Not all physical memory will be available, but on Macs it is not possible to get the available physical memory. ------------------------------------------------------------------------- Using Distributional EM with Maskstarts NOTE: Maskstarts overides above values of MinClusters and MaxClusters MinClusters = 300 MaxClusters = 300 This run is expected to use between 0.50 and 0.74 GB of RAM. Memory request: 0.25 GB would take us to total of 0.25 GB. ---------------------------------------------------------- Loaded 54385 data points of dimension 25. MEMO: A lower score indicates a better clustering Masked EM: Computing Noise Means and Variances ----------------------------------------- Starting from 300 clusters... ------ Clustering full data set of 54385 points ------ Starting initial clusters from distinct float masks Not enough masks (244) to generate starting clusters (300), so starting with (245) clusters instead. Assigned 245 initial classes from 244 unique masks. Deleting Class 224 (1 points): Lose 12.412721 but Gain 1688.173582 Iteration 0F (7.693957 sec): 244 clusters Score: Raw -2106704.185638 + Penalty 259946.136056 = -1846758.049583 nChanged 11942 Deleting Class 111 (2 points): Lose 37.159203 but Gain 1649.910252 Iteration 1F (13.716106 sec): 241 clusters Score: Raw -2128424.445389 + Penalty 256426.667489 = -1871997.777900 nChanged 4406 Deleting Class 215 (4 points): Lose 72.875583 but Gain 1679.243652 Iteration 2F (19.646694 sec): 238 clusters Score: Raw -2136981.740018 + Penalty 254902.460775 = -1882079.279243 nChanged 3105 Deleting Class 209 (2 points): Lose 34.121115 but Gain 1634.148935 Iteration 3F (25.591295 sec): 237 clusters Score: Raw -2141871.629513 + Penalty 253524.644688 = -1888346.984824 nChanged 2343 Deleting Class 206 (3 points): Lose 64.122270 but Gain 1646.202797 Iteration 4Q (26.434638 sec): 236 clusters Score: Raw -2145205.039946 + Penalty 252010.171020 = -1893194.868926 nChanged 2020 Deleting Class 213 (4 points): Lose 72.359887 but Gain 1621.615194 Iteration 5Q (27.227430 sec): 235 clusters Score: Raw -2147603.704939 + Penalty 250747.537720 = -1896856.167218 nChanged 1856 Deleting Class 232 (1 points): Lose 20.054975 but Gain 1528.354320 Iteration 6Q (27.992699 sec): 234 clusters Score: Raw -2149490.073305 + Penalty 249381.628879 = -1900108.444426 nChanged 1755 Deleting Class 198 (4 points): Lose 79.261779 but Gain 1583.378282 Iteration 7Q (28.737645 sec): 233 clusters Score: Raw -2151136.906167 + Penalty 248001.980819 = -1903134.925348 nChanged 1779 Deleting Class 47 (8 points): Lose 176.512886 but Gain 1678.874560 Iteration 8Q (29.480716 sec): 232 clusters Score: Raw -2152648.963904 + Penalty 246444.306076 = -1906204.657828 nChanged 1781 Deleting Class 171 (3 points): Lose 33.726035 but Gain 1528.877056 Iteration 9Q (30.218598 sec): 231 clusters Score: Raw -2154463.355995 + Penalty 245104.307097 = -1909359.048898 nChanged 1744 Deleting Class 88 (21 points): Lose 175.507067 but Gain 1679.783580 Iteration 10F (35.963023 sec): 230 clusters Score: Raw -2155860.985633 + Penalty 243684.026760 = -1912176.958873 nChanged 1712 Deleting Class 238 (2 points): Lose 23.355561 but Gain 1517.027661 Iteration 11Q (36.681462 sec): 229 clusters Score: Raw -2157273.167760 + Penalty 241232.019439 = -1916041.148321 nChanged 1526 Deleting Class 140 (5 points): Lose 86.788847 but Gain 1571.259016 Iteration 12Q (37.377332 sec): 228 clusters Score: Raw -2158224.147784 + Penalty 239812.961300 = -1918411.186484 nChanged 1398 Deleting Class 236 (3 points): Lose 36.704075 but Gain 1509.109587 Iteration 13Q (38.050823 sec): 227 clusters Score: Raw -2159097.870560 + Penalty 238498.067021 = -1920599.803540 nChanged 1213 Deleting Class 125 (2 points): Lose 40.587437 but Gain 1503.429603 Iteration 14Q (38.690762 sec): 226 clusters Score: Raw -2159817.906777 + Penalty 237209.107839 = -1922608.798938 nChanged 1048 Deleting Class 191 (2 points): Lose 33.752509 but Gain 1496.496914 Iteration 15Q (39.314033 sec): 225 clusters Score: Raw -2160413.752057 + Penalty 235797.863318 = -1924615.888739 nChanged 912 Deleting Class 130 (8 points): Lose 193.277987 but Gain 1651.184933 Iteration 16Q (39.909935 sec): 224 clusters Score: Raw -2160616.779546 + Penalty 234289.634010 = -1926327.145536 nChanged 778 Deleting Class 141 (7 points): Lose 122.839312 but Gain 1569.531189 Iteration 17Q (40.484721 sec): 223 clusters Score: Raw -2160848.061985 + Penalty 232895.500125 = -1927952.561859 nChanged 665 Deleting Class 89 (27 points): Lose 243.533129 but Gain 1684.545572 Iteration 18Q (41.044293 sec): 222 clusters Score: Raw -2160910.311581 + Penalty 231357.521994 = -1929552.789587 nChanged 578 Deleting Class 217 (3 points): Lose 33.720488 but Gain 1468.979206 Iteration 19Q (41.587095 sec): 221 clusters Score: Raw -2161169.502821 + Penalty 230017.980743 = -1931151.522077 nChanged 450 Writing temp clu file Memory request: 0.25 GB would take us to total of 0.50 GB. Compute initial score before splitting: Score: Raw -2161169.502821 + Penalty 230017.980743 = -1931151.522077Memory request: 0.12 GB would take us to total of 0.61 GB. Trying to split cluster 1 (25147 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.889624 sec): 2 clusters Score: Raw -1018736.175047 + Penalty 158.391571 = -1018577.783476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.938567 sec): 3 clusters Score: Raw -1001586.792822 + Penalty 313.783772 = -1001273.009050 nChanged 12221 SP:Iteration 1F (41.987216 sec): 3 clusters Score: Raw -1009043.621523 + Penalty 294.175244 = -1008749.446280 nChanged 4044 SP:Iteration 2F (42.036140 sec): 3 clusters Score: Raw -1014081.822381 + Penalty 272.007715 = -1013809.814666 nChanged 2093 SP:Iteration 3F (42.085097 sec): 3 clusters Score: Raw -1017247.450041 + Penalty 266.744911 = -1016980.705130 nChanged 726 SP:Iteration 4Q (42.130788 sec): 3 clusters Score: Raw -1017750.035899 + Penalty 264.642746 = -1017485.393153 nChanged 391 SP:Iteration 5Q (42.175735 sec): 3 clusters Score: Raw -1017859.825986 + Penalty 263.065332 = -1017596.760654 nChanged 322 SP:Iteration 6Q (42.220607 sec): 3 clusters Score: Raw -1017953.596140 + Penalty 260.903863 = -1017692.692277 nChanged 347 SP:Iteration 7Q (42.265883 sec): 3 clusters Score: Raw -1018055.836762 + Penalty 259.125984 = -1017796.710778 nChanged 303 SP:Iteration 8Q (42.310682 sec): 3 clusters Score: Raw -1018140.733987 + Penalty 257.478650 = -1017883.255337 nChanged 283 SP:Iteration 9Q (42.355785 sec): 3 clusters Score: Raw -1018218.898928 + Penalty 256.163531 = -1017962.735396 nChanged 275 SP:Iteration 10F (42.405051 sec): 3 clusters Score: Raw -1018304.252168 + Penalty 253.787298 = -1018050.464870 nChanged 284 SP:Iteration 11Q (42.449365 sec): 3 clusters Score: Raw -1018389.772765 + Penalty 252.698919 = -1018137.073846 nChanged 237 SP:Iteration 12Q (42.493669 sec): 3 clusters Score: Raw -1018458.541822 + Penalty 251.478567 = -1018207.063255 nChanged 228 SP:Iteration 13Q (42.537995 sec): 3 clusters Score: Raw -1018527.334096 + Penalty 250.622055 = -1018276.712041 nChanged 231 SP:Iteration 14Q (42.582554 sec): 3 clusters Score: Raw -1018597.061552 + Penalty 249.246343 = -1018347.815209 nChanged 184 SP:Iteration 15Q (42.625909 sec): 3 clusters Score: Raw -1018652.761841 + Penalty 248.573689 = -1018404.188152 nChanged 170 SP:Iteration 16Q (42.669055 sec): 3 clusters Score: Raw -1018701.493146 + Penalty 247.348772 = -1018454.144374 nChanged 133 SP:Iteration 17Q (42.712235 sec): 3 clusters Score: Raw -1018735.555794 + Penalty 246.754201 = -1018488.801593 nChanged 110 SP:Iteration 18Q (42.754861 sec): 3 clusters Score: Raw -1018763.929417 + Penalty 245.421004 = -1018518.508413 nChanged 92 SP:Iteration 19Q (42.797594 sec): 3 clusters Score: Raw -1018787.671434 + Penalty 245.197275 = -1018542.474159 nChanged 88 SP:Iteration 20F (42.846816 sec): 3 clusters Score: Raw -1018809.064931 + Penalty 244.273423 = -1018564.791508 nChanged 84 SP:Iteration 21Q (42.889772 sec): 3 clusters Score: Raw -1018827.113540 + Penalty 243.591759 = -1018583.521781 nChanged 60 SP:Iteration 22Q (42.931662 sec): 3 clusters Score: Raw -1018839.063129 + Penalty 242.648826 = -1018596.414303 nChanged 62 SP:Iteration 23Q (42.973809 sec): 3 clusters Score: Raw -1018854.939956 + Penalty 241.833011 = -1018613.106945 nChanged 63 SP:Iteration 24Q (43.015495 sec): 3 clusters Score: Raw -1018871.822325 + Penalty 241.618105 = -1018630.204220 nChanged 64 SP:Iteration 25Q (43.057079 sec): 3 clusters Score: Raw -1018887.999349 + Penalty 241.307963 = -1018646.691386 nChanged 57 SP:Iteration 26Q (43.098924 sec): 3 clusters Score: Raw -1018901.990339 + Penalty 240.857075 = -1018661.133264 nChanged 62 SP:Iteration 27Q (43.140262 sec): 3 clusters Score: Raw -1018917.409309 + Penalty 241.023055 = -1018676.386253 nChanged 53 SP:Iteration 28Q (43.181638 sec): 3 clusters Score: Raw -1018931.152475 + Penalty 240.215430 = -1018690.937045 nChanged 58 SP:Iteration 29Q (43.222842 sec): 3 clusters Score: Raw -1018948.953356 + Penalty 238.032404 = -1018710.920952 nChanged 58 SP:Iteration 30F (43.272431 sec): 3 clusters Score: Raw -1018968.898539 + Penalty 237.167837 = -1018731.730703 nChanged 58 SP:Iteration 31Q (43.313752 sec): 3 clusters Score: Raw -1018989.623917 + Penalty 236.601866 = -1018753.022051 nChanged 50 SP:Iteration 32Q (43.354621 sec): 3 clusters Score: Raw -1019011.827385 + Penalty 236.157009 = -1018775.670375 nChanged 55 SP:Iteration 33Q (43.395641 sec): 3 clusters Score: Raw -1019052.189291 + Penalty 235.079452 = -1018817.109839 nChanged 67 SP:Iteration 34Q (43.436308 sec): 3 clusters Score: Raw -1019098.603889 + Penalty 233.121209 = -1018865.482680 nChanged 64 SP:Iteration 35Q (43.476803 sec): 3 clusters Score: Raw -1019136.219921 + Penalty 232.999753 = -1018903.220168 nChanged 49 SP:Iteration 36Q (43.517672 sec): 3 clusters Score: Raw -1019153.734321 + Penalty 233.438254 = -1018920.296067 nChanged 34 SP:Iteration 37Q (43.558123 sec): 3 clusters Score: Raw -1019163.506166 + Penalty 233.292362 = -1018930.213804 nChanged 33 SP:Iteration 38Q (43.598616 sec): 3 clusters Score: Raw -1019173.316690 + Penalty 233.095017 = -1018940.221673 nChanged 20 SP:Iteration 39Q (43.638855 sec): 3 clusters Score: Raw -1019178.181697 + Penalty 233.057426 = -1018945.124271 nChanged 13 SP:Iteration 40F (43.688274 sec): 3 clusters Score: Raw -1019179.858962 + Penalty 234.131238 = -1018945.727725 nChanged 14 SP:Iteration 41Q (43.728849 sec): 3 clusters Score: Raw -1019183.062362 + Penalty 233.388962 = -1018949.673400 nChanged 11 SP:Iteration 42Q (43.769316 sec): 3 clusters Score: Raw -1019185.276202 + Penalty 233.464390 = -1018951.811813 nChanged 6 SP:Iteration 43Q (43.809978 sec): 3 clusters Score: Raw -1019185.888615 + Penalty 233.491887 = -1018952.396727 nChanged 4 SP:Iteration 44Q (43.850180 sec): 3 clusters Score: Raw -1019186.683786 + Penalty 233.292935 = -1018953.390851 nChanged 2 SP:Iteration 45Q (43.893128 sec): 3 clusters Score: Raw -1019186.892551 + Penalty 233.131051 = -1018953.761500 nChanged 3 SP:Iteration 46Q (43.940296 sec): 3 clusters Score: Raw -1019187.102584 + Penalty 232.669926 = -1018954.432659 nChanged 3 SP:Iteration 47Q (43.980546 sec): 3 clusters Score: Raw -1019187.426420 + Penalty 232.725219 = -1018954.701202 nChanged 3 SP:Iteration 48Q (44.021079 sec): 3 clusters Score: Raw -1019187.530924 + Penalty 232.768608 = -1018954.762316 nChanged 2 SP:Iteration 49Q (44.061397 sec): 3 clusters Score: Raw -1019187.581051 + Penalty 232.441976 = -1018955.139075 nChanged 1 SP:Iteration 50F (44.110950 sec): 3 clusters Score: Raw -1019187.620349 + Penalty 232.441976 = -1018955.178374 nChanged 0 Score: Raw -2194795.163919 + Penalty 230097.668335 = -1964697.495584 Splitting cluster 1 changes total score from -1931151.522077 to -1964697.495584 So it's getting split into cluster 47. Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 2 (921 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.610928 sec): 2 clusters Score: Raw -41476.422148 + Penalty 503.510695 = -40972.911452 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.612776 sec): 3 clusters Score: Raw -41007.383790 + Penalty 1002.787579 = -40004.596211 nChanged 325 SP:Iteration 1F (49.614585 sec): 3 clusters Score: Raw -41213.678599 + Penalty 996.102380 = -40217.576219 nChanged 113 SP:Iteration 2F (49.616349 sec): 3 clusters Score: Raw -41323.181942 + Penalty 990.091250 = -40333.090692 nChanged 88 SP:Iteration 3F (49.618114 sec): 3 clusters Score: Raw -41413.058412 + Penalty 990.236714 = -40422.821698 nChanged 41 SP:Iteration 4Q (49.619883 sec): 3 clusters Score: Raw -41451.946026 + Penalty 991.562097 = -40460.383929 nChanged 20 SP:Iteration 5Q (49.621703 sec): 3 clusters Score: Raw -41467.505835 + Penalty 999.224774 = -40468.281061 nChanged 18 SP:Iteration 6Q (49.623506 sec): 3 clusters Score: Raw -41483.201825 + Penalty 1001.796715 = -40481.405110 nChanged 16 SP:Iteration 7Q (49.625276 sec): 3 clusters Score: Raw -41496.897720 + Penalty 1004.947142 = -40491.950577 nChanged 12 SP:Iteration 8Q (49.627026 sec): 3 clusters Score: Raw -41509.291017 + Penalty 1008.026739 = -40501.264278 nChanged 11 SP:Iteration 9Q (49.628770 sec): 3 clusters Score: Raw -41523.855734 + Penalty 1012.570485 = -40511.285249 nChanged 8 SP:Iteration 10F (49.630572 sec): 3 clusters Score: Raw -41529.778211 + Penalty 1014.515599 = -40515.262613 nChanged 7 SP:Iteration 11Q (49.632224 sec): 3 clusters Score: Raw -41537.408062 + Penalty 1014.500992 = -40522.907070 nChanged 5 SP:Iteration 12Q (49.633855 sec): 3 clusters Score: Raw -41542.879591 + Penalty 1013.179181 = -40529.700410 nChanged 3 SP:Iteration 13Q (49.635449 sec): 3 clusters Score: Raw -41545.650658 + Penalty 1013.624400 = -40532.026258 nChanged 4 SP:Iteration 14Q (49.637026 sec): 3 clusters Score: Raw -41548.116173 + Penalty 1016.537609 = -40531.578565 nChanged 1 SP:Iteration 15F (49.638847 sec): 3 clusters Score: Raw -41549.222368 + Penalty 1016.537609 = -40532.684760 nChanged 0 Memory request: 0.02 GB would take us to total of 0.51 GB. Trying to split cluster 3 (2971 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.652472 sec): 2 clusters Score: Raw -128166.155964 + Penalty 255.794926 = -127910.361038 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.657925 sec): 3 clusters Score: Raw -126258.043201 + Penalty 531.305641 = -125726.737560 nChanged 1380 SP:Iteration 1F (49.663234 sec): 3 clusters Score: Raw -127362.388297 + Penalty 556.118092 = -126806.270204 nChanged 414 SP:Iteration 2F (49.668572 sec): 3 clusters Score: Raw -127689.719321 + Penalty 568.606971 = -127121.112350 nChanged 215 SP:Iteration 3F (49.673985 sec): 3 clusters Score: Raw -127835.255084 + Penalty 574.126224 = -127261.128860 nChanged 128 SP:Iteration 4Q (49.679220 sec): 3 clusters Score: Raw -127916.162773 + Penalty 573.995009 = -127342.167764 nChanged 79 SP:Iteration 5Q (49.684312 sec): 3 clusters Score: Raw -127955.642810 + Penalty 572.809091 = -127382.833719 nChanged 62 SP:Iteration 6Q (49.689333 sec): 3 clusters Score: Raw -127978.555689 + Penalty 572.378864 = -127406.176825 nChanged 49 SP:Iteration 7Q (49.694301 sec): 3 clusters Score: Raw -127995.769723 + Penalty 573.758744 = -127422.010979 nChanged 28 SP:Iteration 8Q (49.699277 sec): 3 clusters Score: Raw -128006.043443 + Penalty 574.072557 = -127431.970886 nChanged 19 SP:Iteration 9Q (49.704169 sec): 3 clusters Score: Raw -128011.338906 + Penalty 573.454761 = -127437.884145 nChanged 12 SP:Iteration 10F (49.709461 sec): 3 clusters Score: Raw -128013.008992 + Penalty 573.000760 = -127440.008233 nChanged 8 SP:Iteration 11Q (49.714365 sec): 3 clusters Score: Raw -128013.756103 + Penalty 573.011157 = -127440.744946 nChanged 12 SP:Iteration 12Q (49.719231 sec): 3 clusters Score: Raw -128015.313031 + Penalty 573.307752 = -127442.005280 nChanged 10 SP:Iteration 13Q (49.724089 sec): 3 clusters Score: Raw -128017.267313 + Penalty 573.803380 = -127443.463933 nChanged 7 SP:Iteration 14Q (49.729089 sec): 3 clusters Score: Raw -128018.768846 + Penalty 574.387015 = -127444.381831 nChanged 15 SP:Iteration 15Q (49.734412 sec): 3 clusters Score: Raw -128021.916596 + Penalty 573.761198 = -127448.155399 nChanged 13 SP:Iteration 16Q (49.739285 sec): 3 clusters Score: Raw -128024.897528 + Penalty 572.845827 = -127452.051701 nChanged 16 SP:Iteration 17Q (49.744109 sec): 3 clusters Score: Raw -128028.501137 + Penalty 571.501095 = -127457.000042 nChanged 17 SP:Iteration 18Q (49.748923 sec): 3 clusters Score: Raw -128031.749554 + Penalty 570.570742 = -127461.178812 nChanged 17 SP:Iteration 19Q (49.753728 sec): 3 clusters Score: Raw -128036.275228 + Penalty 571.416063 = -127464.859166 nChanged 20 SP:Iteration 20F (49.759020 sec): 3 clusters Score: Raw -128043.474541 + Penalty 572.258779 = -127471.215762 nChanged 28 SP:Iteration 21Q (49.763790 sec): 3 clusters Score: Raw -128054.769520 + Penalty 573.496132 = -127481.273388 nChanged 27 SP:Iteration 22Q (49.768541 sec): 3 clusters Score: Raw -128064.395398 + Penalty 573.342436 = -127491.052962 nChanged 27 SP:Iteration 23Q (49.773255 sec): 3 clusters Score: Raw -128072.816125 + Penalty 574.754433 = -127498.061692 nChanged 34 SP:Iteration 24Q (49.777949 sec): 3 clusters Score: Raw -128085.344526 + Penalty 574.406459 = -127510.938066 nChanged 28 SP:Iteration 25Q (49.782595 sec): 3 clusters Score: Raw -128094.406273 + Penalty 573.032864 = -127521.373408 nChanged 20 SP:Iteration 26Q (49.787209 sec): 3 clusters Score: Raw -128101.055263 + Penalty 568.866710 = -127532.188553 nChanged 20 SP:Iteration 27Q (49.791797 sec): 3 clusters Score: Raw -128109.293833 + Penalty 567.326003 = -127541.967830 nChanged 20 SP:Iteration 28Q (49.796365 sec): 3 clusters Score: Raw -128119.286107 + Penalty 566.538049 = -127552.748058 nChanged 25 SP:Iteration 29Q (49.800904 sec): 3 clusters Score: Raw -128129.779541 + Penalty 565.598645 = -127564.180897 nChanged 16 SP:Iteration 30F (49.806210 sec): 3 clusters Score: Raw -128137.801527 + Penalty 566.209540 = -127571.591987 nChanged 12 SP:Iteration 31Q (49.810710 sec): 3 clusters Score: Raw -128141.838147 + Penalty 563.575728 = -127578.262419 nChanged 11 SP:Iteration 32Q (49.815190 sec): 3 clusters Score: Raw -128148.096482 + Penalty 562.835952 = -127585.260530 nChanged 8 SP:Iteration 33Q (49.819658 sec): 3 clusters Score: Raw -128152.211381 + Penalty 562.178733 = -127590.032648 nChanged 5 SP:Iteration 34Q (49.824112 sec): 3 clusters Score: Raw -128153.508738 + Penalty 562.296802 = -127591.211937 nChanged 4 SP:Iteration 35Q (49.828610 sec): 3 clusters Score: Raw -128154.042716 + Penalty 563.132966 = -127590.909750 nChanged 7 SP:Iteration 36F (49.834037 sec): 3 clusters Score: Raw -128155.558662 + Penalty 564.070123 = -127591.488540 nChanged 6 SP:Iteration 37Q (49.838482 sec): 3 clusters Score: Raw -128156.580707 + Penalty 564.877265 = -127591.703442 nChanged 6 SP:Iteration 38Q (49.842914 sec): 3 clusters Score: Raw -128158.741764 + Penalty 563.259885 = -127595.481878 nChanged 7 SP:Iteration 39Q (49.847344 sec): 3 clusters Score: Raw -128162.410892 + Penalty 567.048339 = -127595.362552 nChanged 12 SP:Iteration 40F (49.852630 sec): 3 clusters Score: Raw -128168.530173 + Penalty 569.511213 = -127599.018961 nChanged 10 SP:Iteration 41Q (49.857033 sec): 3 clusters Score: Raw -128172.165369 + Penalty 568.827245 = -127603.338123 nChanged 7 SP:Iteration 42Q (49.861422 sec): 3 clusters Score: Raw -128173.703986 + Penalty 571.462784 = -127602.241202 nChanged 5 SP:Iteration 43F (49.866704 sec): 3 clusters Score: Raw -128174.638407 + Penalty 572.571878 = -127602.066529 nChanged 2 SP:Iteration 44F (49.872063 sec): 3 clusters Score: Raw -128174.786612 + Penalty 572.417286 = -127602.369325 nChanged 1 SP:Iteration 45Q (49.876442 sec): 3 clusters Score: Raw -128174.940613 + Penalty 572.132362 = -127602.808251 nChanged 3 SP:Iteration 46Q (49.880810 sec): 3 clusters Score: Raw -128175.624021 + Penalty 572.239299 = -127603.384722 nChanged 3 SP:Iteration 47Q (49.885166 sec): 3 clusters Score: Raw -128175.960338 + Penalty 572.697528 = -127603.262809 nChanged 1 SP:Iteration 48F (49.890461 sec): 3 clusters Score: Raw -128176.025765 + Penalty 573.056745 = -127602.969020 nChanged 1 SP:Iteration 49F (49.895744 sec): 3 clusters Score: Raw -128176.115908 + Penalty 573.056745 = -127603.059163 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 4 (396 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.908261 sec): 2 clusters Score: Raw -18751.131661 + Penalty 316.802810 = -18434.328850 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.909163 sec): 3 clusters Score: Raw -18528.961940 + Penalty 633.112935 = -17895.849005 nChanged 126 SP:Iteration 1F (49.910055 sec): 3 clusters Score: Raw -18625.719508 + Penalty 634.185621 = -17991.533887 nChanged 51 SP:Iteration 2F (49.910942 sec): 3 clusters Score: Raw -18663.461198 + Penalty 632.874159 = -18030.587039 nChanged 21 SP:Iteration 3F (49.911827 sec): 3 clusters Score: Raw -18681.826912 + Penalty 631.794799 = -18050.032113 nChanged 10 SP:Iteration 4Q (49.912706 sec): 3 clusters Score: Raw -18691.887391 + Penalty 631.622500 = -18060.264891 nChanged 8 SP:Iteration 5Q (49.913581 sec): 3 clusters Score: Raw -18703.506009 + Penalty 630.225153 = -18073.280856 nChanged 5 SP:Iteration 6Q (49.914453 sec): 3 clusters Score: Raw -18714.518023 + Penalty 630.496413 = -18084.021610 nChanged 7 SP:Iteration 7Q (49.915313 sec): 3 clusters Score: Raw -18717.297514 + Penalty 630.631694 = -18086.665820 nChanged 2 SP:Iteration 8Q (49.916172 sec): 3 clusters Score: Raw -18718.509389 + Penalty 630.531610 = -18087.977780 nChanged 1 SP:Iteration 9Q (49.917035 sec): 3 clusters Score: Raw -18718.689241 + Penalty 630.531610 = -18088.157631 nChanged 0 SP:Iteration 10F (49.917917 sec): 3 clusters Score: Raw -18718.689241 + Penalty 630.531610 = -18088.157631 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 5 (337 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.919813 sec): 2 clusters Score: Raw -15838.812313 + Penalty 294.017509 = -15544.794804 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.920617 sec): 3 clusters Score: Raw -15654.587091 + Penalty 614.416730 = -15040.170361 nChanged 107 SP:Iteration 1F (49.921406 sec): 3 clusters Score: Raw -15767.149820 + Penalty 641.409799 = -15125.740021 nChanged 43 SP:Iteration 2F (49.922194 sec): 3 clusters Score: Raw -15815.090873 + Penalty 655.682139 = -15159.408734 nChanged 13 SP:Iteration 3Q (49.922970 sec): 3 clusters Score: Raw -15829.650881 + Penalty 668.396769 = -15161.254113 nChanged 6 SP:Iteration 4Q (49.923720 sec): 3 clusters Score: Raw -15836.299046 + Penalty 690.858071 = -15145.440975 nChanged 3 SP:Iteration 5F (49.924505 sec): 3 clusters Score: Raw -15838.418238 + Penalty 711.723118 = -15126.695120 nChanged 3 SP:Iteration 6F (49.925288 sec): 3 clusters Score: Raw -15840.716066 + Penalty 703.462853 = -15137.253214 nChanged 3 SP:Iteration 7Q (49.925985 sec): 3 clusters Score: Raw -15847.926089 + Penalty 703.462853 = -15144.463237 nChanged 0 SP:Iteration 8F (49.926775 sec): 3 clusters Score: Raw -15847.926089 + Penalty 703.462853 = -15144.463237 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 6 (899 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.929667 sec): 2 clusters Score: Raw -50031.554675 + Penalty 775.917638 = -49255.637037 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.931631 sec): 3 clusters Score: Raw -49707.064967 + Penalty 1550.980346 = -48156.084621 nChanged 293 SP:Iteration 1F (49.933437 sec): 3 clusters Score: Raw -50003.299972 + Penalty 1551.656658 = -48451.643313 nChanged 86 SP:Iteration 2F (49.935310 sec): 3 clusters Score: Raw -50175.687813 + Penalty 1554.094417 = -48621.593395 nChanged 78 SP:Iteration 3F (49.937209 sec): 3 clusters Score: Raw -50310.592224 + Penalty 1556.341463 = -48754.250762 nChanged 63 SP:Iteration 4F (49.939061 sec): 3 clusters Score: Raw -50393.565898 + Penalty 1556.751823 = -48836.814075 nChanged 37 SP:Iteration 5Q (49.940799 sec): 3 clusters Score: Raw -50430.791182 + Penalty 1557.229698 = -48873.561484 nChanged 18 SP:Iteration 6Q (49.942444 sec): 3 clusters Score: Raw -50454.064103 + Penalty 1557.747304 = -48896.316799 nChanged 26 SP:Iteration 7Q (49.944043 sec): 3 clusters Score: Raw -50479.090670 + Penalty 1558.103239 = -48920.987431 nChanged 18 SP:Iteration 8Q (49.945630 sec): 3 clusters Score: Raw -50493.765990 + Penalty 1558.167280 = -48935.598710 nChanged 9 SP:Iteration 9Q (49.947213 sec): 3 clusters Score: Raw -50501.107845 + Penalty 1557.893096 = -48943.214749 nChanged 10 SP:Iteration 10F (49.948935 sec): 3 clusters Score: Raw -50510.312233 + Penalty 1557.952995 = -48952.359238 nChanged 14 SP:Iteration 11Q (49.950513 sec): 3 clusters Score: Raw -50523.609026 + Penalty 1557.955884 = -48965.653142 nChanged 11 SP:Iteration 12Q (49.952083 sec): 3 clusters Score: Raw -50533.518457 + Penalty 1557.878516 = -48975.639941 nChanged 12 SP:Iteration 13Q (49.953648 sec): 3 clusters Score: Raw -50547.878748 + Penalty 1558.270123 = -48989.608625 nChanged 9 SP:Iteration 14Q (49.955202 sec): 3 clusters Score: Raw -50558.705947 + Penalty 1558.071027 = -49000.634920 nChanged 5 SP:Iteration 15Q (49.956785 sec): 3 clusters Score: Raw -50564.564681 + Penalty 1558.095540 = -49006.469141 nChanged 4 SP:Iteration 16Q (49.958347 sec): 3 clusters Score: Raw -50567.718936 + Penalty 1558.264247 = -49009.454688 nChanged 5 SP:Iteration 17Q (49.959876 sec): 3 clusters Score: Raw -50572.762945 + Penalty 1558.406441 = -49014.356503 nChanged 3 SP:Iteration 18Q (49.961398 sec): 3 clusters Score: Raw -50574.812136 + Penalty 1558.456745 = -49016.355391 nChanged 3 SP:Iteration 19Q (49.962917 sec): 3 clusters Score: Raw -50577.841175 + Penalty 1558.573648 = -49019.267527 nChanged 1 SP:Iteration 20F (49.964686 sec): 3 clusters Score: Raw -50578.522925 + Penalty 1558.761569 = -49019.761356 nChanged 2 SP:Iteration 21Q (49.966246 sec): 3 clusters Score: Raw -50581.124972 + Penalty 1558.918667 = -49022.206305 nChanged 1 SP:Iteration 22Q (49.967771 sec): 3 clusters Score: Raw -50581.706874 + Penalty 1559.181404 = -49022.525470 nChanged 2 SP:Iteration 23Q (49.969292 sec): 3 clusters Score: Raw -50583.973197 + Penalty 1559.085221 = -49024.887977 nChanged 2 SP:Iteration 24Q (49.970842 sec): 3 clusters Score: Raw -50584.412758 + Penalty 1558.977397 = -49025.435361 nChanged 1 SP:Iteration 25Q (49.972425 sec): 3 clusters Score: Raw -50584.743862 + Penalty 1558.977397 = -49025.766465 nChanged 0 SP:Iteration 26F (49.974221 sec): 3 clusters Score: Raw -50584.743862 + Penalty 1558.977397 = -49025.766465 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 7 (1316 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.981033 sec): 2 clusters Score: Raw -60689.620436 + Penalty 427.146935 = -60262.473501 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.983646 sec): 3 clusters Score: Raw -59902.377175 + Penalty 864.699450 = -59037.677725 nChanged 501 SP:Iteration 1F (49.986129 sec): 3 clusters Score: Raw -60295.234680 + Penalty 878.676873 = -59416.557807 nChanged 201 SP:Iteration 2F (49.988584 sec): 3 clusters Score: Raw -60479.840278 + Penalty 885.695866 = -59594.144413 nChanged 97 SP:Iteration 3F (49.991029 sec): 3 clusters Score: Raw -60586.403583 + Penalty 883.824712 = -59702.578870 nChanged 76 SP:Iteration 4F (49.993475 sec): 3 clusters Score: Raw -60680.736684 + Penalty 881.879782 = -59798.856902 nChanged 46 SP:Iteration 5Q (49.995860 sec): 3 clusters Score: Raw -60717.570081 + Penalty 880.633427 = -59836.936654 nChanged 21 SP:Iteration 6Q (49.998186 sec): 3 clusters Score: Raw -60727.200067 + Penalty 880.609854 = -59846.590213 nChanged 12 SP:Iteration 7Q (50.000496 sec): 3 clusters Score: Raw -60731.606546 + Penalty 880.504338 = -59851.102208 nChanged 7 SP:Iteration 8Q (50.002803 sec): 3 clusters Score: Raw -60733.731687 + Penalty 880.730593 = -59853.001094 nChanged 9 SP:Iteration 9Q (50.005107 sec): 3 clusters Score: Raw -60736.603548 + Penalty 881.059597 = -59855.543951 nChanged 9 SP:Iteration 10F (50.007599 sec): 3 clusters Score: Raw -60739.956843 + Penalty 881.620171 = -59858.336673 nChanged 6 SP:Iteration 11Q (50.009973 sec): 3 clusters Score: Raw -60741.389091 + Penalty 882.070144 = -59859.318947 nChanged 4 SP:Iteration 12Q (50.012282 sec): 3 clusters Score: Raw -60741.990349 + Penalty 882.437852 = -59859.552498 nChanged 4 SP:Iteration 13Q (50.014579 sec): 3 clusters Score: Raw -60742.534615 + Penalty 882.832364 = -59859.702251 nChanged 5 SP:Iteration 14Q (50.016875 sec): 3 clusters Score: Raw -60743.326467 + Penalty 882.777478 = -59860.548989 nChanged 1 SP:Iteration 15Q (50.019163 sec): 3 clusters Score: Raw -60743.431972 + Penalty 883.239922 = -59860.192050 nChanged 2 SP:Iteration 16F (50.021602 sec): 3 clusters Score: Raw -60743.528982 + Penalty 883.387368 = -59860.141614 nChanged 1 SP:Iteration 17F (50.024040 sec): 3 clusters Score: Raw -60743.614467 + Penalty 883.387368 = -59860.227099 nChanged 0 Memory request: 0.01 GB would take us to total of 0.51 GB. Trying to split cluster 8 (2435 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.037382 sec): 2 clusters Score: Raw -107573.329508 + Penalty 247.999508 = -107325.330000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.041957 sec): 3 clusters Score: Raw -106016.063680 + Penalty 496.205982 = -105519.857699 nChanged 1075 SP:Iteration 1F (50.046321 sec): 3 clusters Score: Raw -106904.475857 + Penalty 494.761439 = -106409.714419 nChanged 357 SP:Iteration 2F (50.050669 sec): 3 clusters Score: Raw -107223.464156 + Penalty 493.281910 = -106730.182246 nChanged 129 SP:Iteration 3F (50.055005 sec): 3 clusters Score: Raw -107334.026851 + Penalty 489.129003 = -106844.897848 nChanged 74 SP:Iteration 4Q (50.059121 sec): 3 clusters Score: Raw -107387.677709 + Penalty 486.230220 = -106901.447489 nChanged 61 SP:Iteration 5Q (50.063168 sec): 3 clusters Score: Raw -107424.133390 + Penalty 482.903596 = -106941.229793 nChanged 42 SP:Iteration 6Q (50.067108 sec): 3 clusters Score: Raw -107445.209683 + Penalty 479.778645 = -106965.431038 nChanged 42 SP:Iteration 7Q (50.070959 sec): 3 clusters Score: Raw -107467.084375 + Penalty 477.202584 = -106989.881791 nChanged 34 SP:Iteration 8Q (50.074897 sec): 3 clusters Score: Raw -107482.349591 + Penalty 478.791549 = -107003.558042 nChanged 41 SP:Iteration 9Q (50.078762 sec): 3 clusters Score: Raw -107507.316183 + Penalty 474.917517 = -107032.398667 nChanged 36 SP:Iteration 10F (50.083101 sec): 3 clusters Score: Raw -107530.301908 + Penalty 465.611105 = -107064.690803 nChanged 30 SP:Iteration 11Q (50.086741 sec): 3 clusters Score: Raw -107548.638702 + Penalty 464.442920 = -107084.195782 nChanged 17 SP:Iteration 12Q (50.090328 sec): 3 clusters Score: Raw -107558.720981 + Penalty 461.688470 = -107097.032511 nChanged 11 SP:Iteration 13Q (50.093870 sec): 3 clusters Score: Raw -107565.070657 + Penalty 463.430136 = -107101.640521 nChanged 5 SP:Iteration 14Q (50.097393 sec): 3 clusters Score: Raw -107569.200118 + Penalty 464.422950 = -107104.777168 nChanged 6 SP:Iteration 15Q (50.100898 sec): 3 clusters Score: Raw -107572.227217 + Penalty 465.385376 = -107106.841841 nChanged 5 SP:Iteration 16Q (50.104390 sec): 3 clusters Score: Raw -107576.048957 + Penalty 469.972930 = -107106.076027 nChanged 5 SP:Iteration 17F (50.108719 sec): 3 clusters Score: Raw -107578.320733 + Penalty 470.740191 = -107107.580542 nChanged 3 SP:Iteration 18Q (50.112275 sec): 3 clusters Score: Raw -107580.614916 + Penalty 472.413193 = -107108.201723 nChanged 3 SP:Iteration 19Q (50.115744 sec): 3 clusters Score: Raw -107581.855312 + Penalty 480.250794 = -107101.604518 nChanged 6 SP:Iteration 20F (50.120069 sec): 3 clusters Score: Raw -107584.890989 + Penalty 486.948165 = -107097.942825 nChanged 6 SP:Iteration 21F (50.124393 sec): 3 clusters Score: Raw -107587.864058 + Penalty 488.394188 = -107099.469870 nChanged 3 SP:Iteration 22Q (50.127841 sec): 3 clusters Score: Raw -107589.762838 + Penalty 490.348647 = -107099.414191 nChanged 6 SP:Iteration 23F (50.132180 sec): 3 clusters Score: Raw -107593.443914 + Penalty 497.224602 = -107096.219312 nChanged 4 SP:Iteration 24F (50.136813 sec): 3 clusters Score: Raw -107596.866906 + Penalty 501.430744 = -107095.436161 nChanged 3 SP:Iteration 25F (50.141350 sec): 3 clusters Score: Raw -107599.920705 + Penalty 501.430744 = -107098.489961 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 9 (960 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.146944 sec): 2 clusters Score: Raw -47179.928494 + Penalty 313.957992 = -46865.970501 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.148861 sec): 3 clusters Score: Raw -46682.051629 + Penalty 622.915179 = -46059.136450 nChanged 367 SP:Iteration 1F (50.150735 sec): 3 clusters Score: Raw -46885.932810 + Penalty 618.236550 = -46267.696260 nChanged 110 SP:Iteration 2F (50.152561 sec): 3 clusters Score: Raw -46977.365347 + Penalty 613.551716 = -46363.813632 nChanged 91 SP:Iteration 3F (50.154391 sec): 3 clusters Score: Raw -47052.932852 + Penalty 610.455971 = -46442.476880 nChanged 61 SP:Iteration 4F (50.156221 sec): 3 clusters Score: Raw -47102.782346 + Penalty 608.110368 = -46494.671978 nChanged 44 SP:Iteration 5Q (50.158052 sec): 3 clusters Score: Raw -47132.423715 + Penalty 609.769374 = -46522.654341 nChanged 31 SP:Iteration 6Q (50.159869 sec): 3 clusters Score: Raw -47149.595513 + Penalty 613.843730 = -46535.751783 nChanged 22 SP:Iteration 7Q (50.161688 sec): 3 clusters Score: Raw -47163.169420 + Penalty 617.437165 = -46545.732255 nChanged 27 SP:Iteration 8Q (50.163492 sec): 3 clusters Score: Raw -47184.352250 + Penalty 622.564604 = -46561.787646 nChanged 24 SP:Iteration 9Q (50.165290 sec): 3 clusters Score: Raw -47203.356281 + Penalty 630.729398 = -46572.626883 nChanged 17 SP:Iteration 10F (50.167121 sec): 3 clusters Score: Raw -47214.410583 + Penalty 637.442669 = -46576.967913 nChanged 14 SP:Iteration 11Q (50.168937 sec): 3 clusters Score: Raw -47226.083688 + Penalty 642.367418 = -46583.716271 nChanged 12 SP:Iteration 12Q (50.170744 sec): 3 clusters Score: Raw -47242.224898 + Penalty 647.235442 = -46594.989456 nChanged 11 SP:Iteration 13Q (50.172502 sec): 3 clusters Score: Raw -47256.636284 + Penalty 645.572668 = -46611.063616 nChanged 12 SP:Iteration 14Q (50.174257 sec): 3 clusters Score: Raw -47268.921454 + Penalty 647.550477 = -46621.370977 nChanged 12 SP:Iteration 15Q (50.176008 sec): 3 clusters Score: Raw -47282.596507 + Penalty 650.992297 = -46631.604209 nChanged 14 SP:Iteration 16Q (50.177760 sec): 3 clusters Score: Raw -47296.488041 + Penalty 657.664204 = -46638.823836 nChanged 10 SP:Iteration 17Q (50.179505 sec): 3 clusters Score: Raw -47304.381787 + Penalty 657.688856 = -46646.692932 nChanged 4 SP:Iteration 18Q (50.181239 sec): 3 clusters Score: Raw -47307.735563 + Penalty 660.174833 = -46647.560730 nChanged 5 SP:Iteration 19Q (50.182960 sec): 3 clusters Score: Raw -47312.719552 + Penalty 662.421336 = -46650.298215 nChanged 6 SP:Iteration 20F (50.184786 sec): 3 clusters Score: Raw -47316.435835 + Penalty 663.454025 = -46652.981810 nChanged 7 SP:Iteration 21Q (50.186501 sec): 3 clusters Score: Raw -47322.177354 + Penalty 663.365736 = -46658.811618 nChanged 2 SP:Iteration 22Q (50.188205 sec): 3 clusters Score: Raw -47322.703354 + Penalty 663.365736 = -46659.337618 nChanged 0 SP:Iteration 23F (50.190033 sec): 3 clusters Score: Raw -47322.703354 + Penalty 663.365736 = -46659.337618 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 10 (903 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.193173 sec): 2 clusters Score: Raw -40411.204347 + Penalty 532.307455 = -39878.896892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.194978 sec): 3 clusters Score: Raw -39972.399595 + Penalty 1065.704390 = -38906.695206 nChanged 330 SP:Iteration 1F (50.196746 sec): 3 clusters Score: Raw -40182.608173 + Penalty 1069.284455 = -39113.323718 nChanged 95 SP:Iteration 2F (50.198468 sec): 3 clusters Score: Raw -40287.509763 + Penalty 1072.086342 = -39215.423421 nChanged 79 SP:Iteration 3F (50.200193 sec): 3 clusters Score: Raw -40387.441230 + Penalty 1071.526096 = -39315.915134 nChanged 54 SP:Iteration 4F (50.201918 sec): 3 clusters Score: Raw -40468.581901 + Penalty 1070.411007 = -39398.170894 nChanged 42 SP:Iteration 5Q (50.203603 sec): 3 clusters Score: Raw -40534.477986 + Penalty 1069.973079 = -39464.504908 nChanged 33 SP:Iteration 6Q (50.205253 sec): 3 clusters Score: Raw -40574.376216 + Penalty 1069.725144 = -39504.651072 nChanged 23 SP:Iteration 7Q (50.206886 sec): 3 clusters Score: Raw -40591.192271 + Penalty 1070.526548 = -39520.665723 nChanged 18 SP:Iteration 8Q (50.208512 sec): 3 clusters Score: Raw -40604.600957 + Penalty 1071.448466 = -39533.152491 nChanged 14 SP:Iteration 9Q (50.210125 sec): 3 clusters Score: Raw -40621.245287 + Penalty 1071.888695 = -39549.356591 nChanged 16 SP:Iteration 10F (50.211847 sec): 3 clusters Score: Raw -40643.684027 + Penalty 1071.613895 = -39572.070133 nChanged 18 SP:Iteration 11Q (50.213443 sec): 3 clusters Score: Raw -40664.471900 + Penalty 1070.416096 = -39594.055804 nChanged 18 SP:Iteration 12Q (50.215031 sec): 3 clusters Score: Raw -40687.789080 + Penalty 1069.488526 = -39618.300554 nChanged 19 SP:Iteration 13Q (50.216655 sec): 3 clusters Score: Raw -40708.832240 + Penalty 1068.693053 = -39640.139187 nChanged 18 SP:Iteration 14Q (50.218237 sec): 3 clusters Score: Raw -40748.181763 + Penalty 1067.733344 = -39680.448419 nChanged 23 SP:Iteration 15Q (50.219771 sec): 3 clusters Score: Raw -40805.843246 + Penalty 1067.832677 = -39738.010568 nChanged 20 SP:Iteration 16Q (50.221264 sec): 3 clusters Score: Raw -40846.756106 + Penalty 1067.628084 = -39779.128021 nChanged 10 SP:Iteration 17Q (50.222720 sec): 3 clusters Score: Raw -40860.472816 + Penalty 1067.977203 = -39792.495613 nChanged 9 SP:Iteration 18Q (50.224168 sec): 3 clusters Score: Raw -40886.045842 + Penalty 1068.307557 = -39817.738285 nChanged 8 SP:Iteration 19Q (50.225602 sec): 3 clusters Score: Raw -40902.514864 + Penalty 1068.550080 = -39833.964784 nChanged 6 SP:Iteration 20F (50.227329 sec): 3 clusters Score: Raw -40910.168316 + Penalty 1068.783700 = -39841.384616 nChanged 2 SP:Iteration 21Q (50.228754 sec): 3 clusters Score: Raw -40911.879626 + Penalty 1069.038620 = -39842.841006 nChanged 2 SP:Iteration 22Q (50.230213 sec): 3 clusters Score: Raw -40914.569361 + Penalty 1069.081091 = -39845.488269 nChanged 1 SP:Iteration 23Q (50.231658 sec): 3 clusters Score: Raw -40915.130259 + Penalty 1069.081091 = -39846.049168 nChanged 0 SP:Iteration 24F (50.233401 sec): 3 clusters Score: Raw -40915.130259 + Penalty 1069.081091 = -39846.049168 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 11 (89 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.234201 sec): 2 clusters Score: Raw -3578.014638 + Penalty 260.378667 = -3317.635972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.234582 sec): 3 clusters Score: Raw -3555.145281 + Penalty 521.398074 = -3033.747207 nChanged 16 SP:Iteration 1F (50.234953 sec): 3 clusters Score: Raw -3581.902863 + Penalty 521.797260 = -3060.105603 nChanged 6 SP:Iteration 2F (50.235331 sec): 3 clusters Score: Raw -3592.950234 + Penalty 523.037365 = -3069.912869 nChanged 1 SP:Iteration 3Q (50.235692 sec): 3 clusters Score: Raw -3597.448412 + Penalty 524.663753 = -3072.784659 nChanged 3 SP:Iteration 4Q (50.236080 sec): 3 clusters Score: Raw -3607.905066 + Penalty 526.505604 = -3081.399462 nChanged 1 SP:Iteration 5Q (50.236437 sec): 3 clusters Score: Raw -3609.480094 + Penalty 526.505604 = -3082.974490 nChanged 0 SP:Iteration 6F (50.236802 sec): 3 clusters Score: Raw -3609.480094 + Penalty 526.505604 = -3082.974490 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 12 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.237446 sec): 2 clusters Score: Raw -2508.971731 + Penalty 335.452698 = -2173.519033 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.237765 sec): 3 clusters Score: Raw -2519.066154 + Penalty 674.140603 = -1844.925551 nChanged 5 SP:Iteration 1F (50.238076 sec): 3 clusters Score: Raw -2528.594581 + Penalty 674.140603 = -1854.453978 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 13 (411 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.240523 sec): 2 clusters Score: Raw -17397.223502 + Penalty 289.162957 = -17108.060546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.241458 sec): 3 clusters Score: Raw -17227.658570 + Penalty 583.998391 = -16643.660179 nChanged 141 SP:Iteration 1F (50.242377 sec): 3 clusters Score: Raw -17396.993016 + Penalty 586.190542 = -16810.802474 nChanged 46 SP:Iteration 2F (50.243299 sec): 3 clusters Score: Raw -17443.994593 + Penalty 591.090380 = -16852.904213 nChanged 14 SP:Iteration 3Q (50.244183 sec): 3 clusters Score: Raw -17453.235737 + Penalty 593.795639 = -16859.440098 nChanged 10 SP:Iteration 4Q (50.245053 sec): 3 clusters Score: Raw -17460.708606 + Penalty 594.908804 = -16865.799802 nChanged 2 SP:Iteration 5Q (50.245917 sec): 3 clusters Score: Raw -17461.608501 + Penalty 595.370182 = -16866.238318 nChanged 1 SP:Iteration 6Q (50.246781 sec): 3 clusters Score: Raw -17462.053879 + Penalty 595.981792 = -16866.072086 nChanged 1 SP:Iteration 7F (50.247692 sec): 3 clusters Score: Raw -17463.345589 + Penalty 596.540089 = -16866.805501 nChanged 1 SP:Iteration 8Q (50.248554 sec): 3 clusters Score: Raw -17464.616779 + Penalty 597.222283 = -16867.394496 nChanged 2 SP:Iteration 9Q (50.249414 sec): 3 clusters Score: Raw -17466.227970 + Penalty 597.932422 = -16868.295548 nChanged 1 SP:Iteration 10F (50.250322 sec): 3 clusters Score: Raw -17466.320813 + Penalty 597.932422 = -16868.388391 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 14 (472 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.253121 sec): 2 clusters Score: Raw -22392.530052 + Penalty 611.182118 = -21781.347934 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.254155 sec): 3 clusters Score: Raw -22218.500287 + Penalty 1222.521462 = -20995.978825 nChanged 131 SP:Iteration 1F (50.255172 sec): 3 clusters Score: Raw -22382.107112 + Penalty 1221.508334 = -21160.598778 nChanged 44 SP:Iteration 2F (50.256189 sec): 3 clusters Score: Raw -22466.041667 + Penalty 1219.016890 = -21247.024777 nChanged 32 SP:Iteration 3F (50.257202 sec): 3 clusters Score: Raw -22539.659258 + Penalty 1219.633232 = -21320.026026 nChanged 24 SP:Iteration 4F (50.258223 sec): 3 clusters Score: Raw -22617.342764 + Penalty 1221.178638 = -21396.164126 nChanged 23 SP:Iteration 5Q (50.259155 sec): 3 clusters Score: Raw -22705.124689 + Penalty 1221.737202 = -21483.387487 nChanged 17 SP:Iteration 6Q (50.260070 sec): 3 clusters Score: Raw -22736.606717 + Penalty 1221.800289 = -21514.806428 nChanged 12 SP:Iteration 7Q (50.260980 sec): 3 clusters Score: Raw -22754.513853 + Penalty 1222.201266 = -21532.312587 nChanged 4 SP:Iteration 8Q (50.261883 sec): 3 clusters Score: Raw -22759.584538 + Penalty 1222.459352 = -21537.125187 nChanged 4 SP:Iteration 9Q (50.262784 sec): 3 clusters Score: Raw -22774.901780 + Penalty 1222.572949 = -21552.328831 nChanged 3 SP:Iteration 10F (50.263830 sec): 3 clusters Score: Raw -22780.464985 + Penalty 1222.583265 = -21557.881721 nChanged 6 SP:Iteration 11Q (50.264726 sec): 3 clusters Score: Raw -22798.268273 + Penalty 1222.364236 = -21575.904036 nChanged 4 SP:Iteration 12Q (50.265621 sec): 3 clusters Score: Raw -22816.307994 + Penalty 1221.766766 = -21594.541228 nChanged 7 SP:Iteration 13Q (50.266513 sec): 3 clusters Score: Raw -22850.967494 + Penalty 1221.446902 = -21629.520592 nChanged 8 SP:Iteration 14Q (50.267394 sec): 3 clusters Score: Raw -22892.672774 + Penalty 1220.435573 = -21672.237201 nChanged 6 SP:Iteration 15Q (50.268272 sec): 3 clusters Score: Raw -22934.831237 + Penalty 1219.665105 = -21715.166132 nChanged 5 SP:Iteration 16Q (50.269146 sec): 3 clusters Score: Raw -22955.014710 + Penalty 1219.111378 = -21735.903332 nChanged 3 SP:Iteration 17Q (50.270013 sec): 3 clusters Score: Raw -22962.315796 + Penalty 1218.994362 = -21743.321434 nChanged 3 SP:Iteration 18Q (50.270881 sec): 3 clusters Score: Raw -22966.814967 + Penalty 1218.994362 = -21747.820604 nChanged 0 SP:Iteration 19F (50.271895 sec): 3 clusters Score: Raw -22966.814967 + Penalty 1218.994362 = -21747.820604 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 15 (335 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.273374 sec): 2 clusters Score: Raw -14225.647693 + Penalty 628.121271 = -13597.526423 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.274166 sec): 3 clusters Score: Raw -14159.380563 + Penalty 1257.038361 = -12902.342202 nChanged 73 SP:Iteration 1F (50.274945 sec): 3 clusters Score: Raw -14274.805137 + Penalty 1260.153989 = -13014.651148 nChanged 23 SP:Iteration 2F (50.275729 sec): 3 clusters Score: Raw -14316.832987 + Penalty 1264.943754 = -13051.889233 nChanged 15 SP:Iteration 3Q (50.276492 sec): 3 clusters Score: Raw -14343.490567 + Penalty 1269.276257 = -13074.214310 nChanged 10 SP:Iteration 4Q (50.277243 sec): 3 clusters Score: Raw -14358.207637 + Penalty 1270.742674 = -13087.464964 nChanged 8 SP:Iteration 5Q (50.277989 sec): 3 clusters Score: Raw -14368.185989 + Penalty 1272.418740 = -13095.767249 nChanged 5 SP:Iteration 6Q (50.278730 sec): 3 clusters Score: Raw -14378.963362 + Penalty 1273.060571 = -13105.902791 nChanged 4 SP:Iteration 7Q (50.279470 sec): 3 clusters Score: Raw -14383.363829 + Penalty 1272.932930 = -13110.430899 nChanged 3 SP:Iteration 8Q (50.280208 sec): 3 clusters Score: Raw -14391.875461 + Penalty 1272.969631 = -13118.905830 nChanged 2 SP:Iteration 9Q (50.280944 sec): 3 clusters Score: Raw -14394.662880 + Penalty 1272.969631 = -13121.693250 nChanged 0 SP:Iteration 10F (50.281719 sec): 3 clusters Score: Raw -14394.662880 + Penalty 1272.969631 = -13121.693250 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 16 (312 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.283011 sec): 2 clusters Score: Raw -14004.570269 + Penalty 158.843437 = -13845.726832 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.283769 sec): 3 clusters Score: Raw -13829.772628 + Penalty 314.923040 = -13514.849588 nChanged 116 SP:Iteration 1F (50.284513 sec): 3 clusters Score: Raw -13902.647915 + Penalty 319.707749 = -13582.940166 nChanged 34 SP:Iteration 2F (50.285255 sec): 3 clusters Score: Raw -13936.041296 + Penalty 331.968867 = -13604.072429 nChanged 26 SP:Iteration 3F (50.285997 sec): 3 clusters Score: Raw -13968.204485 + Penalty 381.357054 = -13586.847431 nChanged 29 SP:Iteration 4F (50.286739 sec): 3 clusters Score: Raw -14005.971642 + Penalty 474.245913 = -13531.725728 nChanged 12 SP:Iteration 5F (50.287478 sec): 3 clusters Score: Raw -14022.859083 + Penalty 499.415580 = -13523.443503 nChanged 2 SP:Iteration 6F (50.288216 sec): 3 clusters Score: Raw -14024.821017 + Penalty 507.415409 = -13517.405608 nChanged 1 SP:Iteration 7F (50.288956 sec): 3 clusters Score: Raw -14026.177364 + Penalty 507.415409 = -13518.761955 nChanged 0 Memory request: 0.01 GB would take us to total of 0.51 GB. Trying to split cluster 17 (2469 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.301702 sec): 2 clusters Score: Raw -111519.409377 + Penalty 336.088206 = -111183.321171 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.306255 sec): 3 clusters Score: Raw -109986.027050 + Penalty 683.117287 = -109302.909763 nChanged 1052 SP:Iteration 1F (50.310705 sec): 3 clusters Score: Raw -110761.858381 + Penalty 703.479434 = -110058.378947 nChanged 321 SP:Iteration 2F (50.315180 sec): 3 clusters Score: Raw -111032.161678 + Penalty 718.008676 = -110314.153002 nChanged 195 SP:Iteration 3F (50.319612 sec): 3 clusters Score: Raw -111189.899198 + Penalty 734.377301 = -110455.521897 nChanged 131 SP:Iteration 4F (50.324032 sec): 3 clusters Score: Raw -111297.462726 + Penalty 742.368724 = -110555.094002 nChanged 92 SP:Iteration 5Q (50.328249 sec): 3 clusters Score: Raw -111364.205900 + Penalty 748.396356 = -110615.809544 nChanged 58 SP:Iteration 6Q (50.332347 sec): 3 clusters Score: Raw -111402.291999 + Penalty 750.595811 = -110651.696188 nChanged 35 SP:Iteration 7Q (50.336371 sec): 3 clusters Score: Raw -111417.651605 + Penalty 750.741836 = -110666.909769 nChanged 33 SP:Iteration 8Q (50.340419 sec): 3 clusters Score: Raw -111433.455745 + Penalty 754.339390 = -110679.116355 nChanged 30 SP:Iteration 9Q (50.344530 sec): 3 clusters Score: Raw -111447.362784 + Penalty 755.827874 = -110691.534910 nChanged 25 SP:Iteration 10F (50.349079 sec): 3 clusters Score: Raw -111459.204074 + Penalty 756.591715 = -110702.612359 nChanged 21 SP:Iteration 11Q (50.353000 sec): 3 clusters Score: Raw -111466.676204 + Penalty 755.616874 = -110711.059330 nChanged 16 SP:Iteration 12Q (50.356906 sec): 3 clusters Score: Raw -111471.942964 + Penalty 754.787114 = -110717.155850 nChanged 9 SP:Iteration 13Q (50.360848 sec): 3 clusters Score: Raw -111475.733135 + Penalty 754.018298 = -110721.714837 nChanged 13 SP:Iteration 14Q (50.364873 sec): 3 clusters Score: Raw -111478.654959 + Penalty 753.122782 = -110725.532177 nChanged 6 SP:Iteration 15Q (50.368776 sec): 3 clusters Score: Raw -111480.171366 + Penalty 751.553730 = -110728.617637 nChanged 5 SP:Iteration 16Q (50.372668 sec): 3 clusters Score: Raw -111481.304864 + Penalty 749.952153 = -110731.352711 nChanged 8 SP:Iteration 17Q (50.376558 sec): 3 clusters Score: Raw -111482.859799 + Penalty 749.264783 = -110733.595016 nChanged 8 SP:Iteration 18Q (50.380450 sec): 3 clusters Score: Raw -111483.612566 + Penalty 748.705591 = -110734.906975 nChanged 5 SP:Iteration 19Q (50.384335 sec): 3 clusters Score: Raw -111484.296039 + Penalty 749.827241 = -110734.468799 nChanged 3 SP:Iteration 20F (50.388759 sec): 3 clusters Score: Raw -111484.817733 + Penalty 749.846612 = -110734.971121 nChanged 5 SP:Iteration 21Q (50.392655 sec): 3 clusters Score: Raw -111485.821652 + Penalty 749.660470 = -110736.161182 nChanged 1 SP:Iteration 22Q (50.396560 sec): 3 clusters Score: Raw -111485.885602 + Penalty 749.660470 = -110736.225132 nChanged 0 SP:Iteration 23F (50.401023 sec): 3 clusters Score: Raw -111485.885602 + Penalty 749.660470 = -110736.225132 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 18 (427 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.404892 sec): 2 clusters Score: Raw -19867.896698 + Penalty 131.991345 = -19735.905353 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.405805 sec): 3 clusters Score: Raw -19643.157917 + Penalty 261.357259 = -19381.800657 nChanged 157 SP:Iteration 1F (50.406742 sec): 3 clusters Score: Raw -19743.209864 + Penalty 261.803314 = -19481.406549 nChanged 29 SP:Iteration 2F (50.407673 sec): 3 clusters Score: Raw -19760.077699 + Penalty 262.463761 = -19497.613937 nChanged 16 SP:Iteration 3Q (50.408583 sec): 3 clusters Score: Raw -19769.099994 + Penalty 264.541152 = -19504.558842 nChanged 19 SP:Iteration 4Q (50.409477 sec): 3 clusters Score: Raw -19780.666721 + Penalty 266.954335 = -19513.712386 nChanged 20 SP:Iteration 5Q (50.410406 sec): 3 clusters Score: Raw -19793.522318 + Penalty 268.958984 = -19524.563334 nChanged 20 SP:Iteration 6Q (50.411293 sec): 3 clusters Score: Raw -19808.049525 + Penalty 271.033681 = -19537.015843 nChanged 17 SP:Iteration 7Q (50.412191 sec): 3 clusters Score: Raw -19816.204838 + Penalty 273.343552 = -19542.861286 nChanged 14 SP:Iteration 8Q (50.413065 sec): 3 clusters Score: Raw -19824.404100 + Penalty 274.661888 = -19549.742212 nChanged 13 SP:Iteration 9Q (50.413930 sec): 3 clusters Score: Raw -19831.204787 + Penalty 275.041438 = -19556.163349 nChanged 8 SP:Iteration 10F (50.414837 sec): 3 clusters Score: Raw -19835.269701 + Penalty 275.045015 = -19560.224686 nChanged 7 SP:Iteration 11Q (50.415693 sec): 3 clusters Score: Raw -19839.027821 + Penalty 275.644916 = -19563.382905 nChanged 5 SP:Iteration 12Q (50.416554 sec): 3 clusters Score: Raw -19841.305845 + Penalty 276.987452 = -19564.318393 nChanged 6 SP:Iteration 13Q (50.417406 sec): 3 clusters Score: Raw -19843.855572 + Penalty 278.224608 = -19565.630964 nChanged 4 SP:Iteration 14Q (50.418270 sec): 3 clusters Score: Raw -19845.070137 + Penalty 278.943039 = -19566.127098 nChanged 2 SP:Iteration 15Q (50.419109 sec): 3 clusters Score: Raw -19845.504689 + Penalty 280.370076 = -19565.134614 nChanged 5 SP:Iteration 16F (50.419991 sec): 3 clusters Score: Raw -19846.617679 + Penalty 281.339421 = -19565.278259 nChanged 5 SP:Iteration 17Q (50.420835 sec): 3 clusters Score: Raw -19849.429435 + Penalty 283.551136 = -19565.878299 nChanged 5 SP:Iteration 18Q (50.421663 sec): 3 clusters Score: Raw -19850.289190 + Penalty 285.467170 = -19564.822021 nChanged 4 SP:Iteration 19F (50.422545 sec): 3 clusters Score: Raw -19851.057397 + Penalty 287.545593 = -19563.511804 nChanged 4 SP:Iteration 20F (50.423426 sec): 3 clusters Score: Raw -19852.104880 + Penalty 290.165575 = -19561.939306 nChanged 7 SP:Iteration 21F (50.424308 sec): 3 clusters Score: Raw -19855.340914 + Penalty 291.395346 = -19563.945568 nChanged 5 SP:Iteration 22Q (50.425147 sec): 3 clusters Score: Raw -19857.745782 + Penalty 294.549183 = -19563.196598 nChanged 5 SP:Iteration 23F (50.426028 sec): 3 clusters Score: Raw -19861.221731 + Penalty 297.243681 = -19563.978050 nChanged 3 SP:Iteration 24Q (50.426838 sec): 3 clusters Score: Raw -19861.446230 + Penalty 293.967537 = -19567.478693 nChanged 2 SP:Iteration 25Q (50.427691 sec): 3 clusters Score: Raw -19862.709659 + Penalty 293.967537 = -19568.742122 nChanged 0 SP:Iteration 26F (50.428617 sec): 3 clusters Score: Raw -19862.709659 + Penalty 293.967537 = -19568.742122 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 19 (476 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.431318 sec): 2 clusters Score: Raw -20583.948335 + Penalty 484.010098 = -20099.938237 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.432368 sec): 3 clusters Score: Raw -20432.281088 + Penalty 968.587193 = -19463.693895 nChanged 140 SP:Iteration 1F (50.433398 sec): 3 clusters Score: Raw -20558.908793 + Penalty 968.700735 = -19590.208058 nChanged 49 SP:Iteration 2F (50.434427 sec): 3 clusters Score: Raw -20601.614299 + Penalty 969.404968 = -19632.209331 nChanged 21 SP:Iteration 3Q (50.435437 sec): 3 clusters Score: Raw -20619.097864 + Penalty 972.746062 = -19646.351802 nChanged 19 SP:Iteration 4Q (50.436446 sec): 3 clusters Score: Raw -20640.620289 + Penalty 976.819023 = -19663.801266 nChanged 26 SP:Iteration 5F (50.437478 sec): 3 clusters Score: Raw -20673.733005 + Penalty 979.256745 = -19694.476260 nChanged 25 SP:Iteration 6F (50.438505 sec): 3 clusters Score: Raw -20702.305981 + Penalty 982.773485 = -19719.532496 nChanged 21 SP:Iteration 7Q (50.439517 sec): 3 clusters Score: Raw -20751.552492 + Penalty 978.355519 = -19773.196973 nChanged 25 SP:Iteration 8F (50.440543 sec): 3 clusters Score: Raw -20806.813159 + Penalty 971.293786 = -19835.519373 nChanged 27 SP:Iteration 9F (50.441598 sec): 3 clusters Score: Raw -20929.513260 + Penalty 957.606406 = -19971.906854 nChanged 24 SP:Iteration 10F (50.442645 sec): 3 clusters Score: Raw -21177.890107 + Penalty 944.304997 = -20233.585110 nChanged 18 SP:Iteration 11Q (50.443596 sec): 3 clusters Score: Raw -21362.208020 + Penalty 930.477827 = -20431.730192 nChanged 16 SP:Iteration 12Q (50.444513 sec): 3 clusters Score: Raw -21391.723807 + Penalty 921.111665 = -20470.612142 nChanged 8 SP:Iteration 13Q (50.445412 sec): 3 clusters Score: Raw -21411.839912 + Penalty 914.763250 = -20497.076662 nChanged 3 SP:Iteration 14Q (50.446304 sec): 3 clusters Score: Raw -21423.568166 + Penalty 912.925958 = -20510.642208 nChanged 2 SP:Iteration 15Q (50.447197 sec): 3 clusters Score: Raw -21425.003917 + Penalty 912.925958 = -20512.077959 nChanged 0 SP:Iteration 16F (50.448221 sec): 3 clusters Score: Raw -21425.003917 + Penalty 912.925958 = -20512.077959 nChanged 0 Score: Raw -2195636.218350 + Penalty 230856.227054 = -1964779.991296 Splitting cluster 19 changes total score from -1931151.522077 to -1964779.991296 So it's getting split into cluster 88. Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 20 (43 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.051752 sec): 2 clusters Score: Raw -1811.483151 + Penalty 263.588459 = -1547.894692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.052045 sec): 3 clusters Score: Raw -1823.556072 + Penalty 528.375831 = -1295.180241 nChanged 1 SP:Iteration 1Q (56.052327 sec): 3 clusters Score: Raw -1827.795160 + Penalty 530.243386 = -1297.551774 nChanged 1 SP:Iteration 2Q (56.052610 sec): 3 clusters Score: Raw -1830.069156 + Penalty 530.243386 = -1299.825769 nChanged 0 SP:Iteration 3F (56.052893 sec): 3 clusters Score: Raw -1830.069156 + Penalty 530.243386 = -1299.825769 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 21 (471 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.054740 sec): 2 clusters Score: Raw -16998.284257 + Penalty 821.269269 = -16177.014988 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.055771 sec): 3 clusters Score: Raw -16922.763857 + Penalty 1642.423759 = -15280.340098 nChanged 109 SP:Iteration 1F (56.056787 sec): 3 clusters Score: Raw -17082.724475 + Penalty 1642.176561 = -15440.547913 nChanged 31 SP:Iteration 2F (56.057799 sec): 3 clusters Score: Raw -17133.697643 + Penalty 1641.601156 = -15492.096487 nChanged 21 SP:Iteration 3Q (56.058781 sec): 3 clusters Score: Raw -17173.008092 + Penalty 1641.017945 = -15531.990146 nChanged 16 SP:Iteration 4Q (56.059757 sec): 3 clusters Score: Raw -17196.319842 + Penalty 1641.109166 = -15555.210676 nChanged 8 SP:Iteration 5Q (56.060724 sec): 3 clusters Score: Raw -17214.318842 + Penalty 1640.810102 = -15573.508740 nChanged 6 SP:Iteration 6Q (56.061685 sec): 3 clusters Score: Raw -17230.248459 + Penalty 1640.821143 = -15589.427316 nChanged 2 SP:Iteration 7Q (56.062644 sec): 3 clusters Score: Raw -17233.797160 + Penalty 1640.590125 = -15593.207035 nChanged 1 SP:Iteration 8Q (56.063602 sec): 3 clusters Score: Raw -17235.149420 + Penalty 1640.754387 = -15594.395033 nChanged 3 SP:Iteration 9Q (56.064558 sec): 3 clusters Score: Raw -17240.023818 + Penalty 1640.811278 = -15599.212540 nChanged 4 SP:Iteration 10F (56.065574 sec): 3 clusters Score: Raw -17251.611796 + Penalty 1640.668962 = -15610.942834 nChanged 3 SP:Iteration 11Q (56.066534 sec): 3 clusters Score: Raw -17254.460463 + Penalty 1640.668962 = -15613.791501 nChanged 0 SP:Iteration 12F (56.067552 sec): 3 clusters Score: Raw -17254.460463 + Penalty 1640.668962 = -15613.791501 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 22 (243 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.068721 sec): 2 clusters Score: Raw -12448.565914 + Penalty 354.877887 = -12093.688027 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.069412 sec): 3 clusters Score: Raw -12322.012640 + Penalty 711.260207 = -11610.752434 nChanged 69 SP:Iteration 1F (56.070057 sec): 3 clusters Score: Raw -12375.832792 + Penalty 714.612762 = -11661.220030 nChanged 31 SP:Iteration 2F (56.070700 sec): 3 clusters Score: Raw -12407.417819 + Penalty 718.351718 = -11689.066102 nChanged 12 SP:Iteration 3Q (56.071341 sec): 3 clusters Score: Raw -12425.681870 + Penalty 726.139087 = -11699.542783 nChanged 16 SP:Iteration 4F (56.071983 sec): 3 clusters Score: Raw -12442.835909 + Penalty 730.481092 = -11712.354816 nChanged 5 SP:Iteration 5Q (56.072608 sec): 3 clusters Score: Raw -12445.389565 + Penalty 735.077344 = -11710.312221 nChanged 4 SP:Iteration 6F (56.073250 sec): 3 clusters Score: Raw -12448.475880 + Penalty 738.639801 = -11709.836079 nChanged 3 SP:Iteration 7F (56.073891 sec): 3 clusters Score: Raw -12452.098883 + Penalty 739.914834 = -11712.184049 nChanged 1 SP:Iteration 8Q (56.074502 sec): 3 clusters Score: Raw -12452.524359 + Penalty 740.948396 = -11711.575963 nChanged 1 SP:Iteration 9F (56.075129 sec): 3 clusters Score: Raw -12452.592954 + Penalty 740.948396 = -11711.644558 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 23 (92 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.075869 sec): 2 clusters Score: Raw -3685.882857 + Penalty 318.443564 = -3367.439293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.076247 sec): 3 clusters Score: Raw -3670.464162 + Penalty 640.153067 = -3030.311095 nChanged 15 SP:Iteration 1F (56.076617 sec): 3 clusters Score: Raw -3687.706933 + Penalty 640.099379 = -3047.607554 nChanged 2 SP:Iteration 2Q (56.076982 sec): 3 clusters Score: Raw -3689.817937 + Penalty 639.840037 = -3049.977899 nChanged 2 SP:Iteration 3Q (56.077349 sec): 3 clusters Score: Raw -3691.109039 + Penalty 639.408908 = -3051.700131 nChanged 2 SP:Iteration 4Q (56.077713 sec): 3 clusters Score: Raw -3694.886868 + Penalty 636.887127 = -3057.999741 nChanged 3 SP:Iteration 5Q (56.078079 sec): 3 clusters Score: Raw -3699.112387 + Penalty 635.389166 = -3063.723220 nChanged 2 SP:Iteration 6Q (56.078440 sec): 3 clusters Score: Raw -3701.566000 + Penalty 635.389166 = -3066.176834 nChanged 0 SP:Iteration 7F (56.078810 sec): 3 clusters Score: Raw -3701.566000 + Penalty 635.389166 = -3066.176834 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 24 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.079380 sec): 2 clusters Score: Raw -1342.643305 + Penalty 285.316536 = -1057.326768 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.079648 sec): 3 clusters Score: Raw -1387.996988 + Penalty 570.633072 = -817.363915 nChanged 1 SP:Iteration 1Q (56.079903 sec): 3 clusters Score: Raw -1392.353192 + Penalty 570.633072 = -821.720120 nChanged 0 SP:Iteration 2F (56.080163 sec): 3 clusters Score: Raw -1392.353192 + Penalty 570.633072 = -821.720120 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 25 (180 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.081455 sec): 2 clusters Score: Raw -8683.333954 + Penalty 232.703503 = -8450.630451 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.082019 sec): 3 clusters Score: Raw -8611.600382 + Penalty 464.904450 = -8146.695932 nChanged 61 SP:Iteration 1F (56.082568 sec): 3 clusters Score: Raw -8676.722651 + Penalty 460.881018 = -8215.841633 nChanged 16 SP:Iteration 2F (56.083090 sec): 3 clusters Score: Raw -8692.897856 + Penalty 465.751649 = -8227.146207 nChanged 11 SP:Iteration 3F (56.083616 sec): 3 clusters Score: Raw -8707.363704 + Penalty 449.900946 = -8257.462758 nChanged 4 SP:Iteration 4Q (56.084137 sec): 3 clusters Score: Raw -8711.592527 + Penalty 449.900946 = -8261.691580 nChanged 0 SP:Iteration 5F (56.084662 sec): 3 clusters Score: Raw -8711.592527 + Penalty 449.900946 = -8261.691580 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 26 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.085283 sec): 2 clusters Score: Raw -980.895593 + Penalty 318.183553 = -662.712039 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.085528 sec): 3 clusters Score: Raw -997.085712 + Penalty 638.798708 = -358.287003 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 27 (266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.086737 sec): 2 clusters Score: Raw -12830.712910 + Penalty 317.979895 = -12512.733015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.087448 sec): 3 clusters Score: Raw -12708.240112 + Penalty 650.582049 = -12057.658063 nChanged 76 SP:Iteration 1F (56.088155 sec): 3 clusters Score: Raw -12785.849138 + Penalty 656.725182 = -12129.123956 nChanged 22 SP:Iteration 2F (56.088864 sec): 3 clusters Score: Raw -12808.050255 + Penalty 660.183555 = -12147.866699 nChanged 8 SP:Iteration 3Q (56.089577 sec): 3 clusters Score: Raw -12814.358787 + Penalty 663.090502 = -12151.268286 nChanged 6 SP:Iteration 4Q (56.090286 sec): 3 clusters Score: Raw -12818.228092 + Penalty 664.440697 = -12153.787395 nChanged 3 SP:Iteration 5Q (56.090996 sec): 3 clusters Score: Raw -12819.821194 + Penalty 665.098729 = -12154.722465 nChanged 3 SP:Iteration 6Q (56.091706 sec): 3 clusters Score: Raw -12824.162528 + Penalty 664.550577 = -12159.611951 nChanged 1 SP:Iteration 7Q (56.092415 sec): 3 clusters Score: Raw -12824.902215 + Penalty 664.284029 = -12160.618186 nChanged 1 SP:Iteration 8Q (56.093123 sec): 3 clusters Score: Raw -12825.265255 + Penalty 663.337817 = -12161.927438 nChanged 1 SP:Iteration 9Q (56.093829 sec): 3 clusters Score: Raw -12825.589709 + Penalty 663.105566 = -12162.484143 nChanged 1 SP:Iteration 10F (56.094537 sec): 3 clusters Score: Raw -12825.918483 + Penalty 663.105566 = -12162.812917 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 28 (370 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.095963 sec): 2 clusters Score: Raw -17009.649492 + Penalty 239.641190 = -16770.008302 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.096817 sec): 3 clusters Score: Raw -16824.264194 + Penalty 479.858703 = -16344.405491 nChanged 138 SP:Iteration 1F (56.097656 sec): 3 clusters Score: Raw -16926.994327 + Penalty 480.110237 = -16446.884090 nChanged 38 SP:Iteration 2F (56.098494 sec): 3 clusters Score: Raw -16950.515005 + Penalty 480.605738 = -16469.909267 nChanged 17 SP:Iteration 3Q (56.099327 sec): 3 clusters Score: Raw -16966.567579 + Penalty 480.453671 = -16486.113908 nChanged 13 SP:Iteration 4Q (56.100152 sec): 3 clusters Score: Raw -16974.685295 + Penalty 479.282380 = -16495.402915 nChanged 11 SP:Iteration 5Q (56.100974 sec): 3 clusters Score: Raw -16978.704203 + Penalty 479.282380 = -16499.421823 nChanged 2 SP:Iteration 6Q (56.101793 sec): 3 clusters Score: Raw -16979.373119 + Penalty 479.032535 = -16500.340584 nChanged 1 SP:Iteration 7Q (56.102613 sec): 3 clusters Score: Raw -16979.421447 + Penalty 479.032535 = -16500.388913 nChanged 0 SP:Iteration 8F (56.103449 sec): 3 clusters Score: Raw -16979.421447 + Penalty 479.032535 = -16500.388913 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 29 (441 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.105093 sec): 2 clusters Score: Raw -22669.195956 + Penalty 731.054494 = -21938.141462 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.106069 sec): 3 clusters Score: Raw -22556.386147 + Penalty 1462.465926 = -21093.920221 nChanged 116 SP:Iteration 1F (56.107029 sec): 3 clusters Score: Raw -22669.040482 + Penalty 1463.626241 = -21205.414241 nChanged 29 SP:Iteration 2F (56.107988 sec): 3 clusters Score: Raw -22698.738076 + Penalty 1464.649258 = -21234.088818 nChanged 17 SP:Iteration 3Q (56.108960 sec): 3 clusters Score: Raw -22715.044330 + Penalty 1467.175287 = -21247.869043 nChanged 17 SP:Iteration 4Q (56.109906 sec): 3 clusters Score: Raw -22735.196434 + Penalty 1469.477737 = -21265.718696 nChanged 13 SP:Iteration 5Q (56.110839 sec): 3 clusters Score: Raw -22758.068530 + Penalty 1474.508147 = -21283.560383 nChanged 14 SP:Iteration 6Q (56.111769 sec): 3 clusters Score: Raw -22777.908170 + Penalty 1478.006706 = -21299.901464 nChanged 11 SP:Iteration 7Q (56.112688 sec): 3 clusters Score: Raw -22798.082641 + Penalty 1480.851048 = -21317.231593 nChanged 7 SP:Iteration 8Q (56.113598 sec): 3 clusters Score: Raw -22814.742189 + Penalty 1482.827670 = -21331.914520 nChanged 5 SP:Iteration 9Q (56.114506 sec): 3 clusters Score: Raw -22827.503095 + Penalty 1482.483181 = -21345.019915 nChanged 1 SP:Iteration 10F (56.115464 sec): 3 clusters Score: Raw -22828.930456 + Penalty 1482.033635 = -21346.896821 nChanged 1 SP:Iteration 11Q (56.116384 sec): 3 clusters Score: Raw -22830.143889 + Penalty 1481.543364 = -21348.600525 nChanged 1 SP:Iteration 12Q (56.117284 sec): 3 clusters Score: Raw -22830.822139 + Penalty 1481.399589 = -21349.422550 nChanged 1 SP:Iteration 13Q (56.118182 sec): 3 clusters Score: Raw -22831.649587 + Penalty 1481.952694 = -21349.696893 nChanged 1 SP:Iteration 14Q (56.119081 sec): 3 clusters Score: Raw -22832.598861 + Penalty 1481.601696 = -21350.997165 nChanged 1 SP:Iteration 15Q (56.119978 sec): 3 clusters Score: Raw -22836.518411 + Penalty 1481.519683 = -21354.998727 nChanged 4 SP:Iteration 16Q (56.120875 sec): 3 clusters Score: Raw -22847.075647 + Penalty 1482.248788 = -21364.826859 nChanged 2 SP:Iteration 17Q (56.121767 sec): 3 clusters Score: Raw -22848.691240 + Penalty 1482.248788 = -21366.442452 nChanged 0 SP:Iteration 18F (56.122724 sec): 3 clusters Score: Raw -22848.691240 + Penalty 1482.248788 = -21366.442452 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 30 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.123286 sec): 2 clusters Score: Raw -617.836683 + Penalty 258.943187 = -358.893496 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.123521 sec): 3 clusters Score: Raw -644.768976 + Penalty 516.435625 = -128.333350 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 31 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.124077 sec): 2 clusters Score: Raw -1284.197004 + Penalty 214.203229 = -1069.993775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.124342 sec): 3 clusters Score: Raw -1299.622139 + Penalty 431.421373 = -868.200766 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 32 (482 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.127042 sec): 2 clusters Score: Raw -25457.428704 + Penalty 717.977706 = -24739.450998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.128109 sec): 3 clusters Score: Raw -25344.250534 + Penalty 1436.091550 = -23908.158984 nChanged 134 SP:Iteration 1F (56.129140 sec): 3 clusters Score: Raw -25514.897418 + Penalty 1435.955412 = -24078.942006 nChanged 39 SP:Iteration 2F (56.130165 sec): 3 clusters Score: Raw -25578.115626 + Penalty 1437.924566 = -24140.191060 nChanged 26 SP:Iteration 3F (56.131189 sec): 3 clusters Score: Raw -25623.901649 + Penalty 1439.623566 = -24184.278083 nChanged 23 SP:Iteration 4Q (56.132162 sec): 3 clusters Score: Raw -25673.723745 + Penalty 1442.102554 = -24231.621192 nChanged 24 SP:Iteration 5Q (56.133118 sec): 3 clusters Score: Raw -25724.457504 + Penalty 1444.796294 = -24279.661210 nChanged 16 SP:Iteration 6Q (56.134056 sec): 3 clusters Score: Raw -25775.108990 + Penalty 1444.129454 = -24330.979536 nChanged 17 SP:Iteration 7Q (56.134985 sec): 3 clusters Score: Raw -25838.322994 + Penalty 1442.746463 = -24395.576531 nChanged 13 SP:Iteration 8Q (56.135891 sec): 3 clusters Score: Raw -25900.964889 + Penalty 1439.032398 = -24461.932491 nChanged 17 SP:Iteration 9Q (56.136818 sec): 3 clusters Score: Raw -26078.415622 + Penalty 1440.405539 = -24638.010083 nChanged 9 SP:Iteration 10F (56.137843 sec): 3 clusters Score: Raw -26174.267088 + Penalty 1442.482364 = -24731.784724 nChanged 7 SP:Iteration 11Q (56.138726 sec): 3 clusters Score: Raw -26180.298505 + Penalty 1443.877064 = -24736.421441 nChanged 5 SP:Iteration 12Q (56.139613 sec): 3 clusters Score: Raw -26191.261255 + Penalty 1446.448942 = -24744.812313 nChanged 8 SP:Iteration 13Q (56.140496 sec): 3 clusters Score: Raw -26204.283105 + Penalty 1450.542024 = -24753.741081 nChanged 9 SP:Iteration 14Q (56.141378 sec): 3 clusters Score: Raw -26219.989036 + Penalty 1457.897316 = -24762.091720 nChanged 14 SP:Iteration 15Q (56.142259 sec): 3 clusters Score: Raw -26247.490672 + Penalty 1465.683299 = -24781.807373 nChanged 15 SP:Iteration 16Q (56.143141 sec): 3 clusters Score: Raw -26272.427805 + Penalty 1470.303233 = -24802.124573 nChanged 13 SP:Iteration 17Q (56.144020 sec): 3 clusters Score: Raw -26300.471054 + Penalty 1473.056129 = -24827.414925 nChanged 8 SP:Iteration 18Q (56.144892 sec): 3 clusters Score: Raw -26317.946293 + Penalty 1473.543672 = -24844.402621 nChanged 4 SP:Iteration 19Q (56.145761 sec): 3 clusters Score: Raw -26326.922092 + Penalty 1473.543672 = -24853.378420 nChanged 0 SP:Iteration 20F (56.146785 sec): 3 clusters Score: Raw -26327.265935 + Penalty 1473.996071 = -24853.269865 nChanged 1 SP:Iteration 21F (56.147808 sec): 3 clusters Score: Raw -26328.199630 + Penalty 1473.996071 = -24854.203559 nChanged 0 Score: Raw -2196506.988209 + Penalty 232190.571603 = -1964316.416606 Splitting cluster 32 changes total score from -1931151.522077 to -1964316.416606 So it's getting split into cluster 89. Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 33 (342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.690461 sec): 2 clusters Score: Raw -13223.375628 + Penalty 200.893154 = -13022.482473 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.691270 sec): 3 clusters Score: Raw -13041.939811 + Penalty 401.693658 = -12640.246153 nChanged 125 SP:Iteration 1F (61.692079 sec): 3 clusters Score: Raw -13137.843338 + Penalty 400.105478 = -12737.737859 nChanged 36 SP:Iteration 2F (61.692875 sec): 3 clusters Score: Raw -13171.496182 + Penalty 400.150039 = -12771.346143 nChanged 17 SP:Iteration 3Q (61.693665 sec): 3 clusters Score: Raw -13186.249905 + Penalty 400.840907 = -12785.408998 nChanged 16 SP:Iteration 4Q (61.694455 sec): 3 clusters Score: Raw -13198.982991 + Penalty 401.602335 = -12797.380656 nChanged 7 SP:Iteration 5Q (61.695245 sec): 3 clusters Score: Raw -13204.149837 + Penalty 401.976269 = -12802.173568 nChanged 8 SP:Iteration 6Q (61.696033 sec): 3 clusters Score: Raw -13214.236668 + Penalty 403.932656 = -12810.304012 nChanged 10 SP:Iteration 7Q (61.696819 sec): 3 clusters Score: Raw -13225.859901 + Penalty 406.733251 = -12819.126650 nChanged 12 SP:Iteration 8Q (61.697602 sec): 3 clusters Score: Raw -13239.305905 + Penalty 409.471299 = -12829.834606 nChanged 14 SP:Iteration 9Q (61.698380 sec): 3 clusters Score: Raw -13257.218191 + Penalty 413.634100 = -12843.584091 nChanged 6 SP:Iteration 10F (61.699176 sec): 3 clusters Score: Raw -13274.181155 + Penalty 416.254672 = -12857.926483 nChanged 7 SP:Iteration 11Q (61.699941 sec): 3 clusters Score: Raw -13279.751167 + Penalty 421.326561 = -12858.424606 nChanged 9 SP:Iteration 12Q (61.700709 sec): 3 clusters Score: Raw -13290.255720 + Penalty 422.203128 = -12868.052592 nChanged 5 SP:Iteration 13Q (61.701469 sec): 3 clusters Score: Raw -13295.288151 + Penalty 423.920053 = -12871.368098 nChanged 2 SP:Iteration 14Q (61.702222 sec): 3 clusters Score: Raw -13300.277979 + Penalty 426.037000 = -12874.240979 nChanged 4 SP:Iteration 15Q (61.702974 sec): 3 clusters Score: Raw -13306.161023 + Penalty 427.761522 = -12878.399500 nChanged 2 SP:Iteration 16Q (61.703720 sec): 3 clusters Score: Raw -13307.621868 + Penalty 430.931330 = -12876.690538 nChanged 3 SP:Iteration 17F (61.704546 sec): 3 clusters Score: Raw -13311.701611 + Penalty 435.149105 = -12876.552505 nChanged 5 SP:Iteration 18F (61.705341 sec): 3 clusters Score: Raw -13320.379939 + Penalty 435.565705 = -12884.814234 nChanged 4 SP:Iteration 19Q (61.706077 sec): 3 clusters Score: Raw -13322.960368 + Penalty 436.565876 = -12886.394492 nChanged 1 SP:Iteration 20F (61.706930 sec): 3 clusters Score: Raw -13324.814794 + Penalty 435.631114 = -12889.183680 nChanged 1 SP:Iteration 21Q (61.707724 sec): 3 clusters Score: Raw -13325.140124 + Penalty 435.648900 = -12889.491224 nChanged 1 SP:Iteration 22Q (61.708569 sec): 3 clusters Score: Raw -13325.649926 + Penalty 435.424353 = -12890.225574 nChanged 1 SP:Iteration 23Q (61.709317 sec): 3 clusters Score: Raw -13325.934502 + Penalty 434.151874 = -12891.782628 nChanged 1 SP:Iteration 24Q (61.710049 sec): 3 clusters Score: Raw -13326.153423 + Penalty 434.151874 = -12892.001549 nChanged 0 SP:Iteration 25F (61.710896 sec): 3 clusters Score: Raw -13326.153423 + Penalty 434.151874 = -12892.001549 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 34 (90 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.711705 sec): 2 clusters Score: Raw -3530.926264 + Penalty 485.015306 = -3045.910958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.712081 sec): 3 clusters Score: Raw -3603.104148 + Penalty 970.040960 = -2633.063189 nChanged 2 SP:Iteration 1Q (61.712438 sec): 3 clusters Score: Raw -3610.697838 + Penalty 970.040960 = -2640.656879 nChanged 0 SP:Iteration 2F (61.712808 sec): 3 clusters Score: Raw -3610.697838 + Penalty 970.040960 = -2640.656879 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 35 (53 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.713449 sec): 2 clusters Score: Raw -2468.342943 + Penalty 298.215989 = -2170.126954 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.713763 sec): 3 clusters Score: Raw -2470.057053 + Penalty 602.249592 = -1867.807462 nChanged 3 SP:Iteration 1F (61.714070 sec): 3 clusters Score: Raw -2478.005010 + Penalty 608.053315 = -1869.951695 nChanged 2 SP:Iteration 2Q (61.714377 sec): 3 clusters Score: Raw -2485.613781 + Penalty 613.122903 = -1872.490878 nChanged 1 SP:Iteration 3Q (61.714682 sec): 3 clusters Score: Raw -2487.736324 + Penalty 615.911886 = -1871.824438 nChanged 1 SP:Iteration 4F (61.714991 sec): 3 clusters Score: Raw -2488.769981 + Penalty 615.911886 = -1872.858095 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 36 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.715496 sec): 2 clusters Score: Raw -435.873781 + Penalty 204.341322 = -231.532459 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.715722 sec): 3 clusters Score: Raw -448.722579 + Penalty 393.976542 = -54.746037 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 37 (57 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.716354 sec): 2 clusters Score: Raw -2352.617777 + Penalty 428.291903 = -1924.325873 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.716675 sec): 3 clusters Score: Raw -2399.302855 + Penalty 860.908499 = -1538.394355 nChanged 3 SP:Iteration 1F (61.716985 sec): 3 clusters Score: Raw -2419.017637 + Penalty 862.370448 = -1556.647189 nChanged 1 SP:Iteration 2Q (61.717283 sec): 3 clusters Score: Raw -2422.936241 + Penalty 862.370448 = -1560.565792 nChanged 0 SP:Iteration 3F (61.717593 sec): 3 clusters Score: Raw -2422.936241 + Penalty 862.370448 = -1560.565792 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 38 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.718183 sec): 2 clusters Score: Raw -1933.123651 + Penalty 494.069452 = -1439.054199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.718490 sec): 3 clusters Score: Raw -2037.435759 + Penalty 987.976596 = -1049.459163 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 39 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.718996 sec): 2 clusters Score: Raw -400.412166 + Penalty 134.590700 = -265.821467 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.719217 sec): 3 clusters Score: Raw -410.535679 + Penalty 258.422133 = -152.113546 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 40 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.719744 sec): 2 clusters Score: Raw -869.156906 + Penalty 303.020201 = -566.136705 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.719989 sec): 3 clusters Score: Raw -934.769175 + Penalty 609.644203 = -325.124972 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 41 (108 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.720772 sec): 2 clusters Score: Raw -5658.352811 + Penalty 580.229821 = -5078.122990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.721200 sec): 3 clusters Score: Raw -5700.574117 + Penalty 1159.182886 = -4541.391231 nChanged 5 SP:Iteration 1Q (61.721614 sec): 3 clusters Score: Raw -5719.328714 + Penalty 1159.835221 = -4559.493494 nChanged 2 SP:Iteration 2Q (61.722019 sec): 3 clusters Score: Raw -5733.058879 + Penalty 1159.835221 = -4573.223658 nChanged 0 SP:Iteration 3F (61.722441 sec): 3 clusters Score: Raw -5733.058879 + Penalty 1159.835221 = -4573.223658 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 42 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.722960 sec): 2 clusters Score: Raw -661.530019 + Penalty 251.654779 = -409.875239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.723193 sec): 3 clusters Score: Raw -681.685914 + Penalty 500.866225 = -180.819689 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 43 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.723708 sec): 2 clusters Score: Raw -687.249299 + Penalty 227.791684 = -459.457616 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.723944 sec): 3 clusters Score: Raw -714.888797 + Penalty 452.191162 = -262.697634 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 44 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.724522 sec): 2 clusters Score: Raw -1795.328219 + Penalty 425.286543 = -1370.041675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.724803 sec): 3 clusters Score: Raw -1861.527355 + Penalty 850.573087 = -1010.954269 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 45 (161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.725713 sec): 2 clusters Score: Raw -6371.334458 + Penalty 347.429026 = -6023.905432 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.726214 sec): 3 clusters Score: Raw -6342.248387 + Penalty 693.463800 = -5648.784587 nChanged 32 SP:Iteration 1F (61.726708 sec): 3 clusters Score: Raw -6391.873997 + Penalty 694.977786 = -5696.896211 nChanged 11 SP:Iteration 2F (61.727201 sec): 3 clusters Score: Raw -6413.577332 + Penalty 695.320109 = -5718.257224 nChanged 5 SP:Iteration 3Q (61.727680 sec): 3 clusters Score: Raw -6433.767869 + Penalty 695.759900 = -5738.007969 nChanged 7 SP:Iteration 4Q (61.728153 sec): 3 clusters Score: Raw -6442.569434 + Penalty 695.657763 = -5746.911671 nChanged 5 SP:Iteration 5Q (61.728623 sec): 3 clusters Score: Raw -6452.731269 + Penalty 696.076922 = -5756.654347 nChanged 3 SP:Iteration 6Q (61.729092 sec): 3 clusters Score: Raw -6455.531758 + Penalty 695.862673 = -5759.669085 nChanged 1 SP:Iteration 7Q (61.729582 sec): 3 clusters Score: Raw -6456.914186 + Penalty 695.892713 = -5761.021473 nChanged 1 SP:Iteration 8Q (61.730050 sec): 3 clusters Score: Raw -6457.891347 + Penalty 696.701334 = -5761.190013 nChanged 1 SP:Iteration 9Q (61.730517 sec): 3 clusters Score: Raw -6458.496008 + Penalty 696.529923 = -5761.966085 nChanged 1 SP:Iteration 10F (61.731008 sec): 3 clusters Score: Raw -6459.625402 + Penalty 696.529923 = -5763.095479 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 46 (215 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.732087 sec): 2 clusters Score: Raw -6311.155566 + Penalty 752.975232 = -5558.180334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.732724 sec): 3 clusters Score: Raw -6369.799107 + Penalty 1509.069322 = -4860.729785 nChanged 32 SP:Iteration 1F (61.733341 sec): 3 clusters Score: Raw -6457.371537 + Penalty 1509.248109 = -4948.123428 nChanged 10 SP:Iteration 2Q (61.733919 sec): 3 clusters Score: Raw -6484.318595 + Penalty 1506.753958 = -4977.564636 nChanged 6 SP:Iteration 3Q (61.734487 sec): 3 clusters Score: Raw -6500.652428 + Penalty 1505.203472 = -4995.448956 nChanged 3 SP:Iteration 4Q (61.735055 sec): 3 clusters Score: Raw -6519.798740 + Penalty 1504.318043 = -5015.480697 nChanged 2 SP:Iteration 5Q (61.735633 sec): 3 clusters Score: Raw -6523.694889 + Penalty 1504.251575 = -5019.443314 nChanged 2 SP:Iteration 6Q (61.736189 sec): 3 clusters Score: Raw -6526.766670 + Penalty 1504.789444 = -5021.977226 nChanged 1 SP:Iteration 7Q (61.736745 sec): 3 clusters Score: Raw -6527.719926 + Penalty 1504.789444 = -5022.930483 nChanged 0 SP:Iteration 8F (61.737346 sec): 3 clusters Score: Raw -6527.719926 + Penalty 1504.789444 = -5022.930483 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 48 (216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.738403 sec): 2 clusters Score: Raw -10642.911264 + Penalty 633.456293 = -10009.454971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.738993 sec): 3 clusters Score: Raw -10661.625564 + Penalty 1271.417968 = -9390.207596 nChanged 33 SP:Iteration 1F (61.739572 sec): 3 clusters Score: Raw -10723.060921 + Penalty 1273.478641 = -9449.582280 nChanged 5 SP:Iteration 2Q (61.740133 sec): 3 clusters Score: Raw -10732.855617 + Penalty 1276.396505 = -9456.459113 nChanged 4 SP:Iteration 3Q (61.740691 sec): 3 clusters Score: Raw -10741.207234 + Penalty 1278.474560 = -9462.732673 nChanged 2 SP:Iteration 4Q (61.741250 sec): 3 clusters Score: Raw -10744.637070 + Penalty 1278.474560 = -9466.162510 nChanged 0 SP:Iteration 5F (61.741831 sec): 3 clusters Score: Raw -10744.637070 + Penalty 1278.474560 = -9466.162510 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 49 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.742374 sec): 2 clusters Score: Raw -805.697110 + Penalty 374.967893 = -430.729217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.742612 sec): 3 clusters Score: Raw -869.609741 + Penalty 749.859661 = -119.750080 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 50 (116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.743403 sec): 2 clusters Score: Raw -5899.978890 + Penalty 504.893077 = -5395.085814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.743823 sec): 3 clusters Score: Raw -5918.850065 + Penalty 1008.139030 = -4910.711034 nChanged 9 SP:Iteration 1F (61.744236 sec): 3 clusters Score: Raw -5941.590913 + Penalty 1009.502686 = -4932.088228 nChanged 6 SP:Iteration 2F (61.744648 sec): 3 clusters Score: Raw -5957.607897 + Penalty 1009.577458 = -4948.030439 nChanged 2 SP:Iteration 3Q (61.745047 sec): 3 clusters Score: Raw -5960.278891 + Penalty 1009.577458 = -4950.701433 nChanged 0 SP:Iteration 4F (61.745486 sec): 3 clusters Score: Raw -5960.278891 + Penalty 1009.577458 = -4950.701433 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 51 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.746012 sec): 2 clusters Score: Raw -735.441869 + Penalty 205.399006 = -530.042863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.746254 sec): 3 clusters Score: Raw -758.096703 + Penalty 406.010006 = -352.086697 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 52 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.746792 sec): 2 clusters Score: Raw -1099.461565 + Penalty 354.370604 = -745.090961 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.747044 sec): 3 clusters Score: Raw -1155.203299 + Penalty 709.635103 = -445.568196 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 53 (116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.747823 sec): 2 clusters Score: Raw -4727.725578 + Penalty 477.472099 = -4250.253479 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.748262 sec): 3 clusters Score: Raw -4770.698767 + Penalty 953.985317 = -3816.713450 nChanged 10 SP:Iteration 1F (61.748695 sec): 3 clusters Score: Raw -4804.157964 + Penalty 955.031580 = -3849.126384 nChanged 6 SP:Iteration 2F (61.749124 sec): 3 clusters Score: Raw -4817.672291 + Penalty 954.790974 = -3862.881317 nChanged 4 SP:Iteration 3Q (61.749536 sec): 3 clusters Score: Raw -4824.474510 + Penalty 954.771377 = -3869.703133 nChanged 1 SP:Iteration 4Q (61.749945 sec): 3 clusters Score: Raw -4825.711706 + Penalty 954.771377 = -3870.940329 nChanged 0 SP:Iteration 5F (61.750373 sec): 3 clusters Score: Raw -4825.711706 + Penalty 954.771377 = -3870.940329 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 54 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.750907 sec): 2 clusters Score: Raw -892.163475 + Penalty 161.628584 = -730.534892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.751150 sec): 3 clusters Score: Raw -912.428010 + Penalty 295.829757 = -616.598253 nChanged 1 SP:Iteration 1Q (61.751384 sec): 3 clusters Score: Raw -916.522368 + Penalty 295.829757 = -620.692611 nChanged 0 SP:Iteration 2F (61.751625 sec): 3 clusters Score: Raw -916.522368 + Penalty 295.829757 = -620.692611 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 55 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.752149 sec): 2 clusters Score: Raw -857.595924 + Penalty 245.699683 = -611.896241 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.752390 sec): 3 clusters Score: Raw -880.476708 + Penalty 489.272560 = -391.204148 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 56 (88 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.753090 sec): 2 clusters Score: Raw -4453.619827 + Penalty 283.949455 = -4169.670372 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.753460 sec): 3 clusters Score: Raw -4442.762461 + Penalty 569.302218 = -3873.460244 nChanged 15 SP:Iteration 1F (61.753823 sec): 3 clusters Score: Raw -4463.467718 + Penalty 574.004443 = -3889.463275 nChanged 7 SP:Iteration 2F (61.754185 sec): 3 clusters Score: Raw -4471.019299 + Penalty 577.191880 = -3893.827419 nChanged 3 SP:Iteration 3Q (61.754543 sec): 3 clusters Score: Raw -4473.756406 + Penalty 578.537348 = -3895.219058 nChanged 1 SP:Iteration 4Q (61.754900 sec): 3 clusters Score: Raw -4474.782312 + Penalty 579.623293 = -3895.159019 nChanged 1 SP:Iteration 5F (61.755261 sec): 3 clusters Score: Raw -4474.932050 + Penalty 583.288714 = -3891.643336 nChanged 2 SP:Iteration 6F (61.755623 sec): 3 clusters Score: Raw -4476.990063 + Penalty 583.288714 = -3893.701349 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 57 (307 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.757055 sec): 2 clusters Score: Raw -11428.529232 + Penalty 195.032921 = -11233.496311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.757841 sec): 3 clusters Score: Raw -11274.535845 + Penalty 391.095390 = -10883.440456 nChanged 107 SP:Iteration 1F (61.758600 sec): 3 clusters Score: Raw -11381.414508 + Penalty 390.690604 = -10990.723905 nChanged 37 SP:Iteration 2F (61.759357 sec): 3 clusters Score: Raw -11431.899856 + Penalty 391.267610 = -11040.632247 nChanged 14 SP:Iteration 3Q (61.760102 sec): 3 clusters Score: Raw -11455.862961 + Penalty 392.165256 = -11063.697705 nChanged 13 SP:Iteration 4Q (61.760837 sec): 3 clusters Score: Raw -11481.753491 + Penalty 391.829120 = -11089.924371 nChanged 8 SP:Iteration 5Q (61.761560 sec): 3 clusters Score: Raw -11489.916221 + Penalty 392.083011 = -11097.833209 nChanged 5 SP:Iteration 6Q (61.762275 sec): 3 clusters Score: Raw -11492.928004 + Penalty 392.230047 = -11100.697956 nChanged 3 SP:Iteration 7Q (61.762988 sec): 3 clusters Score: Raw -11493.853089 + Penalty 392.549926 = -11101.303162 nChanged 2 SP:Iteration 8Q (61.763696 sec): 3 clusters Score: Raw -11494.924044 + Penalty 393.322782 = -11101.601262 nChanged 3 SP:Iteration 9Q (61.764402 sec): 3 clusters Score: Raw -11496.568023 + Penalty 394.026083 = -11102.541940 nChanged 4 SP:Iteration 10F (61.765154 sec): 3 clusters Score: Raw -11499.386293 + Penalty 393.807351 = -11105.578942 nChanged 2 SP:Iteration 11Q (61.765856 sec): 3 clusters Score: Raw -11501.117586 + Penalty 393.807351 = -11107.310235 nChanged 0 SP:Iteration 12F (61.766607 sec): 3 clusters Score: Raw -11501.117586 + Penalty 393.807351 = -11107.310235 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 58 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.767132 sec): 2 clusters Score: Raw -409.131563 + Penalty 190.289202 = -218.842361 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.767353 sec): 3 clusters Score: Raw -416.080682 + Penalty 382.627550 = -33.453133 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 59 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.767892 sec): 2 clusters Score: Raw -1052.663187 + Penalty 271.955828 = -780.707359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.768148 sec): 3 clusters Score: Raw -1087.490390 + Penalty 543.549815 = -543.940575 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 60 (243 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.769269 sec): 2 clusters Score: Raw -10337.567288 + Penalty 566.278746 = -9771.288541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.769907 sec): 3 clusters Score: Raw -10291.668802 + Penalty 1134.827927 = -9156.840874 nChanged 45 SP:Iteration 1F (61.770534 sec): 3 clusters Score: Raw -10347.462112 + Penalty 1141.951321 = -9205.510791 nChanged 19 SP:Iteration 2F (61.771156 sec): 3 clusters Score: Raw -10378.883297 + Penalty 1148.037869 = -9230.845427 nChanged 11 SP:Iteration 3Q (61.771781 sec): 3 clusters Score: Raw -10399.737116 + Penalty 1153.149545 = -9246.587571 nChanged 10 SP:Iteration 4Q (61.772392 sec): 3 clusters Score: Raw -10415.773475 + Penalty 1155.701512 = -9260.071964 nChanged 4 SP:Iteration 5Q (61.773001 sec): 3 clusters Score: Raw -10422.637046 + Penalty 1154.425554 = -9268.211492 nChanged 1 SP:Iteration 6Q (61.773609 sec): 3 clusters Score: Raw -10426.953510 + Penalty 1154.646380 = -9272.307130 nChanged 2 SP:Iteration 7Q (61.774214 sec): 3 clusters Score: Raw -10432.775847 + Penalty 1156.290892 = -9276.484954 nChanged 1 SP:Iteration 8Q (61.774822 sec): 3 clusters Score: Raw -10434.217418 + Penalty 1156.290892 = -9277.926526 nChanged 0 SP:Iteration 9F (61.775473 sec): 3 clusters Score: Raw -10434.217418 + Penalty 1156.290892 = -9277.926526 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 61 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.776060 sec): 2 clusters Score: Raw -1343.254902 + Penalty 400.198997 = -943.055904 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.776321 sec): 3 clusters Score: Raw -1422.735534 + Penalty 800.603403 = -622.132131 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 62 (753 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.780374 sec): 2 clusters Score: Raw -36224.578583 + Penalty 769.451612 = -35455.126971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.781909 sec): 3 clusters Score: Raw -35971.101629 + Penalty 1544.230533 = -34426.871096 nChanged 234 SP:Iteration 1F (61.783389 sec): 3 clusters Score: Raw -36235.947080 + Penalty 1547.966178 = -34687.980902 nChanged 70 SP:Iteration 2F (61.784867 sec): 3 clusters Score: Raw -36326.969218 + Penalty 1551.077828 = -34775.891390 nChanged 36 SP:Iteration 3Q (61.786359 sec): 3 clusters Score: Raw -36374.254294 + Penalty 1551.865481 = -34822.388814 nChanged 23 SP:Iteration 4Q (61.787817 sec): 3 clusters Score: Raw -36397.767065 + Penalty 1550.578814 = -34847.188252 nChanged 18 SP:Iteration 5Q (61.789256 sec): 3 clusters Score: Raw -36423.087563 + Penalty 1550.051169 = -34873.036394 nChanged 18 SP:Iteration 6Q (61.790672 sec): 3 clusters Score: Raw -36463.579531 + Penalty 1549.874589 = -34913.704941 nChanged 23 SP:Iteration 7Q (61.792080 sec): 3 clusters Score: Raw -36544.663014 + Penalty 1550.205132 = -34994.457882 nChanged 27 SP:Iteration 8Q (61.793463 sec): 3 clusters Score: Raw -36623.204670 + Penalty 1550.922790 = -35072.281880 nChanged 14 SP:Iteration 9Q (61.794847 sec): 3 clusters Score: Raw -36640.627957 + Penalty 1552.200342 = -35088.427615 nChanged 7 SP:Iteration 10F (61.796404 sec): 3 clusters Score: Raw -36646.049591 + Penalty 1552.711463 = -35093.338128 nChanged 4 SP:Iteration 11Q (61.797783 sec): 3 clusters Score: Raw -36652.726312 + Penalty 1553.081255 = -35099.645057 nChanged 1 SP:Iteration 12Q (61.799161 sec): 3 clusters Score: Raw -36654.665014 + Penalty 1553.081255 = -35101.583759 nChanged 0 SP:Iteration 13F (61.800666 sec): 3 clusters Score: Raw -36654.665014 + Penalty 1553.081255 = -35101.583759 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 63 (114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.802931 sec): 2 clusters Score: Raw -5352.618102 + Penalty 446.487597 = -4906.130504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.803364 sec): 3 clusters Score: Raw -5367.645078 + Penalty 903.408427 = -4464.236650 nChanged 13 SP:Iteration 1F (61.803772 sec): 3 clusters Score: Raw -5393.054321 + Penalty 903.548070 = -4489.506251 nChanged 1 SP:Iteration 2Q (61.804167 sec): 3 clusters Score: Raw -5395.040621 + Penalty 903.548070 = -4491.492551 nChanged 0 SP:Iteration 3F (61.804572 sec): 3 clusters Score: Raw -5395.040621 + Penalty 903.548070 = -4491.492551 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 64 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.805174 sec): 2 clusters Score: Raw -1777.363375 + Penalty 422.325805 = -1355.037569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.805449 sec): 3 clusters Score: Raw -1830.829227 + Penalty 846.271885 = -984.557342 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 65 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.806012 sec): 2 clusters Score: Raw -1448.530056 + Penalty 311.379821 = -1137.150236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.806280 sec): 3 clusters Score: Raw -1481.312964 + Penalty 622.759641 = -858.553323 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 66 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.806834 sec): 2 clusters Score: Raw -726.783992 + Penalty 205.078446 = -521.705547 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.807072 sec): 3 clusters Score: Raw -757.749611 + Penalty 395.142742 = -362.606869 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 67 (413 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.808742 sec): 2 clusters Score: Raw -17237.864948 + Penalty 770.294087 = -16467.570861 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.809727 sec): 3 clusters Score: Raw -17183.151852 + Penalty 1541.471025 = -15641.680828 nChanged 96 SP:Iteration 1F (61.810703 sec): 3 clusters Score: Raw -17326.081604 + Penalty 1540.974850 = -15785.106755 nChanged 32 SP:Iteration 2F (61.811619 sec): 3 clusters Score: Raw -17396.205209 + Penalty 1540.418469 = -15855.786740 nChanged 22 SP:Iteration 3F (61.812529 sec): 3 clusters Score: Raw -17449.857659 + Penalty 1540.074531 = -15909.783128 nChanged 12 SP:Iteration 4Q (61.813461 sec): 3 clusters Score: Raw -17469.013561 + Penalty 1540.511276 = -15928.502285 nChanged 7 SP:Iteration 5Q (61.814363 sec): 3 clusters Score: Raw -17482.758954 + Penalty 1540.789907 = -15941.969047 nChanged 3 SP:Iteration 6Q (61.815258 sec): 3 clusters Score: Raw -17486.800340 + Penalty 1539.488631 = -15947.311709 nChanged 3 SP:Iteration 7Q (61.816149 sec): 3 clusters Score: Raw -17493.775153 + Penalty 1539.488631 = -15954.286522 nChanged 0 SP:Iteration 8F (61.817096 sec): 3 clusters Score: Raw -17493.775153 + Penalty 1539.488631 = -15954.286522 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 68 (72 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.817777 sec): 2 clusters Score: Raw -3337.764931 + Penalty 212.313652 = -3125.451279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.818118 sec): 3 clusters Score: Raw -3337.167071 + Penalty 448.687655 = -2888.479416 nChanged 16 SP:Iteration 1F (61.818452 sec): 3 clusters Score: Raw -3361.369944 + Penalty 458.087660 = -2903.282284 nChanged 3 SP:Iteration 2Q (61.818779 sec): 3 clusters Score: Raw -3366.485191 + Penalty 469.986825 = -2896.498367 nChanged 3 SP:Iteration 3F (61.819113 sec): 3 clusters Score: Raw -3376.672907 + Penalty 502.207615 = -2874.465292 nChanged 6 SP:Iteration 4F (61.819445 sec): 3 clusters Score: Raw -3392.137285 + Penalty 499.024468 = -2893.112817 nChanged 2 SP:Iteration 5Q (61.819760 sec): 3 clusters Score: Raw -3402.120239 + Penalty 499.670870 = -2902.449369 nChanged 2 SP:Iteration 6Q (61.820072 sec): 3 clusters Score: Raw -3412.485150 + Penalty 495.605863 = -2916.879287 nChanged 1 SP:Iteration 7Q (61.820380 sec): 3 clusters Score: Raw -3419.023540 + Penalty 495.605863 = -2923.417677 nChanged 0 SP:Iteration 8F (61.820713 sec): 3 clusters Score: Raw -3419.023540 + Penalty 495.605863 = -2923.417677 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 69 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.821336 sec): 2 clusters Score: Raw -2107.645390 + Penalty 389.080862 = -1718.564528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.821645 sec): 3 clusters Score: Raw -2165.252831 + Penalty 778.161724 = -1387.091107 nChanged 2 SP:Iteration 1Q (61.821932 sec): 3 clusters Score: Raw -2168.216594 + Penalty 778.161724 = -1390.054869 nChanged 0 SP:Iteration 2F (61.822231 sec): 3 clusters Score: Raw -2168.216594 + Penalty 778.161724 = -1390.054869 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 70 (483 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.824054 sec): 2 clusters Score: Raw -20546.760665 + Penalty 553.249912 = -19993.510753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.825129 sec): 3 clusters Score: Raw -20367.832889 + Penalty 1107.586124 = -19260.246765 nChanged 141 SP:Iteration 1F (61.826170 sec): 3 clusters Score: Raw -20491.097204 + Penalty 1111.545926 = -19379.551278 nChanged 45 SP:Iteration 2F (61.827201 sec): 3 clusters Score: Raw -20554.050298 + Penalty 1114.517162 = -19439.533135 nChanged 33 SP:Iteration 3F (61.828232 sec): 3 clusters Score: Raw -20594.072223 + Penalty 1118.897522 = -19475.174701 nChanged 28 SP:Iteration 4F (61.829256 sec): 3 clusters Score: Raw -20636.403277 + Penalty 1124.121699 = -19512.281578 nChanged 17 SP:Iteration 5Q (61.830246 sec): 3 clusters Score: Raw -20660.625232 + Penalty 1128.003988 = -19532.621243 nChanged 10 SP:Iteration 6Q (61.831223 sec): 3 clusters Score: Raw -20674.701893 + Penalty 1132.272495 = -19542.429398 nChanged 10 SP:Iteration 7Q (61.832215 sec): 3 clusters Score: Raw -20688.336294 + Penalty 1137.308777 = -19551.027517 nChanged 10 SP:Iteration 8Q (61.833189 sec): 3 clusters Score: Raw -20700.852101 + Penalty 1141.872402 = -19558.979698 nChanged 8 SP:Iteration 9Q (61.834160 sec): 3 clusters Score: Raw -20707.841103 + Penalty 1142.738462 = -19565.102641 nChanged 1 SP:Iteration 10F (61.835188 sec): 3 clusters Score: Raw -20708.129863 + Penalty 1142.738462 = -19565.391401 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 71 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.835731 sec): 2 clusters Score: Raw -285.745006 + Penalty 198.547613 = -87.197394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.835947 sec): 3 clusters Score: Raw -274.275438 + Penalty 392.998504 = 118.723065 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 72 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.836439 sec): 2 clusters Score: Raw -285.055908 + Penalty 214.101410 = -70.954498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.836655 sec): 3 clusters Score: Raw -275.622817 + Penalty 430.387734 = 154.764917 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 73 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.837205 sec): 2 clusters Score: Raw -1300.203109 + Penalty 251.444529 = -1048.758580 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.837465 sec): 3 clusters Score: Raw -1317.051624 + Penalty 503.281896 = -813.769728 nChanged 3 SP:Iteration 1F (61.837722 sec): 3 clusters Score: Raw -1323.856156 + Penalty 503.281896 = -820.574260 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 74 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.838230 sec): 2 clusters Score: Raw -508.408999 + Penalty 191.717996 = -316.691003 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.838459 sec): 3 clusters Score: Raw -518.294246 + Penalty 385.185849 = -133.108397 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 75 (141 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.839309 sec): 2 clusters Score: Raw -7624.641523 + Penalty 381.843726 = -7242.797797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.839776 sec): 3 clusters Score: Raw -7569.839766 + Penalty 769.203411 = -6800.636356 nChanged 29 SP:Iteration 1F (61.840234 sec): 3 clusters Score: Raw -7607.984696 + Penalty 778.809328 = -6829.175368 nChanged 15 SP:Iteration 2F (61.840691 sec): 3 clusters Score: Raw -7631.187201 + Penalty 792.913436 = -6838.273765 nChanged 10 SP:Iteration 3F (61.841149 sec): 3 clusters Score: Raw -7644.357556 + Penalty 796.800711 = -6847.556846 nChanged 1 SP:Iteration 4Q (61.841603 sec): 3 clusters Score: Raw -7645.557716 + Penalty 798.459678 = -6847.098039 nChanged 1 SP:Iteration 5F (61.842078 sec): 3 clusters Score: Raw -7645.536913 + Penalty 798.459678 = -6847.077235 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 76 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.842627 sec): 2 clusters Score: Raw -1197.892679 + Penalty 256.110060 = -941.782618 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.842883 sec): 3 clusters Score: Raw -1227.017872 + Penalty 503.509332 = -723.508540 nChanged 2 SP:Iteration 1F (61.843136 sec): 3 clusters Score: Raw -1236.823525 + Penalty 503.509332 = -733.314193 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 77 (1174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.849580 sec): 2 clusters Score: Raw -56429.862828 + Penalty 612.891029 = -55816.971800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.851836 sec): 3 clusters Score: Raw -55810.284100 + Penalty 1224.953371 = -54585.330730 nChanged 408 SP:Iteration 1F (61.854034 sec): 3 clusters Score: Raw -56059.282773 + Penalty 1224.298145 = -54834.984628 nChanged 130 SP:Iteration 2F (61.856233 sec): 3 clusters Score: Raw -56168.664168 + Penalty 1226.824746 = -54941.839422 nChanged 93 SP:Iteration 3F (61.858428 sec): 3 clusters Score: Raw -56262.790450 + Penalty 1228.886875 = -55033.903575 nChanged 75 SP:Iteration 4F (61.860621 sec): 3 clusters Score: Raw -56348.131219 + Penalty 1228.680548 = -55119.450670 nChanged 72 SP:Iteration 5F (61.862815 sec): 3 clusters Score: Raw -56419.801657 + Penalty 1228.660923 = -55191.140735 nChanged 46 SP:Iteration 6Q (61.864966 sec): 3 clusters Score: Raw -56468.936218 + Penalty 1226.974185 = -55241.962033 nChanged 44 SP:Iteration 7Q (61.867091 sec): 3 clusters Score: Raw -56512.515720 + Penalty 1225.349918 = -55287.165801 nChanged 42 SP:Iteration 8Q (61.869195 sec): 3 clusters Score: Raw -56550.910649 + Penalty 1223.915565 = -55326.995084 nChanged 26 SP:Iteration 9Q (61.871273 sec): 3 clusters Score: Raw -56573.056994 + Penalty 1221.950608 = -55351.106386 nChanged 20 SP:Iteration 10F (61.873464 sec): 3 clusters Score: Raw -56588.635521 + Penalty 1219.631418 = -55369.004103 nChanged 15 SP:Iteration 11Q (61.875512 sec): 3 clusters Score: Raw -56597.114314 + Penalty 1218.638163 = -55378.476151 nChanged 6 SP:Iteration 12Q (61.877656 sec): 3 clusters Score: Raw -56599.005129 + Penalty 1218.646501 = -55380.358629 nChanged 2 SP:Iteration 13Q (61.879706 sec): 3 clusters Score: Raw -56599.526959 + Penalty 1218.851548 = -55380.675412 nChanged 3 SP:Iteration 14Q (61.881772 sec): 3 clusters Score: Raw -56600.885944 + Penalty 1218.855122 = -55382.030822 nChanged 2 SP:Iteration 15Q (61.883809 sec): 3 clusters Score: Raw -56601.257230 + Penalty 1218.855122 = -55382.402108 nChanged 0 SP:Iteration 16F (61.886001 sec): 3 clusters Score: Raw -56601.257230 + Penalty 1218.855122 = -55382.402108 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 78 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.887789 sec): 2 clusters Score: Raw -1496.659819 + Penalty 292.475201 = -1204.184618 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.888071 sec): 3 clusters Score: Raw -1517.660733 + Penalty 585.499907 = -932.160826 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 79 (71 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.888766 sec): 2 clusters Score: Raw -3001.623229 + Penalty 509.756363 = -2491.866866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.889106 sec): 3 clusters Score: Raw -3104.925941 + Penalty 1011.736843 = -2093.189097 nChanged 3 SP:Iteration 1Q (61.889423 sec): 3 clusters Score: Raw -3114.659519 + Penalty 1011.736843 = -2102.922676 nChanged 0 SP:Iteration 2F (61.889756 sec): 3 clusters Score: Raw -3114.659519 + Penalty 1011.736843 = -2102.922676 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 80 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.890306 sec): 2 clusters Score: Raw -625.703193 + Penalty 212.268540 = -413.434653 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.890543 sec): 3 clusters Score: Raw -658.408120 + Penalty 427.495218 = -230.912902 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 81 (69 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.891197 sec): 2 clusters Score: Raw -2864.823842 + Penalty 264.302933 = -2600.520909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.891532 sec): 3 clusters Score: Raw -2854.903430 + Penalty 520.535756 = -2334.367674 nChanged 8 SP:Iteration 1F (61.891865 sec): 3 clusters Score: Raw -2868.612292 + Penalty 518.013992 = -2350.598300 nChanged 4 SP:Iteration 2F (61.892194 sec): 3 clusters Score: Raw -2877.169784 + Penalty 518.013992 = -2359.155792 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 82 (62 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.892842 sec): 2 clusters Score: Raw -2500.452723 + Penalty 412.578595 = -2087.874127 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.893168 sec): 3 clusters Score: Raw -2588.951368 + Penalty 823.409446 = -1765.541923 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 83 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.893678 sec): 2 clusters Score: Raw -504.301603 + Penalty 177.939107 = -326.362496 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.893904 sec): 3 clusters Score: Raw -510.661506 + Penalty 364.364493 = -146.297013 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 84 (396 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.895496 sec): 2 clusters Score: Raw -18177.146511 + Penalty 475.435426 = -17701.711085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.896388 sec): 3 clusters Score: Raw -18026.570997 + Penalty 953.804465 = -17072.766532 nChanged 111 SP:Iteration 1F (61.897266 sec): 3 clusters Score: Raw -18113.997854 + Penalty 955.215752 = -17158.782102 nChanged 24 SP:Iteration 2F (61.898154 sec): 3 clusters Score: Raw -18134.976722 + Penalty 955.928079 = -17179.048643 nChanged 17 SP:Iteration 3Q (61.899034 sec): 3 clusters Score: Raw -18148.419520 + Penalty 957.153996 = -17191.265524 nChanged 13 SP:Iteration 4Q (61.899906 sec): 3 clusters Score: Raw -18161.786796 + Penalty 959.694666 = -17202.092130 nChanged 12 SP:Iteration 5Q (61.900775 sec): 3 clusters Score: Raw -18172.849749 + Penalty 961.734213 = -17211.115536 nChanged 8 SP:Iteration 6Q (61.901646 sec): 3 clusters Score: Raw -18179.573960 + Penalty 964.442287 = -17215.131673 nChanged 8 SP:Iteration 7Q (61.902511 sec): 3 clusters Score: Raw -18186.601836 + Penalty 965.019268 = -17221.582568 nChanged 3 SP:Iteration 8Q (61.903375 sec): 3 clusters Score: Raw -18188.068680 + Penalty 964.831584 = -17223.237095 nChanged 2 SP:Iteration 9Q (61.904239 sec): 3 clusters Score: Raw -18188.938315 + Penalty 966.604416 = -17222.333899 nChanged 3 SP:Iteration 10F (61.905139 sec): 3 clusters Score: Raw -18190.539118 + Penalty 967.093801 = -17223.445317 nChanged 2 SP:Iteration 11Q (61.906001 sec): 3 clusters Score: Raw -18190.707619 + Penalty 967.593837 = -17223.113782 nChanged 1 SP:Iteration 12F (61.906885 sec): 3 clusters Score: Raw -18190.875938 + Penalty 967.598875 = -17223.277063 nChanged 1 SP:Iteration 13Q (61.907747 sec): 3 clusters Score: Raw -18191.032326 + Penalty 967.598875 = -17223.433450 nChanged 0 SP:Iteration 14F (61.908627 sec): 3 clusters Score: Raw -18191.032326 + Penalty 967.598875 = -17223.433450 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 85 (430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.910305 sec): 2 clusters Score: Raw -20412.221703 + Penalty 697.210359 = -19715.011344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.911283 sec): 3 clusters Score: Raw -20322.601025 + Penalty 1395.106040 = -18927.494985 nChanged 110 SP:Iteration 1F (61.912228 sec): 3 clusters Score: Raw -20460.884765 + Penalty 1394.715093 = -19066.169671 nChanged 38 SP:Iteration 2F (61.913169 sec): 3 clusters Score: Raw -20513.912827 + Penalty 1395.114880 = -19118.797946 nChanged 16 SP:Iteration 3Q (61.914087 sec): 3 clusters Score: Raw -20536.024243 + Penalty 1394.245137 = -19141.779106 nChanged 15 SP:Iteration 4Q (61.915003 sec): 3 clusters Score: Raw -20565.862918 + Penalty 1396.008149 = -19169.854769 nChanged 14 SP:Iteration 5Q (61.915932 sec): 3 clusters Score: Raw -20584.894523 + Penalty 1396.576113 = -19188.318409 nChanged 5 SP:Iteration 6Q (61.916838 sec): 3 clusters Score: Raw -20594.790206 + Penalty 1397.314556 = -19197.475650 nChanged 5 SP:Iteration 7Q (61.917743 sec): 3 clusters Score: Raw -20602.819288 + Penalty 1398.119182 = -19204.700106 nChanged 4 SP:Iteration 8Q (61.918645 sec): 3 clusters Score: Raw -20606.279993 + Penalty 1398.587735 = -19207.692258 nChanged 4 SP:Iteration 9Q (61.919592 sec): 3 clusters Score: Raw -20609.434560 + Penalty 1399.167667 = -19210.266894 nChanged 3 SP:Iteration 10F (61.920570 sec): 3 clusters Score: Raw -20613.926091 + Penalty 1397.961420 = -19215.964670 nChanged 3 SP:Iteration 11Q (61.921474 sec): 3 clusters Score: Raw -20618.671665 + Penalty 1397.961420 = -19220.710245 nChanged 0 SP:Iteration 12F (61.922415 sec): 3 clusters Score: Raw -20618.671665 + Penalty 1397.961420 = -19220.710245 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 86 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.923001 sec): 2 clusters Score: Raw -1032.267594 + Penalty 200.109806 = -832.157787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.923252 sec): 3 clusters Score: Raw -1035.330016 + Penalty 397.321085 = -638.008931 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 87 (392 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.924798 sec): 2 clusters Score: Raw -18926.763102 + Penalty 672.665096 = -18254.098006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.925689 sec): 3 clusters Score: Raw -18808.245779 + Penalty 1345.969691 = -17462.276088 nChanged 87 SP:Iteration 1F (61.926566 sec): 3 clusters Score: Raw -18880.286095 + Penalty 1347.415990 = -17532.870105 nChanged 22 SP:Iteration 2F (61.927439 sec): 3 clusters Score: Raw -18905.270349 + Penalty 1349.320128 = -17555.950222 nChanged 14 SP:Iteration 3Q (61.928304 sec): 3 clusters Score: Raw -18923.431852 + Penalty 1349.739583 = -17573.692269 nChanged 8 SP:Iteration 4Q (61.929166 sec): 3 clusters Score: Raw -18946.094599 + Penalty 1351.417557 = -17594.677042 nChanged 6 SP:Iteration 5Q (61.930022 sec): 3 clusters Score: Raw -18952.393480 + Penalty 1353.417689 = -17598.975791 nChanged 3 SP:Iteration 6Q (61.930877 sec): 3 clusters Score: Raw -18956.424464 + Penalty 1354.028976 = -17602.395488 nChanged 3 SP:Iteration 7Q (61.931734 sec): 3 clusters Score: Raw -18960.307572 + Penalty 1355.017954 = -17605.289618 nChanged 3 SP:Iteration 8Q (61.932586 sec): 3 clusters Score: Raw -18967.877625 + Penalty 1355.203915 = -17612.673710 nChanged 6 SP:Iteration 9Q (61.933436 sec): 3 clusters Score: Raw -18978.183171 + Penalty 1357.266367 = -17620.916803 nChanged 9 SP:Iteration 10F (61.934308 sec): 3 clusters Score: Raw -18993.200961 + Penalty 1357.803882 = -17635.397079 nChanged 6 SP:Iteration 11Q (61.935148 sec): 3 clusters Score: Raw -19006.446491 + Penalty 1358.821067 = -17647.625425 nChanged 6 SP:Iteration 12Q (61.935981 sec): 3 clusters Score: Raw -19015.725042 + Penalty 1358.154328 = -17657.570714 nChanged 3 SP:Iteration 13Q (61.936811 sec): 3 clusters Score: Raw -19019.021921 + Penalty 1358.181834 = -17660.840087 nChanged 1 SP:Iteration 14Q (61.937664 sec): 3 clusters Score: Raw -19019.691696 + Penalty 1358.181834 = -17661.509862 nChanged 0 SP:Iteration 15F (61.938536 sec): 3 clusters Score: Raw -19019.691696 + Penalty 1358.181834 = -17661.509862 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 90 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.939086 sec): 2 clusters Score: Raw -584.236068 + Penalty 334.165454 = -250.070614 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.939316 sec): 3 clusters Score: Raw -607.472498 + Penalty 668.362178 = 60.889680 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 91 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.939880 sec): 2 clusters Score: Raw -1486.118995 + Penalty 456.810548 = -1029.308447 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.940150 sec): 3 clusters Score: Raw -1616.453985 + Penalty 912.433301 = -704.020684 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 92 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.940658 sec): 2 clusters Score: Raw -528.271042 + Penalty 153.313805 = -374.957236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.940886 sec): 3 clusters Score: Raw -536.426102 + Penalty 309.410386 = -227.015716 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 93 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.941395 sec): 2 clusters Score: Raw -624.722808 + Penalty 276.849358 = -347.873450 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.941632 sec): 3 clusters Score: Raw -670.390964 + Penalty 552.935120 = -117.455844 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 94 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.942128 sec): 2 clusters Score: Raw -388.840891 + Penalty 170.657167 = -218.183724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.942350 sec): 3 clusters Score: Raw -397.766324 + Penalty 341.314334 = -56.451990 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 95 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.942844 sec): 2 clusters Score: Raw -358.561445 + Penalty 180.339359 = -178.222086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.943063 sec): 3 clusters Score: Raw -353.430032 + Penalty 372.133582 = 18.703549 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 96 (247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.944178 sec): 2 clusters Score: Raw -8623.770583 + Penalty 222.888617 = -8400.881966 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.944810 sec): 3 clusters Score: Raw -8533.538120 + Penalty 469.700812 = -8063.837308 nChanged 69 SP:Iteration 1F (61.945455 sec): 3 clusters Score: Raw -8618.876193 + Penalty 469.503048 = -8149.373145 nChanged 23 SP:Iteration 2F (61.946088 sec): 3 clusters Score: Raw -8653.903811 + Penalty 471.368334 = -8182.535477 nChanged 17 SP:Iteration 3F (61.946719 sec): 3 clusters Score: Raw -8670.250262 + Penalty 469.044348 = -8201.205915 nChanged 10 SP:Iteration 4Q (61.947328 sec): 3 clusters Score: Raw -8683.105571 + Penalty 469.582596 = -8213.522975 nChanged 6 SP:Iteration 5Q (61.947941 sec): 3 clusters Score: Raw -8691.018681 + Penalty 468.750065 = -8222.268616 nChanged 3 SP:Iteration 6Q (61.948546 sec): 3 clusters Score: Raw -8695.193592 + Penalty 466.932092 = -8228.261500 nChanged 5 SP:Iteration 7Q (61.949144 sec): 3 clusters Score: Raw -8702.674941 + Penalty 465.548329 = -8237.126612 nChanged 1 SP:Iteration 8Q (61.949755 sec): 3 clusters Score: Raw -8703.815758 + Penalty 463.784286 = -8240.031471 nChanged 1 SP:Iteration 9Q (61.950386 sec): 3 clusters Score: Raw -8706.256376 + Penalty 462.685847 = -8243.570529 nChanged 1 SP:Iteration 10F (61.951035 sec): 3 clusters Score: Raw -8707.932133 + Penalty 462.685847 = -8245.246287 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 97 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.951548 sec): 2 clusters Score: Raw -410.060651 + Penalty 159.087573 = -250.973078 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.951775 sec): 3 clusters Score: Raw -416.915790 + Penalty 315.534710 = -101.381080 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 98 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.952271 sec): 2 clusters Score: Raw -343.256435 + Penalty 164.740339 = -178.516096 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.952489 sec): 3 clusters Score: Raw -348.417988 + Penalty 325.084933 = -23.333055 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 99 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.952980 sec): 2 clusters Score: Raw -260.750084 + Penalty 146.770664 = -113.979420 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.953195 sec): 3 clusters Score: Raw -253.206587 + Penalty 306.783117 = 53.576529 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 100 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.953685 sec): 2 clusters Score: Raw -302.974545 + Penalty 146.949612 = -156.024933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.953901 sec): 3 clusters Score: Raw -301.165192 + Penalty 316.135919 = 14.970727 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 101 (58 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.954532 sec): 2 clusters Score: Raw -2843.154854 + Penalty 301.454917 = -2541.699937 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.954848 sec): 3 clusters Score: Raw -2852.568764 + Penalty 601.635086 = -2250.933678 nChanged 4 SP:Iteration 1F (61.955158 sec): 3 clusters Score: Raw -2861.142334 + Penalty 604.364273 = -2256.778061 nChanged 2 SP:Iteration 2Q (61.955463 sec): 3 clusters Score: Raw -2864.072733 + Penalty 604.364273 = -2259.708460 nChanged 0 SP:Iteration 3F (61.955772 sec): 3 clusters Score: Raw -2864.072733 + Penalty 604.364273 = -2259.708460 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 102 (247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.956911 sec): 2 clusters Score: Raw -10293.546023 + Penalty 802.527550 = -9491.018473 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.957548 sec): 3 clusters Score: Raw -10317.500790 + Penalty 1605.002347 = -8712.498443 nChanged 36 SP:Iteration 1F (61.958168 sec): 3 clusters Score: Raw -10402.282284 + Penalty 1605.117932 = -8797.164352 nChanged 9 SP:Iteration 2Q (61.958777 sec): 3 clusters Score: Raw -10434.073391 + Penalty 1605.126533 = -8828.946858 nChanged 4 SP:Iteration 3Q (61.959386 sec): 3 clusters Score: Raw -10442.391658 + Penalty 1604.991806 = -8837.399853 nChanged 1 SP:Iteration 4Q (61.959981 sec): 3 clusters Score: Raw -10445.376975 + Penalty 1604.846946 = -8840.530029 nChanged 1 SP:Iteration 5Q (61.960574 sec): 3 clusters Score: Raw -10449.684633 + Penalty 1604.846946 = -8844.837688 nChanged 0 SP:Iteration 6F (61.961200 sec): 3 clusters Score: Raw -10449.684633 + Penalty 1604.846946 = -8844.837688 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 103 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.961794 sec): 2 clusters Score: Raw -1707.318808 + Penalty 446.696483 = -1260.622325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.962095 sec): 3 clusters Score: Raw -1808.184133 + Penalty 893.682001 = -914.502132 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 104 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.962601 sec): 2 clusters Score: Raw -485.197580 + Penalty 236.492574 = -248.705007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.962824 sec): 3 clusters Score: Raw -489.727178 + Penalty 470.957631 = -18.769548 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 105 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.963318 sec): 2 clusters Score: Raw -333.601633 + Penalty 185.195929 = -148.405704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.963539 sec): 3 clusters Score: Raw -347.464784 + Penalty 370.248668 = 22.783884 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 106 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.964034 sec): 2 clusters Score: Raw -347.906342 + Penalty 194.266041 = -153.640300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.964254 sec): 3 clusters Score: Raw -350.631294 + Penalty 385.196178 = 34.564884 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 107 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.964747 sec): 2 clusters Score: Raw -338.775980 + Penalty 165.432301 = -173.343679 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.964964 sec): 3 clusters Score: Raw -344.426974 + Penalty 329.029146 = -15.397828 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 108 (59 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.965594 sec): 2 clusters Score: Raw -2831.017226 + Penalty 326.853228 = -2504.163998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.965910 sec): 3 clusters Score: Raw -2832.380456 + Penalty 654.085001 = -2178.295455 nChanged 3 SP:Iteration 1F (61.966222 sec): 3 clusters Score: Raw -2838.111258 + Penalty 654.085001 = -2184.026257 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 109 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.966739 sec): 2 clusters Score: Raw -719.748211 + Penalty 245.082245 = -474.665966 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.966976 sec): 3 clusters Score: Raw -742.524726 + Penalty 492.506577 = -250.018149 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 110 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.967537 sec): 2 clusters Score: Raw -1440.782779 + Penalty 315.392336 = -1125.390443 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.967804 sec): 3 clusters Score: Raw -1477.777892 + Penalty 632.462302 = -845.315589 nChanged 1 SP:Iteration 1Q (61.968062 sec): 3 clusters Score: Raw -1480.911236 + Penalty 632.462302 = -848.448934 nChanged 0 SP:Iteration 2F (61.968324 sec): 3 clusters Score: Raw -1480.911236 + Penalty 632.462302 = -848.448934 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 112 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.968814 sec): 2 clusters Score: Raw -240.974421 + Penalty 144.524979 = -96.449442 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.969031 sec): 3 clusters Score: Raw -240.754863 + Penalty 296.713373 = 55.958510 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 113 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.969541 sec): 2 clusters Score: Raw -623.788113 + Penalty 294.257374 = -329.530739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.969792 sec): 3 clusters Score: Raw -645.510916 + Penalty 622.917077 = -22.593839 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 114 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.970349 sec): 2 clusters Score: Raw -1349.418548 + Penalty 403.954362 = -945.464186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.970615 sec): 3 clusters Score: Raw -1436.205483 + Penalty 809.323823 = -626.881660 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 115 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.971108 sec): 2 clusters Score: Raw -297.355902 + Penalty 163.545154 = -133.810749 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.971328 sec): 3 clusters Score: Raw -297.083175 + Penalty 327.090307 = 30.007132 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 116 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.971915 sec): 2 clusters Score: Raw -2165.964692 + Penalty 377.238936 = -1788.725756 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.972199 sec): 3 clusters Score: Raw -2192.970586 + Penalty 758.533416 = -1434.437169 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 117 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.972695 sec): 2 clusters Score: Raw -398.577236 + Penalty 183.462557 = -215.114679 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.972915 sec): 3 clusters Score: Raw -398.571417 + Penalty 366.925115 = -31.646303 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 118 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.973447 sec): 2 clusters Score: Raw -974.266076 + Penalty 330.896988 = -643.369089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.973696 sec): 3 clusters Score: Raw -1028.250950 + Penalty 657.599463 = -370.651487 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 119 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.974286 sec): 2 clusters Score: Raw -1905.177550 + Penalty 484.502520 = -1420.675030 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.974575 sec): 3 clusters Score: Raw -2022.999883 + Penalty 972.230045 = -1050.769838 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 120 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.975141 sec): 2 clusters Score: Raw -1649.927348 + Penalty 317.685700 = -1332.241647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.975414 sec): 3 clusters Score: Raw -1693.295199 + Penalty 632.282304 = -1061.012896 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 121 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.975951 sec): 2 clusters Score: Raw -1085.983567 + Penalty 360.035855 = -725.947712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.976199 sec): 3 clusters Score: Raw -1140.223221 + Penalty 721.481235 = -418.741986 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 122 (736 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.978585 sec): 2 clusters Score: Raw -30267.981883 + Penalty 49.397768 = -30218.584115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.980059 sec): 3 clusters Score: Raw -29821.690096 + Penalty 102.664657 = -29719.025439 nChanged 317 SP:Iteration 1F (61.981512 sec): 3 clusters Score: Raw -30098.638212 + Penalty 104.526437 = -29994.111774 nChanged 76 SP:Iteration 2F (61.982995 sec): 3 clusters Score: Raw -30189.241793 + Penalty 109.639869 = -30079.601924 nChanged 48 SP:Iteration 3F (61.984486 sec): 3 clusters Score: Raw -30235.440702 + Penalty 111.707243 = -30123.733458 nChanged 18 SP:Iteration 4Q (61.985954 sec): 3 clusters Score: Raw -30249.718812 + Penalty 118.629952 = -30131.088860 nChanged 5 SP:Iteration 5Q (61.987393 sec): 3 clusters Score: Raw -30254.994114 + Penalty 127.385494 = -30127.608620 nChanged 5 SP:Iteration 6F (61.988843 sec): 3 clusters Score: Raw -30262.860351 + Penalty 125.948267 = -30136.912084 nChanged 3 SP:Iteration 7Q (61.990083 sec): 3 clusters Score: Raw -30265.598396 + Penalty 125.948267 = -30139.650129 nChanged 0 SP:Iteration 8F (61.991532 sec): 3 clusters Score: Raw -30265.598396 + Penalty 125.948267 = -30139.650129 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 123 (84 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.992312 sec): 2 clusters Score: Raw -3095.637862 + Penalty 569.180900 = -2526.456962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.992682 sec): 3 clusters Score: Raw -3191.829283 + Penalty 1145.538796 = -2046.290486 nChanged 3 SP:Iteration 1Q (61.993021 sec): 3 clusters Score: Raw -3204.407241 + Penalty 1145.538796 = -2058.868444 nChanged 0 SP:Iteration 2F (61.993375 sec): 3 clusters Score: Raw -3204.407241 + Penalty 1145.538796 = -2058.868444 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 124 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.993894 sec): 2 clusters Score: Raw -356.018458 + Penalty 217.340995 = -138.677463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.994116 sec): 3 clusters Score: Raw -358.592306 + Penalty 431.752654 = 73.160347 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 126 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.994655 sec): 2 clusters Score: Raw -1148.523724 + Penalty 369.518557 = -779.005168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.994909 sec): 3 clusters Score: Raw -1210.913339 + Penalty 734.810087 = -476.103252 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 127 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.995458 sec): 2 clusters Score: Raw -1373.414836 + Penalty 328.638166 = -1044.776671 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.995718 sec): 3 clusters Score: Raw -1431.488473 + Penalty 651.837182 = -779.651291 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 128 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.996211 sec): 2 clusters Score: Raw -324.282225 + Penalty 224.739200 = -99.543025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.996428 sec): 3 clusters Score: Raw -324.040828 + Penalty 432.610078 = 108.569249 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 129 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.996936 sec): 2 clusters Score: Raw -602.598032 + Penalty 250.515646 = -352.082386 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.997166 sec): 3 clusters Score: Raw -611.715196 + Penalty 525.293046 = -86.422149 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 131 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.997662 sec): 2 clusters Score: Raw -431.642642 + Penalty 288.679991 = -142.962650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.997885 sec): 3 clusters Score: Raw -444.347268 + Penalty 582.719491 = 138.372224 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 132 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.998392 sec): 2 clusters Score: Raw -307.550974 + Penalty 168.602653 = -138.948321 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.998610 sec): 3 clusters Score: Raw -306.787629 + Penalty 333.442747 = 26.655119 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 133 (94 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.999340 sec): 2 clusters Score: Raw -3299.531030 + Penalty 182.016307 = -3117.514723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.999722 sec): 3 clusters Score: Raw -3292.202537 + Penalty 360.276365 = -2931.926172 nChanged 14 SP:Iteration 1F (62.000096 sec): 3 clusters Score: Raw -3310.511518 + Penalty 360.940533 = -2949.570985 nChanged 3 SP:Iteration 2Q (62.000463 sec): 3 clusters Score: Raw -3315.419936 + Penalty 361.696335 = -2953.723600 nChanged 3 SP:Iteration 3Q (62.000830 sec): 3 clusters Score: Raw -3319.979567 + Penalty 362.703129 = -2957.276438 nChanged 3 SP:Iteration 4Q (62.001195 sec): 3 clusters Score: Raw -3323.770759 + Penalty 364.032614 = -2959.738145 nChanged 3 SP:Iteration 5Q (62.001559 sec): 3 clusters Score: Raw -3327.725757 + Penalty 362.769657 = -2964.956100 nChanged 1 SP:Iteration 6Q (62.001927 sec): 3 clusters Score: Raw -3333.581509 + Penalty 362.769657 = -2970.811852 nChanged 0 SP:Iteration 7F (62.002298 sec): 3 clusters Score: Raw -3333.581509 + Penalty 362.769657 = -2970.811852 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 134 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.002806 sec): 2 clusters Score: Raw -515.597603 + Penalty 227.147454 = -288.450149 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.003033 sec): 3 clusters Score: Raw -515.089724 + Penalty 464.223847 = -50.865877 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 135 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.003562 sec): 2 clusters Score: Raw -1005.785958 + Penalty 322.377776 = -683.408182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.003808 sec): 3 clusters Score: Raw -1061.062721 + Penalty 644.922886 = -416.139835 nChanged 1 SP:Iteration 1Q (62.004045 sec): 3 clusters Score: Raw -1066.400966 + Penalty 643.465852 = -422.935114 nChanged 1 SP:Iteration 2Q (62.004279 sec): 3 clusters Score: Raw -1071.991098 + Penalty 643.465852 = -428.525246 nChanged 0 SP:Iteration 3F (62.004520 sec): 3 clusters Score: Raw -1071.991098 + Penalty 643.465852 = -428.525246 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 136 (53 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.005144 sec): 2 clusters Score: Raw -2645.654900 + Penalty 494.371157 = -2151.283743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.005454 sec): 3 clusters Score: Raw -2734.427786 + Penalty 985.767668 = -1748.660117 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 137 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.005976 sec): 2 clusters Score: Raw -814.352723 + Penalty 299.169464 = -515.183259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.006214 sec): 3 clusters Score: Raw -860.649657 + Penalty 599.368870 = -261.280786 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 138 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.006714 sec): 2 clusters Score: Raw -315.217932 + Penalty 197.039765 = -118.178167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.006931 sec): 3 clusters Score: Raw -314.538334 + Penalty 394.079529 = 79.541196 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 139 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.007472 sec): 2 clusters Score: Raw -592.965894 + Penalty 223.072893 = -369.893001 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.007706 sec): 3 clusters Score: Raw -632.183970 + Penalty 446.145787 = -186.038183 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 142 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.008208 sec): 2 clusters Score: Raw -470.211494 + Penalty 219.046062 = -251.165432 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.008435 sec): 3 clusters Score: Raw -479.357419 + Penalty 439.699010 = -39.658409 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 143 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.008969 sec): 2 clusters Score: Raw -1080.206134 + Penalty 316.753253 = -763.452881 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.009222 sec): 3 clusters Score: Raw -1136.476902 + Penalty 632.132718 = -504.344184 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 144 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.009740 sec): 2 clusters Score: Raw -682.310749 + Penalty 230.882862 = -451.427887 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.009972 sec): 3 clusters Score: Raw -706.779368 + Penalty 457.587749 = -249.191619 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 145 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.010523 sec): 2 clusters Score: Raw -1361.731382 + Penalty 321.105450 = -1040.625932 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.010790 sec): 3 clusters Score: Raw -1391.243688 + Penalty 647.550139 = -743.693549 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 146 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.011286 sec): 2 clusters Score: Raw -354.757632 + Penalty 191.501712 = -163.255920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.011507 sec): 3 clusters Score: Raw -356.684867 + Penalty 378.675480 = 21.990613 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 147 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.012039 sec): 2 clusters Score: Raw -1000.521766 + Penalty 234.903992 = -765.617774 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.012288 sec): 3 clusters Score: Raw -1015.511522 + Penalty 470.508423 = -545.003099 nChanged 1 SP:Iteration 1Q (62.012529 sec): 3 clusters Score: Raw -1017.681343 + Penalty 470.508423 = -547.172920 nChanged 0 SP:Iteration 2F (62.012774 sec): 3 clusters Score: Raw -1017.681343 + Penalty 470.508423 = -547.172920 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 148 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.013279 sec): 2 clusters Score: Raw -483.989979 + Penalty 237.766578 = -246.223401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.013504 sec): 3 clusters Score: Raw -507.674021 + Penalty 465.920638 = -41.753383 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 149 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.013983 sec): 2 clusters Score: Raw -105.368291 + Penalty 78.145301 = -27.222990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.014176 sec): 2 clusters Score: Raw -105.368291 + Penalty 78.145301 = -27.222990 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 150 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.014695 sec): 2 clusters Score: Raw -793.463888 + Penalty 311.231424 = -482.232464 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.014951 sec): 3 clusters Score: Raw -856.850379 + Penalty 622.818707 = -234.031672 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 151 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.015488 sec): 2 clusters Score: Raw -1147.725593 + Penalty 331.255547 = -816.470045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.015740 sec): 3 clusters Score: Raw -1207.192605 + Penalty 666.309396 = -540.883209 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 152 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.016255 sec): 2 clusters Score: Raw -651.458571 + Penalty 230.859519 = -420.599052 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.016488 sec): 3 clusters Score: Raw -678.558708 + Penalty 467.957242 = -210.601466 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 153 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.016984 sec): 2 clusters Score: Raw -429.196183 + Penalty 246.455501 = -182.740682 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.017208 sec): 3 clusters Score: Raw -431.540378 + Penalty 500.186423 = 68.646045 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 154 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.017698 sec): 2 clusters Score: Raw -267.525460 + Penalty 175.303763 = -92.221696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.017914 sec): 3 clusters Score: Raw -260.257912 + Penalty 354.027373 = 93.769461 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 155 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.018412 sec): 2 clusters Score: Raw -456.230913 + Penalty 262.046629 = -194.184284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.018636 sec): 3 clusters Score: Raw -451.464558 + Penalty 520.596687 = 69.132129 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 156 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.019144 sec): 2 clusters Score: Raw -689.629573 + Penalty 361.519073 = -328.110500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.019379 sec): 3 clusters Score: Raw -735.446021 + Penalty 722.191456 = -13.254565 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 157 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.019892 sec): 2 clusters Score: Raw -724.648773 + Penalty 259.516663 = -465.132110 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.020127 sec): 3 clusters Score: Raw -759.382896 + Penalty 518.488923 = -240.893974 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 158 (59 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.020763 sec): 2 clusters Score: Raw -3032.990782 + Penalty 466.478061 = -2566.512721 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.021084 sec): 3 clusters Score: Raw -3089.427200 + Penalty 935.839598 = -2153.587602 nChanged 3 SP:Iteration 1F (62.021399 sec): 3 clusters Score: Raw -3103.958564 + Penalty 935.839598 = -2168.118966 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 159 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.021901 sec): 2 clusters Score: Raw -448.554535 + Penalty 292.235737 = -156.318798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.022122 sec): 3 clusters Score: Raw -455.798799 + Penalty 584.471474 = 128.672675 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 160 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.022627 sec): 2 clusters Score: Raw -213.466202 + Penalty 153.065893 = -60.400309 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.022839 sec): 3 clusters Score: Raw -205.625810 + Penalty 296.971710 = 91.345899 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 161 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.023342 sec): 2 clusters Score: Raw -458.375664 + Penalty 202.440033 = -255.935631 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.023562 sec): 3 clusters Score: Raw -454.726072 + Penalty 380.948614 = -73.777458 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 162 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.024181 sec): 2 clusters Score: Raw -2658.596002 + Penalty 527.119537 = -2131.476466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.024498 sec): 3 clusters Score: Raw -2806.017052 + Penalty 1056.096536 = -1749.920515 nChanged 1 SP:Iteration 1Q (62.024794 sec): 3 clusters Score: Raw -2813.181447 + Penalty 1056.838790 = -1756.342657 nChanged 1 SP:Iteration 2Q (62.025090 sec): 3 clusters Score: Raw -2825.059904 + Penalty 1056.838790 = -1768.221114 nChanged 0 SP:Iteration 3F (62.025402 sec): 3 clusters Score: Raw -2825.059904 + Penalty 1056.838790 = -1768.221114 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 163 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.025922 sec): 2 clusters Score: Raw -748.419005 + Penalty 309.152688 = -439.266317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.026161 sec): 3 clusters Score: Raw -803.049213 + Penalty 625.123491 = -177.925722 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 164 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.026669 sec): 2 clusters Score: Raw -574.899440 + Penalty 246.306192 = -328.593248 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.026899 sec): 3 clusters Score: Raw -612.615618 + Penalty 484.502742 = -128.112876 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 165 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.027381 sec): 2 clusters Score: Raw -154.616091 + Penalty 94.701581 = -59.914510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.027577 sec): 2 clusters Score: Raw -154.616091 + Penalty 94.701581 = -59.914510 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 166 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.028080 sec): 2 clusters Score: Raw -526.937707 + Penalty 273.033073 = -253.904634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.028307 sec): 3 clusters Score: Raw -542.187988 + Penalty 545.072646 = 2.884658 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 167 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.028826 sec): 2 clusters Score: Raw -805.548278 + Penalty 262.031672 = -543.516606 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.029063 sec): 3 clusters Score: Raw -829.596492 + Penalty 524.277230 = -305.319262 nChanged 1 SP:Iteration 1F (62.029297 sec): 3 clusters Score: Raw -831.518250 + Penalty 524.277230 = -307.241020 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 168 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.029941 sec): 2 clusters Score: Raw -2372.993350 + Penalty 148.380334 = -2224.613015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.030268 sec): 3 clusters Score: Raw -2377.320186 + Penalty 331.889304 = -2045.430882 nChanged 11 SP:Iteration 1F (62.030607 sec): 3 clusters Score: Raw -2403.747741 + Penalty 383.480149 = -2020.267592 nChanged 8 SP:Iteration 2F (62.030927 sec): 3 clusters Score: Raw -2428.486758 + Penalty 392.346335 = -2036.140423 nChanged 1 SP:Iteration 3Q (62.031225 sec): 3 clusters Score: Raw -2432.335343 + Penalty 392.346335 = -2039.989008 nChanged 0 SP:Iteration 4F (62.031545 sec): 3 clusters Score: Raw -2432.335343 + Penalty 392.346335 = -2039.989008 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 169 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.032115 sec): 2 clusters Score: Raw -1725.368663 + Penalty 359.630166 = -1365.738497 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.032384 sec): 3 clusters Score: Raw -1747.152951 + Penalty 724.214129 = -1022.938822 nChanged 1 SP:Iteration 1Q (62.032645 sec): 3 clusters Score: Raw -1750.852145 + Penalty 724.214129 = -1026.638016 nChanged 0 SP:Iteration 2F (62.032910 sec): 3 clusters Score: Raw -1750.852145 + Penalty 724.214129 = -1026.638016 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 170 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.033407 sec): 2 clusters Score: Raw -369.757335 + Penalty 246.003948 = -123.753387 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.033624 sec): 3 clusters Score: Raw -367.940841 + Penalty 479.905547 = 111.964706 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 172 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.034110 sec): 2 clusters Score: Raw -215.190879 + Penalty 164.739011 = -50.451868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.034324 sec): 3 clusters Score: Raw -207.351136 + Penalty 351.734695 = 144.383559 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 173 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.034860 sec): 2 clusters Score: Raw -1217.781183 + Penalty 325.028814 = -892.752369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.035109 sec): 3 clusters Score: Raw -1237.368873 + Penalty 649.852403 = -587.516470 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 174 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.035635 sec): 2 clusters Score: Raw -876.946847 + Penalty 358.474060 = -518.472787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.035878 sec): 3 clusters Score: Raw -954.689620 + Penalty 715.957295 = -238.732325 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 175 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.036461 sec): 2 clusters Score: Raw -2280.580324 + Penalty 462.664710 = -1817.915614 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.036744 sec): 3 clusters Score: Raw -2346.721926 + Penalty 926.037476 = -1420.684450 nChanged 1 SP:Iteration 1Q (62.037010 sec): 3 clusters Score: Raw -2351.813432 + Penalty 926.037476 = -1425.775956 nChanged 0 SP:Iteration 2F (62.037287 sec): 3 clusters Score: Raw -2351.813432 + Penalty 926.037476 = -1425.775956 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 176 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.037776 sec): 2 clusters Score: Raw -205.949700 + Penalty 141.332465 = -64.617235 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.037989 sec): 3 clusters Score: Raw -199.318993 + Penalty 295.468794 = 96.149801 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 177 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.038469 sec): 2 clusters Score: Raw -103.962466 + Penalty 74.427476 = -29.534990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.038679 sec): 2 clusters Score: Raw -103.962466 + Penalty 74.427476 = -29.534990 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 178 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.039193 sec): 2 clusters Score: Raw -742.518793 + Penalty 271.156905 = -471.361888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.039427 sec): 3 clusters Score: Raw -772.414650 + Penalty 543.017377 = -229.397274 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 179 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.039910 sec): 2 clusters Score: Raw -158.483183 + Penalty 117.590672 = -40.892511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.040121 sec): 3 clusters Score: Raw -149.847948 + Penalty 241.560815 = 91.712868 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 180 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.040615 sec): 2 clusters Score: Raw -360.288742 + Penalty 211.049220 = -149.239522 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.040835 sec): 3 clusters Score: Raw -362.562633 + Penalty 420.548716 = 57.986082 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 181 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.041320 sec): 2 clusters Score: Raw -221.079421 + Penalty 177.122573 = -43.956848 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.041533 sec): 3 clusters Score: Raw -211.114192 + Penalty 354.245145 = 143.130954 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 182 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.042020 sec): 2 clusters Score: Raw -166.873599 + Penalty 138.797751 = -28.075847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.042230 sec): 3 clusters Score: Raw -156.223574 + Penalty 271.796772 = 115.573199 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 183 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.042724 sec): 2 clusters Score: Raw -374.311170 + Penalty 224.508126 = -149.803043 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.042943 sec): 3 clusters Score: Raw -378.110149 + Penalty 465.749019 = 87.638870 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 184 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.043433 sec): 2 clusters Score: Raw -304.095217 + Penalty 146.704884 = -157.390334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.043652 sec): 3 clusters Score: Raw -303.198622 + Penalty 293.409767 = -9.788855 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 185 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.044151 sec): 2 clusters Score: Raw -475.271393 + Penalty 237.748115 = -237.523278 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.044376 sec): 3 clusters Score: Raw -474.261176 + Penalty 488.702077 = 14.440901 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 186 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.044945 sec): 2 clusters Score: Raw -1830.139343 + Penalty 403.750730 = -1426.388613 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.045223 sec): 3 clusters Score: Raw -1866.790473 + Penalty 805.865492 = -1060.924980 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 187 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.045720 sec): 2 clusters Score: Raw -392.586772 + Penalty 215.029440 = -177.557332 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.045956 sec): 3 clusters Score: Raw -402.154515 + Penalty 432.094416 = 29.939901 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 188 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.046445 sec): 2 clusters Score: Raw -255.986719 + Penalty 165.679423 = -90.307296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.046662 sec): 3 clusters Score: Raw -255.233369 + Penalty 324.647851 = 69.414482 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 189 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.047172 sec): 2 clusters Score: Raw -656.049753 + Penalty 238.438700 = -417.611053 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.047404 sec): 3 clusters Score: Raw -663.579219 + Penalty 480.200579 = -183.378641 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 190 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.047898 sec): 2 clusters Score: Raw -341.272488 + Penalty 217.898391 = -123.374097 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.048117 sec): 3 clusters Score: Raw -349.812587 + Penalty 431.731622 = 81.919035 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 192 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.048598 sec): 2 clusters Score: Raw -102.383023 + Penalty 64.845150 = -37.537874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.048805 sec): 3 clusters Score: Raw -93.676095 + Penalty 129.690299 = 36.014204 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 193 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.049308 sec): 2 clusters Score: Raw -537.179884 + Penalty 238.108754 = -299.071129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.049537 sec): 3 clusters Score: Raw -566.001679 + Penalty 476.625063 = -89.376615 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 194 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.050022 sec): 2 clusters Score: Raw -158.423962 + Penalty 137.324012 = -21.099950 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.050232 sec): 3 clusters Score: Raw -151.609557 + Penalty 273.746856 = 122.137299 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 195 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.050755 sec): 2 clusters Score: Raw -821.128070 + Penalty 235.603782 = -585.524288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.050995 sec): 3 clusters Score: Raw -843.034381 + Penalty 478.496192 = -364.538189 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 196 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.051468 sec): 2 clusters Score: Raw -49.112679 + Penalty 0.000000 = -49.112679 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.051659 sec): 2 clusters Score: Raw -49.112679 + Penalty 0.000000 = -49.112679 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 197 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.052147 sec): 2 clusters Score: Raw -255.127662 + Penalty 171.991242 = -83.136421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.052362 sec): 3 clusters Score: Raw -255.499773 + Penalty 343.987401 = 88.487628 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 199 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.052872 sec): 2 clusters Score: Raw -346.324715 + Penalty 193.746111 = -152.578604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.053092 sec): 3 clusters Score: Raw -355.516481 + Penalty 386.046205 = 30.529724 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 200 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.053579 sec): 2 clusters Score: Raw -197.477276 + Penalty 121.113023 = -76.364252 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.053793 sec): 3 clusters Score: Raw -192.724938 + Penalty 242.226047 = 49.501109 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 201 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.054281 sec): 2 clusters Score: Raw -256.144021 + Penalty 150.860605 = -105.283416 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.054496 sec): 3 clusters Score: Raw -253.430334 + Penalty 302.712717 = 49.282382 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 202 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.054984 sec): 2 clusters Score: Raw -256.885748 + Penalty 142.590770 = -114.294978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.055200 sec): 3 clusters Score: Raw -250.229038 + Penalty 277.222987 = 26.993949 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 203 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.055673 sec): 2 clusters Score: Raw -49.072310 + Penalty 0.000000 = -49.072310 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.055865 sec): 2 clusters Score: Raw -49.072310 + Penalty 0.000000 = -49.072310 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 204 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.056349 sec): 2 clusters Score: Raw -212.060719 + Penalty 146.087001 = -65.973718 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.056563 sec): 3 clusters Score: Raw -203.990429 + Penalty 308.196744 = 104.206314 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 205 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.057046 sec): 2 clusters Score: Raw -170.513815 + Penalty 145.155448 = -25.358367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.057256 sec): 3 clusters Score: Raw -157.037805 + Penalty 299.723499 = 142.685694 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 207 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.057747 sec): 2 clusters Score: Raw -317.053657 + Penalty 184.049944 = -133.003714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.057964 sec): 3 clusters Score: Raw -317.534919 + Penalty 380.785632 = 63.250712 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 208 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.058474 sec): 2 clusters Score: Raw -628.348606 + Penalty 271.046137 = -357.302470 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.058709 sec): 3 clusters Score: Raw -673.326457 + Penalty 542.092274 = -131.234184 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 210 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.059193 sec): 2 clusters Score: Raw -227.927140 + Penalty 175.580835 = -52.346306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.059407 sec): 3 clusters Score: Raw -213.898981 + Penalty 351.161669 = 137.262688 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 211 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.059917 sec): 2 clusters Score: Raw -450.734819 + Penalty 269.858628 = -180.876191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.060138 sec): 3 clusters Score: Raw -438.535884 + Penalty 547.397311 = 108.861428 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 212 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.060623 sec): 2 clusters Score: Raw -163.486415 + Penalty 137.646536 = -25.839879 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.060833 sec): 3 clusters Score: Raw -154.315447 + Penalty 271.638453 = 117.323007 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 214 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.061332 sec): 2 clusters Score: Raw -476.185316 + Penalty 247.362971 = -228.822345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.061558 sec): 3 clusters Score: Raw -485.625517 + Penalty 498.955921 = 13.330404 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 216 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.062059 sec): 2 clusters Score: Raw -440.062728 + Penalty 210.846881 = -229.215847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.062282 sec): 3 clusters Score: Raw -458.676810 + Penalty 418.565857 = -40.110952 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 218 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.062765 sec): 2 clusters Score: Raw -160.879256 + Penalty 117.921790 = -42.957466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.062973 sec): 3 clusters Score: Raw -151.190577 + Penalty 226.581220 = 75.390643 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 219 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.063468 sec): 2 clusters Score: Raw -389.541367 + Penalty 174.719947 = -214.821420 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.063691 sec): 3 clusters Score: Raw -393.147602 + Penalty 374.791976 = -18.355626 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 220 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.064170 sec): 2 clusters Score: Raw -100.112035 + Penalty 66.721548 = -33.390487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.064363 sec): 2 clusters Score: Raw -100.112035 + Penalty 66.721548 = -33.390487 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 221 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.064840 sec): 2 clusters Score: Raw -100.186901 + Penalty 61.414090 = -38.772811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.065033 sec): 2 clusters Score: Raw -100.186901 + Penalty 61.414090 = -38.772811 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 222 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.065512 sec): 2 clusters Score: Raw -104.447304 + Penalty 69.725235 = -34.722070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.065705 sec): 2 clusters Score: Raw -104.447304 + Penalty 69.725235 = -34.722070 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 223 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.066204 sec): 2 clusters Score: Raw -475.235088 + Penalty 251.022546 = -224.212542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.066428 sec): 3 clusters Score: Raw -488.395268 + Penalty 497.543383 = 9.148114 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 225 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.066925 sec): 2 clusters Score: Raw -166.085364 + Penalty 148.287472 = -17.797892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.067122 sec): 2 clusters Score: Raw -166.085364 + Penalty 148.287472 = -17.797892 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 226 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.067611 sec): 2 clusters Score: Raw -260.962534 + Penalty 158.111990 = -102.850545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.067827 sec): 3 clusters Score: Raw -255.483039 + Penalty 311.079688 = 55.596650 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 229 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.068303 sec): 2 clusters Score: Raw -49.535202 + Penalty 0.000000 = -49.535202 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.068494 sec): 2 clusters Score: Raw -49.535202 + Penalty 0.000000 = -49.535202 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 230 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.068972 sec): 2 clusters Score: Raw -104.854379 + Penalty 73.374719 = -31.479660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.069177 sec): 3 clusters Score: Raw -95.641754 + Penalty 146.749438 = 51.107684 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 233 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.069656 sec): 2 clusters Score: Raw -108.190054 + Penalty 88.376864 = -19.813191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.069860 sec): 3 clusters Score: Raw -98.857713 + Penalty 176.753728 = 77.896015 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 234 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.070338 sec): 2 clusters Score: Raw -93.542770 + Penalty 59.134176 = -34.408594 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.070531 sec): 2 clusters Score: Raw -93.542770 + Penalty 59.134176 = -34.408594 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 235 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.071009 sec): 2 clusters Score: Raw -103.025557 + Penalty 72.403209 = -30.622347 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.071216 sec): 3 clusters Score: Raw -94.109767 + Penalty 144.806419 = 50.696652 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 237 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.071697 sec): 2 clusters Score: Raw -105.583616 + Penalty 72.902468 = -32.681147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.071890 sec): 2 clusters Score: Raw -105.583616 + Penalty 72.902468 = -32.681147 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 239 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.072364 sec): 2 clusters Score: Raw -49.427700 + Penalty 0.000000 = -49.427700 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.072554 sec): 2 clusters Score: Raw -49.427700 + Penalty 0.000000 = -49.427700 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 240 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.073032 sec): 2 clusters Score: Raw -100.794659 + Penalty 66.683458 = -34.111201 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.073225 sec): 2 clusters Score: Raw -100.794659 + Penalty 66.683458 = -34.111201 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 241 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.073717 sec): 2 clusters Score: Raw -98.050793 + Penalty 57.391996 = -40.658797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.073921 sec): 3 clusters Score: Raw -90.480170 + Penalty 114.783992 = 24.303822 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 243 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.074395 sec): 2 clusters Score: Raw -48.188959 + Penalty 0.000000 = -48.188959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.074587 sec): 2 clusters Score: Raw -48.188959 + Penalty 0.000000 = -48.188959 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 244 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.075061 sec): 2 clusters Score: Raw -49.022309 + Penalty 0.000000 = -49.022309 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.075251 sec): 2 clusters Score: Raw -49.022309 + Penalty 0.000000 = -49.022309 nChanged 0 Deleting Class 225 (3 points): Lose 43.641372 but Gain 1471.768912 Iteration 20F (67.675614 sec): 223 clusters Score: Raw -2163585.700294 + Penalty 230789.575235 = -1932796.125058 nChanged 629 Deleting Class 239 (1 points): Lose 0.698250 but Gain 1428.468769 Iteration 21Q (68.233022 sec): 222 clusters Score: Raw -2163952.195693 + Penalty 229416.639364 = -1934535.556329 nChanged 485 Deleting Class 156 (13 points): Lose 118.517115 but Gain 1536.851961 Iteration 22Q (68.773603 sec): 221 clusters Score: Raw -2164026.880428 + Penalty 227994.710957 = -1936032.169471 nChanged 429 Deleting Class 205 (3 points): Lose 29.653380 but Gain 1440.683243 Iteration 23Q (69.305294 sec): 220 clusters Score: Raw -2164165.460323 + Penalty 226615.476275 = -1937549.984048 nChanged 352 Deleting Class 90 (11 points): Lose 113.258020 but Gain 1519.535863 Iteration 24Q (69.819732 sec): 219 clusters Score: Raw -2164155.024831 + Penalty 225176.022639 = -1938979.002192 nChanged 302 Deleting Class 72 (5 points): Lose 62.165295 but Gain 1450.523987 Iteration 25Q (70.326310 sec): 218 clusters Score: Raw -2164189.113300 + Penalty 223833.788605 = -1940355.324695 nChanged 251 Deleting Class 229 (1 points): Lose 7.675687 but Gain 1392.007227 Iteration 26Q (70.824230 sec): 217 clusters Score: Raw -2164259.960238 + Penalty 222481.567317 = -1941778.392921 nChanged 232 Deleting Class 159 (8 points): Lose 155.084470 but Gain 1532.379115 Iteration 27Q (71.318500 sec): 216 clusters Score: Raw -2164168.157940 + Penalty 220988.859818 = -1943179.298122 nChanged 214 Deleting Class 233 (2 points): Lose 24.301863 but Gain 1390.249479 Iteration 28Q (71.808626 sec): 215 clusters Score: Raw -2164224.275132 + Penalty 219609.814501 = -1944614.460630 nChanged 175 Deleting Class 131 (8 points): Lose 152.348944 but Gain 1513.734063 Iteration 29Q (72.291696 sec): 214 clusters Score: Raw -2164121.652277 + Penalty 218187.086126 = -1945934.566151 nChanged 172 Deleting Class 210 (4 points): Lose 31.886232 but Gain 1381.024134 Iteration 30F (77.652922 sec): 213 clusters Score: Raw -2164159.585698 + Penalty 216846.214183 = -1947313.371515 nChanged 152 Deleting Class 211 (8 points): Lose 73.236545 but Gain 1415.041604 Iteration 31Q (78.130998 sec): 212 clusters Score: Raw -2164125.771279 + Penalty 215493.806322 = -1948631.964957 nChanged 142 Deleting Class 181 (4 points): Lose 52.897530 but Gain 1393.150615 Iteration 32Q (78.606498 sec): 211 clusters Score: Raw -2164117.588325 + Penalty 214104.971471 = -1950012.616854 nChanged 131 Deleting Class 182 (3 points): Lose 37.404489 but Gain 1377.582425 Iteration 33Q (79.077166 sec): 210 clusters Score: Raw -2164117.932207 + Penalty 212762.389601 = -1951355.542606 nChanged 116 Deleting Class 49 (16 points): Lose 144.916653 but Gain 1474.647590 Iteration 34Q (79.546199 sec): 209 clusters Score: Raw -2164011.679156 + Penalty 211336.646902 = -1952675.032254 nChanged 95 Deleting Class 212 (3 points): Lose 39.203655 but Gain 1366.156487 Iteration 35Q (80.011184 sec): 208 clusters Score: Raw -2164020.989439 + Penalty 210051.300160 = -1953969.689279 nChanged 79 Deleting Class 194 (3 points): Lose 53.433110 but Gain 1362.955402 Iteration 36Q (80.471818 sec): 207 clusters Score: Raw -2164010.146007 + Penalty 208744.208240 = -1955265.937767 nChanged 74 Deleting Class 155 (8 points): Lose 71.015580 but Gain 1374.078288 Iteration 37Q (80.930253 sec): 206 clusters Score: Raw -2163970.234020 + Penalty 207413.422888 = -1956556.811132 nChanged 86 Deleting Class 128 (6 points): Lose 72.556104 but Gain 1367.661869 Iteration 38Q (81.392135 sec): 205 clusters Score: Raw -2163938.144435 + Penalty 206080.235169 = -1957857.909266 nChanged 60 Deleting Class 244 (1 points): Lose 4.434339 but Gain 1296.876700 Iteration 39Q (81.842949 sec): 204 clusters Score: Raw -2163961.946117 + Penalty 204826.605151 = -1959135.340966 nChanged 45 Deleting Class 71 (5 points): Lose 53.690873 but Gain 1345.147961 Iteration 40F (86.983465 sec): 203 clusters Score: Raw -2163930.225318 + Penalty 203519.975098 = -1960410.250219 nChanged 58 Deleting Class 170 (7 points): Lose 87.068308 but Gain 1378.475050 Iteration 41Q (87.458463 sec): 202 clusters Score: Raw -2163867.980145 + Penalty 202157.926564 = -1961710.053581 nChanged 43 Deleting Class 172 (4 points): Lose 27.638169 but Gain 1295.748200 Iteration 42Q (87.927347 sec): 201 clusters Score: Raw -2163860.853073 + Penalty 200893.706091 = -1962967.146981 nChanged 44 Deleting Class 196 (1 points): Lose 11.140915 but Gain 1271.683073 Iteration 43Q (88.395728 sec): 200 clusters Score: Raw -2163869.590930 + Penalty 199633.998386 = -1964235.592544 nChanged 61 Deleting Class 203 (1 points): Lose 0.910962 but Gain 1253.020069 Iteration 44Q (88.863913 sec): 199 clusters Score: Raw -2163885.167444 + Penalty 198394.421844 = -1965490.745600 nChanged 61 Deleting Class 38 (41 points): Lose 202.716052 but Gain 1450.693824 Iteration 45Q (89.307522 sec): 198 clusters Score: Raw -2163706.423711 + Penalty 196997.265187 = -1966709.158525 nChanged 114 Deleting Class 103 (35 points): Lose 150.117008 but Gain 1369.966746 Iteration 46Q (89.756293 sec): 197 clusters Score: Raw -2163669.704319 + Penalty 195676.732358 = -1967992.971961 nChanged 123 Deleting Class 153 (8 points): Lose 81.058389 but Gain 1292.324020 Iteration 47Q (90.206594 sec): 196 clusters Score: Raw -2163707.131010 + Penalty 194428.078759 = -1969279.052251 nChanged 126 Deleting Class 149 (2 points): Lose 22.907064 but Gain 1229.297569 Iteration 48Q (90.655347 sec): 195 clusters Score: Raw -2163777.567037 + Penalty 193224.365526 = -1970553.201512 nChanged 118 Deleting Class 166 (10 points): Lose 101.786901 but Gain 1292.942420 Iteration 49Q (91.100991 sec): 194 clusters Score: Raw -2163742.105627 + Penalty 191976.043212 = -1971766.062415 nChanged 135 Deleting Class 174 (19 points): Lose 142.333805 but Gain 1327.500804 Iteration 50F (96.000045 sec): 193 clusters Score: Raw -2163683.246948 + Penalty 190740.012573 = -1972943.234375 nChanged 127 Deleting Class 175 (41 points): Lose 175.859171 but Gain 1358.482768 Iteration 51Q (96.448965 sec): 192 clusters Score: Raw -2163603.465948 + Penalty 189448.179487 = -1974155.286461 nChanged 146 Deleting Class 183 (7 points): Lose 78.773753 but Gain 1258.023917 Iteration 52Q (96.897288 sec): 191 clusters Score: Raw -2163641.185620 + Penalty 188287.703548 = -1975353.482072 nChanged 108 Deleting Class 230 (3 points): Lose 29.277091 but Gain 1228.310351 Iteration 53Q (97.335953 sec): 190 clusters Score: Raw -2163689.827565 + Penalty 187149.472241 = -1976540.355324 nChanged 100 Deleting Class 91 (31 points): Lose 244.534389 but Gain 1413.497475 Iteration 54Q (97.773322 sec): 189 clusters Score: Raw -2163520.496778 + Penalty 185803.663880 = -1977716.832897 nChanged 125 Deleting Class 121 (22 points): Lose 109.994360 but Gain 1270.048772 Iteration 55Q (98.208416 sec): 188 clusters Score: Raw -2163541.968276 + Penalty 184569.613355 = -1978972.354921 nChanged 113 Deleting Class 124 (7 points): Lose 58.388323 but Gain 1217.863133 Iteration 56Q (98.641381 sec): 187 clusters Score: Raw -2163595.955332 + Penalty 183375.698908 = -1980220.256425 nChanged 103 Deleting Class 64 (32 points): Lose 134.654538 but Gain 1292.780919 Iteration 57Q (99.081027 sec): 186 clusters Score: Raw -2163539.967743 + Penalty 182218.626155 = -1981321.341587 nChanged 136 Deleting Class 177 (2 points): Lose 15.091603 but Gain 1170.812762 Iteration 58Q (99.512993 sec): 185 clusters Score: Raw -2163667.332614 + Penalty 181096.452291 = -1982570.880323 nChanged 115 Deleting Class 61 (27 points): Lose 153.426515 but Gain 1307.610595 Iteration 59Q (99.945641 sec): 184 clusters Score: Raw -2163618.423662 + Penalty 179879.516835 = -1983738.906827 nChanged 132 Deleting Class 223 (9 points): Lose 94.968793 but Gain 1245.712719 Iteration 60F (104.586177 sec): 183 clusters Score: Raw -2163710.900953 + Penalty 178844.953380 = -1984865.947573 nChanged 118 Deleting Class 218 (3 points): Lose 19.850217 but Gain 1170.386290 Iteration 61Q (105.014189 sec): 182 clusters Score: Raw -2163842.339771 + Penalty 177727.700894 = -1986114.638877 nChanged 95 Deleting Class 240 (3 points): Lose 57.692137 but Gain 1207.983100 Iteration 62Q (105.436229 sec): 181 clusters Score: Raw -2163840.209258 + Penalty 176523.839784 = -1987316.369474 nChanged 68 Deleting Class 138 (6 points): Lose 56.256284 but Gain 1199.095540 Iteration 63Q (105.852587 sec): 180 clusters Score: Raw -2163829.790185 + Penalty 175363.841792 = -1988465.948393 nChanged 69 Deleting Class 180 (8 points): Lose 69.434608 but Gain 1209.519008 Iteration 64Q (106.269841 sec): 179 clusters Score: Raw -2163852.673546 + Penalty 174200.382406 = -1989652.291140 nChanged 80 Deleting Class 119 (42 points): Lose 248.086604 but Gain 1387.899552 Iteration 65Q (106.684935 sec): 178 clusters Score: Raw -2163734.127141 + Penalty 172950.012792 = -1990784.114349 nChanged 132 Deleting Class 197 (5 points): Lose 28.213519 but Gain 1165.230168 Iteration 66Q (107.104191 sec): 177 clusters Score: Raw -2163917.753204 + Penalty 171836.714532 = -1992081.038671 nChanged 92 Deleting Class 243 (1 points): Lose 16.174870 but Gain 1151.426819 Iteration 67Q (107.520497 sec): 176 clusters Score: Raw -2163977.262633 + Penalty 170681.156792 = -1993296.105841 nChanged 77 Deleting Class 179 (3 points): Lose 32.481269 but Gain 1167.099911 Iteration 68Q (107.930582 sec): 175 clusters Score: Raw -2163992.847582 + Penalty 169546.748281 = -1994446.099302 nChanged 66 Deleting Class 113 (13 points): Lose 116.511824 but Gain 1250.916082 Iteration 69Q (108.337821 sec): 174 clusters Score: Raw -2163915.319138 + Penalty 168334.293081 = -1995581.026057 nChanged 67 Deleting Class 154 (5 points): Lose 56.353309 but Gain 1187.672302 Iteration 70F (112.723311 sec): 173 clusters Score: Raw -2163918.665812 + Penalty 167189.304842 = -1996729.360970 nChanged 50 Deleting Class 237 (2 points): Lose 20.304702 but Gain 1146.822985 Iteration 71Q (113.129168 sec): 172 clusters Score: Raw -2163935.903952 + Penalty 166059.355606 = -1997876.548347 nChanged 28 Deleting Class 162 (59 points): Lose 307.961745 but Gain 1434.588501 Iteration 72Q (113.530835 sec): 171 clusters Score: Raw -2163647.587302 + Penalty 164762.313332 = -1998885.273970 nChanged 82 Deleting Class 160 (4 points): Lose 78.245921 but Gain 1203.933745 Iteration 73Q (113.936175 sec): 170 clusters Score: Raw -2163703.010741 + Penalty 163621.374747 = -2000081.635994 nChanged 42 Deleting Class 190 (7 points): Lose 99.835087 but Gain 1220.986484 Iteration 74Q (114.335419 sec): 169 clusters Score: Raw -2163653.166953 + Penalty 162457.351206 = -2001195.815747 nChanged 27 Deleting Class 204 (4 points): Lose 30.037946 but Gain 1149.041550 Iteration 75Q (114.732050 sec): 168 clusters Score: Raw -2163663.240850 + Penalty 161311.424597 = -2002351.816253 nChanged 20 Deleting Class 214 (9 points): Lose 109.629226 but Gain 1227.551883 Iteration 76Q (115.126290 sec): 167 clusters Score: Raw -2163587.636782 + Penalty 160188.944537 = -2003398.692246 nChanged 23 Deleting Class 235 (2 points): Lose 22.807142 but Gain 1138.969180 Iteration 77Q (115.519823 sec): 166 clusters Score: Raw -2163597.137935 + Penalty 159063.559807 = -2004533.578128 nChanged 11 Deleting Class 185 (9 points): Lose 68.635975 but Gain 1179.837648 Iteration 78Q (115.910200 sec): 165 clusters Score: Raw -2163539.083939 + Penalty 157895.750469 = -2005643.333470 nChanged 14 Deleting Class 114 (31 points): Lose 178.267768 but Gain 1286.753471 Iteration 79Q (116.299504 sec): 164 clusters Score: Raw -2163379.759639 + Penalty 156620.259423 = -2006759.500216 nChanged 37 Deleting Class 163 (16 points): Lose 111.936547 but Gain 1215.814140 Iteration 80F (120.422429 sec): 163 clusters Score: Raw -2163342.606149 + Penalty 155474.771197 = -2007867.834952 nChanged 31 Deleting Class 136 (54 points): Lose 257.081369 but Gain 1358.055155 Iteration 81Q (120.810890 sec): 162 clusters Score: Raw -2163155.427052 + Penalty 154191.411586 = -2008964.015465 nChanged 74 Deleting Class 188 (5 points): Lose 22.591965 but Gain 1122.467985 Iteration 82Q (121.202375 sec): 161 clusters Score: Raw -2163265.887962 + Penalty 153079.600956 = -2010186.287006 nChanged 26 Deleting Class 150 (18 points): Lose 115.900981 but Gain 1213.206560 Iteration 83Q (121.587498 sec): 160 clusters Score: Raw -2163180.357221 + Penalty 151906.018181 = -2011274.339040 nChanged 31 Deleting Class 104 (9 points): Lose 82.611793 but Gain 1173.606956 Iteration 84Q (121.972750 sec): 159 clusters Score: Raw -2163148.590463 + Penalty 150763.380152 = -2012385.210311 nChanged 22 Deleting Class 222 (2 points): Lose 6.124726 but Gain 1096.842173 Iteration 85Q (122.362295 sec): 158 clusters Score: Raw -2163166.423140 + Penalty 149697.960684 = -2013468.462456 nChanged 9 Deleting Class 26 (20 points): Lose 96.990620 but Gain 1186.526630 Iteration 86Q (122.742275 sec): 157 clusters Score: Raw -2163082.418937 + Penalty 148549.045295 = -2014533.373642 nChanged 28 Deleting Class 187 (9 points): Lose 68.877993 but Gain 1156.922633 Iteration 87Q (123.123897 sec): 156 clusters Score: Raw -2163065.043524 + Penalty 147555.161126 = -2015509.882399 nChanged 23 Deleting Class 44 (40 points): Lose 202.711468 but Gain 1290.814033 Iteration 88Q (123.503448 sec): 155 clusters Score: Raw -2162910.530280 + Penalty 146319.898079 = -2016590.632201 nChanged 46 Deleting Class 173 (28 points): Lose 131.775303 but Gain 1203.407487 Iteration 89Q (123.881926 sec): 154 clusters Score: Raw -2162890.851757 + Penalty 145206.572116 = -2017684.279641 nChanged 55 Deleting Class 93 (13 points): Lose 106.483911 but Gain 1176.912952 Iteration 90F (127.755803 sec): 153 clusters Score: Raw -2162875.386075 + Penalty 144080.408325 = -2018794.977750 nChanged 36 Deleting Class 148 (12 points): Lose 100.491633 but Gain 1168.520389 Iteration 91Q (128.130060 sec): 152 clusters Score: Raw -2162827.001956 + Penalty 142942.201597 = -2019884.800359 nChanged 30 Deleting Class 176 (4 points): Lose 43.615163 but Gain 1111.644931 Iteration 92Q (128.503497 sec): 151 clusters Score: Raw -2162822.414102 + Penalty 141857.423457 = -2020964.990644 nChanged 22 Deleting Class 137 (17 points): Lose 89.911565 but Gain 1151.377135 Iteration 93Q (128.874120 sec): 150 clusters Score: Raw -2162754.854200 + Penalty 140726.862588 = -2022027.991612 nChanged 33 Deleting Class 126 (23 points): Lose 179.556719 but Gain 1238.792419 Iteration 94Q (129.250824 sec): 149 clusters Score: Raw -2162609.709094 + Penalty 139522.200932 = -2023087.508163 nChanged 39 Deleting Class 135 (30 points): Lose 154.538907 but Gain 1208.667670 Iteration 95Q (129.621452 sec): 148 clusters Score: Raw -2162514.352583 + Penalty 138424.497915 = -2024089.854668 nChanged 46 Deleting Class 208 (15 points): Lose 88.987728 but Gain 1140.368102 Iteration 96Q (130.007934 sec): 147 clusters Score: Raw -2162508.839077 + Penalty 137350.410388 = -2025158.428689 nChanged 25 Deleting Class 118 (25 points): Lose 129.975732 but Gain 1180.654110 Iteration 97Q (130.391583 sec): 146 clusters Score: Raw -2162427.874919 + Penalty 136212.598669 = -2026215.276250 nChanged 29 Deleting Class 30 (14 points): Lose 86.696822 but Gain 1134.542444 Iteration 98Q (130.773195 sec): 145 clusters Score: Raw -2162385.679798 + Penalty 135093.948413 = -2027291.731385 nChanged 25 Deleting Class 129 (12 points): Lose 59.026668 but Gain 1099.270041 Iteration 99Q (131.154501 sec): 144 clusters Score: Raw -2162365.789705 + Penalty 134038.281849 = -2028327.507856 nChanged 20 Deleting Class 142 (9 points): Lose 59.568378 but Gain 1099.926430 Iteration 100F (134.780814 sec): 143 clusters Score: Raw -2162327.485308 + Penalty 132985.627730 = -2029341.857578 nChanged 17 Deleting Class 106 (7 points): Lose 48.629492 but Gain 1088.563386 Iteration 101Q (135.167282 sec): 142 clusters Score: Raw -2162303.378188 + Penalty 131913.624408 = -2030389.753780 nChanged 14 Deleting Class 146 (7 points): Lose 40.121013 but Gain 1073.073556 Iteration 102Q (135.543288 sec): 141 clusters Score: Raw -2162275.475425 + Penalty 130872.196372 = -2031403.279053 nChanged 16 Deleting Class 207 (6 points): Lose 89.698040 but Gain 1120.045322 Iteration 103Q (135.918116 sec): 140 clusters Score: Raw -2162201.873962 + Penalty 129764.769002 = -2032437.104960 nChanged 10 Deleting Class 164 (14 points): Lose 90.263515 but Gain 1116.668075 Iteration 104Q (136.291027 sec): 139 clusters Score: Raw -2162124.956813 + Penalty 128662.601676 = -2033462.355136 nChanged 20 Deleting Class 157 (22 points): Lose 109.200749 but Gain 1134.584086 Iteration 105Q (136.662119 sec): 138 clusters Score: Raw -2162045.251020 + Penalty 127539.961179 = -2034505.289841 nChanged 30 Deleting Class 220 (2 points): Lose 24.218807 but Gain 1049.591413 Iteration 106Q (137.036783 sec): 137 clusters Score: Raw -2162067.458959 + Penalty 126541.489540 = -2035525.969419 nChanged 12 Deleting Class 79 (70 points): Lose 289.821432 but Gain 1312.942297 Iteration 107Q (137.406323 sec): 136 clusters Score: Raw -2161797.321573 + Penalty 125290.659268 = -2036506.662305 nChanged 79 Deleting Class 40 (19 points): Lose 99.449766 but Gain 1122.144123 Iteration 108Q (137.778135 sec): 135 clusters Score: Raw -2161839.887321 + Penalty 124193.103942 = -2037646.783380 nChanged 38 Deleting Class 193 (10 points): Lose 55.205582 but Gain 1073.746975 Iteration 109Q (138.128974 sec): 134 clusters Score: Raw -2161831.422984 + Penalty 123134.439086 = -2038696.983898 nChanged 22 Deleting Class 52 (24 points): Lose 196.444420 but Gain 1215.838962 Iteration 110F (141.492793 sec): 133 clusters Score: Raw -2161659.228713 + Penalty 121931.110438 = -2039728.118275 nChanged 34 Deleting Class 134 (12 points): Lose 49.637288 but Gain 1067.579975 Iteration 111Q (141.840428 sec): 132 clusters Score: Raw -2161658.598496 + Penalty 120886.981911 = -2040771.616584 nChanged 22 Deleting Class 158 (64 points): Lose 246.532522 but Gain 1260.943348 Iteration 112Q (142.185593 sec): 131 clusters Score: Raw -2161433.691657 + Penalty 119654.629597 = -2041779.062060 nChanged 73 Deleting Class 226 (5 points): Lose 58.463631 but Gain 1071.199083 Iteration 113Q (142.535113 sec): 130 clusters Score: Raw -2161479.244777 + Penalty 118643.258132 = -2042835.986645 nChanged 24 Deleting Class 192 (2 points): Lose 9.421923 but Gain 1020.073936 Iteration 114Q (142.877418 sec): 129 clusters Score: Raw -2161496.564082 + Penalty 117619.833603 = -2043876.730479 nChanged 13 Deleting Class 95 (9 points): Lose 51.147685 but Gain 1060.843278 Iteration 115Q (143.217671 sec): 128 clusters Score: Raw -2161454.262489 + Penalty 116576.046728 = -2044878.215761 nChanged 16 Deleting Class 42 (17 points): Lose 95.025180 but Gain 1103.609836 Iteration 116Q (143.559146 sec): 127 clusters Score: Raw -2161377.703646 + Penalty 115526.968763 = -2045850.734883 nChanged 25 Deleting Class 178 (15 points): Lose 85.019425 but Gain 1091.801215 Iteration 117Q (143.897417 sec): 126 clusters Score: Raw -2161328.992786 + Penalty 114434.951275 = -2046894.041511 nChanged 28 Deleting Class 151 (24 points): Lose 131.472045 but Gain 1136.531630 Iteration 118Q (144.234012 sec): 125 clusters Score: Raw -2161226.765728 + Penalty 113361.644532 = -2047865.121196 nChanged 39 Writing temp clu file Memory request: 0.25 GB would take us to total of 0.50 GB. Compute initial score before splitting: Score: Raw -2161226.765728 + Penalty 113361.644532 = -2047865.121196Memory request: 0.12 GB would take us to total of 0.62 GB. Trying to split cluster 1 (26045 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (144.522395 sec): 2 clusters Score: Raw -1059492.162686 + Penalty 181.935508 = -1059310.227178 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (144.571705 sec): 3 clusters Score: Raw -1041850.542141 + Penalty 337.647332 = -1041512.894809 nChanged 12675 SP:Iteration 1F (144.619912 sec): 3 clusters Score: Raw -1053202.770144 + Penalty 317.071501 = -1052885.698643 nChanged 3683 SP:Iteration 2F (144.668233 sec): 3 clusters Score: Raw -1058658.605466 + Penalty 315.719363 = -1058342.886102 nChanged 1177 SP:Iteration 3Q (144.718671 sec): 3 clusters Score: Raw -1060062.004977 + Penalty 317.941637 = -1059744.063339 nChanged 514 SP:Iteration 4Q (144.762539 sec): 3 clusters Score: Raw -1060392.394868 + Penalty 320.242437 = -1060072.152432 nChanged 252 SP:Iteration 5Q (144.806065 sec): 3 clusters Score: Raw -1060512.494817 + Penalty 321.939724 = -1060190.555093 nChanged 170 SP:Iteration 6Q (144.849640 sec): 3 clusters Score: Raw -1060555.173570 + Penalty 322.957377 = -1060232.216193 nChanged 99 SP:Iteration 7Q (144.893628 sec): 3 clusters Score: Raw -1060564.199724 + Penalty 323.476967 = -1060240.722757 nChanged 46 SP:Iteration 8Q (144.937122 sec): 3 clusters Score: Raw -1060566.673081 + Penalty 323.881373 = -1060242.791708 nChanged 31 SP:Iteration 9Q (144.980622 sec): 3 clusters Score: Raw -1060567.870393 + Penalty 324.184723 = -1060243.685670 nChanged 22 SP:Iteration 10F (145.028841 sec): 3 clusters Score: Raw -1060568.386726 + Penalty 324.330079 = -1060244.056646 nChanged 8 SP:Iteration 11Q (145.072708 sec): 3 clusters Score: Raw -1060568.471573 + Penalty 324.347283 = -1060244.124290 nChanged 2 SP:Iteration 12Q (145.116278 sec): 3 clusters Score: Raw -1060568.455972 + Penalty 324.347283 = -1060244.108690 nChanged 0 SP:Iteration 13F (145.164641 sec): 3 clusters Score: Raw -1060568.455972 + Penalty 324.347283 = -1060244.108690 nChanged 0 Score: Raw -2194412.876435 + Penalty 113514.368736 = -2080898.507699 Splitting cluster 1 changes total score from -2047865.121196 to -2080898.507699 So it's getting split into cluster 26. Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 2 (939 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (148.297223 sec): 2 clusters Score: Raw -42172.282150 + Penalty 530.733996 = -41641.548154 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (148.299125 sec): 3 clusters Score: Raw -41690.358889 + Penalty 1060.482794 = -40629.876096 nChanged 330 SP:Iteration 1F (148.300985 sec): 3 clusters Score: Raw -41911.303589 + Penalty 1050.429548 = -40860.874040 nChanged 111 SP:Iteration 2F (148.302836 sec): 3 clusters Score: Raw -41999.665085 + Penalty 1045.169483 = -40954.495602 nChanged 57 SP:Iteration 3F (148.304681 sec): 3 clusters Score: Raw -42041.017671 + Penalty 1037.534818 = -41003.482854 nChanged 41 SP:Iteration 4Q (148.306531 sec): 3 clusters Score: Raw -42065.658371 + Penalty 1033.167734 = -41032.490636 nChanged 31 SP:Iteration 5Q (148.308377 sec): 3 clusters Score: Raw -42087.684459 + Penalty 1030.067818 = -41057.616641 nChanged 32 SP:Iteration 6Q (148.310225 sec): 3 clusters Score: Raw -42114.177803 + Penalty 1038.486615 = -41075.691189 nChanged 31 SP:Iteration 7Q (148.312063 sec): 3 clusters Score: Raw -42141.732593 + Penalty 1051.256362 = -41090.476231 nChanged 29 SP:Iteration 8Q (148.313897 sec): 3 clusters Score: Raw -42170.999619 + Penalty 1064.820792 = -41106.178828 nChanged 21 SP:Iteration 9Q (148.315728 sec): 3 clusters Score: Raw -42192.618887 + Penalty 1087.221373 = -41105.397514 nChanged 12 SP:Iteration 10F (148.317553 sec): 3 clusters Score: Raw -42213.236613 + Penalty 1105.982499 = -41107.254114 nChanged 8 SP:Iteration 11Q (148.319388 sec): 3 clusters Score: Raw -42222.070598 + Penalty 1108.661101 = -41113.409497 nChanged 2 SP:Iteration 12Q (148.321194 sec): 3 clusters Score: Raw -42224.344068 + Penalty 1115.533100 = -41108.810968 nChanged 4 SP:Iteration 13F (148.323059 sec): 3 clusters Score: Raw -42229.933135 + Penalty 1118.369991 = -41111.563145 nChanged 3 SP:Iteration 14Q (148.324814 sec): 3 clusters Score: Raw -42235.639841 + Penalty 1119.543029 = -41116.096812 nChanged 2 SP:Iteration 15Q (148.326549 sec): 3 clusters Score: Raw -42238.190687 + Penalty 1125.243729 = -41112.946958 nChanged 3 SP:Iteration 16F (148.328370 sec): 3 clusters Score: Raw -42240.274994 + Penalty 1125.243729 = -41115.031264 nChanged 0 Memory request: 0.01 GB would take us to total of 0.51 GB. Trying to split cluster 3 (2413 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (148.340286 sec): 2 clusters Score: Raw -104565.062416 + Penalty 263.106494 = -104301.955922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (148.345166 sec): 3 clusters Score: Raw -103040.839484 + Penalty 526.862069 = -102513.977415 nChanged 1077 SP:Iteration 1F (148.349813 sec): 3 clusters Score: Raw -103666.250990 + Penalty 531.034785 = -103135.216205 nChanged 342 SP:Iteration 2F (148.354351 sec): 3 clusters Score: Raw -103965.188060 + Penalty 534.626794 = -103430.561266 nChanged 250 SP:Iteration 3F (148.358893 sec): 3 clusters Score: Raw -104217.621376 + Penalty 536.952823 = -103680.668552 nChanged 175 SP:Iteration 4F (148.363431 sec): 3 clusters Score: Raw -104377.428706 + Penalty 540.706050 = -103836.722656 nChanged 101 SP:Iteration 5Q (148.367958 sec): 3 clusters Score: Raw -104442.470560 + Penalty 542.154658 = -103900.315902 nChanged 51 SP:Iteration 6Q (148.372393 sec): 3 clusters Score: Raw -104475.094848 + Penalty 543.116472 = -103931.978376 nChanged 45 SP:Iteration 7Q (148.376762 sec): 3 clusters Score: Raw -104495.456150 + Penalty 545.535572 = -103949.920578 nChanged 33 SP:Iteration 8Q (148.381162 sec): 3 clusters Score: Raw -104507.552164 + Penalty 545.657690 = -103961.894475 nChanged 22 SP:Iteration 9Q (148.385510 sec): 3 clusters Score: Raw -104512.782552 + Penalty 547.546257 = -103965.236295 nChanged 16 SP:Iteration 10F (148.390065 sec): 3 clusters Score: Raw -104515.555874 + Penalty 548.454975 = -103967.100899 nChanged 13 SP:Iteration 11Q (148.394318 sec): 3 clusters Score: Raw -104517.765609 + Penalty 549.332070 = -103968.433540 nChanged 13 SP:Iteration 12Q (148.398571 sec): 3 clusters Score: Raw -104520.118628 + Penalty 549.982541 = -103970.136088 nChanged 10 SP:Iteration 13Q (148.402894 sec): 3 clusters Score: Raw -104522.098893 + Penalty 551.454003 = -103970.644890 nChanged 10 SP:Iteration 14Q (148.407141 sec): 3 clusters Score: Raw -104523.301736 + Penalty 552.234331 = -103971.067405 nChanged 6 SP:Iteration 15Q (148.411354 sec): 3 clusters Score: Raw -104523.979040 + Penalty 552.015662 = -103971.963378 nChanged 4 SP:Iteration 16Q (148.415555 sec): 3 clusters Score: Raw -104524.973206 + Penalty 551.200148 = -103973.773058 nChanged 9 SP:Iteration 17Q (148.419881 sec): 3 clusters Score: Raw -104527.495695 + Penalty 552.085018 = -103975.410677 nChanged 9 SP:Iteration 18Q (148.424222 sec): 3 clusters Score: Raw -104528.931534 + Penalty 553.261020 = -103975.670514 nChanged 9 SP:Iteration 19Q (148.428524 sec): 3 clusters Score: Raw -104530.178053 + Penalty 554.412123 = -103975.765930 nChanged 9 SP:Iteration 20F (148.433121 sec): 3 clusters Score: Raw -104531.687496 + Penalty 556.058592 = -103975.628904 nChanged 13 SP:Iteration 21F (148.437679 sec): 3 clusters Score: Raw -104533.554841 + Penalty 556.638863 = -103976.915978 nChanged 10 SP:Iteration 22Q (148.441924 sec): 3 clusters Score: Raw -104534.968170 + Penalty 558.025815 = -103976.942355 nChanged 11 SP:Iteration 23Q (148.446229 sec): 3 clusters Score: Raw -104537.114059 + Penalty 559.366709 = -103977.747350 nChanged 15 SP:Iteration 24Q (148.450582 sec): 3 clusters Score: Raw -104540.523539 + Penalty 560.947919 = -103979.575620 nChanged 15 SP:Iteration 25Q (148.454750 sec): 3 clusters Score: Raw -104544.880118 + Penalty 563.116620 = -103981.763498 nChanged 17 SP:Iteration 26Q (148.458947 sec): 3 clusters Score: Raw -104549.757749 + Penalty 561.606050 = -103988.151699 nChanged 14 SP:Iteration 27Q (148.463055 sec): 3 clusters Score: Raw -104553.378796 + Penalty 562.018584 = -103991.360212 nChanged 13 SP:Iteration 28Q (148.467143 sec): 3 clusters Score: Raw -104555.459987 + Penalty 562.323954 = -103993.136032 nChanged 9 SP:Iteration 29Q (148.471247 sec): 3 clusters Score: Raw -104557.237885 + Penalty 563.007525 = -103994.230360 nChanged 8 SP:Iteration 30F (148.475940 sec): 3 clusters Score: Raw -104558.376698 + Penalty 563.287018 = -103995.089680 nChanged 4 SP:Iteration 31Q (148.480009 sec): 3 clusters Score: Raw -104559.082323 + Penalty 564.832874 = -103994.249449 nChanged 5 SP:Iteration 32F (148.484701 sec): 3 clusters Score: Raw -104559.563792 + Penalty 565.967023 = -103993.596769 nChanged 6 SP:Iteration 33F (148.489273 sec): 3 clusters Score: Raw -104560.396547 + Penalty 565.010421 = -103995.386126 nChanged 4 SP:Iteration 34Q (148.493360 sec): 3 clusters Score: Raw -104561.096624 + Penalty 563.400739 = -103997.695885 nChanged 4 SP:Iteration 35Q (148.497414 sec): 3 clusters Score: Raw -104561.819474 + Penalty 563.399834 = -103998.419641 nChanged 3 SP:Iteration 36Q (148.501454 sec): 3 clusters Score: Raw -104562.518715 + Penalty 564.723856 = -103997.794858 nChanged 4 SP:Iteration 37F (148.506025 sec): 3 clusters Score: Raw -104562.974609 + Penalty 565.736444 = -103997.238166 nChanged 2 SP:Iteration 38F (148.510598 sec): 3 clusters Score: Raw -104563.150566 + Penalty 565.736444 = -103997.414122 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 4 (214 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (148.522135 sec): 2 clusters Score: Raw -10513.721961 + Penalty 365.725874 = -10147.996087 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (148.522761 sec): 3 clusters Score: Raw -10413.236866 + Penalty 741.320262 = -9671.916604 nChanged 51 SP:Iteration 1F (148.523353 sec): 3 clusters Score: Raw -10464.583225 + Penalty 790.020734 = -9674.562491 nChanged 28 SP:Iteration 2F (148.523938 sec): 3 clusters Score: Raw -10508.977069 + Penalty 831.300550 = -9677.676519 nChanged 13 SP:Iteration 3F (148.524522 sec): 3 clusters Score: Raw -10525.274692 + Penalty 860.374936 = -9664.899756 nChanged 7 SP:Iteration 4F (148.525094 sec): 3 clusters Score: Raw -10533.412325 + Penalty 873.887285 = -9659.525040 nChanged 3 SP:Iteration 5F (148.525666 sec): 3 clusters Score: Raw -10536.965464 + Penalty 873.887285 = -9663.078179 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 5 (177 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (148.527125 sec): 2 clusters Score: Raw -8340.449616 + Penalty 328.532772 = -8011.916844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (148.527661 sec): 3 clusters Score: Raw -8270.268466 + Penalty 663.487992 = -7606.780475 nChanged 38 SP:Iteration 1F (148.528187 sec): 3 clusters Score: Raw -8295.183589 + Penalty 664.972684 = -7630.210904 nChanged 10 SP:Iteration 2F (148.528711 sec): 3 clusters Score: Raw -8306.774000 + Penalty 664.368035 = -7642.405966 nChanged 5 SP:Iteration 3Q (148.529232 sec): 3 clusters Score: Raw -8310.868748 + Penalty 665.284772 = -7645.583976 nChanged 2 SP:Iteration 4Q (148.529757 sec): 3 clusters Score: Raw -8311.680811 + Penalty 663.899639 = -7647.781172 nChanged 3 SP:Iteration 5Q (148.530279 sec): 3 clusters Score: Raw -8315.003017 + Penalty 667.109789 = -7647.893229 nChanged 5 SP:Iteration 6Q (148.530799 sec): 3 clusters Score: Raw -8320.798128 + Penalty 674.954497 = -7645.843631 nChanged 10 SP:Iteration 7F (148.531320 sec): 3 clusters Score: Raw -8335.508493 + Penalty 675.008328 = -7660.500165 nChanged 6 SP:Iteration 8Q (148.531835 sec): 3 clusters Score: Raw -8343.909697 + Penalty 681.911192 = -7661.998506 nChanged 2 SP:Iteration 9Q (148.532348 sec): 3 clusters Score: Raw -8345.677046 + Penalty 686.192008 = -7659.485039 nChanged 1 SP:Iteration 10F (148.532899 sec): 3 clusters Score: Raw -8345.945665 + Penalty 689.666037 = -7656.279628 nChanged 1 SP:Iteration 11F (148.533419 sec): 3 clusters Score: Raw -8346.112018 + Penalty 702.584743 = -7643.527276 nChanged 3 SP:Iteration 12F (148.533939 sec): 3 clusters Score: Raw -8349.910788 + Penalty 720.728082 = -7629.182706 nChanged 4 SP:Iteration 13F (148.534448 sec): 3 clusters Score: Raw -8356.250797 + Penalty 725.203602 = -7631.047195 nChanged 2 SP:Iteration 14Q (148.534947 sec): 3 clusters Score: Raw -8360.248929 + Penalty 734.529141 = -7625.719788 nChanged 2 SP:Iteration 15F (148.535457 sec): 3 clusters Score: Raw -8364.045452 + Penalty 742.587949 = -7621.457503 nChanged 1 SP:Iteration 16F (148.535966 sec): 3 clusters Score: Raw -8366.666582 + Penalty 742.587949 = -7624.078633 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 6 (671 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (148.538413 sec): 2 clusters Score: Raw -38693.905008 + Penalty 739.579312 = -37954.325696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (148.539924 sec): 3 clusters Score: Raw -38435.778566 + Penalty 1479.280732 = -36956.497834 nChanged 207 SP:Iteration 1F (148.541356 sec): 3 clusters Score: Raw -38616.749978 + Penalty 1479.609105 = -37137.140873 nChanged 55 SP:Iteration 2F (148.542767 sec): 3 clusters Score: Raw -38676.403445 + Penalty 1479.455813 = -37196.947632 nChanged 29 SP:Iteration 3Q (148.544187 sec): 3 clusters Score: Raw -38712.604994 + Penalty 1479.422254 = -37233.182740 nChanged 25 SP:Iteration 4Q (148.545589 sec): 3 clusters Score: Raw -38762.150605 + Penalty 1479.558263 = -37282.592341 nChanged 23 SP:Iteration 5Q (148.546972 sec): 3 clusters Score: Raw -38808.125011 + Penalty 1479.419126 = -37328.705885 nChanged 34 SP:Iteration 6F (148.548408 sec): 3 clusters Score: Raw -38872.036429 + Penalty 1479.142240 = -37392.894189 nChanged 31 SP:Iteration 7Q (148.549756 sec): 3 clusters Score: Raw -38946.838133 + Penalty 1479.244018 = -37467.594115 nChanged 40 SP:Iteration 8F (148.551225 sec): 3 clusters Score: Raw -39068.866656 + Penalty 1479.148693 = -37589.717963 nChanged 38 SP:Iteration 9F (148.552703 sec): 3 clusters Score: Raw -39240.647063 + Penalty 1479.132464 = -37761.514599 nChanged 33 SP:Iteration 10F (148.554192 sec): 3 clusters Score: Raw -39542.262829 + Penalty 1479.047778 = -38063.215050 nChanged 13 SP:Iteration 11Q (148.555415 sec): 3 clusters Score: Raw -39785.183159 + Penalty 1478.819864 = -38306.363294 nChanged 10 SP:Iteration 12Q (148.556612 sec): 3 clusters Score: Raw -39837.616737 + Penalty 1478.209362 = -38359.407375 nChanged 11 SP:Iteration 13Q (148.557806 sec): 3 clusters Score: Raw -39988.036769 + Penalty 1477.769266 = -38510.267503 nChanged 5 SP:Iteration 14Q (148.558971 sec): 3 clusters Score: Raw -40148.548613 + Penalty 1477.654623 = -38670.893990 nChanged 2 SP:Iteration 15Q (148.560099 sec): 3 clusters Score: Raw -40233.801796 + Penalty 1477.654623 = -38756.147173 nChanged 0 SP:Iteration 16F (148.561509 sec): 3 clusters Score: Raw -40233.801796 + Penalty 1477.654623 = -38756.147173 nChanged 0 Score: Raw -2195952.771832 + Penalty 114750.832595 = -2081201.939238 Splitting cluster 6 changes total score from -2047865.121196 to -2081201.939238 So it's getting split into cluster 30. Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 7 (855 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (151.697334 sec): 2 clusters Score: Raw -40021.122448 + Penalty 465.312984 = -39555.809464 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (151.699050 sec): 3 clusters Score: Raw -39549.544358 + Penalty 928.549873 = -38620.994485 nChanged 311 SP:Iteration 1F (151.700714 sec): 3 clusters Score: Raw -39721.386436 + Penalty 928.605443 = -38792.780993 nChanged 92 SP:Iteration 2F (151.702367 sec): 3 clusters Score: Raw -39785.991407 + Penalty 929.497054 = -38856.494354 nChanged 51 SP:Iteration 3F (151.704181 sec): 3 clusters Score: Raw -39826.361355 + Penalty 930.126611 = -38896.234744 nChanged 36 SP:Iteration 4Q (151.706017 sec): 3 clusters Score: Raw -39847.195981 + Penalty 931.357328 = -38915.838653 nChanged 36 SP:Iteration 5Q (151.707703 sec): 3 clusters Score: Raw -39863.596316 + Penalty 932.458079 = -38931.138237 nChanged 32 SP:Iteration 6Q (151.709350 sec): 3 clusters Score: Raw -39886.079693 + Penalty 932.377191 = -38953.702502 nChanged 23 SP:Iteration 7Q (151.710997 sec): 3 clusters Score: Raw -39897.218410 + Penalty 932.626257 = -38964.592153 nChanged 16 SP:Iteration 8Q (151.712645 sec): 3 clusters Score: Raw -39904.345437 + Penalty 932.783480 = -38971.561957 nChanged 8 SP:Iteration 9Q (151.714291 sec): 3 clusters Score: Raw -39906.900907 + Penalty 932.748921 = -38974.151986 nChanged 5 SP:Iteration 10F (151.715981 sec): 3 clusters Score: Raw -39908.607348 + Penalty 932.556751 = -38976.050597 nChanged 5 SP:Iteration 11Q (151.717670 sec): 3 clusters Score: Raw -39909.551640 + Penalty 932.570600 = -38976.981040 nChanged 6 SP:Iteration 12Q (151.719349 sec): 3 clusters Score: Raw -39912.650770 + Penalty 932.509660 = -38980.141110 nChanged 7 SP:Iteration 13Q (151.721019 sec): 3 clusters Score: Raw -39920.443598 + Penalty 932.733982 = -38987.709616 nChanged 7 SP:Iteration 14Q (151.722726 sec): 3 clusters Score: Raw -39925.349962 + Penalty 932.664440 = -38992.685522 nChanged 7 SP:Iteration 15Q (151.724393 sec): 3 clusters Score: Raw -39928.295794 + Penalty 932.658317 = -38995.637477 nChanged 5 SP:Iteration 16Q (151.726058 sec): 3 clusters Score: Raw -39929.903973 + Penalty 932.678375 = -38997.225598 nChanged 4 SP:Iteration 17Q (151.727742 sec): 3 clusters Score: Raw -39930.965134 + Penalty 932.487665 = -38998.477469 nChanged 2 SP:Iteration 18Q (151.729405 sec): 3 clusters Score: Raw -39931.200214 + Penalty 932.416100 = -38998.784114 nChanged 1 SP:Iteration 19Q (151.731035 sec): 3 clusters Score: Raw -39931.687604 + Penalty 932.239649 = -38999.447955 nChanged 2 SP:Iteration 20F (151.732683 sec): 3 clusters Score: Raw -39931.986579 + Penalty 931.960867 = -39000.025712 nChanged 3 SP:Iteration 21Q (151.734323 sec): 3 clusters Score: Raw -39933.087754 + Penalty 931.645233 = -39001.442521 nChanged 3 SP:Iteration 22Q (151.735953 sec): 3 clusters Score: Raw -39934.254783 + Penalty 931.314776 = -39002.940006 nChanged 3 SP:Iteration 23Q (151.737649 sec): 3 clusters Score: Raw -39934.552161 + Penalty 931.314776 = -39003.237385 nChanged 0 SP:Iteration 24F (151.739330 sec): 3 clusters Score: Raw -39934.552161 + Penalty 931.314776 = -39003.237385 nChanged 0 Memory request: 0.02 GB would take us to total of 0.51 GB. Trying to split cluster 8 (3250 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (151.754179 sec): 2 clusters Score: Raw -143675.254793 + Penalty 309.636666 = -143365.618127 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (151.760182 sec): 3 clusters Score: Raw -141594.558785 + Penalty 632.616679 = -140961.942106 nChanged 1441 SP:Iteration 1F (151.766052 sec): 3 clusters Score: Raw -142588.208924 + Penalty 665.726216 = -141922.482707 nChanged 446 SP:Iteration 2F (151.771903 sec): 3 clusters Score: Raw -142967.533379 + Penalty 699.394131 = -142268.139248 nChanged 303 SP:Iteration 3F (151.777746 sec): 3 clusters Score: Raw -143295.043738 + Penalty 736.688188 = -142558.355549 nChanged 165 SP:Iteration 4F (151.783644 sec): 3 clusters Score: Raw -143511.955309 + Penalty 754.821174 = -142757.134134 nChanged 67 SP:Iteration 5Q (151.789076 sec): 3 clusters Score: Raw -143586.106529 + Penalty 753.161702 = -142832.944827 nChanged 35 SP:Iteration 6Q (151.794099 sec): 3 clusters Score: Raw -143627.554318 + Penalty 749.526877 = -142878.027441 nChanged 16 SP:Iteration 7Q (151.798980 sec): 3 clusters Score: Raw -143643.232742 + Penalty 748.638241 = -142894.594501 nChanged 13 SP:Iteration 8Q (151.803781 sec): 3 clusters Score: Raw -143650.365851 + Penalty 751.828934 = -142898.536916 nChanged 9 SP:Iteration 9Q (151.808621 sec): 3 clusters Score: Raw -143656.696367 + Penalty 751.608652 = -142905.087714 nChanged 8 SP:Iteration 10F (151.814503 sec): 3 clusters Score: Raw -143664.871307 + Penalty 753.526435 = -142911.344872 nChanged 12 SP:Iteration 11Q (151.819257 sec): 3 clusters Score: Raw -143677.160354 + Penalty 754.573312 = -142922.587042 nChanged 4 SP:Iteration 12Q (151.824152 sec): 3 clusters Score: Raw -143678.812596 + Penalty 753.447598 = -142925.364998 nChanged 4 SP:Iteration 13Q (151.829171 sec): 3 clusters Score: Raw -143681.149320 + Penalty 753.447598 = -142927.701722 nChanged 0 SP:Iteration 14F (151.835014 sec): 3 clusters Score: Raw -143681.149320 + Penalty 753.447598 = -142927.701722 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 9 (901 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (151.840431 sec): 2 clusters Score: Raw -44476.977000 + Penalty 307.999806 = -44168.977194 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (151.842232 sec): 3 clusters Score: Raw -44001.487368 + Penalty 616.256844 = -43385.230524 nChanged 378 SP:Iteration 1F (151.843968 sec): 3 clusters Score: Raw -44213.392203 + Penalty 616.481791 = -43596.910412 nChanged 72 SP:Iteration 2F (151.845701 sec): 3 clusters Score: Raw -44257.871570 + Penalty 616.721065 = -43641.150505 nChanged 50 SP:Iteration 3F (151.847433 sec): 3 clusters Score: Raw -44282.630255 + Penalty 616.733757 = -43665.896498 nChanged 41 SP:Iteration 4Q (151.849172 sec): 3 clusters Score: Raw -44302.453059 + Penalty 618.383866 = -43684.069193 nChanged 44 SP:Iteration 5Q (151.850906 sec): 3 clusters Score: Raw -44328.106438 + Penalty 619.315191 = -43708.791247 nChanged 46 SP:Iteration 6F (151.852640 sec): 3 clusters Score: Raw -44358.720669 + Penalty 623.871918 = -43734.848751 nChanged 40 SP:Iteration 7Q (151.854379 sec): 3 clusters Score: Raw -44382.866305 + Penalty 627.899540 = -43754.966765 nChanged 41 SP:Iteration 8Q (151.856117 sec): 3 clusters Score: Raw -44413.875374 + Penalty 635.586374 = -43778.289000 nChanged 35 SP:Iteration 9Q (151.857910 sec): 3 clusters Score: Raw -44439.413245 + Penalty 643.309910 = -43796.103335 nChanged 23 SP:Iteration 10F (151.859678 sec): 3 clusters Score: Raw -44452.985584 + Penalty 650.839283 = -43802.146301 nChanged 21 SP:Iteration 11Q (151.861415 sec): 3 clusters Score: Raw -44468.550006 + Penalty 656.258313 = -43812.291693 nChanged 19 SP:Iteration 12Q (151.863155 sec): 3 clusters Score: Raw -44486.680698 + Penalty 660.229412 = -43826.451285 nChanged 11 SP:Iteration 13Q (151.864893 sec): 3 clusters Score: Raw -44497.096742 + Penalty 665.663524 = -43831.433218 nChanged 17 SP:Iteration 14Q (151.866633 sec): 3 clusters Score: Raw -44512.547327 + Penalty 666.186838 = -43846.360489 nChanged 16 SP:Iteration 15Q (151.868374 sec): 3 clusters Score: Raw -44527.467707 + Penalty 666.473530 = -43860.994177 nChanged 20 SP:Iteration 16Q (151.870111 sec): 3 clusters Score: Raw -44548.711781 + Penalty 668.041161 = -43880.670620 nChanged 13 SP:Iteration 17Q (151.871900 sec): 3 clusters Score: Raw -44557.046600 + Penalty 667.207637 = -43889.838964 nChanged 9 SP:Iteration 18Q (151.873661 sec): 3 clusters Score: Raw -44564.535521 + Penalty 666.793981 = -43897.741540 nChanged 10 SP:Iteration 19Q (151.875391 sec): 3 clusters Score: Raw -44570.976798 + Penalty 665.498832 = -43905.477966 nChanged 6 SP:Iteration 20F (151.877122 sec): 3 clusters Score: Raw -44573.604463 + Penalty 663.332225 = -43910.272238 nChanged 5 SP:Iteration 21Q (151.878849 sec): 3 clusters Score: Raw -44578.150052 + Penalty 660.172347 = -43917.977705 nChanged 8 SP:Iteration 22Q (151.880571 sec): 3 clusters Score: Raw -44585.430029 + Penalty 658.543045 = -43926.886984 nChanged 4 SP:Iteration 23Q (151.882292 sec): 3 clusters Score: Raw -44587.841703 + Penalty 656.680565 = -43931.161138 nChanged 5 SP:Iteration 24Q (151.884067 sec): 3 clusters Score: Raw -44590.554174 + Penalty 654.757086 = -43935.797088 nChanged 6 SP:Iteration 25Q (151.885820 sec): 3 clusters Score: Raw -44592.966230 + Penalty 654.169458 = -43938.796771 nChanged 2 SP:Iteration 26Q (151.887580 sec): 3 clusters Score: Raw -44593.674049 + Penalty 654.169458 = -43939.504591 nChanged 0 SP:Iteration 27F (151.889315 sec): 3 clusters Score: Raw -44593.674049 + Penalty 654.169458 = -43939.504591 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 10 (735 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (151.891905 sec): 2 clusters Score: Raw -32909.040542 + Penalty 528.243061 = -32380.797481 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (151.893461 sec): 3 clusters Score: Raw -32574.744859 + Penalty 1067.405296 = -31507.339562 nChanged 244 SP:Iteration 1F (151.894939 sec): 3 clusters Score: Raw -32795.303084 + Penalty 1087.812601 = -31707.490483 nChanged 77 SP:Iteration 2F (151.896406 sec): 3 clusters Score: Raw -32882.109608 + Penalty 1104.002371 = -31778.107237 nChanged 45 SP:Iteration 3F (151.897859 sec): 3 clusters Score: Raw -32946.354562 + Penalty 1116.807580 = -31829.546982 nChanged 38 SP:Iteration 4F (151.899315 sec): 3 clusters Score: Raw -33002.173678 + Penalty 1133.915980 = -31868.257698 nChanged 34 SP:Iteration 5Q (151.900733 sec): 3 clusters Score: Raw -33040.012076 + Penalty 1139.385884 = -31900.626192 nChanged 10 SP:Iteration 6Q (151.902133 sec): 3 clusters Score: Raw -33046.597249 + Penalty 1142.868646 = -31903.728603 nChanged 5 SP:Iteration 7Q (151.903553 sec): 3 clusters Score: Raw -33050.187155 + Penalty 1147.787605 = -31902.399549 nChanged 8 SP:Iteration 8F (151.905027 sec): 3 clusters Score: Raw -33057.011919 + Penalty 1150.130165 = -31906.881755 nChanged 4 SP:Iteration 9Q (151.906418 sec): 3 clusters Score: Raw -33061.579300 + Penalty 1148.608326 = -31912.970974 nChanged 3 SP:Iteration 10F (151.907867 sec): 3 clusters Score: Raw -33065.438749 + Penalty 1149.688541 = -31915.750208 nChanged 3 SP:Iteration 11Q (151.909281 sec): 3 clusters Score: Raw -33067.836430 + Penalty 1150.201757 = -31917.634673 nChanged 2 SP:Iteration 12Q (151.910678 sec): 3 clusters Score: Raw -33069.068586 + Penalty 1152.166566 = -31916.902020 nChanged 1 SP:Iteration 13F (151.912148 sec): 3 clusters Score: Raw -33069.849663 + Penalty 1152.166566 = -31917.683098 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 11 (222 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (151.913634 sec): 2 clusters Score: Raw -10403.132891 + Penalty 431.996001 = -9971.136890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (151.914240 sec): 3 clusters Score: Raw -10335.179546 + Penalty 870.232034 = -9464.947512 nChanged 49 SP:Iteration 1F (151.914839 sec): 3 clusters Score: Raw -10412.470704 + Penalty 886.229271 = -9526.241433 nChanged 26 SP:Iteration 2F (151.915431 sec): 3 clusters Score: Raw -10461.561015 + Penalty 895.395520 = -9566.165495 nChanged 13 SP:Iteration 3F (151.916022 sec): 3 clusters Score: Raw -10492.310388 + Penalty 897.223482 = -9595.086906 nChanged 8 SP:Iteration 4Q (151.916600 sec): 3 clusters Score: Raw -10506.587682 + Penalty 899.406854 = -9607.180829 nChanged 1 SP:Iteration 5Q (151.917172 sec): 3 clusters Score: Raw -10507.090264 + Penalty 900.555067 = -9606.535198 nChanged 2 SP:Iteration 6F (151.917762 sec): 3 clusters Score: Raw -10510.360268 + Penalty 904.387749 = -9605.972520 nChanged 3 SP:Iteration 7F (151.918355 sec): 3 clusters Score: Raw -10515.719882 + Penalty 904.387749 = -9611.332133 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 12 (151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (151.919279 sec): 2 clusters Score: Raw -6249.672050 + Penalty 443.088310 = -5806.583740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (151.919759 sec): 3 clusters Score: Raw -6224.153757 + Penalty 883.882159 = -5340.271598 nChanged 24 SP:Iteration 1F (151.920230 sec): 3 clusters Score: Raw -6251.392413 + Penalty 883.920947 = -5367.471466 nChanged 6 SP:Iteration 2Q (151.920740 sec): 3 clusters Score: Raw -6261.278303 + Penalty 885.827029 = -5375.451274 nChanged 5 SP:Iteration 3Q (151.921212 sec): 3 clusters Score: Raw -6266.770247 + Penalty 886.552756 = -5380.217491 nChanged 2 SP:Iteration 4Q (151.921684 sec): 3 clusters Score: Raw -6268.910218 + Penalty 888.372896 = -5380.537321 nChanged 2 SP:Iteration 5Q (151.922154 sec): 3 clusters Score: Raw -6272.490143 + Penalty 890.873606 = -5381.616537 nChanged 3 SP:Iteration 6Q (151.922624 sec): 3 clusters Score: Raw -6275.517224 + Penalty 893.679357 = -5381.837867 nChanged 2 SP:Iteration 7Q (151.923112 sec): 3 clusters Score: Raw -6277.855595 + Penalty 893.679357 = -5384.176238 nChanged 0 SP:Iteration 8F (151.923612 sec): 3 clusters Score: Raw -6277.855595 + Penalty 893.679357 = -5384.176238 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 13 (385 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (151.925884 sec): 2 clusters Score: Raw -16408.523766 + Penalty 289.719307 = -16118.804458 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (151.926824 sec): 3 clusters Score: Raw -16232.050368 + Penalty 579.431862 = -15652.618506 nChanged 124 SP:Iteration 1F (151.927729 sec): 3 clusters Score: Raw -16312.146345 + Penalty 580.603967 = -15731.542379 nChanged 45 SP:Iteration 2F (151.928653 sec): 3 clusters Score: Raw -16342.270413 + Penalty 581.604567 = -15760.665845 nChanged 20 SP:Iteration 3F (151.929517 sec): 3 clusters Score: Raw -16360.215181 + Penalty 581.076247 = -15779.138934 nChanged 13 SP:Iteration 4Q (151.930375 sec): 3 clusters Score: Raw -16369.295919 + Penalty 580.935341 = -15788.360578 nChanged 12 SP:Iteration 5Q (151.931231 sec): 3 clusters Score: Raw -16378.384110 + Penalty 580.892948 = -15797.491162 nChanged 9 SP:Iteration 6Q (151.932087 sec): 3 clusters Score: Raw -16385.204653 + Penalty 580.631535 = -15804.573118 nChanged 7 SP:Iteration 7Q (151.932942 sec): 3 clusters Score: Raw -16388.938911 + Penalty 580.103995 = -15808.834917 nChanged 5 SP:Iteration 8Q (151.933796 sec): 3 clusters Score: Raw -16390.038312 + Penalty 580.103995 = -15809.934317 nChanged 0 SP:Iteration 9F (151.934660 sec): 3 clusters Score: Raw -16390.038312 + Penalty 580.103995 = -15809.934317 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 14 (642 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (151.938147 sec): 2 clusters Score: Raw -30692.560005 + Penalty 728.221335 = -29964.338670 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (151.939533 sec): 3 clusters Score: Raw -30506.539092 + Penalty 1460.641454 = -29045.897638 nChanged 170 SP:Iteration 1F (151.940849 sec): 3 clusters Score: Raw -30766.868245 + Penalty 1469.556540 = -29297.311705 nChanged 57 SP:Iteration 2F (151.942159 sec): 3 clusters Score: Raw -30933.547250 + Penalty 1467.916404 = -29465.630846 nChanged 41 SP:Iteration 3F (151.943476 sec): 3 clusters Score: Raw -31045.610886 + Penalty 1468.011391 = -29577.599496 nChanged 24 SP:Iteration 4Q (151.944697 sec): 3 clusters Score: Raw -31107.474062 + Penalty 1467.894440 = -29639.579621 nChanged 12 SP:Iteration 5Q (151.945913 sec): 3 clusters Score: Raw -31123.775838 + Penalty 1467.884493 = -29655.891345 nChanged 11 SP:Iteration 6Q (151.947134 sec): 3 clusters Score: Raw -31135.687838 + Penalty 1467.449637 = -29668.238201 nChanged 4 SP:Iteration 7Q (151.948347 sec): 3 clusters Score: Raw -31140.354257 + Penalty 1467.449637 = -29672.904620 nChanged 2 SP:Iteration 8Q (151.949552 sec): 3 clusters Score: Raw -31142.731016 + Penalty 1467.673767 = -29675.057249 nChanged 1 SP:Iteration 9Q (151.950756 sec): 3 clusters Score: Raw -31143.310366 + Penalty 1468.110414 = -29675.199952 nChanged 2 SP:Iteration 10F (151.952065 sec): 3 clusters Score: Raw -31145.720662 + Penalty 1468.015181 = -29677.705481 nChanged 2 SP:Iteration 11Q (151.953268 sec): 3 clusters Score: Raw -31148.268259 + Penalty 1468.298177 = -29679.970082 nChanged 1 SP:Iteration 12Q (151.954502 sec): 3 clusters Score: Raw -31149.637679 + Penalty 1468.827593 = -29680.810086 nChanged 2 SP:Iteration 13Q (151.955714 sec): 3 clusters Score: Raw -31151.069113 + Penalty 1469.073106 = -29681.996007 nChanged 1 SP:Iteration 14Q (151.956985 sec): 3 clusters Score: Raw -31151.673129 + Penalty 1469.183140 = -29682.489990 nChanged 1 SP:Iteration 15Q (151.958187 sec): 3 clusters Score: Raw -31154.307337 + Penalty 1468.414940 = -29685.892398 nChanged 3 SP:Iteration 16Q (151.959390 sec): 3 clusters Score: Raw -31156.914704 + Penalty 1468.942129 = -29687.972575 nChanged 3 SP:Iteration 17Q (151.960589 sec): 3 clusters Score: Raw -31159.938740 + Penalty 1469.021532 = -29690.917208 nChanged 1 SP:Iteration 18Q (151.961786 sec): 3 clusters Score: Raw -31160.835983 + Penalty 1469.021532 = -29691.814451 nChanged 0 SP:Iteration 19F (151.963103 sec): 3 clusters Score: Raw -31160.835983 + Penalty 1469.021532 = -29691.814451 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 15 (308 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (151.964975 sec): 2 clusters Score: Raw -13052.639598 + Penalty 653.069288 = -12399.570310 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (151.965724 sec): 3 clusters Score: Raw -13035.934725 + Penalty 1324.947450 = -11710.987275 nChanged 72 SP:Iteration 1F (151.966464 sec): 3 clusters Score: Raw -13180.301131 + Penalty 1333.199769 = -11847.101362 nChanged 27 SP:Iteration 2F (151.967200 sec): 3 clusters Score: Raw -13248.207391 + Penalty 1338.395395 = -11909.811996 nChanged 12 SP:Iteration 3Q (151.967893 sec): 3 clusters Score: Raw -13282.050357 + Penalty 1341.021180 = -11941.029177 nChanged 6 SP:Iteration 4Q (151.968579 sec): 3 clusters Score: Raw -13290.318970 + Penalty 1344.284180 = -11946.034790 nChanged 3 SP:Iteration 5Q (151.969254 sec): 3 clusters Score: Raw -13298.314156 + Penalty 1346.981013 = -11951.333142 nChanged 3 SP:Iteration 6Q (151.969928 sec): 3 clusters Score: Raw -13305.275858 + Penalty 1346.981013 = -11958.294845 nChanged 0 SP:Iteration 7F (151.970664 sec): 3 clusters Score: Raw -13305.275858 + Penalty 1346.981013 = -11958.294845 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 16 (74 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (151.971359 sec): 2 clusters Score: Raw -3431.033930 + Penalty 194.576444 = -3236.457486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (151.971707 sec): 3 clusters Score: Raw -3415.967284 + Penalty 425.240442 = -2990.726841 nChanged 13 SP:Iteration 1F (151.972056 sec): 3 clusters Score: Raw -3434.897501 + Penalty 434.593038 = -3000.304463 nChanged 3 SP:Iteration 2Q (151.972400 sec): 3 clusters Score: Raw -3439.231644 + Penalty 429.652843 = -3009.578801 nChanged 1 SP:Iteration 3Q (151.972733 sec): 3 clusters Score: Raw -3440.009769 + Penalty 438.726813 = -3001.282956 nChanged 1 SP:Iteration 4F (151.973073 sec): 3 clusters Score: Raw -3442.402445 + Penalty 441.704845 = -3000.697599 nChanged 1 SP:Iteration 5F (151.973417 sec): 3 clusters Score: Raw -3443.886037 + Penalty 439.089431 = -3004.796606 nChanged 1 SP:Iteration 6Q (151.973747 sec): 3 clusters Score: Raw -3448.742680 + Penalty 439.089431 = -3009.653248 nChanged 0 SP:Iteration 7F (151.974092 sec): 3 clusters Score: Raw -3448.742680 + Penalty 439.089431 = -3009.653248 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 17 (1298 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (151.978852 sec): 2 clusters Score: Raw -60803.470433 + Penalty 288.920139 = -60514.550295 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (151.981309 sec): 3 clusters Score: Raw -60050.317953 + Penalty 577.426029 = -59472.891924 nChanged 529 SP:Iteration 1F (151.983725 sec): 3 clusters Score: Raw -60419.378103 + Penalty 577.466774 = -59841.911330 nChanged 139 SP:Iteration 2F (151.986170 sec): 3 clusters Score: Raw -60517.297532 + Penalty 577.962969 = -59939.334564 nChanged 86 SP:Iteration 3F (151.988583 sec): 3 clusters Score: Raw -60583.924359 + Penalty 579.793099 = -60004.131260 nChanged 77 SP:Iteration 4F (151.990990 sec): 3 clusters Score: Raw -60640.206022 + Penalty 582.079223 = -60058.126799 nChanged 56 SP:Iteration 5Q (151.993385 sec): 3 clusters Score: Raw -60681.414049 + Penalty 583.826177 = -60097.587872 nChanged 45 SP:Iteration 6Q (151.995774 sec): 3 clusters Score: Raw -60711.852296 + Penalty 585.098114 = -60126.754182 nChanged 40 SP:Iteration 7Q (151.998139 sec): 3 clusters Score: Raw -60731.109025 + Penalty 585.982116 = -60145.126909 nChanged 28 SP:Iteration 8Q (152.000494 sec): 3 clusters Score: Raw -60745.466747 + Penalty 587.559306 = -60157.907442 nChanged 22 SP:Iteration 9Q (152.003037 sec): 3 clusters Score: Raw -60754.745597 + Penalty 588.447332 = -60166.298265 nChanged 18 SP:Iteration 10F (152.005446 sec): 3 clusters Score: Raw -60761.318104 + Penalty 589.095803 = -60172.222301 nChanged 18 SP:Iteration 11Q (152.007916 sec): 3 clusters Score: Raw -60770.300579 + Penalty 590.057318 = -60180.243261 nChanged 24 SP:Iteration 12Q (152.010266 sec): 3 clusters Score: Raw -60781.383247 + Penalty 591.731047 = -60189.652200 nChanged 23 SP:Iteration 13Q (152.012584 sec): 3 clusters Score: Raw -60789.647340 + Penalty 593.148717 = -60196.498623 nChanged 17 SP:Iteration 14Q (152.014892 sec): 3 clusters Score: Raw -60794.433573 + Penalty 594.468834 = -60199.964739 nChanged 8 SP:Iteration 15Q (152.017196 sec): 3 clusters Score: Raw -60797.210571 + Penalty 593.920156 = -60203.290415 nChanged 9 SP:Iteration 16Q (152.019498 sec): 3 clusters Score: Raw -60802.570817 + Penalty 593.081768 = -60209.489048 nChanged 9 SP:Iteration 17Q (152.021904 sec): 3 clusters Score: Raw -60807.643531 + Penalty 591.670227 = -60215.973305 nChanged 13 SP:Iteration 18Q (152.024203 sec): 3 clusters Score: Raw -60815.691006 + Penalty 591.356344 = -60224.334662 nChanged 14 SP:Iteration 19Q (152.026808 sec): 3 clusters Score: Raw -60822.304420 + Penalty 591.236628 = -60231.067792 nChanged 15 SP:Iteration 20F (152.029247 sec): 3 clusters Score: Raw -60829.209256 + Penalty 591.582334 = -60237.626922 nChanged 14 SP:Iteration 21Q (152.031744 sec): 3 clusters Score: Raw -60833.515928 + Penalty 591.698738 = -60241.817190 nChanged 11 SP:Iteration 22Q (152.034208 sec): 3 clusters Score: Raw -60837.449703 + Penalty 592.984541 = -60244.465162 nChanged 13 SP:Iteration 23Q (152.036512 sec): 3 clusters Score: Raw -60842.635744 + Penalty 594.479063 = -60248.156682 nChanged 16 SP:Iteration 24Q (152.038814 sec): 3 clusters Score: Raw -60848.348809 + Penalty 596.404225 = -60251.944583 nChanged 10 SP:Iteration 25Q (152.041161 sec): 3 clusters Score: Raw -60851.143871 + Penalty 598.579011 = -60252.564860 nChanged 12 SP:Iteration 26Q (152.043504 sec): 3 clusters Score: Raw -60855.506489 + Penalty 600.697433 = -60254.809056 nChanged 8 SP:Iteration 27Q (152.045792 sec): 3 clusters Score: Raw -60857.702602 + Penalty 603.344119 = -60254.358483 nChanged 14 SP:Iteration 28F (152.048207 sec): 3 clusters Score: Raw -60863.265281 + Penalty 607.700104 = -60255.565177 nChanged 16 SP:Iteration 29Q (152.050502 sec): 3 clusters Score: Raw -60871.327023 + Penalty 612.949597 = -60258.377426 nChanged 21 SP:Iteration 30F (152.052904 sec): 3 clusters Score: Raw -60883.918183 + Penalty 619.056196 = -60264.861987 nChanged 20 SP:Iteration 31Q (152.055177 sec): 3 clusters Score: Raw -60891.820932 + Penalty 625.201691 = -60266.619240 nChanged 19 SP:Iteration 32Q (152.057435 sec): 3 clusters Score: Raw -60899.397824 + Penalty 629.122903 = -60270.274921 nChanged 14 SP:Iteration 33Q (152.059692 sec): 3 clusters Score: Raw -60905.846819 + Penalty 633.817702 = -60272.029117 nChanged 15 SP:Iteration 34Q (152.061930 sec): 3 clusters Score: Raw -60911.825647 + Penalty 637.269919 = -60274.555728 nChanged 12 SP:Iteration 35Q (152.064164 sec): 3 clusters Score: Raw -60915.639057 + Penalty 638.946516 = -60276.692542 nChanged 6 SP:Iteration 36Q (152.066412 sec): 3 clusters Score: Raw -60917.081248 + Penalty 640.458905 = -60276.622343 nChanged 4 SP:Iteration 37F (152.068825 sec): 3 clusters Score: Raw -60917.321119 + Penalty 640.458905 = -60276.862214 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 18 (394 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.071700 sec): 2 clusters Score: Raw -18418.637418 + Penalty 133.949318 = -18284.688100 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.072602 sec): 3 clusters Score: Raw -18201.555631 + Penalty 268.857214 = -17932.698417 nChanged 148 SP:Iteration 1F (152.073482 sec): 3 clusters Score: Raw -18310.935692 + Penalty 269.963469 = -18040.972223 nChanged 46 SP:Iteration 2F (152.074361 sec): 3 clusters Score: Raw -18345.936144 + Penalty 270.441774 = -18075.494371 nChanged 27 SP:Iteration 3F (152.075238 sec): 3 clusters Score: Raw -18368.593554 + Penalty 270.836739 = -18097.756816 nChanged 11 SP:Iteration 4Q (152.076107 sec): 3 clusters Score: Raw -18374.794500 + Penalty 271.466411 = -18103.328089 nChanged 6 SP:Iteration 5Q (152.076974 sec): 3 clusters Score: Raw -18377.504425 + Penalty 271.505083 = -18105.999342 nChanged 4 SP:Iteration 6Q (152.077838 sec): 3 clusters Score: Raw -18379.226801 + Penalty 271.602375 = -18107.624426 nChanged 3 SP:Iteration 7Q (152.078704 sec): 3 clusters Score: Raw -18381.020931 + Penalty 271.782647 = -18109.238284 nChanged 3 SP:Iteration 8Q (152.079566 sec): 3 clusters Score: Raw -18381.754652 + Penalty 271.981398 = -18109.773254 nChanged 2 SP:Iteration 9Q (152.080426 sec): 3 clusters Score: Raw -18382.461220 + Penalty 272.637757 = -18109.823463 nChanged 4 SP:Iteration 10F (152.081301 sec): 3 clusters Score: Raw -18383.098589 + Penalty 272.891030 = -18110.207558 nChanged 1 SP:Iteration 11Q (152.082163 sec): 3 clusters Score: Raw -18383.499739 + Penalty 273.277026 = -18110.222713 nChanged 2 SP:Iteration 12Q (152.083022 sec): 3 clusters Score: Raw -18384.305536 + Penalty 273.277026 = -18111.028510 nChanged 0 SP:Iteration 13F (152.083897 sec): 3 clusters Score: Raw -18384.305536 + Penalty 273.277026 = -18111.028510 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 19 (113 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.084706 sec): 2 clusters Score: Raw -4461.591108 + Penalty 316.903087 = -4144.688021 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.085118 sec): 3 clusters Score: Raw -4478.040386 + Penalty 644.335221 = -3833.705165 nChanged 15 SP:Iteration 1F (152.085522 sec): 3 clusters Score: Raw -4518.933351 + Penalty 645.291998 = -3873.641353 nChanged 7 SP:Iteration 2F (152.085925 sec): 3 clusters Score: Raw -4533.322920 + Penalty 643.436085 = -3889.886835 nChanged 4 SP:Iteration 3Q (152.086311 sec): 3 clusters Score: Raw -4542.452010 + Penalty 642.498599 = -3899.953411 nChanged 1 SP:Iteration 4Q (152.086694 sec): 3 clusters Score: Raw -4543.009547 + Penalty 642.498599 = -3900.510947 nChanged 0 SP:Iteration 5F (152.087095 sec): 3 clusters Score: Raw -4543.009547 + Penalty 642.498599 = -3900.510947 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 20 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.087700 sec): 2 clusters Score: Raw -1798.874812 + Penalty 311.656423 = -1487.218389 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.087988 sec): 3 clusters Score: Raw -1823.224494 + Penalty 622.752612 = -1200.471882 nChanged 2 SP:Iteration 1Q (152.088270 sec): 3 clusters Score: Raw -1829.264925 + Penalty 622.752612 = -1206.512313 nChanged 0 SP:Iteration 2F (152.088553 sec): 3 clusters Score: Raw -1829.264925 + Penalty 622.752612 = -1206.512313 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 21 (490 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.090414 sec): 2 clusters Score: Raw -17385.688117 + Penalty 819.383526 = -16566.304591 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.091517 sec): 3 clusters Score: Raw -17271.201284 + Penalty 1638.889251 = -15632.312032 nChanged 119 SP:Iteration 1F (152.092575 sec): 3 clusters Score: Raw -17407.144282 + Penalty 1640.859812 = -15766.284470 nChanged 42 SP:Iteration 2F (152.093627 sec): 3 clusters Score: Raw -17492.934238 + Penalty 1640.785566 = -15852.148672 nChanged 36 SP:Iteration 3F (152.094678 sec): 3 clusters Score: Raw -17574.620912 + Penalty 1639.309834 = -15935.311078 nChanged 19 SP:Iteration 4Q (152.095687 sec): 3 clusters Score: Raw -17613.968283 + Penalty 1637.015005 = -15976.953279 nChanged 22 SP:Iteration 5Q (152.096684 sec): 3 clusters Score: Raw -17656.606488 + Penalty 1637.028576 = -16019.577911 nChanged 10 SP:Iteration 6Q (152.097667 sec): 3 clusters Score: Raw -17677.317829 + Penalty 1635.604435 = -16041.713394 nChanged 12 SP:Iteration 7Q (152.098644 sec): 3 clusters Score: Raw -17699.882365 + Penalty 1635.815246 = -16064.067118 nChanged 7 SP:Iteration 8Q (152.099608 sec): 3 clusters Score: Raw -17707.915275 + Penalty 1635.816964 = -16072.098311 nChanged 2 SP:Iteration 9Q (152.100572 sec): 3 clusters Score: Raw -17709.524256 + Penalty 1635.816964 = -16073.707292 nChanged 0 SP:Iteration 10F (152.101620 sec): 3 clusters Score: Raw -17709.524256 + Penalty 1635.816964 = -16073.707292 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 22 (235 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.102758 sec): 2 clusters Score: Raw -12117.809027 + Penalty 356.732101 = -11761.076927 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.103401 sec): 3 clusters Score: Raw -11998.871862 + Penalty 710.280945 = -11288.590918 nChanged 69 SP:Iteration 1F (152.104033 sec): 3 clusters Score: Raw -12039.601911 + Penalty 709.766018 = -11329.835894 nChanged 19 SP:Iteration 2F (152.104665 sec): 3 clusters Score: Raw -12056.732330 + Penalty 710.061458 = -11346.670872 nChanged 22 SP:Iteration 3F (152.105296 sec): 3 clusters Score: Raw -12077.372368 + Penalty 709.485682 = -11367.886687 nChanged 15 SP:Iteration 4F (152.105928 sec): 3 clusters Score: Raw -12090.251596 + Penalty 709.080218 = -11381.171378 nChanged 10 SP:Iteration 5Q (152.106535 sec): 3 clusters Score: Raw -12097.220389 + Penalty 708.647025 = -11388.573364 nChanged 5 SP:Iteration 6Q (152.107142 sec): 3 clusters Score: Raw -12101.215808 + Penalty 707.009361 = -11394.206448 nChanged 3 SP:Iteration 7Q (152.107747 sec): 3 clusters Score: Raw -12103.529396 + Penalty 707.590789 = -11395.938607 nChanged 1 SP:Iteration 8Q (152.108355 sec): 3 clusters Score: Raw -12104.599613 + Penalty 709.112813 = -11395.486800 nChanged 3 SP:Iteration 9F (152.108966 sec): 3 clusters Score: Raw -12106.728706 + Penalty 708.963311 = -11397.765395 nChanged 2 SP:Iteration 10F (152.109577 sec): 3 clusters Score: Raw -12109.098329 + Penalty 711.636230 = -11397.462099 nChanged 5 SP:Iteration 11F (152.110189 sec): 3 clusters Score: Raw -12111.307319 + Penalty 713.205287 = -11398.102032 nChanged 3 SP:Iteration 12Q (152.110792 sec): 3 clusters Score: Raw -12113.142390 + Penalty 714.227466 = -11398.914925 nChanged 2 SP:Iteration 13Q (152.111396 sec): 3 clusters Score: Raw -12113.773683 + Penalty 714.227466 = -11399.546218 nChanged 0 SP:Iteration 14F (152.112008 sec): 3 clusters Score: Raw -12113.773683 + Penalty 714.227466 = -11399.546218 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 23 (99 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.112790 sec): 2 clusters Score: Raw -3889.884230 + Penalty 363.977561 = -3525.906669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.113188 sec): 3 clusters Score: Raw -3889.159347 + Penalty 728.861219 = -3160.298128 nChanged 11 SP:Iteration 1F (152.113577 sec): 3 clusters Score: Raw -3901.287663 + Penalty 727.143575 = -3174.144088 nChanged 4 SP:Iteration 2Q (152.113986 sec): 3 clusters Score: Raw -3905.225401 + Penalty 727.640950 = -3177.584452 nChanged 3 SP:Iteration 3Q (152.114369 sec): 3 clusters Score: Raw -3910.974599 + Penalty 730.836900 = -3180.137699 nChanged 5 SP:Iteration 4F (152.114757 sec): 3 clusters Score: Raw -3924.952481 + Penalty 733.474203 = -3191.478278 nChanged 2 SP:Iteration 5Q (152.115133 sec): 3 clusters Score: Raw -3926.525281 + Penalty 735.863790 = -3190.661491 nChanged 1 SP:Iteration 6F (152.115519 sec): 3 clusters Score: Raw -3927.904075 + Penalty 735.863790 = -3192.040285 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 24 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.116112 sec): 2 clusters Score: Raw -1574.218200 + Penalty 305.685876 = -1268.532325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.116394 sec): 3 clusters Score: Raw -1607.427354 + Penalty 607.024426 = -1000.402928 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 25 (173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.117319 sec): 2 clusters Score: Raw -8385.035676 + Penalty 235.092191 = -8149.943486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.117854 sec): 3 clusters Score: Raw -8301.166082 + Penalty 469.877430 = -7831.288652 nChanged 58 SP:Iteration 1F (152.118363 sec): 3 clusters Score: Raw -8343.832085 + Penalty 470.915816 = -7872.916269 nChanged 14 SP:Iteration 2F (152.118869 sec): 3 clusters Score: Raw -8367.567315 + Penalty 473.119623 = -7894.447691 nChanged 14 SP:Iteration 3F (152.119374 sec): 3 clusters Score: Raw -8387.668900 + Penalty 473.577030 = -7914.091870 nChanged 12 SP:Iteration 4F (152.119881 sec): 3 clusters Score: Raw -8397.834028 + Penalty 472.395406 = -7925.438621 nChanged 9 SP:Iteration 5F (152.120386 sec): 3 clusters Score: Raw -8404.929275 + Penalty 471.660001 = -7933.269273 nChanged 4 SP:Iteration 6Q (152.120885 sec): 3 clusters Score: Raw -8408.701734 + Penalty 471.252801 = -7937.448934 nChanged 3 SP:Iteration 7Q (152.121384 sec): 3 clusters Score: Raw -8411.407378 + Penalty 471.421165 = -7939.986213 nChanged 2 SP:Iteration 8Q (152.121883 sec): 3 clusters Score: Raw -8414.332412 + Penalty 473.579453 = -7940.752959 nChanged 2 SP:Iteration 9Q (152.122383 sec): 3 clusters Score: Raw -8416.131117 + Penalty 473.004722 = -7943.126395 nChanged 1 SP:Iteration 10F (152.122888 sec): 3 clusters Score: Raw -8416.989612 + Penalty 473.004722 = -7943.984890 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 27 (272 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.124098 sec): 2 clusters Score: Raw -13178.378617 + Penalty 306.581918 = -12871.796699 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.124788 sec): 3 clusters Score: Raw -13048.668313 + Penalty 610.630927 = -12438.037387 nChanged 78 SP:Iteration 1F (152.125464 sec): 3 clusters Score: Raw -13114.655014 + Penalty 611.135839 = -12503.519174 nChanged 31 SP:Iteration 2F (152.126138 sec): 3 clusters Score: Raw -13147.366591 + Penalty 611.694955 = -12535.671636 nChanged 14 SP:Iteration 3F (152.126812 sec): 3 clusters Score: Raw -13157.904518 + Penalty 615.321542 = -12542.582976 nChanged 13 SP:Iteration 4Q (152.127504 sec): 3 clusters Score: Raw -13163.798960 + Penalty 615.945435 = -12547.853525 nChanged 5 SP:Iteration 5Q (152.128174 sec): 3 clusters Score: Raw -13166.433231 + Penalty 616.984712 = -12549.448519 nChanged 4 SP:Iteration 6Q (152.128846 sec): 3 clusters Score: Raw -13169.215940 + Penalty 620.209659 = -12549.006281 nChanged 4 SP:Iteration 7F (152.129516 sec): 3 clusters Score: Raw -13170.003434 + Penalty 622.711520 = -12547.291915 nChanged 2 SP:Iteration 8F (152.130187 sec): 3 clusters Score: Raw -13170.721251 + Penalty 620.072562 = -12550.648689 nChanged 1 SP:Iteration 9Q (152.130858 sec): 3 clusters Score: Raw -13172.087623 + Penalty 620.072562 = -12552.015061 nChanged 0 SP:Iteration 10F (152.131578 sec): 3 clusters Score: Raw -13172.087623 + Penalty 620.072562 = -12552.015061 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 28 (361 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.133010 sec): 2 clusters Score: Raw -16640.563027 + Penalty 248.392575 = -16392.170452 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.133885 sec): 3 clusters Score: Raw -16449.338598 + Penalty 495.257900 = -15954.080699 nChanged 127 SP:Iteration 1F (152.134746 sec): 3 clusters Score: Raw -16522.459599 + Penalty 499.057080 = -16023.402519 nChanged 46 SP:Iteration 2F (152.135606 sec): 3 clusters Score: Raw -16555.978960 + Penalty 500.772573 = -16055.206387 nChanged 30 SP:Iteration 3F (152.136435 sec): 3 clusters Score: Raw -16586.140538 + Penalty 501.921169 = -16084.219369 nChanged 24 SP:Iteration 4F (152.137262 sec): 3 clusters Score: Raw -16600.741937 + Penalty 502.475816 = -16098.266121 nChanged 15 SP:Iteration 5Q (152.138083 sec): 3 clusters Score: Raw -16612.235665 + Penalty 502.259308 = -16109.976356 nChanged 13 SP:Iteration 6Q (152.138906 sec): 3 clusters Score: Raw -16621.435385 + Penalty 505.761670 = -16115.673714 nChanged 11 SP:Iteration 7Q (152.139726 sec): 3 clusters Score: Raw -16628.824771 + Penalty 508.526600 = -16120.298171 nChanged 7 SP:Iteration 8Q (152.140544 sec): 3 clusters Score: Raw -16632.572864 + Penalty 510.515557 = -16122.057307 nChanged 4 SP:Iteration 9Q (152.141366 sec): 3 clusters Score: Raw -16633.763995 + Penalty 512.605588 = -16121.158407 nChanged 2 SP:Iteration 10F (152.142192 sec): 3 clusters Score: Raw -16634.479831 + Penalty 513.494991 = -16120.984839 nChanged 2 SP:Iteration 11F (152.143021 sec): 3 clusters Score: Raw -16634.819646 + Penalty 514.122055 = -16120.697591 nChanged 1 SP:Iteration 12F (152.143848 sec): 3 clusters Score: Raw -16635.158670 + Penalty 514.122055 = -16121.036615 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 29 (465 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.145559 sec): 2 clusters Score: Raw -23800.258953 + Penalty 734.549072 = -23065.709880 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.146586 sec): 3 clusters Score: Raw -23662.761112 + Penalty 1466.739947 = -22196.021165 nChanged 114 SP:Iteration 1F (152.147600 sec): 3 clusters Score: Raw -23787.341192 + Penalty 1462.602228 = -22324.738964 nChanged 35 SP:Iteration 2F (152.148617 sec): 3 clusters Score: Raw -23835.031405 + Penalty 1461.707999 = -22373.323406 nChanged 22 SP:Iteration 3Q (152.149615 sec): 3 clusters Score: Raw -23861.090703 + Penalty 1462.722021 = -22398.368682 nChanged 19 SP:Iteration 4Q (152.150608 sec): 3 clusters Score: Raw -23891.561781 + Penalty 1463.828655 = -22427.733127 nChanged 23 SP:Iteration 5Q (152.151602 sec): 3 clusters Score: Raw -23932.566797 + Penalty 1464.891999 = -22467.674798 nChanged 17 SP:Iteration 6Q (152.152590 sec): 3 clusters Score: Raw -23967.529691 + Penalty 1467.357497 = -22500.172194 nChanged 10 SP:Iteration 7Q (152.153574 sec): 3 clusters Score: Raw -23993.539318 + Penalty 1469.363774 = -22524.175544 nChanged 11 SP:Iteration 8Q (152.154551 sec): 3 clusters Score: Raw -24014.886045 + Penalty 1468.975429 = -22545.910616 nChanged 6 SP:Iteration 9Q (152.155519 sec): 3 clusters Score: Raw -24027.191917 + Penalty 1468.876455 = -22558.315462 nChanged 2 SP:Iteration 10F (152.156529 sec): 3 clusters Score: Raw -24029.893740 + Penalty 1468.876455 = -22561.017285 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 31 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.157106 sec): 2 clusters Score: Raw -1150.593746 + Penalty 220.646187 = -929.947559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.157363 sec): 3 clusters Score: Raw -1166.502851 + Penalty 438.319889 = -728.182963 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 32 (167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.158315 sec): 2 clusters Score: Raw -8684.724971 + Penalty 661.995965 = -8022.729006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.158831 sec): 3 clusters Score: Raw -8737.238043 + Penalty 1323.849292 = -7413.388751 nChanged 17 SP:Iteration 1F (152.159340 sec): 3 clusters Score: Raw -8782.928215 + Penalty 1323.930797 = -7458.997418 nChanged 5 SP:Iteration 2Q (152.159826 sec): 3 clusters Score: Raw -8794.458222 + Penalty 1323.930797 = -7470.527424 nChanged 2 SP:Iteration 3Q (152.160312 sec): 3 clusters Score: Raw -8796.414714 + Penalty 1323.930797 = -7472.483917 nChanged 0 SP:Iteration 4F (152.160819 sec): 3 clusters Score: Raw -8796.414714 + Penalty 1323.930797 = -7472.483917 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 33 (452 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.162569 sec): 2 clusters Score: Raw -17591.232544 + Penalty 221.206610 = -17370.025934 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.163564 sec): 3 clusters Score: Raw -17395.085994 + Penalty 459.983144 = -16935.102850 nChanged 165 SP:Iteration 1F (152.164552 sec): 3 clusters Score: Raw -17557.618407 + Penalty 469.320249 = -17088.298157 nChanged 38 SP:Iteration 2F (152.165531 sec): 3 clusters Score: Raw -17599.097548 + Penalty 473.806815 = -17125.290733 nChanged 21 SP:Iteration 3Q (152.166504 sec): 3 clusters Score: Raw -17618.132255 + Penalty 483.725916 = -17134.406339 nChanged 13 SP:Iteration 4Q (152.167478 sec): 3 clusters Score: Raw -17634.589445 + Penalty 490.019014 = -17144.570430 nChanged 10 SP:Iteration 5Q (152.168446 sec): 3 clusters Score: Raw -17643.434705 + Penalty 501.085651 = -17142.349054 nChanged 9 SP:Iteration 6F (152.169422 sec): 3 clusters Score: Raw -17652.507097 + Penalty 507.512824 = -17144.994273 nChanged 6 SP:Iteration 7Q (152.170367 sec): 3 clusters Score: Raw -17657.489505 + Penalty 508.625466 = -17148.864038 nChanged 1 SP:Iteration 8Q (152.171289 sec): 3 clusters Score: Raw -17658.518820 + Penalty 508.760777 = -17149.758043 nChanged 2 SP:Iteration 9Q (152.172209 sec): 3 clusters Score: Raw -17661.682751 + Penalty 511.678666 = -17150.004086 nChanged 2 SP:Iteration 10F (152.173185 sec): 3 clusters Score: Raw -17662.413269 + Penalty 511.678666 = -17150.734603 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 34 (97 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.173954 sec): 2 clusters Score: Raw -3798.441869 + Penalty 488.150533 = -3310.291336 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.174340 sec): 3 clusters Score: Raw -3878.900753 + Penalty 977.452091 = -2901.448661 nChanged 7 SP:Iteration 1F (152.174717 sec): 3 clusters Score: Raw -3907.304516 + Penalty 978.401448 = -2928.903068 nChanged 1 SP:Iteration 2Q (152.175074 sec): 3 clusters Score: Raw -3913.340232 + Penalty 978.401448 = -2934.938784 nChanged 0 SP:Iteration 3F (152.175449 sec): 3 clusters Score: Raw -3913.340232 + Penalty 978.401448 = -2934.938784 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 35 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.176074 sec): 2 clusters Score: Raw -2324.935481 + Penalty 299.653763 = -2025.281718 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.176385 sec): 3 clusters Score: Raw -2337.827043 + Penalty 613.457236 = -1724.369807 nChanged 2 SP:Iteration 1Q (152.176677 sec): 3 clusters Score: Raw -2347.541295 + Penalty 613.457236 = -1734.084059 nChanged 0 SP:Iteration 2F (152.176974 sec): 3 clusters Score: Raw -2347.541295 + Penalty 613.457236 = -1734.084059 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 36 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.177507 sec): 2 clusters Score: Raw -389.209709 + Penalty 189.468287 = -199.741423 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.177729 sec): 3 clusters Score: Raw -394.125047 + Penalty 378.936573 = -15.188474 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 37 (51 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.178343 sec): 2 clusters Score: Raw -2113.520213 + Penalty 430.901014 = -1682.619198 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.178650 sec): 3 clusters Score: Raw -2176.054074 + Penalty 861.362484 = -1314.691590 nChanged 1 SP:Iteration 1Q (152.178945 sec): 3 clusters Score: Raw -2180.351026 + Penalty 861.342565 = -1319.008461 nChanged 2 SP:Iteration 2Q (152.179239 sec): 3 clusters Score: Raw -2196.375723 + Penalty 861.342565 = -1335.033158 nChanged 0 SP:Iteration 3F (152.179543 sec): 3 clusters Score: Raw -2196.375723 + Penalty 861.342565 = -1335.033158 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 39 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.180046 sec): 2 clusters Score: Raw -400.412166 + Penalty 134.590700 = -265.821467 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.180272 sec): 3 clusters Score: Raw -410.417430 + Penalty 272.565819 = -137.851610 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 41 (115 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.181067 sec): 2 clusters Score: Raw -6023.388993 + Penalty 590.359707 = -5433.029285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.181493 sec): 3 clusters Score: Raw -6064.115318 + Penalty 1180.432202 = -4883.683116 nChanged 10 SP:Iteration 1F (152.181911 sec): 3 clusters Score: Raw -6096.291767 + Penalty 1180.421700 = -4915.870067 nChanged 2 SP:Iteration 2Q (152.182314 sec): 3 clusters Score: Raw -6101.365433 + Penalty 1179.816764 = -4921.548669 nChanged 1 SP:Iteration 3Q (152.182714 sec): 3 clusters Score: Raw -6103.842566 + Penalty 1179.816764 = -4924.025802 nChanged 0 SP:Iteration 4F (152.183133 sec): 3 clusters Score: Raw -6103.842566 + Penalty 1179.816764 = -4924.025802 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 43 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.183660 sec): 2 clusters Score: Raw -792.509012 + Penalty 250.935640 = -541.573372 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.183902 sec): 3 clusters Score: Raw -825.299871 + Penalty 485.203886 = -340.095984 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 45 (174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.184838 sec): 2 clusters Score: Raw -6826.035280 + Penalty 368.939046 = -6457.096234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.185368 sec): 3 clusters Score: Raw -6797.148061 + Penalty 738.029908 = -6059.118153 nChanged 34 SP:Iteration 1F (152.185889 sec): 3 clusters Score: Raw -6853.817295 + Penalty 737.956642 = -6115.860653 nChanged 10 SP:Iteration 2F (152.186409 sec): 3 clusters Score: Raw -6865.381796 + Penalty 737.821857 = -6127.559939 nChanged 2 SP:Iteration 3Q (152.186917 sec): 3 clusters Score: Raw -6869.165613 + Penalty 737.592266 = -6131.573347 nChanged 3 SP:Iteration 4Q (152.187425 sec): 3 clusters Score: Raw -6875.472620 + Penalty 737.592266 = -6137.880354 nChanged 0 SP:Iteration 5F (152.187944 sec): 3 clusters Score: Raw -6875.472620 + Penalty 737.592266 = -6137.880354 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 46 (264 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.189148 sec): 2 clusters Score: Raw -7723.690559 + Penalty 759.693873 = -6963.996686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.189856 sec): 3 clusters Score: Raw -7733.600512 + Penalty 1523.387644 = -6210.212868 nChanged 44 SP:Iteration 1F (152.190531 sec): 3 clusters Score: Raw -7828.960034 + Penalty 1523.559713 = -6305.400322 nChanged 6 SP:Iteration 2Q (152.191160 sec): 3 clusters Score: Raw -7849.244103 + Penalty 1521.873388 = -6327.370715 nChanged 7 SP:Iteration 3Q (152.191787 sec): 3 clusters Score: Raw -7871.165115 + Penalty 1522.455455 = -6348.709661 nChanged 4 SP:Iteration 4Q (152.192411 sec): 3 clusters Score: Raw -7892.449592 + Penalty 1522.030295 = -6370.419297 nChanged 6 SP:Iteration 5Q (152.193031 sec): 3 clusters Score: Raw -7920.552118 + Penalty 1521.835241 = -6398.716877 nChanged 6 SP:Iteration 6Q (152.193643 sec): 3 clusters Score: Raw -7934.768765 + Penalty 1521.069425 = -6413.699340 nChanged 3 SP:Iteration 7Q (152.194254 sec): 3 clusters Score: Raw -7947.349367 + Penalty 1521.194608 = -6426.154759 nChanged 3 SP:Iteration 8Q (152.194862 sec): 3 clusters Score: Raw -7962.539053 + Penalty 1520.733860 = -6441.805193 nChanged 7 SP:Iteration 9Q (152.195470 sec): 3 clusters Score: Raw -7986.631866 + Penalty 1521.064522 = -6465.567344 nChanged 5 SP:Iteration 10F (152.196127 sec): 3 clusters Score: Raw -8012.556467 + Penalty 1520.442569 = -6492.113898 nChanged 4 SP:Iteration 11Q (152.196730 sec): 3 clusters Score: Raw -8023.029048 + Penalty 1520.192150 = -6502.836898 nChanged 1 SP:Iteration 12Q (152.197330 sec): 3 clusters Score: Raw -8024.189213 + Penalty 1519.825308 = -6504.363906 nChanged 1 SP:Iteration 13Q (152.197928 sec): 3 clusters Score: Raw -8025.279130 + Penalty 1519.825308 = -6505.453822 nChanged 0 SP:Iteration 14F (152.198590 sec): 3 clusters Score: Raw -8025.279130 + Penalty 1519.825308 = -6505.453822 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 47 (857 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.201295 sec): 2 clusters Score: Raw -36321.406508 + Penalty 45.230493 = -36276.176016 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.202989 sec): 3 clusters Score: Raw -35801.073328 + Penalty 90.524763 = -35710.548565 nChanged 389 SP:Iteration 1F (152.204641 sec): 3 clusters Score: Raw -36194.004565 + Penalty 90.308395 = -36103.696171 nChanged 54 SP:Iteration 2F (152.206283 sec): 3 clusters Score: Raw -36248.408123 + Penalty 90.411974 = -36157.996150 nChanged 24 SP:Iteration 3Q (152.207889 sec): 3 clusters Score: Raw -36260.796101 + Penalty 90.426490 = -36170.369611 nChanged 11 SP:Iteration 4Q (152.209541 sec): 3 clusters Score: Raw -36262.468732 + Penalty 90.330903 = -36172.137829 nChanged 9 SP:Iteration 5Q (152.211169 sec): 3 clusters Score: Raw -36264.632597 + Penalty 90.146723 = -36174.485874 nChanged 7 SP:Iteration 6Q (152.212773 sec): 3 clusters Score: Raw -36265.586561 + Penalty 90.108346 = -36175.478216 nChanged 7 SP:Iteration 7Q (152.214366 sec): 3 clusters Score: Raw -36267.352254 + Penalty 90.406636 = -36176.945618 nChanged 13 SP:Iteration 8Q (152.215998 sec): 3 clusters Score: Raw -36269.822026 + Penalty 90.429468 = -36179.392558 nChanged 7 SP:Iteration 9Q (152.217622 sec): 3 clusters Score: Raw -36270.918112 + Penalty 90.486677 = -36180.431436 nChanged 8 SP:Iteration 10F (152.219254 sec): 3 clusters Score: Raw -36272.983297 + Penalty 90.438721 = -36182.544576 nChanged 9 SP:Iteration 11Q (152.220851 sec): 3 clusters Score: Raw -36274.846215 + Penalty 90.507922 = -36184.338294 nChanged 9 SP:Iteration 12Q (152.222440 sec): 3 clusters Score: Raw -36276.952763 + Penalty 90.592233 = -36186.360529 nChanged 12 SP:Iteration 13Q (152.224028 sec): 3 clusters Score: Raw -36281.531256 + Penalty 90.772350 = -36190.758905 nChanged 12 SP:Iteration 14Q (152.225661 sec): 3 clusters Score: Raw -36284.730765 + Penalty 90.958394 = -36193.772370 nChanged 9 SP:Iteration 15Q (152.227266 sec): 3 clusters Score: Raw -36286.846615 + Penalty 91.058136 = -36195.788479 nChanged 5 SP:Iteration 16Q (152.228846 sec): 3 clusters Score: Raw -36288.339070 + Penalty 91.022642 = -36197.316428 nChanged 10 SP:Iteration 17Q (152.230576 sec): 3 clusters Score: Raw -36292.347733 + Penalty 91.209541 = -36201.138193 nChanged 8 SP:Iteration 18Q (152.232410 sec): 3 clusters Score: Raw -36295.672525 + Penalty 91.153493 = -36204.519033 nChanged 12 SP:Iteration 19Q (152.234000 sec): 3 clusters Score: Raw -36301.760558 + Penalty 91.371605 = -36210.388954 nChanged 9 SP:Iteration 20F (152.235782 sec): 3 clusters Score: Raw -36305.817235 + Penalty 90.907714 = -36214.909522 nChanged 10 SP:Iteration 21Q (152.237459 sec): 3 clusters Score: Raw -36308.330289 + Penalty 91.041889 = -36217.288400 nChanged 6 SP:Iteration 22Q (152.239015 sec): 3 clusters Score: Raw -36309.269925 + Penalty 90.517255 = -36218.752670 nChanged 4 SP:Iteration 23Q (152.240560 sec): 3 clusters Score: Raw -36309.830784 + Penalty 90.181970 = -36219.648815 nChanged 6 SP:Iteration 24Q (152.242117 sec): 3 clusters Score: Raw -36310.576341 + Penalty 90.272241 = -36220.304100 nChanged 5 SP:Iteration 25Q (152.243698 sec): 3 clusters Score: Raw -36311.271922 + Penalty 90.335931 = -36220.935991 nChanged 2 SP:Iteration 26Q (152.245248 sec): 3 clusters Score: Raw -36311.392517 + Penalty 90.435311 = -36220.957206 nChanged 3 SP:Iteration 27Q (152.246776 sec): 3 clusters Score: Raw -36311.641064 + Penalty 89.801378 = -36221.839687 nChanged 4 SP:Iteration 28Q (152.248302 sec): 3 clusters Score: Raw -36312.019777 + Penalty 89.823430 = -36222.196346 nChanged 3 SP:Iteration 29Q (152.249821 sec): 3 clusters Score: Raw -36312.271346 + Penalty 89.918969 = -36222.352377 nChanged 3 SP:Iteration 30F (152.251454 sec): 3 clusters Score: Raw -36312.588165 + Penalty 88.568950 = -36224.019215 nChanged 5 SP:Iteration 31Q (152.252972 sec): 3 clusters Score: Raw -36313.177121 + Penalty 88.101638 = -36225.075482 nChanged 5 SP:Iteration 32Q (152.254487 sec): 3 clusters Score: Raw -36314.258285 + Penalty 88.120299 = -36226.137986 nChanged 3 SP:Iteration 33Q (152.256029 sec): 3 clusters Score: Raw -36314.998185 + Penalty 88.083994 = -36226.914191 nChanged 5 SP:Iteration 34Q (152.257606 sec): 3 clusters Score: Raw -36316.689234 + Penalty 87.728889 = -36228.960345 nChanged 2 SP:Iteration 35Q (152.259124 sec): 3 clusters Score: Raw -36317.444450 + Penalty 87.842066 = -36229.602385 nChanged 5 SP:Iteration 36Q (152.260624 sec): 3 clusters Score: Raw -36318.248849 + Penalty 87.941819 = -36230.307030 nChanged 4 SP:Iteration 37Q (152.262109 sec): 3 clusters Score: Raw -36319.402276 + Penalty 88.047321 = -36231.354955 nChanged 5 SP:Iteration 38Q (152.263636 sec): 3 clusters Score: Raw -36319.873468 + Penalty 88.076184 = -36231.797284 nChanged 1 SP:Iteration 39Q (152.265134 sec): 3 clusters Score: Raw -36319.872184 + Penalty 88.076184 = -36231.795999 nChanged 0 SP:Iteration 40F (152.266775 sec): 3 clusters Score: Raw -36319.872184 + Penalty 88.076184 = -36231.795999 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 48 (260 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.268040 sec): 2 clusters Score: Raw -12643.141003 + Penalty 677.550864 = -11965.590139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.268732 sec): 3 clusters Score: Raw -12611.572915 + Penalty 1355.163718 = -11256.409197 nChanged 42 SP:Iteration 1F (152.269388 sec): 3 clusters Score: Raw -12683.840874 + Penalty 1355.363323 = -11328.477551 nChanged 13 SP:Iteration 2Q (152.270026 sec): 3 clusters Score: Raw -12730.373612 + Penalty 1356.522780 = -11373.850833 nChanged 11 SP:Iteration 3Q (152.270665 sec): 3 clusters Score: Raw -12754.753802 + Penalty 1356.298853 = -11398.454949 nChanged 3 SP:Iteration 4Q (152.271294 sec): 3 clusters Score: Raw -12768.214993 + Penalty 1356.391853 = -11411.823139 nChanged 6 SP:Iteration 5Q (152.271916 sec): 3 clusters Score: Raw -12781.388797 + Penalty 1357.150837 = -11424.237960 nChanged 4 SP:Iteration 6Q (152.272537 sec): 3 clusters Score: Raw -12788.369904 + Penalty 1357.698329 = -11430.671574 nChanged 1 SP:Iteration 7Q (152.273183 sec): 3 clusters Score: Raw -12790.704146 + Penalty 1357.698329 = -11433.005816 nChanged 0 SP:Iteration 8F (152.273837 sec): 3 clusters Score: Raw -12790.704146 + Penalty 1357.698329 = -11433.005816 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 50 (124 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.274703 sec): 2 clusters Score: Raw -6273.752820 + Penalty 522.848482 = -5750.904339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.275150 sec): 3 clusters Score: Raw -6280.914922 + Penalty 1045.941196 = -5234.973726 nChanged 13 SP:Iteration 1F (152.275592 sec): 3 clusters Score: Raw -6305.457717 + Penalty 1046.310696 = -5259.147021 nChanged 1 SP:Iteration 2Q (152.276024 sec): 3 clusters Score: Raw -6306.364758 + Penalty 1046.803854 = -5259.560905 nChanged 1 SP:Iteration 3Q (152.276455 sec): 3 clusters Score: Raw -6309.004524 + Penalty 1046.803854 = -5262.200670 nChanged 0 SP:Iteration 4F (152.276896 sec): 3 clusters Score: Raw -6309.004524 + Penalty 1046.803854 = -5262.200670 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 51 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.277434 sec): 2 clusters Score: Raw -788.529743 + Penalty 229.561429 = -558.968314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.277678 sec): 3 clusters Score: Raw -812.018993 + Penalty 454.975964 = -357.043029 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 53 (117 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.278472 sec): 2 clusters Score: Raw -4679.724940 + Penalty 488.003046 = -4191.721894 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.278898 sec): 3 clusters Score: Raw -4750.812177 + Penalty 978.613449 = -3772.198728 nChanged 9 SP:Iteration 1F (152.279318 sec): 3 clusters Score: Raw -4772.246598 + Penalty 983.684425 = -3788.562173 nChanged 6 SP:Iteration 2F (152.279738 sec): 3 clusters Score: Raw -4786.371557 + Penalty 988.240218 = -3798.131339 nChanged 3 SP:Iteration 3Q (152.280135 sec): 3 clusters Score: Raw -4804.692063 + Penalty 988.240218 = -3816.451844 nChanged 0 SP:Iteration 4F (152.280552 sec): 3 clusters Score: Raw -4804.692063 + Penalty 988.240218 = -3816.451844 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 54 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.281079 sec): 2 clusters Score: Raw -766.368221 + Penalty 153.645172 = -612.723050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.281325 sec): 3 clusters Score: Raw -784.705808 + Penalty 308.371962 = -476.333846 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 55 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.281866 sec): 2 clusters Score: Raw -1192.402658 + Penalty 296.630237 = -895.772420 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.282122 sec): 3 clusters Score: Raw -1238.353085 + Penalty 595.101139 = -643.251947 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 56 (95 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.282847 sec): 2 clusters Score: Raw -4799.426513 + Penalty 286.682845 = -4512.743668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.283230 sec): 3 clusters Score: Raw -4777.283822 + Penalty 564.012088 = -4213.271734 nChanged 12 SP:Iteration 1F (152.283608 sec): 3 clusters Score: Raw -4794.558528 + Penalty 560.920494 = -4233.638033 nChanged 8 SP:Iteration 2F (152.283984 sec): 3 clusters Score: Raw -4808.929921 + Penalty 558.116079 = -4250.813842 nChanged 5 SP:Iteration 3F (152.284361 sec): 3 clusters Score: Raw -4816.706348 + Penalty 549.004799 = -4267.701549 nChanged 5 SP:Iteration 4F (152.284759 sec): 3 clusters Score: Raw -4823.698016 + Penalty 549.004799 = -4274.693217 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 57 (465 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.286547 sec): 2 clusters Score: Raw -17360.618547 + Penalty 222.195235 = -17138.423312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.287569 sec): 3 clusters Score: Raw -17123.508930 + Penalty 457.342365 = -16666.166565 nChanged 157 SP:Iteration 1F (152.288592 sec): 3 clusters Score: Raw -17255.096887 + Penalty 487.185414 = -16767.911473 nChanged 62 SP:Iteration 2F (152.289606 sec): 3 clusters Score: Raw -17320.370747 + Penalty 516.415227 = -16803.955519 nChanged 30 SP:Iteration 3F (152.290616 sec): 3 clusters Score: Raw -17365.476253 + Penalty 585.448535 = -16780.027718 nChanged 31 SP:Iteration 4F (152.291627 sec): 3 clusters Score: Raw -17424.031863 + Penalty 620.317233 = -16803.714630 nChanged 14 SP:Iteration 5Q (152.292552 sec): 3 clusters Score: Raw -17446.419198 + Penalty 633.597438 = -16812.821760 nChanged 5 SP:Iteration 6Q (152.293430 sec): 3 clusters Score: Raw -17452.435538 + Penalty 634.219839 = -16818.215700 nChanged 3 SP:Iteration 7Q (152.294302 sec): 3 clusters Score: Raw -17456.445552 + Penalty 634.172650 = -16822.272902 nChanged 3 SP:Iteration 8Q (152.295168 sec): 3 clusters Score: Raw -17458.588619 + Penalty 638.600436 = -16819.988183 nChanged 1 SP:Iteration 9F (152.296175 sec): 3 clusters Score: Raw -17459.059664 + Penalty 638.600436 = -16820.459228 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 58 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.296711 sec): 2 clusters Score: Raw -457.222053 + Penalty 207.291201 = -249.930852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.296935 sec): 3 clusters Score: Raw -466.446982 + Penalty 414.177068 = -52.269915 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 59 (46 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.297538 sec): 2 clusters Score: Raw -1951.846507 + Penalty 382.052473 = -1569.794033 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.297837 sec): 3 clusters Score: Raw -1987.481922 + Penalty 764.104946 = -1223.376975 nChanged 2 SP:Iteration 1Q (152.298124 sec): 3 clusters Score: Raw -1997.957171 + Penalty 764.104946 = -1233.852225 nChanged 0 SP:Iteration 2F (152.298415 sec): 3 clusters Score: Raw -1997.957171 + Penalty 764.104946 = -1233.852225 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 60 (318 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.299799 sec): 2 clusters Score: Raw -13206.102797 + Penalty 618.832833 = -12587.269964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.300571 sec): 3 clusters Score: Raw -13133.882404 + Penalty 1242.307052 = -11891.575352 nChanged 68 SP:Iteration 1F (152.301331 sec): 3 clusters Score: Raw -13209.424946 + Penalty 1243.584084 = -11965.840862 nChanged 19 SP:Iteration 2F (152.302089 sec): 3 clusters Score: Raw -13235.510464 + Penalty 1244.136197 = -11991.374267 nChanged 4 SP:Iteration 3Q (152.302829 sec): 3 clusters Score: Raw -13240.495860 + Penalty 1243.603965 = -11996.891895 nChanged 1 SP:Iteration 4Q (152.303567 sec): 3 clusters Score: Raw -13240.858253 + Penalty 1243.603965 = -11997.254288 nChanged 0 SP:Iteration 5F (152.304325 sec): 3 clusters Score: Raw -13240.858253 + Penalty 1243.603965 = -11997.254288 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 62 (755 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.306858 sec): 2 clusters Score: Raw -36852.018591 + Penalty 771.275863 = -36080.742728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.308399 sec): 3 clusters Score: Raw -36578.627112 + Penalty 1542.856015 = -35035.771097 nChanged 235 SP:Iteration 1F (152.309950 sec): 3 clusters Score: Raw -36938.212421 + Penalty 1543.834313 = -35394.378108 nChanged 87 SP:Iteration 2F (152.311479 sec): 3 clusters Score: Raw -37113.009010 + Penalty 1545.348742 = -35567.660268 nChanged 57 SP:Iteration 3F (152.312991 sec): 3 clusters Score: Raw -37194.139094 + Penalty 1549.830492 = -35644.308602 nChanged 28 SP:Iteration 4Q (152.314393 sec): 3 clusters Score: Raw -37231.672997 + Penalty 1553.434774 = -35678.238223 nChanged 21 SP:Iteration 5Q (152.315777 sec): 3 clusters Score: Raw -37264.561594 + Penalty 1556.051279 = -35708.510315 nChanged 16 SP:Iteration 6Q (152.317189 sec): 3 clusters Score: Raw -37283.738699 + Penalty 1557.978740 = -35725.759959 nChanged 6 SP:Iteration 7Q (152.318585 sec): 3 clusters Score: Raw -37292.901114 + Penalty 1559.349595 = -35733.551519 nChanged 4 SP:Iteration 8Q (152.319977 sec): 3 clusters Score: Raw -37297.490423 + Penalty 1559.048224 = -35738.442199 nChanged 1 SP:Iteration 9Q (152.321382 sec): 3 clusters Score: Raw -37299.350882 + Penalty 1558.173782 = -35741.177100 nChanged 1 SP:Iteration 10F (152.322894 sec): 3 clusters Score: Raw -37301.831273 + Penalty 1557.724624 = -35744.106649 nChanged 1 SP:Iteration 11Q (152.324273 sec): 3 clusters Score: Raw -37303.620908 + Penalty 1557.724624 = -35745.896284 nChanged 0 SP:Iteration 12F (152.325761 sec): 3 clusters Score: Raw -37303.620908 + Penalty 1557.724624 = -35745.896284 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 63 (109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.326591 sec): 2 clusters Score: Raw -5110.634853 + Penalty 463.255982 = -4647.378871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.327001 sec): 3 clusters Score: Raw -5120.455464 + Penalty 921.879865 = -4198.575598 nChanged 13 SP:Iteration 1F (152.327402 sec): 3 clusters Score: Raw -5148.660785 + Penalty 921.443905 = -4227.216880 nChanged 4 SP:Iteration 2Q (152.327792 sec): 3 clusters Score: Raw -5156.789808 + Penalty 927.168651 = -4229.621157 nChanged 5 SP:Iteration 3Q (152.328182 sec): 3 clusters Score: Raw -5167.818112 + Penalty 930.299188 = -4237.518925 nChanged 2 SP:Iteration 4Q (152.328571 sec): 3 clusters Score: Raw -5170.800014 + Penalty 931.828668 = -4238.971347 nChanged 1 SP:Iteration 5Q (152.328955 sec): 3 clusters Score: Raw -5173.946515 + Penalty 931.828668 = -4242.117848 nChanged 0 SP:Iteration 6F (152.329355 sec): 3 clusters Score: Raw -5173.946515 + Penalty 931.828668 = -4242.117848 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 65 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.329963 sec): 2 clusters Score: Raw -1669.360697 + Penalty 326.936658 = -1342.424039 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.330248 sec): 3 clusters Score: Raw -1692.013960 + Penalty 645.682676 = -1046.331284 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 66 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.330773 sec): 2 clusters Score: Raw -774.854196 + Penalty 208.927133 = -565.927063 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.331011 sec): 3 clusters Score: Raw -793.848546 + Penalty 400.118116 = -393.730430 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 67 (270 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.332259 sec): 2 clusters Score: Raw -10889.328710 + Penalty 720.135842 = -10169.192868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.332955 sec): 3 clusters Score: Raw -10896.332292 + Penalty 1439.508679 = -9456.823612 nChanged 43 SP:Iteration 1F (152.333627 sec): 3 clusters Score: Raw -10968.187223 + Penalty 1440.275801 = -9527.911422 nChanged 15 SP:Iteration 2F (152.334300 sec): 3 clusters Score: Raw -11004.491003 + Penalty 1440.618244 = -9563.872759 nChanged 5 SP:Iteration 3Q (152.334979 sec): 3 clusters Score: Raw -11017.344859 + Penalty 1441.052883 = -9576.291977 nChanged 7 SP:Iteration 4Q (152.335623 sec): 3 clusters Score: Raw -11026.845126 + Penalty 1441.669811 = -9585.175315 nChanged 3 SP:Iteration 5Q (152.336266 sec): 3 clusters Score: Raw -11032.374793 + Penalty 1442.100900 = -9590.273893 nChanged 1 SP:Iteration 6Q (152.336927 sec): 3 clusters Score: Raw -11033.067443 + Penalty 1442.241427 = -9590.826016 nChanged 1 SP:Iteration 7Q (152.337568 sec): 3 clusters Score: Raw -11036.046855 + Penalty 1442.979014 = -9593.067841 nChanged 2 SP:Iteration 8Q (152.338208 sec): 3 clusters Score: Raw -11040.518916 + Penalty 1442.979014 = -9597.539901 nChanged 0 SP:Iteration 9F (152.338882 sec): 3 clusters Score: Raw -11040.518916 + Penalty 1442.979014 = -9597.539901 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 68 (75 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.339570 sec): 2 clusters Score: Raw -3482.134719 + Penalty 219.450942 = -3262.683777 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.339926 sec): 3 clusters Score: Raw -3476.473071 + Penalty 446.261215 = -3030.211857 nChanged 14 SP:Iteration 1F (152.340274 sec): 3 clusters Score: Raw -3499.540702 + Penalty 455.244311 = -3044.296391 nChanged 5 SP:Iteration 2F (152.340620 sec): 3 clusters Score: Raw -3517.721448 + Penalty 460.520277 = -3057.201170 nChanged 3 SP:Iteration 3Q (152.340959 sec): 3 clusters Score: Raw -3524.882357 + Penalty 465.113625 = -3059.768733 nChanged 1 SP:Iteration 4Q (152.341297 sec): 3 clusters Score: Raw -3525.419882 + Penalty 469.214904 = -3056.204978 nChanged 2 SP:Iteration 5F (152.341642 sec): 3 clusters Score: Raw -3531.648113 + Penalty 475.066592 = -3056.581521 nChanged 1 SP:Iteration 6Q (152.341974 sec): 3 clusters Score: Raw -3534.092882 + Penalty 481.477610 = -3052.615271 nChanged 1 SP:Iteration 7F (152.342318 sec): 3 clusters Score: Raw -3535.049451 + Penalty 481.477610 = -3053.571841 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 69 (69 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.342980 sec): 2 clusters Score: Raw -2961.691262 + Penalty 450.206453 = -2511.484809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.343317 sec): 3 clusters Score: Raw -3022.619921 + Penalty 900.905326 = -2121.714595 nChanged 2 SP:Iteration 1Q (152.343634 sec): 3 clusters Score: Raw -3027.098279 + Penalty 900.905326 = -2126.192953 nChanged 0 SP:Iteration 2F (152.343963 sec): 3 clusters Score: Raw -3027.098279 + Penalty 900.905326 = -2126.192953 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 70 (619 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.346126 sec): 2 clusters Score: Raw -26264.735338 + Penalty 593.562014 = -25671.173323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.347427 sec): 3 clusters Score: Raw -26003.889684 + Penalty 1187.709313 = -24816.180371 nChanged 184 SP:Iteration 1F (152.348713 sec): 3 clusters Score: Raw -26106.496088 + Penalty 1188.668508 = -24917.827580 nChanged 39 SP:Iteration 2F (152.349990 sec): 3 clusters Score: Raw -26145.583089 + Penalty 1190.150289 = -24955.432800 nChanged 36 SP:Iteration 3F (152.351282 sec): 3 clusters Score: Raw -26191.919155 + Penalty 1194.947279 = -24996.971876 nChanged 36 SP:Iteration 4F (152.352554 sec): 3 clusters Score: Raw -26244.266067 + Penalty 1202.003142 = -25042.262925 nChanged 32 SP:Iteration 5F (152.353832 sec): 3 clusters Score: Raw -26282.252015 + Penalty 1216.633573 = -25065.618442 nChanged 34 SP:Iteration 6F (152.355111 sec): 3 clusters Score: Raw -26327.017598 + Penalty 1228.234602 = -25098.782997 nChanged 22 SP:Iteration 7Q (152.356355 sec): 3 clusters Score: Raw -26349.514746 + Penalty 1232.498232 = -25117.016514 nChanged 8 SP:Iteration 8Q (152.357617 sec): 3 clusters Score: Raw -26358.106523 + Penalty 1238.093975 = -25120.012548 nChanged 6 SP:Iteration 9Q (152.358849 sec): 3 clusters Score: Raw -26365.919754 + Penalty 1241.990759 = -25123.928996 nChanged 8 SP:Iteration 10F (152.360120 sec): 3 clusters Score: Raw -26374.366301 + Penalty 1244.819157 = -25129.547144 nChanged 4 SP:Iteration 11Q (152.361336 sec): 3 clusters Score: Raw -26380.157716 + Penalty 1249.064316 = -25131.093401 nChanged 8 SP:Iteration 12Q (152.362546 sec): 3 clusters Score: Raw -26387.736740 + Penalty 1250.957118 = -25136.779622 nChanged 3 SP:Iteration 13Q (152.363748 sec): 3 clusters Score: Raw -26394.422329 + Penalty 1251.037604 = -25143.384726 nChanged 3 SP:Iteration 14Q (152.364948 sec): 3 clusters Score: Raw -26398.306450 + Penalty 1252.670024 = -25145.636426 nChanged 3 SP:Iteration 15Q (152.366143 sec): 3 clusters Score: Raw -26401.438818 + Penalty 1254.208536 = -25147.230282 nChanged 3 SP:Iteration 16Q (152.367336 sec): 3 clusters Score: Raw -26403.168075 + Penalty 1254.038760 = -25149.129315 nChanged 2 SP:Iteration 17Q (152.368529 sec): 3 clusters Score: Raw -26405.285703 + Penalty 1254.687006 = -25150.598697 nChanged 1 SP:Iteration 18Q (152.369719 sec): 3 clusters Score: Raw -26406.096603 + Penalty 1254.218145 = -25151.878458 nChanged 2 SP:Iteration 19Q (152.370910 sec): 3 clusters Score: Raw -26407.420697 + Penalty 1254.431576 = -25152.989121 nChanged 2 SP:Iteration 20F (152.372180 sec): 3 clusters Score: Raw -26409.863958 + Penalty 1255.576023 = -25154.287935 nChanged 4 SP:Iteration 21Q (152.373372 sec): 3 clusters Score: Raw -26416.908045 + Penalty 1257.936294 = -25158.971750 nChanged 4 SP:Iteration 22Q (152.374557 sec): 3 clusters Score: Raw -26419.887611 + Penalty 1257.882213 = -25162.005398 nChanged 1 SP:Iteration 23Q (152.375740 sec): 3 clusters Score: Raw -26421.041044 + Penalty 1257.819191 = -25163.221853 nChanged 1 SP:Iteration 24Q (152.376926 sec): 3 clusters Score: Raw -26422.429012 + Penalty 1257.941535 = -25164.487477 nChanged 2 SP:Iteration 25Q (152.378108 sec): 3 clusters Score: Raw -26423.535119 + Penalty 1257.452467 = -25166.082652 nChanged 2 SP:Iteration 26Q (152.379290 sec): 3 clusters Score: Raw -26424.538138 + Penalty 1257.982614 = -25166.555524 nChanged 1 SP:Iteration 27Q (152.380471 sec): 3 clusters Score: Raw -26426.830985 + Penalty 1259.429115 = -25167.401870 nChanged 1 SP:Iteration 28Q (152.381652 sec): 3 clusters Score: Raw -26427.743909 + Penalty 1260.196736 = -25167.547173 nChanged 1 SP:Iteration 29Q (152.382909 sec): 3 clusters Score: Raw -26429.683674 + Penalty 1261.835610 = -25167.848064 nChanged 2 SP:Iteration 30F (152.384181 sec): 3 clusters Score: Raw -26432.692432 + Penalty 1264.153150 = -25168.539282 nChanged 4 SP:Iteration 31Q (152.385360 sec): 3 clusters Score: Raw -26439.952097 + Penalty 1267.337766 = -25172.614330 nChanged 5 SP:Iteration 32Q (152.386535 sec): 3 clusters Score: Raw -26451.561928 + Penalty 1268.859381 = -25182.702547 nChanged 2 SP:Iteration 33Q (152.387703 sec): 3 clusters Score: Raw -26452.439910 + Penalty 1268.827453 = -25183.612457 nChanged 1 SP:Iteration 34Q (152.388875 sec): 3 clusters Score: Raw -26452.774394 + Penalty 1268.827453 = -25183.946941 nChanged 0 SP:Iteration 35F (152.390147 sec): 3 clusters Score: Raw -26452.774394 + Penalty 1268.827453 = -25183.946941 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 73 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.390737 sec): 2 clusters Score: Raw -1302.014679 + Penalty 265.253712 = -1036.760967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.391001 sec): 3 clusters Score: Raw -1315.990815 + Penalty 528.017643 = -787.973172 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 74 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.391512 sec): 2 clusters Score: Raw -508.408999 + Penalty 191.717996 = -316.691003 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.391760 sec): 3 clusters Score: Raw -525.439210 + Penalty 377.782665 = -147.656545 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 75 (125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.392588 sec): 2 clusters Score: Raw -6807.897616 + Penalty 375.844375 = -6432.053241 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.393025 sec): 3 clusters Score: Raw -6767.945244 + Penalty 751.429045 = -6016.516199 nChanged 25 SP:Iteration 1F (152.393456 sec): 3 clusters Score: Raw -6804.794890 + Penalty 751.970645 = -6052.824245 nChanged 3 SP:Iteration 2Q (152.393883 sec): 3 clusters Score: Raw -6810.692186 + Penalty 752.579366 = -6058.112821 nChanged 3 SP:Iteration 3Q (152.394310 sec): 3 clusters Score: Raw -6813.252887 + Penalty 754.636770 = -6058.616117 nChanged 3 SP:Iteration 4Q (152.394736 sec): 3 clusters Score: Raw -6817.508270 + Penalty 756.675501 = -6060.832768 nChanged 3 SP:Iteration 5Q (152.395160 sec): 3 clusters Score: Raw -6820.729519 + Penalty 758.211133 = -6062.518385 nChanged 2 SP:Iteration 6Q (152.395585 sec): 3 clusters Score: Raw -6821.312271 + Penalty 758.364465 = -6062.947807 nChanged 2 SP:Iteration 7Q (152.396007 sec): 3 clusters Score: Raw -6824.663655 + Penalty 758.364465 = -6066.299190 nChanged 0 SP:Iteration 8F (152.396437 sec): 3 clusters Score: Raw -6824.663655 + Penalty 758.364465 = -6066.299190 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 76 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.396984 sec): 2 clusters Score: Raw -1197.892679 + Penalty 256.110060 = -941.782618 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.397241 sec): 3 clusters Score: Raw -1220.575463 + Penalty 515.548220 = -705.027244 nChanged 1 SP:Iteration 1Q (152.397488 sec): 3 clusters Score: Raw -1222.572231 + Penalty 515.548220 = -707.024012 nChanged 0 SP:Iteration 2F (152.397738 sec): 3 clusters Score: Raw -1222.572231 + Penalty 515.548220 = -707.024012 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 77 (1506 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.405130 sec): 2 clusters Score: Raw -71099.231820 + Penalty 640.801365 = -70458.430455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.407946 sec): 3 clusters Score: Raw -70295.757022 + Penalty 1281.564724 = -69014.192298 nChanged 575 SP:Iteration 1F (152.410717 sec): 3 clusters Score: Raw -70661.046524 + Penalty 1282.090554 = -69378.955970 nChanged 155 SP:Iteration 2F (152.413478 sec): 3 clusters Score: Raw -70780.425891 + Penalty 1282.413507 = -69498.012384 nChanged 94 SP:Iteration 3F (152.416234 sec): 3 clusters Score: Raw -70863.902730 + Penalty 1282.703706 = -69581.199024 nChanged 64 SP:Iteration 4Q (152.418986 sec): 3 clusters Score: Raw -70918.944289 + Penalty 1282.286926 = -69636.657363 nChanged 57 SP:Iteration 5Q (152.421723 sec): 3 clusters Score: Raw -70956.973029 + Penalty 1281.937753 = -69675.035276 nChanged 44 SP:Iteration 6Q (152.424442 sec): 3 clusters Score: Raw -70984.790328 + Penalty 1281.774672 = -69703.015656 nChanged 46 SP:Iteration 7Q (152.427150 sec): 3 clusters Score: Raw -71004.810037 + Penalty 1281.889490 = -69722.920547 nChanged 27 SP:Iteration 8Q (152.429854 sec): 3 clusters Score: Raw -71017.008396 + Penalty 1281.814187 = -69735.194209 nChanged 41 SP:Iteration 9Q (152.432552 sec): 3 clusters Score: Raw -71043.919248 + Penalty 1282.096126 = -69761.823122 nChanged 38 SP:Iteration 10F (152.435348 sec): 3 clusters Score: Raw -71065.502108 + Penalty 1282.655314 = -69782.846793 nChanged 27 SP:Iteration 11Q (152.438087 sec): 3 clusters Score: Raw -71080.853196 + Penalty 1283.635483 = -69797.217714 nChanged 25 SP:Iteration 12Q (152.440821 sec): 3 clusters Score: Raw -71091.716077 + Penalty 1282.998434 = -69808.717643 nChanged 28 SP:Iteration 13Q (152.443565 sec): 3 clusters Score: Raw -71113.103910 + Penalty 1282.685954 = -69830.417957 nChanged 26 SP:Iteration 14Q (152.446308 sec): 3 clusters Score: Raw -71133.845907 + Penalty 1281.376823 = -69852.469084 nChanged 25 SP:Iteration 15Q (152.448999 sec): 3 clusters Score: Raw -71150.754373 + Penalty 1280.705038 = -69870.049335 nChanged 22 SP:Iteration 16Q (152.451643 sec): 3 clusters Score: Raw -71164.927774 + Penalty 1279.780495 = -69885.147278 nChanged 16 SP:Iteration 17Q (152.454280 sec): 3 clusters Score: Raw -71172.818586 + Penalty 1278.673537 = -69894.145049 nChanged 18 SP:Iteration 18Q (152.456950 sec): 3 clusters Score: Raw -71183.876946 + Penalty 1278.111446 = -69905.765501 nChanged 16 SP:Iteration 19Q (152.459592 sec): 3 clusters Score: Raw -71194.522022 + Penalty 1279.407858 = -69915.114165 nChanged 15 SP:Iteration 20F (152.462341 sec): 3 clusters Score: Raw -71206.040570 + Penalty 1279.971965 = -69926.068606 nChanged 17 SP:Iteration 21Q (152.464967 sec): 3 clusters Score: Raw -71219.470488 + Penalty 1279.966435 = -69939.504053 nChanged 15 SP:Iteration 22Q (152.467578 sec): 3 clusters Score: Raw -71228.721052 + Penalty 1280.775802 = -69947.945249 nChanged 8 SP:Iteration 23Q (152.470197 sec): 3 clusters Score: Raw -71233.309361 + Penalty 1278.316591 = -69954.992770 nChanged 9 SP:Iteration 24Q (152.472786 sec): 3 clusters Score: Raw -71238.890757 + Penalty 1275.646552 = -69963.244205 nChanged 6 SP:Iteration 25Q (152.475362 sec): 3 clusters Score: Raw -71243.166193 + Penalty 1274.259162 = -69968.907031 nChanged 7 SP:Iteration 26Q (152.477929 sec): 3 clusters Score: Raw -71247.348988 + Penalty 1272.441830 = -69974.907158 nChanged 8 SP:Iteration 27Q (152.480496 sec): 3 clusters Score: Raw -71253.365981 + Penalty 1269.549993 = -69983.815988 nChanged 6 SP:Iteration 28Q (152.483062 sec): 3 clusters Score: Raw -71261.723636 + Penalty 1267.437995 = -69994.285641 nChanged 6 SP:Iteration 29Q (152.485605 sec): 3 clusters Score: Raw -71264.166375 + Penalty 1266.702158 = -69997.464216 nChanged 5 SP:Iteration 30F (152.488352 sec): 3 clusters Score: Raw -71265.910570 + Penalty 1265.099672 = -70000.810898 nChanged 3 SP:Iteration 31Q (152.490887 sec): 3 clusters Score: Raw -71267.546213 + Penalty 1264.843134 = -70002.703078 nChanged 1 SP:Iteration 32Q (152.493422 sec): 3 clusters Score: Raw -71267.756813 + Penalty 1264.278197 = -70003.478615 nChanged 2 SP:Iteration 33Q (152.495948 sec): 3 clusters Score: Raw -71270.349059 + Penalty 1261.157180 = -70009.191879 nChanged 5 SP:Iteration 34Q (152.498475 sec): 3 clusters Score: Raw -71276.532115 + Penalty 1258.279808 = -70018.252308 nChanged 6 SP:Iteration 35Q (152.500982 sec): 3 clusters Score: Raw -71283.038101 + Penalty 1258.289553 = -70024.748548 nChanged 5 SP:Iteration 36Q (152.503472 sec): 3 clusters Score: Raw -71287.190714 + Penalty 1257.799013 = -70029.391701 nChanged 5 SP:Iteration 37Q (152.506156 sec): 3 clusters Score: Raw -71289.199366 + Penalty 1257.467536 = -70031.731830 nChanged 2 SP:Iteration 38Q (152.508634 sec): 3 clusters Score: Raw -71290.650865 + Penalty 1257.985546 = -70032.665319 nChanged 3 SP:Iteration 39Q (152.511105 sec): 3 clusters Score: Raw -71292.102818 + Penalty 1256.769146 = -70035.333673 nChanged 3 SP:Iteration 40F (152.513848 sec): 3 clusters Score: Raw -71295.710139 + Penalty 1255.697752 = -70040.012387 nChanged 5 SP:Iteration 41Q (152.516306 sec): 3 clusters Score: Raw -71301.101873 + Penalty 1253.375008 = -70047.726866 nChanged 6 SP:Iteration 42Q (152.518758 sec): 3 clusters Score: Raw -71306.597627 + Penalty 1251.535829 = -70055.061798 nChanged 6 SP:Iteration 43Q (152.521186 sec): 3 clusters Score: Raw -71310.677240 + Penalty 1249.659830 = -70061.017409 nChanged 4 SP:Iteration 44Q (152.523607 sec): 3 clusters Score: Raw -71315.045067 + Penalty 1250.082566 = -70064.962501 nChanged 7 SP:Iteration 45Q (152.526109 sec): 3 clusters Score: Raw -71321.326921 + Penalty 1248.335938 = -70072.990983 nChanged 3 SP:Iteration 46Q (152.528509 sec): 3 clusters Score: Raw -71324.362724 + Penalty 1247.962154 = -70076.400571 nChanged 1 SP:Iteration 47Q (152.530928 sec): 3 clusters Score: Raw -71324.543977 + Penalty 1248.242641 = -70076.301336 nChanged 1 SP:Iteration 48F (152.533675 sec): 3 clusters Score: Raw -71324.671959 + Penalty 1248.242641 = -70076.429318 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 78 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.535274 sec): 2 clusters Score: Raw -1542.515473 + Penalty 303.065918 = -1239.449555 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.535559 sec): 3 clusters Score: Raw -1574.670904 + Penalty 611.854906 = -962.815998 nChanged 2 SP:Iteration 1F (152.535837 sec): 3 clusters Score: Raw -1584.349362 + Penalty 618.101286 = -966.248076 nChanged 1 SP:Iteration 2Q (152.536098 sec): 3 clusters Score: Raw -1586.893555 + Penalty 618.101286 = -968.792269 nChanged 0 SP:Iteration 3F (152.536366 sec): 3 clusters Score: Raw -1586.893555 + Penalty 618.101286 = -968.792269 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 80 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.536888 sec): 2 clusters Score: Raw -632.501027 + Penalty 217.340277 = -415.160750 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.537123 sec): 3 clusters Score: Raw -654.604919 + Penalty 416.028408 = -238.576510 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 81 (91 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.537845 sec): 2 clusters Score: Raw -3781.174848 + Penalty 336.516217 = -3444.658631 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.538225 sec): 3 clusters Score: Raw -3789.462209 + Penalty 641.440426 = -3148.021783 nChanged 15 SP:Iteration 1F (152.538599 sec): 3 clusters Score: Raw -3810.944672 + Penalty 635.189386 = -3175.755286 nChanged 2 SP:Iteration 2Q (152.538960 sec): 3 clusters Score: Raw -3817.101221 + Penalty 635.189386 = -3181.911835 nChanged 0 SP:Iteration 3F (152.539330 sec): 3 clusters Score: Raw -3817.101221 + Penalty 635.189386 = -3181.911835 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 82 (70 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.540003 sec): 2 clusters Score: Raw -2804.975639 + Penalty 439.734956 = -2365.240684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.540343 sec): 3 clusters Score: Raw -2888.531553 + Penalty 882.252054 = -2006.279499 nChanged 2 SP:Iteration 1Q (152.540659 sec): 3 clusters Score: Raw -2899.449435 + Penalty 882.252054 = -2017.197381 nChanged 0 SP:Iteration 2F (152.540991 sec): 3 clusters Score: Raw -2899.449435 + Penalty 882.252054 = -2017.197381 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 83 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.541500 sec): 2 clusters Score: Raw -504.301603 + Penalty 177.939107 = -326.362496 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.541727 sec): 3 clusters Score: Raw -505.074729 + Penalty 357.421191 = -147.653538 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 84 (350 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.543191 sec): 2 clusters Score: Raw -15828.470256 + Penalty 492.014043 = -15336.456213 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.544050 sec): 3 clusters Score: Raw -15700.644154 + Penalty 986.677062 = -14713.967092 nChanged 79 SP:Iteration 1F (152.544892 sec): 3 clusters Score: Raw -15779.132336 + Penalty 988.446432 = -14790.685904 nChanged 29 SP:Iteration 2F (152.545733 sec): 3 clusters Score: Raw -15811.009556 + Penalty 990.833930 = -14820.175626 nChanged 14 SP:Iteration 3Q (152.546562 sec): 3 clusters Score: Raw -15829.734453 + Penalty 991.272855 = -14838.461599 nChanged 9 SP:Iteration 4Q (152.547421 sec): 3 clusters Score: Raw -15836.545098 + Penalty 992.206619 = -14844.338479 nChanged 3 SP:Iteration 5Q (152.548229 sec): 3 clusters Score: Raw -15837.869481 + Penalty 993.239565 = -14844.629916 nChanged 3 SP:Iteration 6Q (152.549026 sec): 3 clusters Score: Raw -15840.019854 + Penalty 994.425301 = -14845.594553 nChanged 2 SP:Iteration 7Q (152.549818 sec): 3 clusters Score: Raw -15841.176260 + Penalty 995.946992 = -14845.229269 nChanged 3 SP:Iteration 8F (152.550624 sec): 3 clusters Score: Raw -15846.352038 + Penalty 995.971284 = -14850.380754 nChanged 3 SP:Iteration 9Q (152.551415 sec): 3 clusters Score: Raw -15850.189230 + Penalty 995.538555 = -14854.650674 nChanged 1 SP:Iteration 10F (152.552221 sec): 3 clusters Score: Raw -15852.284826 + Penalty 994.308630 = -14857.976197 nChanged 3 SP:Iteration 11Q (152.553011 sec): 3 clusters Score: Raw -15854.397711 + Penalty 993.569413 = -14860.828297 nChanged 4 SP:Iteration 12Q (152.553800 sec): 3 clusters Score: Raw -15855.382021 + Penalty 994.152534 = -14861.229487 nChanged 1 SP:Iteration 13Q (152.554587 sec): 3 clusters Score: Raw -15855.630953 + Penalty 994.701624 = -14860.929330 nChanged 1 SP:Iteration 14F (152.555394 sec): 3 clusters Score: Raw -15855.722808 + Penalty 994.701624 = -14861.021184 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 85 (468 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.557223 sec): 2 clusters Score: Raw -22469.318653 + Penalty 708.529829 = -21760.788824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.558303 sec): 3 clusters Score: Raw -22354.803885 + Penalty 1416.986927 = -20937.816958 nChanged 134 SP:Iteration 1F (152.559364 sec): 3 clusters Score: Raw -22485.024786 + Penalty 1416.789861 = -21068.234926 nChanged 37 SP:Iteration 2F (152.560387 sec): 3 clusters Score: Raw -22545.829659 + Penalty 1416.666500 = -21129.163158 nChanged 20 SP:Iteration 3Q (152.561372 sec): 3 clusters Score: Raw -22580.771619 + Penalty 1415.549630 = -21165.221989 nChanged 22 SP:Iteration 4Q (152.562352 sec): 3 clusters Score: Raw -22618.467030 + Penalty 1413.925593 = -21204.541437 nChanged 14 SP:Iteration 5Q (152.563332 sec): 3 clusters Score: Raw -22635.378395 + Penalty 1412.031444 = -21223.346951 nChanged 20 SP:Iteration 6Q (152.564306 sec): 3 clusters Score: Raw -22656.053916 + Penalty 1411.010894 = -21245.043022 nChanged 13 SP:Iteration 7Q (152.565280 sec): 3 clusters Score: Raw -22670.290336 + Penalty 1407.819721 = -21262.470614 nChanged 16 SP:Iteration 8Q (152.566254 sec): 3 clusters Score: Raw -22685.215705 + Penalty 1406.917234 = -21278.298471 nChanged 7 SP:Iteration 9Q (152.567223 sec): 3 clusters Score: Raw -22697.941684 + Penalty 1405.511992 = -21292.429691 nChanged 7 SP:Iteration 10F (152.568229 sec): 3 clusters Score: Raw -22708.123574 + Penalty 1405.098520 = -21303.025054 nChanged 3 SP:Iteration 11Q (152.569204 sec): 3 clusters Score: Raw -22718.743579 + Penalty 1406.103895 = -21312.639685 nChanged 4 SP:Iteration 12Q (152.570182 sec): 3 clusters Score: Raw -22728.134385 + Penalty 1406.678176 = -21321.456210 nChanged 4 SP:Iteration 13Q (152.571152 sec): 3 clusters Score: Raw -22731.504951 + Penalty 1405.910324 = -21325.594627 nChanged 3 SP:Iteration 14Q (152.572123 sec): 3 clusters Score: Raw -22735.299587 + Penalty 1404.566691 = -21330.732896 nChanged 3 SP:Iteration 15Q (152.573089 sec): 3 clusters Score: Raw -22750.316970 + Penalty 1404.514622 = -21345.802348 nChanged 6 SP:Iteration 16Q (152.574056 sec): 3 clusters Score: Raw -22773.028278 + Penalty 1405.238748 = -21367.789530 nChanged 7 SP:Iteration 17Q (152.575020 sec): 3 clusters Score: Raw -22779.480913 + Penalty 1405.795633 = -21373.685280 nChanged 3 SP:Iteration 18Q (152.575981 sec): 3 clusters Score: Raw -22782.474987 + Penalty 1404.606181 = -21377.868806 nChanged 4 SP:Iteration 19Q (152.576948 sec): 3 clusters Score: Raw -22787.086664 + Penalty 1404.279155 = -21382.807509 nChanged 3 SP:Iteration 20F (152.577981 sec): 3 clusters Score: Raw -22791.336460 + Penalty 1403.622494 = -21387.713967 nChanged 2 SP:Iteration 21Q (152.578946 sec): 3 clusters Score: Raw -22792.632532 + Penalty 1403.622494 = -21389.010038 nChanged 0 SP:Iteration 22F (152.579952 sec): 3 clusters Score: Raw -22792.632532 + Penalty 1403.622494 = -21389.010038 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 86 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.580538 sec): 2 clusters Score: Raw -1311.202350 + Penalty 228.772653 = -1082.429697 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.580803 sec): 3 clusters Score: Raw -1314.981141 + Penalty 461.635405 = -853.345735 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 87 (449 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.582511 sec): 2 clusters Score: Raw -21897.688638 + Penalty 720.082681 = -21177.605958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.583505 sec): 3 clusters Score: Raw -21754.409078 + Penalty 1439.636990 = -20314.772088 nChanged 115 SP:Iteration 1F (152.584486 sec): 3 clusters Score: Raw -21882.904419 + Penalty 1438.769791 = -20444.134628 nChanged 32 SP:Iteration 2F (152.585463 sec): 3 clusters Score: Raw -21922.754254 + Penalty 1439.077150 = -20483.677103 nChanged 16 SP:Iteration 3Q (152.586424 sec): 3 clusters Score: Raw -21942.578496 + Penalty 1439.243872 = -20503.334624 nChanged 10 SP:Iteration 4Q (152.587382 sec): 3 clusters Score: Raw -21958.237350 + Penalty 1439.193195 = -20519.044155 nChanged 5 SP:Iteration 5Q (152.588339 sec): 3 clusters Score: Raw -21964.068835 + Penalty 1439.399878 = -20524.668957 nChanged 2 SP:Iteration 6Q (152.589292 sec): 3 clusters Score: Raw -21966.086209 + Penalty 1439.399878 = -20526.686332 nChanged 0 SP:Iteration 7F (152.590266 sec): 3 clusters Score: Raw -21966.086209 + Penalty 1439.399878 = -20526.686332 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 88 (407 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.591873 sec): 2 clusters Score: Raw -19090.870318 + Penalty 494.737370 = -18596.132948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.592800 sec): 3 clusters Score: Raw -18970.295487 + Penalty 993.992318 = -17976.303169 nChanged 113 SP:Iteration 1F (152.593715 sec): 3 clusters Score: Raw -19099.156603 + Penalty 1001.515149 = -18097.641453 nChanged 43 SP:Iteration 2F (152.594626 sec): 3 clusters Score: Raw -19171.637484 + Penalty 1016.195145 = -18155.442339 nChanged 24 SP:Iteration 3F (152.595534 sec): 3 clusters Score: Raw -19202.338433 + Penalty 1026.555736 = -18175.782698 nChanged 14 SP:Iteration 4Q (152.596413 sec): 3 clusters Score: Raw -19221.564248 + Penalty 1031.978508 = -18189.585740 nChanged 9 SP:Iteration 5Q (152.597292 sec): 3 clusters Score: Raw -19243.245557 + Penalty 1035.641483 = -18207.604073 nChanged 7 SP:Iteration 6Q (152.598163 sec): 3 clusters Score: Raw -19251.174469 + Penalty 1038.892896 = -18212.281572 nChanged 3 SP:Iteration 7Q (152.599031 sec): 3 clusters Score: Raw -19254.329293 + Penalty 1039.796875 = -18214.532418 nChanged 1 SP:Iteration 8Q (152.599896 sec): 3 clusters Score: Raw -19255.015002 + Penalty 1043.141905 = -18211.873096 nChanged 2 SP:Iteration 9F (152.600805 sec): 3 clusters Score: Raw -19257.332972 + Penalty 1049.043016 = -18208.289956 nChanged 4 SP:Iteration 10F (152.601715 sec): 3 clusters Score: Raw -19262.460454 + Penalty 1055.496876 = -18206.963578 nChanged 5 SP:Iteration 11F (152.602623 sec): 3 clusters Score: Raw -19271.431312 + Penalty 1067.537874 = -18203.893438 nChanged 7 SP:Iteration 12F (152.603531 sec): 3 clusters Score: Raw -19289.889823 + Penalty 1075.932947 = -18213.956876 nChanged 5 SP:Iteration 13Q (152.604377 sec): 3 clusters Score: Raw -19307.792962 + Penalty 1086.113446 = -18221.679516 nChanged 4 SP:Iteration 14Q (152.605213 sec): 3 clusters Score: Raw -19320.773538 + Penalty 1093.049507 = -18227.724031 nChanged 7 SP:Iteration 15Q (152.606063 sec): 3 clusters Score: Raw -19338.475741 + Penalty 1100.623878 = -18237.851863 nChanged 5 SP:Iteration 16Q (152.606870 sec): 3 clusters Score: Raw -19352.014090 + Penalty 1101.464733 = -18250.549357 nChanged 2 SP:Iteration 17Q (152.607665 sec): 3 clusters Score: Raw -19353.502054 + Penalty 1104.837956 = -18248.664098 nChanged 2 SP:Iteration 18F (152.608576 sec): 3 clusters Score: Raw -19360.146669 + Penalty 1106.412678 = -18253.733991 nChanged 1 SP:Iteration 19Q (152.609366 sec): 3 clusters Score: Raw -19362.311251 + Penalty 1107.948213 = -18254.363037 nChanged 1 SP:Iteration 20F (152.610275 sec): 3 clusters Score: Raw -19365.821534 + Penalty 1107.948213 = -18257.873320 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 89 (345 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.611657 sec): 2 clusters Score: Raw -19413.166896 + Penalty 634.396526 = -18778.770370 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.612474 sec): 3 clusters Score: Raw -19337.881509 + Penalty 1268.841612 = -18069.039898 nChanged 92 SP:Iteration 1F (152.613277 sec): 3 clusters Score: Raw -19441.266398 + Penalty 1268.996009 = -18172.270389 nChanged 18 SP:Iteration 2F (152.614078 sec): 3 clusters Score: Raw -19459.192537 + Penalty 1269.120235 = -18190.072302 nChanged 8 SP:Iteration 3Q (152.614859 sec): 3 clusters Score: Raw -19472.338646 + Penalty 1269.196565 = -18203.142081 nChanged 6 SP:Iteration 4Q (152.615639 sec): 3 clusters Score: Raw -19478.505955 + Penalty 1269.251579 = -18209.254376 nChanged 6 SP:Iteration 5Q (152.616415 sec): 3 clusters Score: Raw -19487.673696 + Penalty 1269.301589 = -18218.372107 nChanged 5 SP:Iteration 6Q (152.617188 sec): 3 clusters Score: Raw -19491.685716 + Penalty 1269.410324 = -18222.275392 nChanged 3 SP:Iteration 7Q (152.617961 sec): 3 clusters Score: Raw -19496.741749 + Penalty 1269.850055 = -18226.891694 nChanged 6 SP:Iteration 8Q (152.618738 sec): 3 clusters Score: Raw -19513.820159 + Penalty 1270.682147 = -18243.138012 nChanged 9 SP:Iteration 9Q (152.619507 sec): 3 clusters Score: Raw -19547.394718 + Penalty 1271.269342 = -18276.125376 nChanged 12 SP:Iteration 10F (152.620309 sec): 3 clusters Score: Raw -19573.127873 + Penalty 1271.185699 = -18301.942173 nChanged 10 SP:Iteration 11Q (152.621073 sec): 3 clusters Score: Raw -19592.875117 + Penalty 1271.728364 = -18321.146753 nChanged 3 SP:Iteration 12Q (152.621836 sec): 3 clusters Score: Raw -19601.788982 + Penalty 1271.705568 = -18330.083413 nChanged 5 SP:Iteration 13Q (152.622595 sec): 3 clusters Score: Raw -19612.158517 + Penalty 1270.596567 = -18341.561950 nChanged 5 SP:Iteration 14Q (152.623351 sec): 3 clusters Score: Raw -19616.169291 + Penalty 1269.635221 = -18346.534070 nChanged 5 SP:Iteration 15Q (152.624106 sec): 3 clusters Score: Raw -19621.241539 + Penalty 1268.698694 = -18352.542845 nChanged 5 SP:Iteration 16Q (152.624861 sec): 3 clusters Score: Raw -19626.681678 + Penalty 1268.497377 = -18358.184302 nChanged 1 SP:Iteration 17Q (152.625615 sec): 3 clusters Score: Raw -19628.568670 + Penalty 1268.497377 = -18360.071293 nChanged 0 SP:Iteration 18F (152.626415 sec): 3 clusters Score: Raw -19628.568670 + Penalty 1268.497377 = -18360.071293 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 92 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.626951 sec): 2 clusters Score: Raw -528.271042 + Penalty 153.313805 = -374.957236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.627180 sec): 3 clusters Score: Raw -535.967746 + Penalty 301.605739 = -234.362007 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 94 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.627680 sec): 2 clusters Score: Raw -388.840891 + Penalty 170.657167 = -218.183724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.627929 sec): 3 clusters Score: Raw -392.167326 + Penalty 341.314334 = -50.852992 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 96 (295 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.629179 sec): 2 clusters Score: Raw -10222.042599 + Penalty 272.543384 = -9949.499215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.629908 sec): 3 clusters Score: Raw -10120.856452 + Penalty 556.602937 = -9564.253515 nChanged 83 SP:Iteration 1F (152.630625 sec): 3 clusters Score: Raw -10247.367662 + Penalty 562.788903 = -9684.578759 nChanged 27 SP:Iteration 2F (152.631338 sec): 3 clusters Score: Raw -10296.171706 + Penalty 560.995368 = -9735.176338 nChanged 11 SP:Iteration 3Q (152.632024 sec): 3 clusters Score: Raw -10315.436507 + Penalty 559.954632 = -9755.481876 nChanged 5 SP:Iteration 4Q (152.632705 sec): 3 clusters Score: Raw -10320.459106 + Penalty 559.105129 = -9761.353977 nChanged 1 SP:Iteration 5Q (152.633379 sec): 3 clusters Score: Raw -10321.078621 + Penalty 559.105129 = -9761.973493 nChanged 0 SP:Iteration 6F (152.634090 sec): 3 clusters Score: Raw -10321.078621 + Penalty 559.105129 = -9761.973493 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 97 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.634626 sec): 2 clusters Score: Raw -610.788126 + Penalty 214.198921 = -396.589205 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.634863 sec): 3 clusters Score: Raw -624.636023 + Penalty 428.482219 = -196.153804 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 98 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.635360 sec): 2 clusters Score: Raw -395.694082 + Penalty 182.478391 = -213.215691 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.635583 sec): 3 clusters Score: Raw -400.299436 + Penalty 354.404179 = -45.895257 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 99 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.636074 sec): 2 clusters Score: Raw -260.750084 + Penalty 146.770664 = -113.979420 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.636290 sec): 3 clusters Score: Raw -253.472726 + Penalty 297.865069 = 44.392344 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 100 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.636783 sec): 2 clusters Score: Raw -302.974545 + Penalty 146.949612 = -156.024933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.637001 sec): 3 clusters Score: Raw -300.378152 + Penalty 297.782786 = -2.595366 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 101 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.637628 sec): 2 clusters Score: Raw -2677.366580 + Penalty 316.652614 = -2360.713966 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.637941 sec): 3 clusters Score: Raw -2691.943835 + Penalty 642.550264 = -2049.393571 nChanged 4 SP:Iteration 1F (152.638262 sec): 3 clusters Score: Raw -2703.186351 + Penalty 641.779966 = -2061.406385 nChanged 2 SP:Iteration 2Q (152.638565 sec): 3 clusters Score: Raw -2709.774594 + Penalty 644.110398 = -2065.664196 nChanged 1 SP:Iteration 3Q (152.638863 sec): 3 clusters Score: Raw -2711.358583 + Penalty 646.746318 = -2064.612265 nChanged 1 SP:Iteration 4F (152.639169 sec): 3 clusters Score: Raw -2713.185693 + Penalty 646.746318 = -2066.439375 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 102 (304 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.640478 sec): 2 clusters Score: Raw -12575.009556 + Penalty 820.980516 = -11754.029040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.641247 sec): 3 clusters Score: Raw -12565.623655 + Penalty 1642.188227 = -10923.435428 nChanged 52 SP:Iteration 1F (152.641981 sec): 3 clusters Score: Raw -12663.758550 + Penalty 1641.658364 = -11022.100187 nChanged 14 SP:Iteration 2Q (152.642716 sec): 3 clusters Score: Raw -12688.637458 + Penalty 1641.652283 = -11046.985175 nChanged 3 SP:Iteration 3Q (152.643425 sec): 3 clusters Score: Raw -12696.555909 + Penalty 1641.538521 = -11055.017388 nChanged 3 SP:Iteration 4Q (152.644141 sec): 3 clusters Score: Raw -12701.129970 + Penalty 1641.672312 = -11059.457658 nChanged 1 SP:Iteration 5Q (152.644868 sec): 3 clusters Score: Raw -12703.263991 + Penalty 1641.672312 = -11061.591678 nChanged 0 SP:Iteration 6F (152.645602 sec): 3 clusters Score: Raw -12703.263991 + Penalty 1641.672312 = -11061.591678 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 105 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.646127 sec): 2 clusters Score: Raw -333.601633 + Penalty 185.195929 = -148.405704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.646354 sec): 3 clusters Score: Raw -344.247680 + Penalty 377.182134 = 32.934454 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 107 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.646852 sec): 2 clusters Score: Raw -338.775980 + Penalty 165.432301 = -173.343679 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.647074 sec): 3 clusters Score: Raw -341.038466 + Penalty 319.019395 = -22.019070 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 108 (74 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.647751 sec): 2 clusters Score: Raw -3528.734888 + Penalty 357.399030 = -3171.335858 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.648100 sec): 3 clusters Score: Raw -3533.707273 + Penalty 719.393528 = -2814.313745 nChanged 4 SP:Iteration 1F (152.648448 sec): 3 clusters Score: Raw -3541.829950 + Penalty 724.978511 = -2816.851438 nChanged 2 SP:Iteration 2Q (152.648787 sec): 3 clusters Score: Raw -3545.660329 + Penalty 728.426689 = -2817.233640 nChanged 1 SP:Iteration 3Q (152.649125 sec): 3 clusters Score: Raw -3548.738542 + Penalty 728.426689 = -2820.311853 nChanged 0 SP:Iteration 4F (152.649467 sec): 3 clusters Score: Raw -3548.738542 + Penalty 728.426689 = -2820.311853 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 109 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.649993 sec): 2 clusters Score: Raw -835.767762 + Penalty 268.503223 = -567.264539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.650229 sec): 3 clusters Score: Raw -855.308460 + Penalty 519.953896 = -335.354564 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 110 (39 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.650812 sec): 2 clusters Score: Raw -1702.399968 + Penalty 363.289103 = -1339.110865 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.651094 sec): 3 clusters Score: Raw -1740.793716 + Penalty 731.760169 = -1009.033547 nChanged 3 SP:Iteration 1F (152.651371 sec): 3 clusters Score: Raw -1754.148916 + Penalty 731.048527 = -1023.100390 nChanged 1 SP:Iteration 2Q (152.651635 sec): 3 clusters Score: Raw -1759.751387 + Penalty 731.048527 = -1028.702860 nChanged 0 SP:Iteration 3F (152.651910 sec): 3 clusters Score: Raw -1759.751387 + Penalty 731.048527 = -1028.702860 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 112 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.652405 sec): 2 clusters Score: Raw -240.974421 + Penalty 144.524979 = -96.449442 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.652639 sec): 3 clusters Score: Raw -239.584217 + Penalty 254.069325 = 14.485109 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 115 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.653137 sec): 2 clusters Score: Raw -297.355902 + Penalty 163.545154 = -133.810749 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.653356 sec): 3 clusters Score: Raw -298.220089 + Penalty 358.374332 = 60.154243 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 116 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.653939 sec): 2 clusters Score: Raw -2160.890416 + Penalty 376.515190 = -1784.375226 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.654226 sec): 3 clusters Score: Raw -2185.994480 + Penalty 755.848919 = -1430.145562 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 117 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.654725 sec): 2 clusters Score: Raw -398.577236 + Penalty 183.462557 = -215.114679 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.654947 sec): 3 clusters Score: Raw -400.622376 + Penalty 366.925115 = -33.697262 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 120 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.655518 sec): 2 clusters Score: Raw -1739.644058 + Penalty 327.660863 = -1411.983195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.655798 sec): 3 clusters Score: Raw -1802.447332 + Penalty 689.613116 = -1112.834216 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 122 (1156 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.659329 sec): 2 clusters Score: Raw -47570.105896 + Penalty 56.213680 = -47513.892215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.661604 sec): 3 clusters Score: Raw -46860.516692 + Penalty 112.095859 = -46748.420833 nChanged 534 SP:Iteration 1F (152.663809 sec): 3 clusters Score: Raw -47357.230618 + Penalty 112.667461 = -47244.563157 nChanged 99 SP:Iteration 2F (152.666014 sec): 3 clusters Score: Raw -47448.426586 + Penalty 112.344738 = -47336.081849 nChanged 55 SP:Iteration 3Q (152.668140 sec): 3 clusters Score: Raw -47511.621161 + Penalty 111.823354 = -47399.797807 nChanged 49 SP:Iteration 4Q (152.670254 sec): 3 clusters Score: Raw -47541.257572 + Penalty 111.714149 = -47429.543423 nChanged 26 SP:Iteration 5Q (152.672349 sec): 3 clusters Score: Raw -47552.183774 + Penalty 111.693125 = -47440.490649 nChanged 17 SP:Iteration 6Q (152.674445 sec): 3 clusters Score: Raw -47557.256131 + Penalty 111.664238 = -47445.591893 nChanged 8 SP:Iteration 7Q (152.676537 sec): 3 clusters Score: Raw -47560.709724 + Penalty 111.091098 = -47449.618626 nChanged 17 SP:Iteration 8Q (152.678626 sec): 3 clusters Score: Raw -47567.614544 + Penalty 110.908359 = -47456.706185 nChanged 17 SP:Iteration 9Q (152.680709 sec): 3 clusters Score: Raw -47573.277135 + Penalty 111.140209 = -47462.136926 nChanged 11 SP:Iteration 10F (152.682859 sec): 3 clusters Score: Raw -47576.784885 + Penalty 110.852243 = -47465.932642 nChanged 10 SP:Iteration 11Q (152.684940 sec): 3 clusters Score: Raw -47580.004812 + Penalty 110.978664 = -47469.026148 nChanged 16 SP:Iteration 12Q (152.687021 sec): 3 clusters Score: Raw -47585.878007 + Penalty 110.877473 = -47475.000534 nChanged 16 SP:Iteration 13Q (152.689134 sec): 3 clusters Score: Raw -47592.569389 + Penalty 110.836927 = -47481.732462 nChanged 7 SP:Iteration 14Q (152.691262 sec): 3 clusters Score: Raw -47594.060195 + Penalty 110.742376 = -47483.317819 nChanged 6 SP:Iteration 15Q (152.693341 sec): 3 clusters Score: Raw -47594.973969 + Penalty 110.740620 = -47484.233349 nChanged 5 SP:Iteration 16Q (152.695446 sec): 3 clusters Score: Raw -47595.488852 + Penalty 110.766380 = -47484.722472 nChanged 3 SP:Iteration 17Q (152.697521 sec): 3 clusters Score: Raw -47595.870490 + Penalty 110.850930 = -47485.019560 nChanged 6 SP:Iteration 18Q (152.699597 sec): 3 clusters Score: Raw -47596.731864 + Penalty 111.117122 = -47485.614741 nChanged 8 SP:Iteration 19Q (152.701668 sec): 3 clusters Score: Raw -47598.280475 + Penalty 111.120604 = -47487.159871 nChanged 6 SP:Iteration 20F (152.703818 sec): 3 clusters Score: Raw -47599.083308 + Penalty 111.373521 = -47487.709786 nChanged 6 SP:Iteration 21Q (152.706053 sec): 3 clusters Score: Raw -47600.052197 + Penalty 111.418730 = -47488.633467 nChanged 9 SP:Iteration 22Q (152.708226 sec): 3 clusters Score: Raw -47601.701455 + Penalty 111.427906 = -47490.273548 nChanged 8 SP:Iteration 23Q (152.710358 sec): 3 clusters Score: Raw -47602.871378 + Penalty 111.464574 = -47491.406804 nChanged 5 SP:Iteration 24Q (152.712457 sec): 3 clusters Score: Raw -47603.239814 + Penalty 111.481339 = -47491.758475 nChanged 1 SP:Iteration 25Q (152.714516 sec): 3 clusters Score: Raw -47603.292595 + Penalty 111.498402 = -47491.794194 nChanged 2 SP:Iteration 26Q (152.716572 sec): 3 clusters Score: Raw -47603.385320 + Penalty 111.514911 = -47491.870409 nChanged 2 SP:Iteration 27Q (152.718650 sec): 3 clusters Score: Raw -47603.705222 + Penalty 111.618944 = -47492.086278 nChanged 3 SP:Iteration 28Q (152.720707 sec): 3 clusters Score: Raw -47604.238876 + Penalty 111.677330 = -47492.561546 nChanged 3 SP:Iteration 29Q (152.722763 sec): 3 clusters Score: Raw -47604.623297 + Penalty 111.683788 = -47492.939509 nChanged 2 SP:Iteration 30F (152.724913 sec): 3 clusters Score: Raw -47604.713168 + Penalty 111.697697 = -47493.015471 nChanged 1 SP:Iteration 31Q (152.726964 sec): 3 clusters Score: Raw -47604.777001 + Penalty 111.705305 = -47493.071696 nChanged 2 SP:Iteration 32Q (152.729018 sec): 3 clusters Score: Raw -47604.914753 + Penalty 111.721664 = -47493.193089 nChanged 2 SP:Iteration 33Q (152.731069 sec): 3 clusters Score: Raw -47605.065098 + Penalty 111.766192 = -47493.298905 nChanged 4 SP:Iteration 34Q (152.733116 sec): 3 clusters Score: Raw -47605.609479 + Penalty 111.833261 = -47493.776219 nChanged 4 SP:Iteration 35Q (152.735163 sec): 3 clusters Score: Raw -47606.012816 + Penalty 111.866912 = -47494.145904 nChanged 5 SP:Iteration 36Q (152.737255 sec): 3 clusters Score: Raw -47606.642922 + Penalty 111.928134 = -47494.714789 nChanged 2 SP:Iteration 37Q (152.739378 sec): 3 clusters Score: Raw -47607.111261 + Penalty 111.954920 = -47495.156342 nChanged 3 SP:Iteration 38Q (152.741639 sec): 3 clusters Score: Raw -47607.983096 + Penalty 111.981179 = -47496.001918 nChanged 4 SP:Iteration 39Q (152.743728 sec): 3 clusters Score: Raw -47608.772354 + Penalty 112.020515 = -47496.751839 nChanged 4 SP:Iteration 40F (152.745965 sec): 3 clusters Score: Raw -47609.784032 + Penalty 112.053564 = -47497.730468 nChanged 4 SP:Iteration 41Q (152.747997 sec): 3 clusters Score: Raw -47610.466418 + Penalty 112.125306 = -47498.341112 nChanged 6 SP:Iteration 42Q (152.750033 sec): 3 clusters Score: Raw -47611.788946 + Penalty 112.232042 = -47499.556904 nChanged 7 SP:Iteration 43Q (152.752059 sec): 3 clusters Score: Raw -47613.839220 + Penalty 112.315213 = -47501.524007 nChanged 8 SP:Iteration 44Q (152.754084 sec): 3 clusters Score: Raw -47616.221978 + Penalty 112.403492 = -47503.818486 nChanged 7 SP:Iteration 45Q (152.756106 sec): 3 clusters Score: Raw -47618.090719 + Penalty 112.518362 = -47505.572357 nChanged 10 SP:Iteration 46Q (152.758126 sec): 3 clusters Score: Raw -47620.343080 + Penalty 112.552037 = -47507.791043 nChanged 3 SP:Iteration 47Q (152.760140 sec): 3 clusters Score: Raw -47620.663454 + Penalty 112.564886 = -47508.098568 nChanged 1 SP:Iteration 48Q (152.762150 sec): 3 clusters Score: Raw -47620.772212 + Penalty 112.604646 = -47508.167565 nChanged 3 SP:Iteration 49Q (152.764158 sec): 3 clusters Score: Raw -47621.186678 + Penalty 112.641232 = -47508.545447 nChanged 3 SP:Iteration 50F (152.766325 sec): 3 clusters Score: Raw -47621.744554 + Penalty 112.654857 = -47509.089697 nChanged 1 SP:Iteration 51Q (152.768333 sec): 3 clusters Score: Raw -47621.834072 + Penalty 112.669370 = -47509.164702 nChanged 1 SP:Iteration 52Q (152.770345 sec): 3 clusters Score: Raw -47621.969223 + Penalty 112.684139 = -47509.285085 nChanged 1 SP:Iteration 53Q (152.772422 sec): 3 clusters Score: Raw -47622.017623 + Penalty 112.684139 = -47509.333484 nChanged 0 SP:Iteration 54F (152.774601 sec): 3 clusters Score: Raw -47622.017623 + Penalty 112.684139 = -47509.333484 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 123 (81 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.775382 sec): 2 clusters Score: Raw -2970.092613 + Penalty 562.111837 = -2407.980775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.775743 sec): 3 clusters Score: Raw -3086.198888 + Penalty 1126.036830 = -1960.162057 nChanged 4 SP:Iteration 1Q (152.776079 sec): 3 clusters Score: Raw -3103.659998 + Penalty 1126.036830 = -1977.623168 nChanged 0 SP:Iteration 2F (152.776448 sec): 3 clusters Score: Raw -3103.659998 + Penalty 1126.036830 = -1977.623168 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 127 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.777012 sec): 2 clusters Score: Raw -1410.358198 + Penalty 333.923863 = -1076.434334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.777276 sec): 3 clusters Score: Raw -1442.284771 + Penalty 657.384754 = -784.900017 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 132 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.777771 sec): 2 clusters Score: Raw -307.550974 + Penalty 168.602653 = -138.948321 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.777991 sec): 3 clusters Score: Raw -307.166108 + Penalty 337.205307 = 30.039198 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 133 (106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.778774 sec): 2 clusters Score: Raw -3667.396590 + Penalty 214.600187 = -3452.796403 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.779182 sec): 3 clusters Score: Raw -3668.738169 + Penalty 429.861577 = -3238.876592 nChanged 21 SP:Iteration 1F (152.779586 sec): 3 clusters Score: Raw -3694.983794 + Penalty 432.788865 = -3262.194929 nChanged 4 SP:Iteration 2Q (152.779980 sec): 3 clusters Score: Raw -3701.739798 + Penalty 434.846262 = -3266.893535 nChanged 5 SP:Iteration 3Q (152.780374 sec): 3 clusters Score: Raw -3713.439844 + Penalty 435.776197 = -3277.663647 nChanged 4 SP:Iteration 4Q (152.780764 sec): 3 clusters Score: Raw -3718.572652 + Penalty 435.776197 = -3282.796455 nChanged 0 SP:Iteration 5F (152.781167 sec): 3 clusters Score: Raw -3718.572652 + Penalty 435.776197 = -3282.796455 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 139 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.781693 sec): 2 clusters Score: Raw -765.992141 + Penalty 261.521035 = -504.471106 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.781939 sec): 3 clusters Score: Raw -813.449173 + Penalty 523.042070 = -290.407103 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 143 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.782482 sec): 2 clusters Score: Raw -1124.004750 + Penalty 324.879216 = -799.125534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.782740 sec): 3 clusters Score: Raw -1178.256718 + Penalty 649.758433 = -528.498285 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 144 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.783279 sec): 2 clusters Score: Raw -637.169947 + Penalty 221.770785 = -415.399162 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.783515 sec): 3 clusters Score: Raw -659.435750 + Penalty 450.224489 = -209.211260 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 145 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.784067 sec): 2 clusters Score: Raw -1326.867668 + Penalty 319.843311 = -1007.024356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.784334 sec): 3 clusters Score: Raw -1351.598811 + Penalty 641.505716 = -710.093095 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 147 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.784886 sec): 2 clusters Score: Raw -1407.624164 + Penalty 301.701913 = -1105.922251 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.785147 sec): 3 clusters Score: Raw -1424.863469 + Penalty 603.793328 = -821.070141 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 152 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.785676 sec): 2 clusters Score: Raw -929.393131 + Penalty 282.753278 = -646.639853 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.785924 sec): 3 clusters Score: Raw -973.371032 + Penalty 565.506556 = -407.864476 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 161 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.786426 sec): 2 clusters Score: Raw -458.375664 + Penalty 202.440033 = -255.935631 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.786651 sec): 3 clusters Score: Raw -457.101664 + Penalty 404.599502 = -52.502162 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 165 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.787137 sec): 2 clusters Score: Raw -154.616091 + Penalty 94.701581 = -59.914510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.787348 sec): 3 clusters Score: Raw -147.024836 + Penalty 178.007511 = 30.982675 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 167 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.787874 sec): 2 clusters Score: Raw -904.659551 + Penalty 283.420769 = -621.238781 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.788119 sec): 3 clusters Score: Raw -928.013910 + Penalty 562.210193 = -365.803716 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 168 (59 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.788753 sec): 2 clusters Score: Raw -2181.574013 + Penalty 157.011610 = -2024.562403 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.789073 sec): 3 clusters Score: Raw -2179.677139 + Penalty 313.571633 = -1866.105506 nChanged 7 SP:Iteration 1F (152.789386 sec): 3 clusters Score: Raw -2193.634492 + Penalty 318.779348 = -1874.855144 nChanged 6 SP:Iteration 2F (152.789699 sec): 3 clusters Score: Raw -2205.823386 + Penalty 323.818816 = -1882.004570 nChanged 2 SP:Iteration 3Q (152.790004 sec): 3 clusters Score: Raw -2210.514233 + Penalty 331.225622 = -1879.288612 nChanged 2 SP:Iteration 4F (152.790315 sec): 3 clusters Score: Raw -2216.451613 + Penalty 339.203498 = -1877.248115 nChanged 2 SP:Iteration 5F (152.790627 sec): 3 clusters Score: Raw -2222.789114 + Penalty 339.203498 = -1883.585616 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 169 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.791227 sec): 2 clusters Score: Raw -2256.696778 + Penalty 410.410974 = -1846.285805 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.791535 sec): 3 clusters Score: Raw -2285.412661 + Penalty 821.382251 = -1464.030410 nChanged 2 SP:Iteration 1Q (152.791816 sec): 3 clusters Score: Raw -2294.401265 + Penalty 821.382251 = -1473.019013 nChanged 0 SP:Iteration 2F (152.792103 sec): 3 clusters Score: Raw -2294.401265 + Penalty 821.382251 = -1473.019013 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 184 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.792599 sec): 2 clusters Score: Raw -304.095217 + Penalty 146.704884 = -157.390334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.792818 sec): 3 clusters Score: Raw -301.088317 + Penalty 293.799983 = -7.288334 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 186 (46 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.793414 sec): 2 clusters Score: Raw -2276.906306 + Penalty 442.306241 = -1834.600064 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.793714 sec): 3 clusters Score: Raw -2335.797832 + Penalty 888.299763 = -1447.498070 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 189 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.794232 sec): 2 clusters Score: Raw -759.388242 + Penalty 258.665705 = -500.722537 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.794469 sec): 3 clusters Score: Raw -777.321116 + Penalty 515.072478 = -262.248638 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 195 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.795001 sec): 2 clusters Score: Raw -963.369487 + Penalty 269.208378 = -694.161109 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.795250 sec): 3 clusters Score: Raw -996.682212 + Penalty 539.531886 = -457.150326 nChanged 1 SP:Iteration 1Q (152.795489 sec): 3 clusters Score: Raw -1001.543035 + Penalty 539.531886 = -462.011149 nChanged 0 SP:Iteration 2F (152.795733 sec): 3 clusters Score: Raw -1001.543035 + Penalty 539.531886 = -462.011149 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 199 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.796235 sec): 2 clusters Score: Raw -448.500454 + Penalty 215.715132 = -232.785323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.796460 sec): 3 clusters Score: Raw -457.301446 + Penalty 431.785601 = -25.515846 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 200 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.796950 sec): 2 clusters Score: Raw -252.591979 + Penalty 153.388407 = -99.203573 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.797169 sec): 3 clusters Score: Raw -249.098781 + Penalty 310.040121 = 60.941340 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 201 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.797659 sec): 2 clusters Score: Raw -256.144021 + Penalty 150.860605 = -105.283416 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.797876 sec): 3 clusters Score: Raw -252.780674 + Penalty 301.363246 = 48.582572 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 202 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.798367 sec): 2 clusters Score: Raw -256.885748 + Penalty 142.590770 = -114.294978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.798589 sec): 3 clusters Score: Raw -249.314370 + Penalty 286.293331 = 36.978960 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 216 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.799109 sec): 2 clusters Score: Raw -489.975471 + Penalty 224.967663 = -265.007808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.799337 sec): 3 clusters Score: Raw -509.684461 + Penalty 449.004345 = -60.680117 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 219 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.799838 sec): 2 clusters Score: Raw -438.704725 + Penalty 196.414092 = -242.290633 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.800065 sec): 3 clusters Score: Raw -443.383599 + Penalty 391.264483 = -52.119116 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 221 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.800546 sec): 2 clusters Score: Raw -100.186901 + Penalty 61.414090 = -38.772811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.800741 sec): 2 clusters Score: Raw -100.186901 + Penalty 61.414090 = -38.772811 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 234 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.801220 sec): 2 clusters Score: Raw -93.542770 + Penalty 59.134176 = -34.408594 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.801416 sec): 2 clusters Score: Raw -93.542770 + Penalty 59.134176 = -34.408594 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 241 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.801898 sec): 2 clusters Score: Raw -152.226711 + Penalty 96.309786 = -55.916925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.802111 sec): 3 clusters Score: Raw -144.013505 + Penalty 197.965196 = 53.951691 nChanged 0 Deleting Class 116 (41 points): Lose 103.883286 but Gain 1105.529311 Iteration 119Q (154.216747 sec): 126 clusters Score: Raw -2164136.836989 + Penalty 113691.554068 = -2050445.282921 nChanged 466 Deleting Class 169 (44 points): Lose 182.959438 but Gain 1182.566818 Iteration 120F (157.364339 sec): 125 clusters Score: Raw -2164381.221619 + Penalty 112687.422464 = -2051693.799155 nChanged 591 Deleting Class 200 (5 points): Lose 42.494818 but Gain 1039.197098 Iteration 121Q (157.750285 sec): 124 clusters Score: Raw -2164597.515841 + Penalty 111707.443099 = -2052890.072743 nChanged 399 Deleting Class 216 (10 points): Lose 72.836817 but Gain 1065.329675 Iteration 122Q (158.116335 sec): 123 clusters Score: Raw -2164637.855266 + Penalty 110689.156819 = -2053948.698448 nChanged 312 Deleting Class 105 (7 points): Lose 52.088695 but Gain 1037.739310 Iteration 123Q (158.474346 sec): 122 clusters Score: Raw -2164678.948105 + Penalty 109693.216745 = -2054985.731361 nChanged 263 Deleting Class 161 (8 points): Lose 56.912571 but Gain 1041.919816 Iteration 124Q (158.828264 sec): 121 clusters Score: Raw -2164695.742292 + Penalty 108693.853230 = -2056001.889062 nChanged 230 Deleting Class 189 (15 points): Lose 56.304223 but Gain 1041.505952 Iteration 125Q (159.184455 sec): 120 clusters Score: Raw -2164700.512440 + Penalty 107709.555167 = -2056990.957273 nChanged 197 Deleting Class 132 (6 points): Lose 41.404838 but Gain 1026.040049 Iteration 126Q (159.533446 sec): 119 clusters Score: Raw -2164722.357485 + Penalty 106719.078725 = -2058003.278760 nChanged 187 Deleting Class 199 (9 points): Lose 87.939532 but Gain 1070.497797 Iteration 127Q (159.877737 sec): 118 clusters Score: Raw -2164681.153733 + Penalty 105681.471450 = -2058999.682284 nChanged 142 Deleting Class 167 (20 points): Lose 91.349177 but Gain 1066.719803 Iteration 128Q (160.214577 sec): 117 clusters Score: Raw -2164637.576061 + Penalty 104676.376424 = -2059961.199636 nChanged 133 Deleting Class 201 (5 points): Lose 47.737488 but Gain 1022.071394 Iteration 129Q (160.551634 sec): 116 clusters Score: Raw -2164648.552343 + Penalty 103677.237919 = -2060971.314424 nChanged 88 Deleting Class 37 (50 points): Lose 223.913358 but Gain 1195.892156 Iteration 130F (163.465479 sec): 115 clusters Score: Raw -2164457.905307 + Penalty 102600.547300 = -2061857.358007 nChanged 133 Deleting Class 58 (9 points): Lose 56.847846 but Gain 1028.693593 Iteration 131Q (163.801328 sec): 114 clusters Score: Raw -2164559.369352 + Penalty 101606.583168 = -2062952.786184 nChanged 86 Deleting Class 115 (6 points): Lose 36.325157 but Gain 995.262375 Iteration 132Q (164.132793 sec): 113 clusters Score: Raw -2164572.715389 + Penalty 100650.175554 = -2063922.539834 nChanged 74 Deleting Class 112 (5 points): Lose 25.621326 but Gain 979.147917 Iteration 133Q (164.458904 sec): 112 clusters Score: Raw -2164577.100658 + Penalty 99688.010916 = -2064889.089742 nChanged 65 Deleting Class 221 (2 points): Lose 16.687845 but Gain 966.100215 Iteration 134Q (164.782519 sec): 111 clusters Score: Raw -2164580.893040 + Penalty 98741.009266 = -2065839.883774 nChanged 43 Deleting Class 143 (24 points): Lose 169.860975 but Gain 1114.654556 Iteration 135Q (165.103778 sec): 110 clusters Score: Raw -2164427.049512 + Penalty 97667.117546 = -2066759.931967 nChanged 53 Deleting Class 36 (8 points): Lose 51.756424 but Gain 993.503561 Iteration 136Q (165.425635 sec): 109 clusters Score: Raw -2164430.911993 + Penalty 96709.011062 = -2067721.900931 nChanged 38 Deleting Class 99 (6 points): Lose 58.694684 but Gain 999.737167 Iteration 137Q (165.748159 sec): 108 clusters Score: Raw -2164403.198879 + Penalty 95740.413032 = -2068662.785848 nChanged 41 Deleting Class 202 (5 points): Lose 29.093350 but Gain 966.043770 Iteration 138Q (166.066071 sec): 107 clusters Score: Raw -2164394.813179 + Penalty 94784.386926 = -2069610.426253 nChanged 30 Deleting Class 241 (3 points): Lose 22.768699 but Gain 955.884854 Iteration 139Q (166.384556 sec): 106 clusters Score: Raw -2164382.207424 + Penalty 93837.167496 = -2070545.039928 nChanged 25 Deleting Class 127 (29 points): Lose 133.713895 but Gain 1067.786606 Iteration 140F (169.046014 sec): 105 clusters Score: Raw -2164259.408194 + Penalty 92815.285691 = -2071444.122503 nChanged 45 Deleting Class 98 (8 points): Lose 29.042638 but Gain 956.851061 Iteration 141Q (169.360530 sec): 104 clusters Score: Raw -2164283.378825 + Penalty 91869.161110 = -2072414.217715 nChanged 22 Deleting Class 110 (39 points): Lose 169.019385 but Gain 1094.514523 Iteration 142Q (169.673038 sec): 103 clusters Score: Raw -2164131.379699 + Penalty 90844.673753 = -2073286.705946 nChanged 53 Deleting Class 117 (8 points): Lose 37.410814 but Gain 962.011676 Iteration 143Q (169.985450 sec): 102 clusters Score: Raw -2164170.262595 + Penalty 89913.223507 = -2074257.039087 nChanged 34 Deleting Class 145 (29 points): Lose 115.803481 but Gain 1037.581127 Iteration 144Q (170.293462 sec): 101 clusters Score: Raw -2164080.168445 + Penalty 88909.205029 = -2075170.963416 nChanged 42 Deleting Class 109 (17 points): Lose 113.887063 but Gain 1033.355704 Iteration 145Q (170.600607 sec): 100 clusters Score: Raw -2164019.758952 + Penalty 87903.421048 = -2076116.337904 nChanged 34 Deleting Class 219 (8 points): Lose 55.251637 but Gain 972.342804 Iteration 146Q (170.912363 sec): 99 clusters Score: Raw -2164003.840618 + Penalty 86954.688632 = -2077049.151986 nChanged 25 Deleting Class 152 (19 points): Lose 104.751075 but Gain 1018.103889 Iteration 147Q (171.216723 sec): 98 clusters Score: Raw -2163922.973899 + Penalty 85951.086435 = -2077971.887464 nChanged 43 Deleting Class 43 (25 points): Lose 112.447517 but Gain 1022.411413 Iteration 148Q (171.519741 sec): 97 clusters Score: Raw -2163864.163774 + Penalty 84941.278558 = -2078922.885217 nChanged 53 Deleting Class 234 (2 points): Lose 20.865818 but Gain 930.235058 Iteration 149Q (171.823502 sec): 96 clusters Score: Raw -2163903.061453 + Penalty 84019.601835 = -2079883.459618 nChanged 30 Deleting Class 165 (3 points): Lose 31.389808 but Gain 939.923253 Iteration 150F (174.237445 sec): 95 clusters Score: Raw -2163884.691837 + Penalty 83084.546800 = -2080800.145037 nChanged 20 Deleting Class 147 (30 points): Lose 116.732648 but Gain 1017.709913 Iteration 151Q (174.535607 sec): 94 clusters Score: Raw -2163781.099141 + Penalty 82104.027024 = -2081677.072117 nChanged 54 Deleting Class 139 (20 points): Lose 97.712407 but Gain 992.938780 Iteration 152Q (174.834430 sec): 93 clusters Score: Raw -2163735.940548 + Penalty 81141.247619 = -2082594.692928 nChanged 41 Deleting Class 107 (7 points): Lose 39.706864 but Gain 926.994470 Iteration 153Q (175.132982 sec): 92 clusters Score: Raw -2163745.826628 + Penalty 80224.947358 = -2083520.879270 nChanged 35 Deleting Class 59 (47 points): Lose 224.854021 but Gain 1109.537170 Iteration 154Q (175.426330 sec): 91 clusters Score: Raw -2163556.745248 + Penalty 79172.898820 = -2084383.846428 nChanged 68 Deleting Class 50 (128 points): Lose 300.508539 but Gain 1184.285899 Iteration 155Q (175.719778 sec): 90 clusters Score: Raw -2163350.471016 + Penalty 78045.646024 = -2085304.824991 nChanged 154 Deleting Class 51 (17 points): Lose 56.990620 but Gain 944.928677 Iteration 156Q (176.015686 sec): 89 clusters Score: Raw -2163488.936041 + Penalty 77163.737655 = -2086325.198386 nChanged 45 Deleting Class 195 (21 points): Lose 83.893743 but Gain 964.159774 Iteration 157Q (176.305468 sec): 88 clusters Score: Raw -2163456.624467 + Penalty 76238.731135 = -2087217.893332 nChanged 45 Deleting Class 120 (38 points): Lose 141.804926 but Gain 1020.706568 Iteration 158Q (176.593493 sec): 87 clusters Score: Raw -2163361.171672 + Penalty 75257.782029 = -2088103.389643 nChanged 56 Deleting Class 186 (48 points): Lose 374.638556 but Gain 1250.838139 Iteration 159Q (176.882935 sec): 86 clusters Score: Raw -2163049.544935 + Penalty 74054.643083 = -2088994.901852 nChanged 72 Deleting Class 97 (13 points): Lose 38.872259 but Gain 910.579983 Iteration 160F (179.038472 sec): 85 clusters Score: Raw -2163162.607279 + Penalty 73146.874391 = -2090015.732888 nChanged 45 Deleting Class 55 (27 points): Lose 172.651498 but Gain 1033.842502 Iteration 161Q (179.322855 sec): 84 clusters Score: Raw -2163053.364834 + Penalty 72179.914760 = -2090873.450074 nChanged 50 Deleting Class 144 (15 points): Lose 94.828689 but Gain 951.098144 Iteration 162Q (179.605007 sec): 83 clusters Score: Raw -2163055.298101 + Penalty 71288.719129 = -2091766.578972 nChanged 36 Deleting Class 69 (82 points): Lose 318.125832 but Gain 1172.466346 Iteration 163Q (179.891384 sec): 82 clusters Score: Raw -2162781.550114 + Penalty 70183.876629 = -2092597.673485 nChanged 97 Deleting Class 94 (8 points): Lose 42.912454 but Gain 894.864814 Iteration 164Q (180.173021 sec): 81 clusters Score: Raw -2162900.595630 + Penalty 69325.148691 = -2093575.446939 nChanged 31 Deleting Class 73 (29 points): Lose 86.891412 but Gain 951.684797 Iteration 165Q (180.449540 sec): 80 clusters Score: Raw -2162846.590000 + Penalty 68413.632029 = -2094432.957971 nChanged 48 Deleting Class 100 (6 points): Lose 45.943520 but Gain 894.269359 Iteration 166Q (180.726089 sec): 79 clusters Score: Raw -2162856.436576 + Penalty 67521.443695 = -2095334.992881 nChanged 40 Deleting Class 184 (6 points): Lose 48.708607 but Gain 892.780053 Iteration 167Q (181.000222 sec): 78 clusters Score: Raw -2162850.828536 + Penalty 66646.279888 = -2096204.548648 nChanged 29 Deleting Class 74 (9 points): Lose 37.878414 but Gain 856.398664 Iteration 168Q (181.271790 sec): 77 clusters Score: Raw -2162840.773321 + Penalty 65803.954710 = -2097036.818612 nChanged 27 Deleting Class 24 (45 points): Lose 147.397983 but Gain 956.959657 Iteration 169Q (181.541981 sec): 76 clusters Score: Raw -2162716.216221 + Penalty 64862.085331 = -2097854.130890 nChanged 52 Deleting Class 83 (10 points): Lose 33.080323 but Gain 842.626928 Iteration 170F (183.464814 sec): 75 clusters Score: Raw -2162763.124068 + Penalty 64019.554002 = -2098743.570066 nChanged 26 Deleting Class 80 (17 points): Lose 98.588012 but Gain 899.019403 Iteration 171Q (183.733770 sec): 74 clusters Score: Raw -2162692.943370 + Penalty 63142.459121 = -2099550.484250 nChanged 36 Deleting Class 65 (37 points): Lose 191.862875 but Gain 987.246537 Iteration 172Q (184.005804 sec): 73 clusters Score: Raw -2162558.120346 + Penalty 62181.284730 = -2100376.835616 nChanged 56 Deleting Class 20 (46 points): Lose 154.849223 but Gain 935.457358 Iteration 173Q (184.272874 sec): 72 clusters Score: Raw -2162491.171874 + Penalty 61280.536692 = -2101210.635183 nChanged 85 Deleting Class 76 (27 points): Lose 84.723788 but Gain 856.395458 Iteration 174Q (184.538346 sec): 71 clusters Score: Raw -2162497.667650 + Penalty 60422.748383 = -2102074.919266 nChanged 65 Deleting Class 78 (43 points): Lose 185.462419 but Gain 946.289489 Iteration 175Q (184.806136 sec): 70 clusters Score: Raw -2162367.066459 + Penalty 59492.850456 = -2102874.216003 nChanged 75 Deleting Class 35 (56 points): Lose 162.401189 but Gain 919.176391 Iteration 176Q (185.069300 sec): 69 clusters Score: Raw -2162277.846781 + Penalty 58619.913073 = -2103657.933708 nChanged 101 Deleting Class 86 (31 points): Lose 99.700954 but Gain 851.076010 Iteration 177Q (185.330232 sec): 68 clusters Score: Raw -2162272.846986 + Penalty 57801.520899 = -2104471.326088 nChanged 87 Deleting Class 31 (22 points): Lose 56.304192 but Gain 774.664046 Iteration 178Q (185.597838 sec): 67 clusters Score: Raw -2162281.259435 + Penalty 57046.539055 = -2105234.720380 nChanged 75 Deleting Class 66 (19 points): Lose 115.843222 but Gain 826.201408 Iteration 179Q (185.856283 sec): 66 clusters Score: Raw -2162213.383749 + Penalty 56250.144071 = -2105963.239678 nChanged 57 Deleting Class 82 (69 points): Lose 430.534036 but Gain 1109.815242 Iteration 180F (187.527234 sec): 65 clusters Score: Raw -2161820.448028 + Penalty 55155.744687 = -2106664.703340 nChanged 110 Deleting Class 108 (89 points): Lose 249.082416 but Gain 927.031864 Iteration 181Q (187.784802 sec): 64 clusters Score: Raw -2161729.492307 + Penalty 54274.138035 = -2107455.354273 nChanged 152 Deleting Class 92 (12 points): Lose 68.814110 but Gain 706.961139 Iteration 182Q (188.040312 sec): 63 clusters Score: Raw -2161811.645400 + Penalty 53596.858140 = -2108214.787261 nChanged 85 Deleting Class 39 (9 points): Lose 39.769427 but Gain 667.913495 Iteration 183Q (188.293094 sec): 62 clusters Score: Raw -2161817.110563 + Penalty 52962.351640 = -2108854.758922 nChanged 63 Deleting Class 101 (76 points): Lose 378.895174 but Gain 994.188925 Iteration 184Q (188.545300 sec): 61 clusters Score: Raw -2161472.241394 + Penalty 52035.297858 = -2109436.943537 nChanged 107 Deleting Class 123 (76 points): Lose 783.432978 but Gain 1395.557699 Iteration 185Q (188.794272 sec): 60 clusters Score: Raw -2160870.004888 + Penalty 52067.275329 = -2108802.729559 nChanged 124 Deleting Class 4 (180 points): Lose 343.992430 but Gain 906.832200 Iteration 186F (190.329704 sec): 59 clusters Score: Raw -2160877.776188 + Penalty 49850.942498 = -2111026.833690 nChanged 241 Deleting Class 63 (143 points): Lose 530.581086 but Gain 1097.958630 Iteration 187Q (190.586153 sec): 58 clusters Score: Raw -2160609.430654 + Penalty 48815.633371 = -2111793.797283 nChanged 219 Deleting Class 75 (128 points): Lose 292.427632 but Gain 845.846451 Iteration 188Q (190.834676 sec): 57 clusters Score: Raw -2160603.385166 + Penalty 48012.608054 = -2112590.777112 nChanged 227 Deleting Class 34 (104 points): Lose 622.266600 but Gain 1166.858157 Iteration 189Q (191.080671 sec): 56 clusters Score: Raw -2160256.685267 + Penalty 46840.882787 = -2113415.802480 nChanged 210 Deleting Class 54 (16 points): Lose 44.185261 but Gain 583.191434 Iteration 190F (192.510020 sec): 55 clusters Score: Raw -2160611.993177 + Penalty 46295.464163 = -2114316.529014 nChanged 135 Deleting Class 41 (120 points): Lose 860.819473 but Gain 1359.017741 Iteration 191Q (192.752515 sec): 54 clusters Score: Raw -2159887.577433 + Penalty 44983.740160 = -2114903.837272 nChanged 199 Deleting Class 16 (52 points): Lose 107.154922 but Gain 583.148661 Iteration 192Q (192.995026 sec): 53 clusters Score: Raw -2160062.803950 + Penalty 44436.993830 = -2115625.810120 nChanged 143 Deleting Class 48 (274 points): Lose 909.283523 but Gain 1345.809446 Iteration 193Q (193.235093 sec): 52 clusters Score: Raw -2159288.956708 + Penalty 43234.016810 = -2116054.939898 nChanged 338 Deleting Class 56 (102 points): Lose 273.375993 but Gain 708.783339 Iteration 194Q (193.482886 sec): 51 clusters Score: Raw -2159536.047286 + Penalty 42609.454101 = -2116926.593185 nChanged 227 Deleting Class 23 (172 points): Lose 633.339054 but Gain 1021.316945 Iteration 195Q (193.724477 sec): 50 clusters Score: Raw -2159136.326337 + Penalty 41652.140328 = -2117484.186009 nChanged 279 Deleting Class 68 (74 points): Lose 239.438929 but Gain 567.173857 Iteration 196Q (193.959965 sec): 49 clusters Score: Raw -2159316.891829 + Penalty 41133.814502 = -2118183.077327 nChanged 224 Deleting Class 67 (241 points): Lose 1102.361235 but Gain 1409.719893 Iteration 197Q (194.193026 sec): 48 clusters Score: Raw -2158398.480532 + Penalty 39832.220796 = -2118566.259737 nChanged 366 Deleting Class 5 (267 points): Lose 680.500786 but Gain 951.952977 Iteration 198Q (194.428305 sec): 47 clusters Score: Raw -2158400.579686 + Penalty 39006.901576 = -2119393.678111 nChanged 410 Deleting Class 168 (106 points): Lose 432.669886 but Gain 605.133229 Iteration 199Q (194.658790 sec): 46 clusters Score: Raw -2158445.985002 + Penalty 38453.371439 = -2119992.613563 nChanged 258 Deleting Class 81 (267 points): Lose 828.413775 but Gain 1010.393847 Iteration 200F (195.834823 sec): 45 clusters Score: Raw -2157885.489536 + Penalty 37491.654954 = -2120393.834582 nChanged 387 Deleting Class 102 (377 points): Lose 1438.016546 but Gain 1561.774643 Iteration 201Q (196.062413 sec): 44 clusters Score: Raw -2156918.492894 + Penalty 36190.250297 = -2120728.242597 nChanged 521 Deleting Class 45 (191 points): Lose 712.166391 but Gain 819.804172 Iteration 202Q (196.290247 sec): 43 clusters Score: Raw -2157068.309952 + Penalty 35427.775766 = -2121640.534186 nChanged 381 Deleting Class 27 (357 points): Lose 560.996959 but Gain 600.484369 Iteration 203Q (196.513616 sec): 42 clusters Score: Raw -2156979.028189 + Penalty 34870.076445 = -2122108.951743 nChanged 523 Iteration 204Q (196.734053 sec): 42 clusters Score: Raw -2157458.242586 + Penalty 34910.688853 = -2122547.553733 nChanged 161 Iteration 205Q (196.947187 sec): 42 clusters Score: Raw -2157509.152371 + Penalty 34948.571274 = -2122560.581097 nChanged 127 Iteration 206Q (197.158555 sec): 42 clusters Score: Raw -2157548.411166 + Penalty 34979.534700 = -2122568.876467 nChanged 113 Iteration 207Q (197.369960 sec): 42 clusters Score: Raw -2157591.683009 + Penalty 35014.940546 = -2122576.742463 nChanged 93 Iteration 208Q (197.581320 sec): 42 clusters Score: Raw -2157643.612017 + Penalty 35052.284947 = -2122591.327071 nChanged 98 Iteration 209Q (197.792008 sec): 42 clusters Score: Raw -2157710.707406 + Penalty 35084.410332 = -2122626.297075 nChanged 86 Iteration 210F (198.868089 sec): 42 clusters Score: Raw -2157777.450395 + Penalty 35121.112303 = -2122656.338092 nChanged 91 Iteration 211Q (199.080862 sec): 42 clusters Score: Raw -2157854.812446 + Penalty 35148.178973 = -2122706.633473 nChanged 84 Iteration 212Q (199.294242 sec): 42 clusters Score: Raw -2157885.624775 + Penalty 35163.032448 = -2122722.592327 nChanged 77 Iteration 213Q (199.508860 sec): 42 clusters Score: Raw -2157902.992383 + Penalty 35171.706832 = -2122731.285551 nChanged 58 Iteration 214Q (199.721104 sec): 42 clusters Score: Raw -2157913.757201 + Penalty 35180.863546 = -2122732.893655 nChanged 42 Iteration 215Q (199.933255 sec): 42 clusters Score: Raw -2157919.511884 + Penalty 35186.350370 = -2122733.161515 nChanged 40 Iteration 216Q (200.144670 sec): 42 clusters Score: Raw -2157923.687727 + Penalty 35192.424308 = -2122731.263419 nChanged 32 Iteration 217F (201.222200 sec): 42 clusters Score: Raw -2157930.140263 + Penalty 35195.685862 = -2122734.454401 nChanged 31 Iteration 218Q (201.433735 sec): 42 clusters Score: Raw -2157935.051766 + Penalty 35203.551180 = -2122731.500586 nChanged 29 Writing temp clu file Memory request: 0.25 GB would take us to total of 0.50 GB. Compute initial score before splitting: Score: Raw -2157935.051766 + Penalty 35203.551180 = -2122731.500586Memory request: 0.04 GB would take us to total of 0.54 GB. Trying to split cluster 1 (8799 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (201.642859 sec): 2 clusters Score: Raw -366969.013650 + Penalty 75.304574 = -366893.709076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (201.659826 sec): 3 clusters Score: Raw -360988.562032 + Penalty 167.196347 = -360821.365685 nChanged 4294 SP:Iteration 1F (201.677049 sec): 3 clusters Score: Raw -365052.816703 + Penalty 171.237332 = -364881.579371 nChanged 723 SP:Iteration 2F (201.694609 sec): 3 clusters Score: Raw -365670.705898 + Penalty 175.058657 = -365495.647241 nChanged 493 SP:Iteration 3F (201.712274 sec): 3 clusters Score: Raw -366205.278443 + Penalty 179.906958 = -366025.371485 nChanged 357 SP:Iteration 4Q (201.730030 sec): 3 clusters Score: Raw -366609.455584 + Penalty 182.110862 = -366427.344722 nChanged 198 SP:Iteration 5Q (201.748377 sec): 3 clusters Score: Raw -366824.263489 + Penalty 179.832769 = -366644.430720 nChanged 94 SP:Iteration 6Q (201.766248 sec): 3 clusters Score: Raw -366923.454791 + Penalty 192.264855 = -366731.189937 nChanged 33 SP:Iteration 7Q (201.782204 sec): 3 clusters Score: Raw -366958.187008 + Penalty 200.941030 = -366757.245977 nChanged 5 SP:Iteration 8Q (201.794989 sec): 3 clusters Score: Raw -366968.191280 + Penalty 181.590544 = -366786.600736 nChanged 3 SP:Iteration 9Q (201.807454 sec): 3 clusters Score: Raw -366990.470957 + Penalty 174.827279 = -366815.643677 nChanged 2 SP:Iteration 10F (201.825112 sec): 3 clusters Score: Raw -366991.358712 + Penalty 174.827279 = -366816.531433 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 2 (976 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (201.834795 sec): 2 clusters Score: Raw -43665.175976 + Penalty 615.369556 = -43049.806420 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (201.836796 sec): 3 clusters Score: Raw -43215.265212 + Penalty 1232.888092 = -41982.377120 nChanged 350 SP:Iteration 1F (201.838764 sec): 3 clusters Score: Raw -43470.852713 + Penalty 1230.963741 = -42239.888972 nChanged 79 SP:Iteration 2F (201.840780 sec): 3 clusters Score: Raw -43530.214873 + Penalty 1228.829809 = -42301.385064 nChanged 55 SP:Iteration 3F (201.842808 sec): 3 clusters Score: Raw -43574.353949 + Penalty 1227.152882 = -42347.201067 nChanged 46 SP:Iteration 4Q (201.844774 sec): 3 clusters Score: Raw -43609.159618 + Penalty 1227.816834 = -42381.342784 nChanged 25 SP:Iteration 5Q (201.846738 sec): 3 clusters Score: Raw -43639.642894 + Penalty 1227.940610 = -42411.702285 nChanged 28 SP:Iteration 6Q (201.848701 sec): 3 clusters Score: Raw -43659.712667 + Penalty 1228.033410 = -42431.679258 nChanged 21 SP:Iteration 7Q (201.850662 sec): 3 clusters Score: Raw -43675.930349 + Penalty 1227.439994 = -42448.490355 nChanged 18 SP:Iteration 8Q (201.852627 sec): 3 clusters Score: Raw -43684.098883 + Penalty 1227.184994 = -42456.913889 nChanged 10 SP:Iteration 9Q (201.854630 sec): 3 clusters Score: Raw -43688.547885 + Penalty 1227.162730 = -42461.385155 nChanged 6 SP:Iteration 10F (201.856653 sec): 3 clusters Score: Raw -43690.295641 + Penalty 1227.449049 = -42462.846592 nChanged 4 SP:Iteration 11Q (201.858611 sec): 3 clusters Score: Raw -43692.621761 + Penalty 1227.598586 = -42465.023175 nChanged 3 SP:Iteration 12Q (201.860617 sec): 3 clusters Score: Raw -43693.175175 + Penalty 1227.800066 = -42465.375109 nChanged 1 SP:Iteration 13Q (201.862620 sec): 3 clusters Score: Raw -43693.353536 + Penalty 1227.800066 = -42465.553470 nChanged 0 SP:Iteration 14F (201.864602 sec): 3 clusters Score: Raw -43693.353536 + Penalty 1227.800066 = -42465.553470 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 3 (1209 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (201.871605 sec): 2 clusters Score: Raw -53206.497712 + Penalty 318.980002 = -52887.517710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (201.874035 sec): 3 clusters Score: Raw -52507.277901 + Penalty 639.713722 = -51867.564179 nChanged 497 SP:Iteration 1F (201.876441 sec): 3 clusters Score: Raw -52866.923107 + Penalty 641.093496 = -52225.829611 nChanged 152 SP:Iteration 2F (201.878807 sec): 3 clusters Score: Raw -53000.563442 + Penalty 644.224892 = -52356.338550 nChanged 105 SP:Iteration 3F (201.881169 sec): 3 clusters Score: Raw -53096.593650 + Penalty 646.456660 = -52450.136990 nChanged 66 SP:Iteration 4F (201.883537 sec): 3 clusters Score: Raw -53140.464669 + Penalty 646.690748 = -52493.773921 nChanged 31 SP:Iteration 5Q (201.885812 sec): 3 clusters Score: Raw -53152.096988 + Penalty 647.653086 = -52504.443903 nChanged 16 SP:Iteration 6Q (201.888080 sec): 3 clusters Score: Raw -53158.195789 + Penalty 648.655436 = -52509.540353 nChanged 9 SP:Iteration 7Q (201.890341 sec): 3 clusters Score: Raw -53159.393567 + Penalty 648.945793 = -52510.447774 nChanged 3 SP:Iteration 8Q (201.892603 sec): 3 clusters Score: Raw -53159.593403 + Penalty 649.149208 = -52510.444195 nChanged 1 SP:Iteration 9F (201.895009 sec): 3 clusters Score: Raw -53159.674139 + Penalty 649.434079 = -52510.240060 nChanged 2 SP:Iteration 10F (201.897428 sec): 3 clusters Score: Raw -53159.878598 + Penalty 649.776498 = -52510.102100 nChanged 2 SP:Iteration 11F (201.899841 sec): 3 clusters Score: Raw -53160.009939 + Penalty 650.028208 = -52509.981731 nChanged 1 SP:Iteration 12F (201.902206 sec): 3 clusters Score: Raw -53160.070224 + Penalty 650.028208 = -52510.042017 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 6 (595 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (201.908229 sec): 2 clusters Score: Raw -33853.886427 + Penalty 714.773686 = -33139.112741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (201.909535 sec): 3 clusters Score: Raw -33635.547579 + Penalty 1429.384565 = -32206.163015 nChanged 172 SP:Iteration 1F (201.910815 sec): 3 clusters Score: Raw -33780.501981 + Penalty 1427.450068 = -32353.051913 nChanged 53 SP:Iteration 2F (201.912096 sec): 3 clusters Score: Raw -33833.575511 + Penalty 1426.794165 = -32406.781346 nChanged 22 SP:Iteration 3Q (201.913358 sec): 3 clusters Score: Raw -33855.812878 + Penalty 1426.909632 = -32428.903246 nChanged 10 SP:Iteration 4Q (201.914614 sec): 3 clusters Score: Raw -33868.873742 + Penalty 1427.071620 = -32441.802122 nChanged 4 SP:Iteration 5Q (201.915865 sec): 3 clusters Score: Raw -33871.555023 + Penalty 1427.718274 = -32443.836749 nChanged 4 SP:Iteration 6Q (201.917122 sec): 3 clusters Score: Raw -33874.987017 + Penalty 1427.636255 = -32447.350762 nChanged 1 SP:Iteration 7Q (201.918385 sec): 3 clusters Score: Raw -33875.377898 + Penalty 1427.569692 = -32447.808206 nChanged 1 SP:Iteration 8Q (201.919630 sec): 3 clusters Score: Raw -33876.366136 + Penalty 1427.569692 = -32448.796444 nChanged 0 SP:Iteration 9F (201.920900 sec): 3 clusters Score: Raw -33876.366136 + Penalty 1427.569692 = -32448.796444 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 7 (556 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (201.923044 sec): 2 clusters Score: Raw -26520.972586 + Penalty 483.316214 = -26037.656371 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (201.924296 sec): 3 clusters Score: Raw -26233.421129 + Penalty 965.731719 = -25267.689410 nChanged 165 SP:Iteration 1F (201.925534 sec): 3 clusters Score: Raw -26331.348956 + Penalty 965.381936 = -25365.967020 nChanged 63 SP:Iteration 2F (201.926773 sec): 3 clusters Score: Raw -26374.064823 + Penalty 965.227208 = -25408.837615 nChanged 34 SP:Iteration 3F (201.927992 sec): 3 clusters Score: Raw -26398.751160 + Penalty 964.669085 = -25434.082076 nChanged 21 SP:Iteration 4Q (201.929206 sec): 3 clusters Score: Raw -26413.589709 + Penalty 964.835985 = -25448.753724 nChanged 18 SP:Iteration 5Q (201.930450 sec): 3 clusters Score: Raw -26424.213820 + Penalty 965.416572 = -25458.797249 nChanged 22 SP:Iteration 6Q (201.931677 sec): 3 clusters Score: Raw -26442.049615 + Penalty 966.632428 = -25475.417187 nChanged 19 SP:Iteration 7Q (201.932930 sec): 3 clusters Score: Raw -26455.870533 + Penalty 967.677497 = -25488.193036 nChanged 14 SP:Iteration 8Q (201.934146 sec): 3 clusters Score: Raw -26469.326196 + Penalty 968.691957 = -25500.634238 nChanged 11 SP:Iteration 9Q (201.935359 sec): 3 clusters Score: Raw -26477.731037 + Penalty 969.604879 = -25508.126158 nChanged 13 SP:Iteration 10F (201.936582 sec): 3 clusters Score: Raw -26485.590365 + Penalty 971.629786 = -25513.960578 nChanged 13 SP:Iteration 11Q (201.937788 sec): 3 clusters Score: Raw -26496.159607 + Penalty 974.909208 = -25521.250400 nChanged 13 SP:Iteration 12Q (201.938986 sec): 3 clusters Score: Raw -26509.286554 + Penalty 976.954566 = -25532.331988 nChanged 9 SP:Iteration 13Q (201.940180 sec): 3 clusters Score: Raw -26515.504283 + Penalty 978.764756 = -25536.739527 nChanged 6 SP:Iteration 14Q (201.941373 sec): 3 clusters Score: Raw -26517.779394 + Penalty 979.459689 = -25538.319705 nChanged 3 SP:Iteration 15Q (201.942554 sec): 3 clusters Score: Raw -26519.179720 + Penalty 980.040230 = -25539.139490 nChanged 2 SP:Iteration 16Q (201.943733 sec): 3 clusters Score: Raw -26519.445321 + Penalty 980.040230 = -25539.405091 nChanged 0 SP:Iteration 17F (201.944946 sec): 3 clusters Score: Raw -26519.445321 + Penalty 980.040230 = -25539.405091 nChanged 0 Memory request: 0.02 GB would take us to total of 0.51 GB. Trying to split cluster 8 (2887 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (201.959067 sec): 2 clusters Score: Raw -128814.993472 + Penalty 334.136238 = -128480.857234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (201.964698 sec): 3 clusters Score: Raw -127033.524589 + Penalty 674.011254 = -126359.513336 nChanged 1251 SP:Iteration 1F (201.970156 sec): 3 clusters Score: Raw -127903.190967 + Penalty 685.053080 = -127218.137887 nChanged 357 SP:Iteration 2F (201.975559 sec): 3 clusters Score: Raw -128235.057078 + Penalty 700.147674 = -127534.909404 nChanged 242 SP:Iteration 3F (201.980919 sec): 3 clusters Score: Raw -128486.124556 + Penalty 708.692898 = -127777.431658 nChanged 150 SP:Iteration 4F (201.986263 sec): 3 clusters Score: Raw -128577.320691 + Penalty 712.515856 = -127864.804835 nChanged 96 SP:Iteration 5Q (201.991319 sec): 3 clusters Score: Raw -128626.190549 + Penalty 714.637679 = -127911.552870 nChanged 60 SP:Iteration 6Q (201.996290 sec): 3 clusters Score: Raw -128654.439864 + Penalty 719.007713 = -127935.432151 nChanged 40 SP:Iteration 7Q (202.001433 sec): 3 clusters Score: Raw -128669.853632 + Penalty 721.772163 = -127948.081469 nChanged 29 SP:Iteration 8Q (202.006604 sec): 3 clusters Score: Raw -128678.730192 + Penalty 724.241806 = -127954.488387 nChanged 27 SP:Iteration 9Q (202.011838 sec): 3 clusters Score: Raw -128686.765046 + Penalty 725.086374 = -127961.678672 nChanged 17 SP:Iteration 10F (202.017273 sec): 3 clusters Score: Raw -128691.571771 + Penalty 725.844447 = -127965.727323 nChanged 15 SP:Iteration 11Q (202.022083 sec): 3 clusters Score: Raw -128696.844039 + Penalty 726.667402 = -127970.176636 nChanged 24 SP:Iteration 12Q (202.026866 sec): 3 clusters Score: Raw -128704.043760 + Penalty 729.422635 = -127974.621125 nChanged 17 SP:Iteration 13Q (202.031628 sec): 3 clusters Score: Raw -128707.871958 + Penalty 732.569398 = -127975.302560 nChanged 12 SP:Iteration 14Q (202.036371 sec): 3 clusters Score: Raw -128710.183765 + Penalty 734.699709 = -127975.484056 nChanged 12 SP:Iteration 15Q (202.041142 sec): 3 clusters Score: Raw -128711.520953 + Penalty 735.077098 = -127976.443855 nChanged 8 SP:Iteration 16Q (202.045994 sec): 3 clusters Score: Raw -128713.206271 + Penalty 737.130587 = -127976.075684 nChanged 8 SP:Iteration 17F (202.051303 sec): 3 clusters Score: Raw -128714.574641 + Penalty 737.394734 = -127977.179907 nChanged 4 SP:Iteration 18Q (202.056013 sec): 3 clusters Score: Raw -128715.460355 + Penalty 737.853777 = -127977.606577 nChanged 4 SP:Iteration 19Q (202.060718 sec): 3 clusters Score: Raw -128716.188585 + Penalty 738.290110 = -127977.898476 nChanged 6 SP:Iteration 20F (202.066115 sec): 3 clusters Score: Raw -128717.728479 + Penalty 738.724005 = -127979.004474 nChanged 13 SP:Iteration 21Q (202.070810 sec): 3 clusters Score: Raw -128722.521689 + Penalty 741.712855 = -127980.808833 nChanged 13 SP:Iteration 22Q (202.075493 sec): 3 clusters Score: Raw -128726.685516 + Penalty 742.544053 = -127984.141463 nChanged 17 SP:Iteration 23Q (202.080159 sec): 3 clusters Score: Raw -128731.484988 + Penalty 744.044164 = -127987.440824 nChanged 17 SP:Iteration 24Q (202.084808 sec): 3 clusters Score: Raw -128736.286194 + Penalty 745.043711 = -127991.242483 nChanged 18 SP:Iteration 25Q (202.089436 sec): 3 clusters Score: Raw -128740.814194 + Penalty 749.676340 = -127991.137854 nChanged 20 SP:Iteration 26F (202.094865 sec): 3 clusters Score: Raw -128747.000849 + Penalty 753.638979 = -127993.361870 nChanged 20 SP:Iteration 27Q (202.099516 sec): 3 clusters Score: Raw -128754.185913 + Penalty 758.320232 = -127995.865681 nChanged 22 SP:Iteration 28Q (202.104135 sec): 3 clusters Score: Raw -128762.500787 + Penalty 759.946211 = -128002.554576 nChanged 21 SP:Iteration 29Q (202.108703 sec): 3 clusters Score: Raw -128768.374551 + Penalty 761.990259 = -128006.384292 nChanged 10 SP:Iteration 30F (202.113955 sec): 3 clusters Score: Raw -128771.291628 + Penalty 766.043692 = -128005.247936 nChanged 16 SP:Iteration 31F (202.119280 sec): 3 clusters Score: Raw -128776.957795 + Penalty 763.734115 = -128013.223680 nChanged 16 SP:Iteration 32Q (202.123774 sec): 3 clusters Score: Raw -128782.820063 + Penalty 766.210149 = -128016.609914 nChanged 18 SP:Iteration 33Q (202.128228 sec): 3 clusters Score: Raw -128790.958514 + Penalty 770.561760 = -128020.396754 nChanged 24 SP:Iteration 34Q (202.132665 sec): 3 clusters Score: Raw -128802.696488 + Penalty 770.434317 = -128032.262171 nChanged 13 SP:Iteration 35Q (202.137059 sec): 3 clusters Score: Raw -128811.414541 + Penalty 774.713215 = -128036.701326 nChanged 16 SP:Iteration 36Q (202.141442 sec): 3 clusters Score: Raw -128819.533676 + Penalty 778.382230 = -128041.151447 nChanged 9 SP:Iteration 37Q (202.145850 sec): 3 clusters Score: Raw -128823.533214 + Penalty 781.805032 = -128041.728182 nChanged 11 SP:Iteration 38Q (202.150220 sec): 3 clusters Score: Raw -128828.767548 + Penalty 783.384474 = -128045.383074 nChanged 11 SP:Iteration 39Q (202.154570 sec): 3 clusters Score: Raw -128835.098357 + Penalty 785.844115 = -128049.254242 nChanged 7 SP:Iteration 40F (202.159781 sec): 3 clusters Score: Raw -128837.838105 + Penalty 787.975379 = -128049.862726 nChanged 4 SP:Iteration 41Q (202.164083 sec): 3 clusters Score: Raw -128838.813059 + Penalty 789.612577 = -128049.200481 nChanged 3 SP:Iteration 42F (202.169261 sec): 3 clusters Score: Raw -128839.792712 + Penalty 791.888630 = -128047.904082 nChanged 5 SP:Iteration 43F (202.174437 sec): 3 clusters Score: Raw -128841.902449 + Penalty 791.944903 = -128049.957546 nChanged 2 SP:Iteration 44Q (202.178706 sec): 3 clusters Score: Raw -128843.317855 + Penalty 792.653342 = -128050.664513 nChanged 2 SP:Iteration 45Q (202.182975 sec): 3 clusters Score: Raw -128844.290541 + Penalty 792.814842 = -128051.475699 nChanged 1 SP:Iteration 46Q (202.187232 sec): 3 clusters Score: Raw -128844.632443 + Penalty 794.095976 = -128050.536466 nChanged 1 SP:Iteration 47F (202.192407 sec): 3 clusters Score: Raw -128845.610386 + Penalty 793.594422 = -128052.015964 nChanged 2 SP:Iteration 48Q (202.196697 sec): 3 clusters Score: Raw -128846.351730 + Penalty 793.594422 = -128052.757308 nChanged 0 SP:Iteration 49F (202.201873 sec): 3 clusters Score: Raw -128846.351730 + Penalty 793.594422 = -128052.757308 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 9 (904 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (202.206999 sec): 2 clusters Score: Raw -44573.018454 + Penalty 309.137855 = -44263.880599 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (202.209029 sec): 3 clusters Score: Raw -44101.281834 + Penalty 619.070079 = -43482.211755 nChanged 347 SP:Iteration 1F (202.210913 sec): 3 clusters Score: Raw -44305.654114 + Penalty 619.969777 = -43685.684336 nChanged 76 SP:Iteration 2F (202.212807 sec): 3 clusters Score: Raw -44349.699081 + Penalty 620.079554 = -43729.619527 nChanged 65 SP:Iteration 3F (202.214661 sec): 3 clusters Score: Raw -44392.796517 + Penalty 619.464762 = -43773.331755 nChanged 57 SP:Iteration 4F (202.216573 sec): 3 clusters Score: Raw -44426.431767 + Penalty 620.735484 = -43805.696283 nChanged 46 SP:Iteration 5F (202.218486 sec): 3 clusters Score: Raw -44459.131618 + Penalty 623.022895 = -43836.108724 nChanged 36 SP:Iteration 6Q (202.220369 sec): 3 clusters Score: Raw -44485.903032 + Penalty 624.383315 = -43861.519717 nChanged 42 SP:Iteration 7Q (202.222258 sec): 3 clusters Score: Raw -44519.246146 + Penalty 631.775938 = -43887.470207 nChanged 41 SP:Iteration 8Q (202.224147 sec): 3 clusters Score: Raw -44565.556776 + Penalty 640.106855 = -43925.449922 nChanged 34 SP:Iteration 9Q (202.226036 sec): 3 clusters Score: Raw -44608.114857 + Penalty 645.141955 = -43962.972903 nChanged 41 SP:Iteration 10F (202.227929 sec): 3 clusters Score: Raw -44640.999336 + Penalty 647.720619 = -43993.278717 nChanged 21 SP:Iteration 11Q (202.229817 sec): 3 clusters Score: Raw -44658.334137 + Penalty 646.422705 = -44011.911432 nChanged 14 SP:Iteration 12Q (202.231707 sec): 3 clusters Score: Raw -44673.051091 + Penalty 647.553443 = -44025.497648 nChanged 16 SP:Iteration 13Q (202.233591 sec): 3 clusters Score: Raw -44681.334686 + Penalty 648.097113 = -44033.237574 nChanged 7 SP:Iteration 14Q (202.235472 sec): 3 clusters Score: Raw -44684.039391 + Penalty 646.854856 = -44037.184535 nChanged 8 SP:Iteration 15Q (202.237348 sec): 3 clusters Score: Raw -44686.971000 + Penalty 647.182697 = -44039.788303 nChanged 3 SP:Iteration 16Q (202.239223 sec): 3 clusters Score: Raw -44689.469938 + Penalty 646.466007 = -44043.003931 nChanged 3 SP:Iteration 17Q (202.241096 sec): 3 clusters Score: Raw -44691.213886 + Penalty 646.845027 = -44044.368858 nChanged 1 SP:Iteration 18Q (202.243009 sec): 3 clusters Score: Raw -44691.732598 + Penalty 646.845027 = -44044.887571 nChanged 0 SP:Iteration 19F (202.244950 sec): 3 clusters Score: Raw -44691.732598 + Penalty 646.845027 = -44044.887571 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 10 (858 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (202.248001 sec): 2 clusters Score: Raw -37855.255278 + Penalty 553.870784 = -37301.384493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (202.249789 sec): 3 clusters Score: Raw -37464.684415 + Penalty 1129.225061 = -36335.459355 nChanged 303 SP:Iteration 1F (202.251531 sec): 3 clusters Score: Raw -37744.282778 + Penalty 1159.189755 = -36585.093023 nChanged 113 SP:Iteration 2F (202.253253 sec): 3 clusters Score: Raw -37910.567648 + Penalty 1190.024977 = -36720.542670 nChanged 80 SP:Iteration 3F (202.255014 sec): 3 clusters Score: Raw -38002.135104 + Penalty 1205.237178 = -36796.897926 nChanged 29 SP:Iteration 4Q (202.256715 sec): 3 clusters Score: Raw -38034.609864 + Penalty 1214.780255 = -36819.829608 nChanged 15 SP:Iteration 5Q (202.258354 sec): 3 clusters Score: Raw -38048.618908 + Penalty 1217.080624 = -36831.538285 nChanged 6 SP:Iteration 6Q (202.260006 sec): 3 clusters Score: Raw -38055.763385 + Penalty 1219.728527 = -36836.034859 nChanged 3 SP:Iteration 7Q (202.261659 sec): 3 clusters Score: Raw -38059.135406 + Penalty 1220.922541 = -36838.212865 nChanged 3 SP:Iteration 8Q (202.263307 sec): 3 clusters Score: Raw -38063.868172 + Penalty 1223.227133 = -36840.641039 nChanged 5 SP:Iteration 9Q (202.264974 sec): 3 clusters Score: Raw -38069.058044 + Penalty 1224.160526 = -36844.897519 nChanged 2 SP:Iteration 10F (202.266702 sec): 3 clusters Score: Raw -38070.935237 + Penalty 1225.039273 = -36845.895964 nChanged 1 SP:Iteration 11Q (202.268341 sec): 3 clusters Score: Raw -38071.586811 + Penalty 1225.329835 = -36846.256976 nChanged 1 SP:Iteration 12Q (202.269956 sec): 3 clusters Score: Raw -38072.018763 + Penalty 1226.133930 = -36845.884834 nChanged 1 SP:Iteration 13F (202.271656 sec): 3 clusters Score: Raw -38072.443247 + Penalty 1226.897957 = -36845.545290 nChanged 1 SP:Iteration 14F (202.273354 sec): 3 clusters Score: Raw -38072.853088 + Penalty 1226.438951 = -36846.414137 nChanged 1 SP:Iteration 15Q (202.275020 sec): 3 clusters Score: Raw -38073.246700 + Penalty 1226.438951 = -36846.807748 nChanged 0 SP:Iteration 16F (202.276748 sec): 3 clusters Score: Raw -38073.246700 + Penalty 1226.438951 = -36846.807748 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 11 (283 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (202.278647 sec): 2 clusters Score: Raw -13304.111127 + Penalty 532.466168 = -12771.644958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (202.279394 sec): 3 clusters Score: Raw -13251.593458 + Penalty 1065.181994 = -12186.411464 nChanged 70 SP:Iteration 1F (202.280124 sec): 3 clusters Score: Raw -13333.906956 + Penalty 1073.527749 = -12260.379207 nChanged 20 SP:Iteration 2F (202.280856 sec): 3 clusters Score: Raw -13370.348118 + Penalty 1086.865669 = -12283.482449 nChanged 18 SP:Iteration 3F (202.281595 sec): 3 clusters Score: Raw -13405.134818 + Penalty 1096.854665 = -12308.280153 nChanged 7 SP:Iteration 4Q (202.282305 sec): 3 clusters Score: Raw -13415.792096 + Penalty 1104.160443 = -12311.631653 nChanged 5 SP:Iteration 5Q (202.283009 sec): 3 clusters Score: Raw -13423.240160 + Penalty 1105.790646 = -12317.449514 nChanged 4 SP:Iteration 6Q (202.283707 sec): 3 clusters Score: Raw -13434.143194 + Penalty 1105.530526 = -12328.612668 nChanged 6 SP:Iteration 7Q (202.284397 sec): 3 clusters Score: Raw -13455.836271 + Penalty 1105.713477 = -12350.122795 nChanged 7 SP:Iteration 8Q (202.285084 sec): 3 clusters Score: Raw -13481.809367 + Penalty 1106.991088 = -12374.818279 nChanged 5 SP:Iteration 9Q (202.285761 sec): 3 clusters Score: Raw -13497.818611 + Penalty 1113.160983 = -12384.657628 nChanged 5 SP:Iteration 10F (202.286497 sec): 3 clusters Score: Raw -13518.663195 + Penalty 1122.471109 = -12396.192086 nChanged 6 SP:Iteration 11Q (202.287164 sec): 3 clusters Score: Raw -13539.932404 + Penalty 1124.002396 = -12415.930008 nChanged 3 SP:Iteration 12Q (202.287826 sec): 3 clusters Score: Raw -13550.445530 + Penalty 1127.565037 = -12422.880494 nChanged 2 SP:Iteration 13Q (202.288486 sec): 3 clusters Score: Raw -13560.827327 + Penalty 1128.563111 = -12432.264217 nChanged 1 SP:Iteration 14Q (202.289142 sec): 3 clusters Score: Raw -13562.479196 + Penalty 1130.249546 = -12432.229650 nChanged 1 SP:Iteration 15F (202.289879 sec): 3 clusters Score: Raw -13567.610080 + Penalty 1130.249546 = -12437.360534 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 12 (332 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (202.292379 sec): 2 clusters Score: Raw -13553.531784 + Penalty 593.372760 = -12960.159024 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (202.293212 sec): 3 clusters Score: Raw -13451.745210 + Penalty 1184.303662 = -12267.441548 nChanged 75 SP:Iteration 1F (202.294028 sec): 3 clusters Score: Raw -13539.392605 + Penalty 1183.724196 = -12355.668409 nChanged 26 SP:Iteration 2F (202.294858 sec): 3 clusters Score: Raw -13576.605062 + Penalty 1187.496109 = -12389.108954 nChanged 12 SP:Iteration 3Q (202.295652 sec): 3 clusters Score: Raw -13595.806805 + Penalty 1187.480424 = -12408.326381 nChanged 7 SP:Iteration 4Q (202.296442 sec): 3 clusters Score: Raw -13610.829509 + Penalty 1187.701428 = -12423.128081 nChanged 7 SP:Iteration 5Q (202.297224 sec): 3 clusters Score: Raw -13623.000732 + Penalty 1189.696523 = -12433.304208 nChanged 3 SP:Iteration 6Q (202.297994 sec): 3 clusters Score: Raw -13628.755393 + Penalty 1192.329041 = -12436.426352 nChanged 4 SP:Iteration 7Q (202.298791 sec): 3 clusters Score: Raw -13635.577863 + Penalty 1194.377513 = -12441.200350 nChanged 5 SP:Iteration 8Q (202.299557 sec): 3 clusters Score: Raw -13642.371181 + Penalty 1194.653498 = -12447.717683 nChanged 4 SP:Iteration 9Q (202.300319 sec): 3 clusters Score: Raw -13645.940411 + Penalty 1195.338899 = -12450.601512 nChanged 2 SP:Iteration 10F (202.301124 sec): 3 clusters Score: Raw -13650.287419 + Penalty 1195.669388 = -12454.618031 nChanged 3 SP:Iteration 11Q (202.301885 sec): 3 clusters Score: Raw -13654.935180 + Penalty 1195.004763 = -12459.930417 nChanged 1 SP:Iteration 12Q (202.302638 sec): 3 clusters Score: Raw -13656.827376 + Penalty 1195.004763 = -12461.822613 nChanged 0 SP:Iteration 13F (202.303444 sec): 3 clusters Score: Raw -13656.827376 + Penalty 1195.004763 = -12461.822613 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 13 (348 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (202.305682 sec): 2 clusters Score: Raw -14902.189550 + Penalty 285.401059 = -14616.788491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (202.306545 sec): 3 clusters Score: Raw -14748.711367 + Penalty 561.700514 = -14187.010853 nChanged 109 SP:Iteration 1F (202.307402 sec): 3 clusters Score: Raw -14861.043151 + Penalty 554.823526 = -14306.219624 nChanged 35 SP:Iteration 2F (202.308258 sec): 3 clusters Score: Raw -14912.120763 + Penalty 554.824410 = -14357.296354 nChanged 24 SP:Iteration 3F (202.309116 sec): 3 clusters Score: Raw -14941.892149 + Penalty 561.271276 = -14380.620873 nChanged 15 SP:Iteration 4Q (202.309937 sec): 3 clusters Score: Raw -14959.977715 + Penalty 566.410223 = -14393.567491 nChanged 10 SP:Iteration 5Q (202.310753 sec): 3 clusters Score: Raw -14968.656668 + Penalty 568.848178 = -14399.808490 nChanged 5 SP:Iteration 6Q (202.311566 sec): 3 clusters Score: Raw -14975.247174 + Penalty 570.302525 = -14404.944650 nChanged 5 SP:Iteration 7Q (202.312373 sec): 3 clusters Score: Raw -14978.731695 + Penalty 571.823315 = -14406.908380 nChanged 3 SP:Iteration 8Q (202.313175 sec): 3 clusters Score: Raw -14980.815837 + Penalty 573.447624 = -14407.368213 nChanged 3 SP:Iteration 9Q (202.313976 sec): 3 clusters Score: Raw -14983.373803 + Penalty 577.171475 = -14406.202327 nChanged 7 SP:Iteration 10F (202.314817 sec): 3 clusters Score: Raw -14987.940332 + Penalty 579.006402 = -14408.933929 nChanged 3 SP:Iteration 11Q (202.315613 sec): 3 clusters Score: Raw -14989.421927 + Penalty 582.071289 = -14407.350638 nChanged 5 SP:Iteration 12F (202.316452 sec): 3 clusters Score: Raw -14991.780070 + Penalty 582.773778 = -14409.006292 nChanged 1 SP:Iteration 13Q (202.317244 sec): 3 clusters Score: Raw -14992.433686 + Penalty 583.920079 = -14408.513606 nChanged 2 SP:Iteration 14F (202.318081 sec): 3 clusters Score: Raw -14993.165896 + Penalty 584.612328 = -14408.553567 nChanged 1 SP:Iteration 15Q (202.318869 sec): 3 clusters Score: Raw -14993.668934 + Penalty 586.118999 = -14407.549936 nChanged 2 SP:Iteration 16F (202.319707 sec): 3 clusters Score: Raw -14993.980133 + Penalty 586.118999 = -14407.861135 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 14 (598 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (202.322020 sec): 2 clusters Score: Raw -28792.110614 + Penalty 721.884417 = -28070.226197 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (202.323349 sec): 3 clusters Score: Raw -28587.143336 + Penalty 1448.230223 = -27138.913113 nChanged 173 SP:Iteration 1F (202.324664 sec): 3 clusters Score: Raw -28771.916988 + Penalty 1461.204228 = -27310.712760 nChanged 71 SP:Iteration 2F (202.325988 sec): 3 clusters Score: Raw -28944.132715 + Penalty 1473.560304 = -27470.572412 nChanged 45 SP:Iteration 3F (202.327313 sec): 3 clusters Score: Raw -29131.132549 + Penalty 1469.449946 = -27661.682603 nChanged 26 SP:Iteration 4Q (202.328573 sec): 3 clusters Score: Raw -29217.934998 + Penalty 1459.407291 = -27758.527707 nChanged 29 SP:Iteration 5Q (202.329829 sec): 3 clusters Score: Raw -29261.195109 + Penalty 1448.563147 = -27812.631962 nChanged 25 SP:Iteration 6Q (202.331039 sec): 3 clusters Score: Raw -29298.525745 + Penalty 1438.338370 = -27860.187375 nChanged 23 SP:Iteration 7Q (202.332244 sec): 3 clusters Score: Raw -29338.161051 + Penalty 1426.005855 = -27912.155196 nChanged 25 SP:Iteration 8Q (202.333427 sec): 3 clusters Score: Raw -29391.863485 + Penalty 1417.438762 = -27974.424723 nChanged 17 SP:Iteration 9Q (202.334595 sec): 3 clusters Score: Raw -29443.123415 + Penalty 1406.709321 = -28036.414094 nChanged 22 SP:Iteration 10F (202.335864 sec): 3 clusters Score: Raw -29487.587677 + Penalty 1400.609624 = -28086.978053 nChanged 12 SP:Iteration 11Q (202.337070 sec): 3 clusters Score: Raw -29523.079606 + Penalty 1390.632488 = -28132.447118 nChanged 15 SP:Iteration 12Q (202.338202 sec): 3 clusters Score: Raw -29563.632497 + Penalty 1387.373651 = -28176.258846 nChanged 5 SP:Iteration 13Q (202.339304 sec): 3 clusters Score: Raw -29573.344201 + Penalty 1385.570389 = -28187.773812 nChanged 2 SP:Iteration 14Q (202.340401 sec): 3 clusters Score: Raw -29575.864108 + Penalty 1383.852757 = -28192.011352 nChanged 2 SP:Iteration 15Q (202.341496 sec): 3 clusters Score: Raw -29584.564057 + Penalty 1381.433774 = -28203.130283 nChanged 2 SP:Iteration 16Q (202.342604 sec): 3 clusters Score: Raw -29588.909448 + Penalty 1380.877389 = -28208.032059 nChanged 1 SP:Iteration 17Q (202.343689 sec): 3 clusters Score: Raw -29592.250213 + Penalty 1378.823117 = -28213.427096 nChanged 3 SP:Iteration 18Q (202.344773 sec): 3 clusters Score: Raw -29596.640836 + Penalty 1377.144382 = -28219.496454 nChanged 3 SP:Iteration 19Q (202.345851 sec): 3 clusters Score: Raw -29602.448077 + Penalty 1375.980767 = -28226.467310 nChanged 3 SP:Iteration 20F (202.347127 sec): 3 clusters Score: Raw -29610.406562 + Penalty 1373.263819 = -28237.142743 nChanged 3 SP:Iteration 21Q (202.348200 sec): 3 clusters Score: Raw -29617.212580 + Penalty 1372.293319 = -28244.919261 nChanged 1 SP:Iteration 22Q (202.349270 sec): 3 clusters Score: Raw -29619.490244 + Penalty 1371.874193 = -28247.616051 nChanged 1 SP:Iteration 23Q (202.350338 sec): 3 clusters Score: Raw -29620.514297 + Penalty 1371.071463 = -28249.442833 nChanged 1 SP:Iteration 24Q (202.351408 sec): 3 clusters Score: Raw -29621.541949 + Penalty 1371.071463 = -28250.470485 nChanged 0 SP:Iteration 25F (202.352681 sec): 3 clusters Score: Raw -29621.541949 + Penalty 1371.071463 = -28250.470485 nChanged 0 Score: Raw -2189397.870758 + Penalty 36310.696497 = -2153087.174261 Splitting cluster 14 changes total score from -2122731.500586 to -2153087.174261 So it's getting split into cluster 4. Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 15 (353 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (203.481811 sec): 2 clusters Score: Raw -14351.159167 + Penalty 717.927513 = -13633.231654 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (203.482679 sec): 3 clusters Score: Raw -14295.141060 + Penalty 1434.152387 = -12860.988673 nChanged 74 SP:Iteration 1F (203.483530 sec): 3 clusters Score: Raw -14396.450908 + Penalty 1435.750842 = -12960.700066 nChanged 30 SP:Iteration 2F (203.484378 sec): 3 clusters Score: Raw -14462.786972 + Penalty 1435.707930 = -13027.079042 nChanged 14 SP:Iteration 3Q (203.485192 sec): 3 clusters Score: Raw -14485.091794 + Penalty 1436.026811 = -13049.064983 nChanged 5 SP:Iteration 4Q (203.485973 sec): 3 clusters Score: Raw -14492.014860 + Penalty 1435.672224 = -13056.342636 nChanged 5 SP:Iteration 5Q (203.486751 sec): 3 clusters Score: Raw -14500.898987 + Penalty 1436.039269 = -13064.859718 nChanged 3 SP:Iteration 6Q (203.487528 sec): 3 clusters Score: Raw -14507.655566 + Penalty 1436.039269 = -13071.616297 nChanged 0 SP:Iteration 7F (203.488340 sec): 3 clusters Score: Raw -14507.655566 + Penalty 1436.039269 = -13071.616297 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 17 (1215 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (203.494069 sec): 2 clusters Score: Raw -56979.121065 + Penalty 288.020256 = -56691.100809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (203.496384 sec): 3 clusters Score: Raw -56282.896838 + Penalty 568.733069 = -55714.163769 nChanged 501 SP:Iteration 1F (203.498662 sec): 3 clusters Score: Raw -56627.381581 + Penalty 559.939530 = -56067.442050 nChanged 128 SP:Iteration 2F (203.500937 sec): 3 clusters Score: Raw -56733.732236 + Penalty 553.606981 = -56180.125255 nChanged 70 SP:Iteration 3F (203.503216 sec): 3 clusters Score: Raw -56801.370169 + Penalty 552.114710 = -56249.255458 nChanged 63 SP:Iteration 4F (203.505493 sec): 3 clusters Score: Raw -56851.505149 + Penalty 554.592128 = -56296.913021 nChanged 52 SP:Iteration 5Q (203.507721 sec): 3 clusters Score: Raw -56895.471813 + Penalty 562.258049 = -56333.213764 nChanged 56 SP:Iteration 6Q (203.509944 sec): 3 clusters Score: Raw -56942.310594 + Penalty 569.005959 = -56373.304635 nChanged 47 SP:Iteration 7Q (203.512167 sec): 3 clusters Score: Raw -56974.629814 + Penalty 575.663264 = -56398.966550 nChanged 37 SP:Iteration 8Q (203.514381 sec): 3 clusters Score: Raw -57000.778410 + Penalty 582.673029 = -56418.105380 nChanged 33 SP:Iteration 9Q (203.516590 sec): 3 clusters Score: Raw -57025.975712 + Penalty 587.562903 = -56438.412809 nChanged 26 SP:Iteration 10F (203.518863 sec): 3 clusters Score: Raw -57042.231962 + Penalty 590.880309 = -56451.351653 nChanged 15 SP:Iteration 11Q (203.521079 sec): 3 clusters Score: Raw -57048.941448 + Penalty 593.109971 = -56455.831477 nChanged 9 SP:Iteration 12Q (203.523285 sec): 3 clusters Score: Raw -57055.346034 + Penalty 595.727439 = -56459.618595 nChanged 12 SP:Iteration 13Q (203.525483 sec): 3 clusters Score: Raw -57058.785191 + Penalty 597.929156 = -56460.856035 nChanged 10 SP:Iteration 14Q (203.527674 sec): 3 clusters Score: Raw -57061.633641 + Penalty 599.498787 = -56462.134855 nChanged 7 SP:Iteration 15Q (203.529863 sec): 3 clusters Score: Raw -57063.236682 + Penalty 599.723146 = -56463.513536 nChanged 1 SP:Iteration 16Q (203.532050 sec): 3 clusters Score: Raw -57063.388031 + Penalty 599.723146 = -56463.664885 nChanged 0 SP:Iteration 17F (203.534400 sec): 3 clusters Score: Raw -57063.388031 + Penalty 599.723146 = -56463.664885 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 18 (340 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (203.536429 sec): 2 clusters Score: Raw -16034.235528 + Penalty 129.905051 = -15904.330476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (203.537242 sec): 3 clusters Score: Raw -15848.717112 + Penalty 259.896555 = -15588.820557 nChanged 130 SP:Iteration 1F (203.538039 sec): 3 clusters Score: Raw -15927.343612 + Penalty 257.786381 = -15669.557232 nChanged 37 SP:Iteration 2F (203.538829 sec): 3 clusters Score: Raw -15959.238879 + Penalty 257.380822 = -15701.858057 nChanged 19 SP:Iteration 3F (203.539616 sec): 3 clusters Score: Raw -15968.296627 + Penalty 256.712198 = -15711.584430 nChanged 13 SP:Iteration 4Q (203.540377 sec): 3 clusters Score: Raw -15973.847665 + Penalty 256.523589 = -15717.324076 nChanged 7 SP:Iteration 5Q (203.541142 sec): 3 clusters Score: Raw -15977.270722 + Penalty 256.636429 = -15720.634293 nChanged 3 SP:Iteration 6Q (203.541901 sec): 3 clusters Score: Raw -15977.837171 + Penalty 256.994868 = -15720.842303 nChanged 3 SP:Iteration 7Q (203.542653 sec): 3 clusters Score: Raw -15979.511740 + Penalty 257.116005 = -15722.395735 nChanged 1 SP:Iteration 8Q (203.543407 sec): 3 clusters Score: Raw -15979.661651 + Penalty 257.116005 = -15722.545646 nChanged 0 SP:Iteration 9F (203.544173 sec): 3 clusters Score: Raw -15979.661651 + Penalty 257.116005 = -15722.545646 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 19 (153 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (203.545526 sec): 2 clusters Score: Raw -6103.431532 + Penalty 371.613399 = -5731.818133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (203.546008 sec): 3 clusters Score: Raw -6135.922464 + Penalty 742.233062 = -5393.689402 nChanged 28 SP:Iteration 1F (203.546482 sec): 3 clusters Score: Raw -6195.243460 + Penalty 735.118351 = -5460.125109 nChanged 8 SP:Iteration 2F (203.546955 sec): 3 clusters Score: Raw -6219.017639 + Penalty 732.671322 = -5486.346318 nChanged 5 SP:Iteration 3Q (203.547412 sec): 3 clusters Score: Raw -6237.681539 + Penalty 732.201140 = -5505.480399 nChanged 3 SP:Iteration 4Q (203.547861 sec): 3 clusters Score: Raw -6247.245699 + Penalty 732.743009 = -5514.502690 nChanged 2 SP:Iteration 5Q (203.548309 sec): 3 clusters Score: Raw -6267.383446 + Penalty 732.952375 = -5534.431071 nChanged 4 SP:Iteration 6Q (203.548753 sec): 3 clusters Score: Raw -6310.719084 + Penalty 731.489362 = -5579.229722 nChanged 3 SP:Iteration 7Q (203.549193 sec): 3 clusters Score: Raw -6319.987442 + Penalty 731.489362 = -5588.498080 nChanged 0 SP:Iteration 8F (203.549665 sec): 3 clusters Score: Raw -6319.987442 + Penalty 731.489362 = -5588.498080 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 21 (495 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (203.551929 sec): 2 clusters Score: Raw -17194.359162 + Penalty 830.509118 = -16363.850044 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (203.553007 sec): 3 clusters Score: Raw -17057.504953 + Penalty 1662.055411 = -15395.449542 nChanged 123 SP:Iteration 1F (203.554068 sec): 3 clusters Score: Raw -17249.022842 + Penalty 1661.707848 = -15587.314994 nChanged 37 SP:Iteration 2F (203.555127 sec): 3 clusters Score: Raw -17314.578500 + Penalty 1661.519000 = -15653.059500 nChanged 17 SP:Iteration 3Q (203.556149 sec): 3 clusters Score: Raw -17346.387929 + Penalty 1661.215134 = -15685.172795 nChanged 12 SP:Iteration 4Q (203.557163 sec): 3 clusters Score: Raw -17367.846919 + Penalty 1661.130978 = -15706.715941 nChanged 8 SP:Iteration 5Q (203.558173 sec): 3 clusters Score: Raw -17381.773237 + Penalty 1661.198503 = -15720.574735 nChanged 5 SP:Iteration 6Q (203.559201 sec): 3 clusters Score: Raw -17386.640281 + Penalty 1660.983459 = -15725.656821 nChanged 5 SP:Iteration 7Q (203.560209 sec): 3 clusters Score: Raw -17393.005049 + Penalty 1660.916138 = -15732.088911 nChanged 1 SP:Iteration 8Q (203.561215 sec): 3 clusters Score: Raw -17395.550213 + Penalty 1660.806816 = -15734.743397 nChanged 2 SP:Iteration 9Q (203.562223 sec): 3 clusters Score: Raw -17396.223859 + Penalty 1660.806816 = -15735.417043 nChanged 0 SP:Iteration 10F (203.563280 sec): 3 clusters Score: Raw -17396.223859 + Penalty 1660.806816 = -15735.417043 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 22 (331 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (203.565105 sec): 2 clusters Score: Raw -17216.635846 + Penalty 404.061422 = -16812.574424 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (203.565896 sec): 3 clusters Score: Raw -17049.238056 + Penalty 807.755184 = -16241.482871 nChanged 102 SP:Iteration 1F (203.566670 sec): 3 clusters Score: Raw -17127.714305 + Penalty 807.833876 = -16319.880429 nChanged 37 SP:Iteration 2F (203.567445 sec): 3 clusters Score: Raw -17158.924703 + Penalty 808.048699 = -16350.876005 nChanged 23 SP:Iteration 3F (203.568220 sec): 3 clusters Score: Raw -17179.879007 + Penalty 808.104512 = -16371.774495 nChanged 13 SP:Iteration 4Q (203.568987 sec): 3 clusters Score: Raw -17190.841558 + Penalty 808.078320 = -16382.763238 nChanged 12 SP:Iteration 5Q (203.569749 sec): 3 clusters Score: Raw -17199.238409 + Penalty 808.008672 = -16391.229737 nChanged 9 SP:Iteration 6Q (203.570509 sec): 3 clusters Score: Raw -17204.552408 + Penalty 808.043089 = -16396.509319 nChanged 5 SP:Iteration 7Q (203.571268 sec): 3 clusters Score: Raw -17208.746705 + Penalty 807.885931 = -16400.860774 nChanged 6 SP:Iteration 8Q (203.572063 sec): 3 clusters Score: Raw -17216.393053 + Penalty 807.664884 = -16408.728168 nChanged 10 SP:Iteration 9Q (203.572822 sec): 3 clusters Score: Raw -17228.724549 + Penalty 807.221056 = -16421.503493 nChanged 10 SP:Iteration 10F (203.573597 sec): 3 clusters Score: Raw -17236.434578 + Penalty 807.580006 = -16428.854572 nChanged 5 SP:Iteration 11Q (203.574354 sec): 3 clusters Score: Raw -17238.113023 + Penalty 807.595715 = -16430.517308 nChanged 2 SP:Iteration 12Q (203.575108 sec): 3 clusters Score: Raw -17238.214534 + Penalty 807.595715 = -16430.618819 nChanged 0 SP:Iteration 13F (203.575880 sec): 3 clusters Score: Raw -17238.214534 + Penalty 807.595715 = -16430.618819 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 25 (227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (203.577361 sec): 2 clusters Score: Raw -11098.366047 + Penalty 294.999684 = -10803.366364 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (203.577968 sec): 3 clusters Score: Raw -10999.449120 + Penalty 589.332119 = -10410.117001 nChanged 64 SP:Iteration 1F (203.578567 sec): 3 clusters Score: Raw -11053.146977 + Penalty 589.329004 = -10463.817973 nChanged 16 SP:Iteration 2F (203.579166 sec): 3 clusters Score: Raw -11068.618436 + Penalty 588.894354 = -10479.724082 nChanged 8 SP:Iteration 3Q (203.579811 sec): 3 clusters Score: Raw -11072.948097 + Penalty 588.816241 = -10484.131856 nChanged 4 SP:Iteration 4Q (203.580449 sec): 3 clusters Score: Raw -11077.239313 + Penalty 590.117714 = -10487.121599 nChanged 5 SP:Iteration 5Q (203.581150 sec): 3 clusters Score: Raw -11080.951183 + Penalty 589.711143 = -10491.240041 nChanged 2 SP:Iteration 6Q (203.581871 sec): 3 clusters Score: Raw -11082.176537 + Penalty 590.002449 = -10492.174087 nChanged 1 SP:Iteration 7Q (203.582535 sec): 3 clusters Score: Raw -11082.359196 + Penalty 590.430308 = -10491.928888 nChanged 1 SP:Iteration 8F (203.583211 sec): 3 clusters Score: Raw -11082.625688 + Penalty 591.022351 = -10491.603337 nChanged 1 SP:Iteration 9F (203.583870 sec): 3 clusters Score: Raw -11083.104758 + Penalty 592.013471 = -10491.091287 nChanged 2 SP:Iteration 10F (203.584509 sec): 3 clusters Score: Raw -11084.670087 + Penalty 592.738787 = -10491.931300 nChanged 1 SP:Iteration 11Q (203.585116 sec): 3 clusters Score: Raw -11084.932120 + Penalty 595.231545 = -10489.700574 nChanged 3 SP:Iteration 12F (203.585730 sec): 3 clusters Score: Raw -11087.149902 + Penalty 598.303129 = -10488.846773 nChanged 5 SP:Iteration 13F (203.586345 sec): 3 clusters Score: Raw -11089.732435 + Penalty 603.874723 = -10485.857712 nChanged 6 SP:Iteration 14F (203.586959 sec): 3 clusters Score: Raw -11093.441794 + Penalty 613.337793 = -10480.104001 nChanged 7 SP:Iteration 15F (203.587573 sec): 3 clusters Score: Raw -11101.599808 + Penalty 616.954769 = -10484.645040 nChanged 4 SP:Iteration 16Q (203.588179 sec): 3 clusters Score: Raw -11103.579736 + Penalty 621.752481 = -10481.827255 nChanged 3 SP:Iteration 17F (203.588799 sec): 3 clusters Score: Raw -11104.070946 + Penalty 621.752481 = -10482.318465 nChanged 0 Memory request: 0.09 GB would take us to total of 0.59 GB. Trying to split cluster 26 (20157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (203.680809 sec): 2 clusters Score: Raw -830126.742660 + Penalty 254.315696 = -829872.426965 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (203.718562 sec): 3 clusters Score: Raw -816581.289259 + Penalty 532.653513 = -816048.635746 nChanged 9632 SP:Iteration 1F (203.755746 sec): 3 clusters Score: Raw -822562.780221 + Penalty 565.322876 = -821997.457344 nChanged 2808 SP:Iteration 2F (203.792858 sec): 3 clusters Score: Raw -824605.333809 + Penalty 585.902377 = -824019.431431 nChanged 1795 SP:Iteration 3F (203.829730 sec): 3 clusters Score: Raw -826098.663541 + Penalty 593.163955 = -825505.499585 nChanged 1331 SP:Iteration 4F (203.867004 sec): 3 clusters Score: Raw -827468.573021 + Penalty 592.534502 = -826876.038519 nChanged 876 SP:Iteration 5Q (203.905435 sec): 3 clusters Score: Raw -828812.810798 + Penalty 578.199725 = -828234.611072 nChanged 301 SP:Iteration 6Q (203.938384 sec): 3 clusters Score: Raw -829515.379039 + Penalty 562.322721 = -828953.056319 nChanged 160 SP:Iteration 7Q (203.969411 sec): 3 clusters Score: Raw -829611.531391 + Penalty 553.949782 = -829057.581609 nChanged 107 SP:Iteration 8Q (204.000316 sec): 3 clusters Score: Raw -829642.663204 + Penalty 547.155768 = -829095.507435 nChanged 75 SP:Iteration 9Q (204.031209 sec): 3 clusters Score: Raw -829659.212396 + Penalty 541.895873 = -829117.316524 nChanged 64 SP:Iteration 10F (204.068423 sec): 3 clusters Score: Raw -829672.820407 + Penalty 538.620574 = -829134.199833 nChanged 61 SP:Iteration 11Q (204.099056 sec): 3 clusters Score: Raw -829684.129727 + Penalty 536.361419 = -829147.768308 nChanged 59 SP:Iteration 12Q (204.129506 sec): 3 clusters Score: Raw -829694.081539 + Penalty 534.404769 = -829159.676770 nChanged 60 SP:Iteration 13Q (204.160153 sec): 3 clusters Score: Raw -829704.017267 + Penalty 534.238098 = -829169.779169 nChanged 47 SP:Iteration 14Q (204.190631 sec): 3 clusters Score: Raw -829711.616220 + Penalty 533.237883 = -829178.378337 nChanged 38 SP:Iteration 15Q (204.221153 sec): 3 clusters Score: Raw -829717.067400 + Penalty 532.222934 = -829184.844466 nChanged 37 SP:Iteration 16Q (204.251558 sec): 3 clusters Score: Raw -829721.593021 + Penalty 528.742005 = -829192.851015 nChanged 43 SP:Iteration 17Q (204.282372 sec): 3 clusters Score: Raw -829727.949935 + Penalty 526.395395 = -829201.554541 nChanged 45 SP:Iteration 18Q (204.312717 sec): 3 clusters Score: Raw -829734.790508 + Penalty 524.602765 = -829210.187743 nChanged 48 SP:Iteration 19Q (204.342966 sec): 3 clusters Score: Raw -829741.569626 + Penalty 525.082466 = -829216.487160 nChanged 52 SP:Iteration 20F (204.379786 sec): 3 clusters Score: Raw -829749.464367 + Penalty 526.103482 = -829223.360885 nChanged 57 SP:Iteration 21Q (204.410218 sec): 3 clusters Score: Raw -829759.236117 + Penalty 525.322451 = -829233.913666 nChanged 65 SP:Iteration 22Q (204.440321 sec): 3 clusters Score: Raw -829772.256315 + Penalty 522.809010 = -829249.447305 nChanged 64 SP:Iteration 23Q (204.470803 sec): 3 clusters Score: Raw -829785.539189 + Penalty 521.761890 = -829263.777299 nChanged 51 SP:Iteration 24Q (204.501408 sec): 3 clusters Score: Raw -829795.627146 + Penalty 518.567698 = -829277.059448 nChanged 62 SP:Iteration 25Q (204.531374 sec): 3 clusters Score: Raw -829810.778785 + Penalty 516.147598 = -829294.631187 nChanged 66 SP:Iteration 26Q (204.561373 sec): 3 clusters Score: Raw -829828.492125 + Penalty 513.287627 = -829315.204498 nChanged 61 SP:Iteration 27Q (204.591279 sec): 3 clusters Score: Raw -829845.661499 + Penalty 512.459416 = -829333.202083 nChanged 63 SP:Iteration 28Q (204.620989 sec): 3 clusters Score: Raw -829863.865894 + Penalty 511.730743 = -829352.135151 nChanged 65 SP:Iteration 29Q (204.651073 sec): 3 clusters Score: Raw -829885.161008 + Penalty 507.216094 = -829377.944914 nChanged 68 SP:Iteration 30F (204.688261 sec): 3 clusters Score: Raw -829907.894938 + Penalty 504.392604 = -829403.502333 nChanged 64 SP:Iteration 31Q (204.717744 sec): 3 clusters Score: Raw -829929.234446 + Penalty 502.625211 = -829426.609235 nChanged 59 SP:Iteration 32Q (204.747112 sec): 3 clusters Score: Raw -829949.064893 + Penalty 502.400094 = -829446.664799 nChanged 51 SP:Iteration 33Q (204.776776 sec): 3 clusters Score: Raw -829964.463787 + Penalty 507.812341 = -829456.651446 nChanged 55 SP:Iteration 34Q (204.806242 sec): 3 clusters Score: Raw -829981.798825 + Penalty 510.525481 = -829471.273344 nChanged 44 SP:Iteration 35Q (204.835406 sec): 3 clusters Score: Raw -829996.877102 + Penalty 511.857056 = -829485.020045 nChanged 35 SP:Iteration 36Q (204.864753 sec): 3 clusters Score: Raw -830007.960855 + Penalty 512.476144 = -829495.484711 nChanged 38 SP:Iteration 37Q (204.894372 sec): 3 clusters Score: Raw -830019.880358 + Penalty 516.029579 = -829503.850779 nChanged 38 SP:Iteration 38Q (204.923536 sec): 3 clusters Score: Raw -830032.532707 + Penalty 514.458283 = -829518.074424 nChanged 35 SP:Iteration 39Q (204.952590 sec): 3 clusters Score: Raw -830044.953672 + Penalty 517.883953 = -829527.069719 nChanged 34 SP:Iteration 40F (204.989387 sec): 3 clusters Score: Raw -830058.942809 + Penalty 523.056113 = -829535.886697 nChanged 36 SP:Iteration 41Q (205.018640 sec): 3 clusters Score: Raw -830075.468935 + Penalty 528.406999 = -829547.061935 nChanged 29 SP:Iteration 42Q (205.047502 sec): 3 clusters Score: Raw -830087.289515 + Penalty 540.124924 = -829547.164591 nChanged 21 SP:Iteration 43Q (205.076766 sec): 3 clusters Score: Raw -830095.990361 + Penalty 554.571856 = -829541.418504 nChanged 27 SP:Iteration 44F (205.113534 sec): 3 clusters Score: Raw -830109.851226 + Penalty 584.096047 = -829525.755179 nChanged 25 SP:Iteration 45F (205.150450 sec): 3 clusters Score: Raw -830126.741237 + Penalty 630.735710 = -829496.005526 nChanged 22 SP:Iteration 46F (205.187314 sec): 3 clusters Score: Raw -830146.271444 + Penalty 722.014651 = -829424.256793 nChanged 27 SP:Iteration 47F (205.224119 sec): 3 clusters Score: Raw -830196.163996 + Penalty 754.627415 = -829441.536581 nChanged 18 SP:Iteration 48Q (205.252749 sec): 3 clusters Score: Raw -830243.757995 + Penalty 738.512736 = -829505.245259 nChanged 4 SP:Iteration 49Q (205.281646 sec): 3 clusters Score: Raw -830250.689427 + Penalty 738.120718 = -829512.568708 nChanged 5 SP:Iteration 50F (205.318495 sec): 3 clusters Score: Raw -830259.822009 + Penalty 732.317623 = -829527.504386 nChanged 2 SP:Iteration 51Q (205.346984 sec): 3 clusters Score: Raw -830262.480193 + Penalty 727.166562 = -829535.313631 nChanged 2 SP:Iteration 52Q (205.375483 sec): 3 clusters Score: Raw -830265.895214 + Penalty 733.457645 = -829532.437569 nChanged 2 SP:Iteration 53F (205.412214 sec): 3 clusters Score: Raw -830270.907261 + Penalty 733.457645 = -829537.449616 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 28 (426 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (205.425385 sec): 2 clusters Score: Raw -19386.403246 + Penalty 296.426884 = -19089.976362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (205.426352 sec): 3 clusters Score: Raw -19171.921567 + Penalty 594.774499 = -18577.147068 nChanged 150 SP:Iteration 1F (205.427301 sec): 3 clusters Score: Raw -19261.239380 + Penalty 597.375645 = -18663.863734 nChanged 47 SP:Iteration 2F (205.428251 sec): 3 clusters Score: Raw -19295.030172 + Penalty 602.744050 = -18692.286123 nChanged 24 SP:Iteration 3F (205.429198 sec): 3 clusters Score: Raw -19320.675962 + Penalty 613.178677 = -18707.497285 nChanged 23 SP:Iteration 4F (205.430144 sec): 3 clusters Score: Raw -19350.690774 + Penalty 626.531976 = -18724.158798 nChanged 27 SP:Iteration 5F (205.431089 sec): 3 clusters Score: Raw -19385.364742 + Penalty 642.610120 = -18742.754622 nChanged 23 SP:Iteration 6F (205.432032 sec): 3 clusters Score: Raw -19414.260578 + Penalty 657.514526 = -18756.746053 nChanged 19 SP:Iteration 7Q (205.432951 sec): 3 clusters Score: Raw -19433.092448 + Penalty 676.609632 = -18756.482816 nChanged 15 SP:Iteration 8F (205.433893 sec): 3 clusters Score: Raw -19452.511851 + Penalty 702.237805 = -18750.274046 nChanged 14 SP:Iteration 9F (205.434836 sec): 3 clusters Score: Raw -19472.691880 + Penalty 714.811683 = -18757.880197 nChanged 6 SP:Iteration 10F (205.435778 sec): 3 clusters Score: Raw -19477.982430 + Penalty 732.998675 = -18744.983755 nChanged 7 SP:Iteration 11F (205.436720 sec): 3 clusters Score: Raw -19484.003006 + Penalty 745.215603 = -18738.787403 nChanged 4 SP:Iteration 12F (205.437663 sec): 3 clusters Score: Raw -19487.681563 + Penalty 759.431481 = -18728.250083 nChanged 5 SP:Iteration 13F (205.438604 sec): 3 clusters Score: Raw -19492.859189 + Penalty 775.235776 = -18717.623412 nChanged 5 SP:Iteration 14F (205.439576 sec): 3 clusters Score: Raw -19497.430039 + Penalty 781.409142 = -18716.020897 nChanged 2 SP:Iteration 15F (205.440518 sec): 3 clusters Score: Raw -19498.708535 + Penalty 795.634636 = -18703.073899 nChanged 4 SP:Iteration 16F (205.441460 sec): 3 clusters Score: Raw -19504.801741 + Penalty 797.828627 = -18706.973113 nChanged 2 SP:Iteration 17Q (205.442272 sec): 3 clusters Score: Raw -19515.233027 + Penalty 799.881870 = -18715.351156 nChanged 4 SP:Iteration 18Q (205.443080 sec): 3 clusters Score: Raw -19525.708981 + Penalty 799.881870 = -18725.827111 nChanged 0 SP:Iteration 19F (205.444021 sec): 3 clusters Score: Raw -19525.708981 + Penalty 799.881870 = -18725.827111 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 29 (474 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (205.446895 sec): 2 clusters Score: Raw -24111.418334 + Penalty 735.487037 = -23375.931298 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (205.447936 sec): 3 clusters Score: Raw -23998.287509 + Penalty 1472.226244 = -22526.061265 nChanged 131 SP:Iteration 1F (205.448957 sec): 3 clusters Score: Raw -24160.972892 + Penalty 1475.156401 = -22685.816491 nChanged 37 SP:Iteration 2F (205.449979 sec): 3 clusters Score: Raw -24203.958237 + Penalty 1478.462984 = -22725.495253 nChanged 22 SP:Iteration 3Q (205.450976 sec): 3 clusters Score: Raw -24236.496768 + Penalty 1480.252734 = -22756.244034 nChanged 13 SP:Iteration 4Q (205.451969 sec): 3 clusters Score: Raw -24248.694929 + Penalty 1480.760228 = -22767.934700 nChanged 3 SP:Iteration 5Q (205.452962 sec): 3 clusters Score: Raw -24260.479555 + Penalty 1480.946619 = -22779.532936 nChanged 11 SP:Iteration 6Q (205.453951 sec): 3 clusters Score: Raw -24276.188706 + Penalty 1480.637084 = -22795.551622 nChanged 9 SP:Iteration 7Q (205.454957 sec): 3 clusters Score: Raw -24283.397589 + Penalty 1480.059610 = -22803.337978 nChanged 6 SP:Iteration 8Q (205.455945 sec): 3 clusters Score: Raw -24289.519996 + Penalty 1480.541812 = -22808.978184 nChanged 4 SP:Iteration 9Q (205.456949 sec): 3 clusters Score: Raw -24298.154040 + Penalty 1480.690729 = -22817.463311 nChanged 4 SP:Iteration 10F (205.457968 sec): 3 clusters Score: Raw -24301.075943 + Penalty 1480.409065 = -22820.666878 nChanged 4 SP:Iteration 11Q (205.458954 sec): 3 clusters Score: Raw -24304.633131 + Penalty 1481.015153 = -22823.617978 nChanged 2 SP:Iteration 12Q (205.459938 sec): 3 clusters Score: Raw -24306.081460 + Penalty 1482.158186 = -22823.923274 nChanged 2 SP:Iteration 13Q (205.460922 sec): 3 clusters Score: Raw -24307.118407 + Penalty 1482.241219 = -22824.877187 nChanged 1 SP:Iteration 14Q (205.461906 sec): 3 clusters Score: Raw -24307.556930 + Penalty 1483.382714 = -22824.174216 nChanged 2 SP:Iteration 15F (205.462928 sec): 3 clusters Score: Raw -24311.427785 + Penalty 1482.369613 = -22829.058172 nChanged 2 SP:Iteration 16Q (205.463912 sec): 3 clusters Score: Raw -24314.904821 + Penalty 1482.320959 = -22832.583861 nChanged 1 SP:Iteration 17Q (205.464896 sec): 3 clusters Score: Raw -24315.433016 + Penalty 1483.307122 = -22832.125894 nChanged 4 SP:Iteration 18F (205.465912 sec): 3 clusters Score: Raw -24319.208664 + Penalty 1484.273316 = -22834.935348 nChanged 6 SP:Iteration 19Q (205.466897 sec): 3 clusters Score: Raw -24326.093835 + Penalty 1486.973447 = -22839.120387 nChanged 6 SP:Iteration 20F (205.467915 sec): 3 clusters Score: Raw -24333.210101 + Penalty 1487.116005 = -22846.094096 nChanged 5 SP:Iteration 21Q (205.468901 sec): 3 clusters Score: Raw -24338.749213 + Penalty 1487.145751 = -22851.603463 nChanged 1 SP:Iteration 22Q (205.469885 sec): 3 clusters Score: Raw -24338.858151 + Penalty 1487.145751 = -22851.712400 nChanged 0 SP:Iteration 23F (205.470902 sec): 3 clusters Score: Raw -24338.858151 + Penalty 1487.145751 = -22851.712400 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 30 (368 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (205.472835 sec): 2 clusters Score: Raw -22476.490560 + Penalty 677.408347 = -21799.082213 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (205.473690 sec): 3 clusters Score: Raw -22381.829992 + Penalty 1354.998153 = -21026.831839 nChanged 83 SP:Iteration 1F (205.474530 sec): 3 clusters Score: Raw -22480.171634 + Penalty 1355.043712 = -21125.127922 nChanged 20 SP:Iteration 2F (205.475369 sec): 3 clusters Score: Raw -22516.384611 + Penalty 1355.306349 = -21161.078263 nChanged 16 SP:Iteration 3Q (205.476192 sec): 3 clusters Score: Raw -22541.741983 + Penalty 1355.246323 = -21186.495660 nChanged 7 SP:Iteration 4Q (205.477007 sec): 3 clusters Score: Raw -22549.357878 + Penalty 1355.402616 = -21193.955262 nChanged 3 SP:Iteration 5Q (205.477822 sec): 3 clusters Score: Raw -22551.672473 + Penalty 1355.402616 = -21196.269857 nChanged 0 SP:Iteration 6F (205.478659 sec): 3 clusters Score: Raw -22551.672473 + Penalty 1355.402616 = -21196.269857 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 32 (179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (205.480053 sec): 2 clusters Score: Raw -9168.085134 + Penalty 670.763441 = -8497.321693 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (205.480580 sec): 3 clusters Score: Raw -9204.002925 + Penalty 1338.587676 = -7865.415249 nChanged 22 SP:Iteration 1F (205.481099 sec): 3 clusters Score: Raw -9263.417875 + Penalty 1338.010573 = -7925.407302 nChanged 7 SP:Iteration 2Q (205.481595 sec): 3 clusters Score: Raw -9283.599301 + Penalty 1336.985590 = -7946.613712 nChanged 4 SP:Iteration 3Q (205.482090 sec): 3 clusters Score: Raw -9291.551734 + Penalty 1337.007416 = -7954.544319 nChanged 2 SP:Iteration 4Q (205.482587 sec): 3 clusters Score: Raw -9298.907091 + Penalty 1336.856784 = -7962.050308 nChanged 1 SP:Iteration 5Q (205.483093 sec): 3 clusters Score: Raw -9301.818977 + Penalty 1336.710890 = -7965.108087 nChanged 1 SP:Iteration 6Q (205.483596 sec): 3 clusters Score: Raw -9301.839302 + Penalty 1336.710890 = -7965.128412 nChanged 0 SP:Iteration 7F (205.484125 sec): 3 clusters Score: Raw -9301.839302 + Penalty 1336.710890 = -7965.128412 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 33 (558 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (205.486640 sec): 2 clusters Score: Raw -21214.196136 + Penalty 265.404797 = -20948.791339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (205.487887 sec): 3 clusters Score: Raw -20954.043943 + Penalty 527.198304 = -20426.845638 nChanged 191 SP:Iteration 1F (205.489115 sec): 3 clusters Score: Raw -21149.787886 + Penalty 527.583451 = -20622.204435 nChanged 44 SP:Iteration 2F (205.490283 sec): 3 clusters Score: Raw -21199.634070 + Penalty 533.497378 = -20666.136691 nChanged 21 SP:Iteration 3Q (205.491433 sec): 3 clusters Score: Raw -21234.190880 + Penalty 534.756184 = -20699.434696 nChanged 14 SP:Iteration 4Q (205.492568 sec): 3 clusters Score: Raw -21250.866883 + Penalty 537.291930 = -20713.574953 nChanged 10 SP:Iteration 5Q (205.493684 sec): 3 clusters Score: Raw -21265.517720 + Penalty 545.335795 = -20720.181925 nChanged 7 SP:Iteration 6Q (205.494784 sec): 3 clusters Score: Raw -21274.372925 + Penalty 552.091000 = -20722.281925 nChanged 9 SP:Iteration 7Q (205.495881 sec): 3 clusters Score: Raw -21293.528674 + Penalty 564.619664 = -20728.909010 nChanged 13 SP:Iteration 8Q (205.496966 sec): 3 clusters Score: Raw -21313.986804 + Penalty 568.956600 = -20745.030204 nChanged 10 SP:Iteration 9Q (205.498038 sec): 3 clusters Score: Raw -21339.579584 + Penalty 575.013688 = -20764.565896 nChanged 13 SP:Iteration 10F (205.499210 sec): 3 clusters Score: Raw -21361.584022 + Penalty 576.114093 = -20785.469929 nChanged 4 SP:Iteration 11Q (205.500273 sec): 3 clusters Score: Raw -21366.037942 + Penalty 577.491121 = -20788.546821 nChanged 2 SP:Iteration 12Q (205.501330 sec): 3 clusters Score: Raw -21369.945862 + Penalty 577.491121 = -20792.454742 nChanged 0 SP:Iteration 13F (205.502538 sec): 3 clusters Score: Raw -21369.945862 + Penalty 577.491121 = -20792.454742 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 46 (351 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (205.504442 sec): 2 clusters Score: Raw -10443.347309 + Penalty 784.354648 = -9658.992660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (205.505288 sec): 3 clusters Score: Raw -10415.257671 + Penalty 1566.271983 = -8848.985688 nChanged 70 SP:Iteration 1F (205.506144 sec): 3 clusters Score: Raw -10532.375527 + Penalty 1565.755210 = -8966.620316 nChanged 19 SP:Iteration 2F (205.506990 sec): 3 clusters Score: Raw -10569.125547 + Penalty 1566.007781 = -9003.117766 nChanged 7 SP:Iteration 3Q (205.507798 sec): 3 clusters Score: Raw -10583.403268 + Penalty 1565.557372 = -9017.845896 nChanged 8 SP:Iteration 4Q (205.508601 sec): 3 clusters Score: Raw -10599.166954 + Penalty 1564.767780 = -9034.399174 nChanged 11 SP:Iteration 5Q (205.509388 sec): 3 clusters Score: Raw -10632.174399 + Penalty 1564.593590 = -9067.580808 nChanged 11 SP:Iteration 6Q (205.510159 sec): 3 clusters Score: Raw -10667.843740 + Penalty 1565.116101 = -9102.727639 nChanged 12 SP:Iteration 7Q (205.510938 sec): 3 clusters Score: Raw -10698.540169 + Penalty 1564.653237 = -9133.886932 nChanged 12 SP:Iteration 8Q (205.511693 sec): 3 clusters Score: Raw -10728.921529 + Penalty 1564.460833 = -9164.460695 nChanged 6 SP:Iteration 9Q (205.512447 sec): 3 clusters Score: Raw -10748.254357 + Penalty 1565.284649 = -9182.969708 nChanged 4 SP:Iteration 10F (205.513282 sec): 3 clusters Score: Raw -10760.889689 + Penalty 1564.835699 = -9196.053990 nChanged 3 SP:Iteration 11Q (205.514064 sec): 3 clusters Score: Raw -10767.417786 + Penalty 1563.570600 = -9203.847186 nChanged 2 SP:Iteration 12Q (205.514834 sec): 3 clusters Score: Raw -10771.518597 + Penalty 1563.570600 = -9207.947997 nChanged 0 SP:Iteration 13F (205.515676 sec): 3 clusters Score: Raw -10771.518597 + Penalty 1563.570600 = -9207.947997 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 47 (1041 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (205.519913 sec): 2 clusters Score: Raw -43852.809064 + Penalty 48.988039 = -43803.821024 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (205.521944 sec): 3 clusters Score: Raw -43172.289574 + Penalty 96.458156 = -43075.831419 nChanged 480 SP:Iteration 1F (205.523919 sec): 3 clusters Score: Raw -43435.790889 + Penalty 96.576979 = -43339.213911 nChanged 51 SP:Iteration 2Q (205.525887 sec): 3 clusters Score: Raw -43465.963246 + Penalty 96.104824 = -43369.858421 nChanged 44 SP:Iteration 3Q (205.527850 sec): 3 clusters Score: Raw -43523.945994 + Penalty 95.406890 = -43428.539105 nChanged 76 SP:Iteration 4F (205.529815 sec): 3 clusters Score: Raw -43590.361386 + Penalty 95.164948 = -43495.196437 nChanged 83 SP:Iteration 5F (205.531778 sec): 3 clusters Score: Raw -43644.226753 + Penalty 94.451874 = -43549.774880 nChanged 40 SP:Iteration 6Q (205.533663 sec): 3 clusters Score: Raw -43665.869582 + Penalty 93.918956 = -43571.950627 nChanged 27 SP:Iteration 7Q (205.535535 sec): 3 clusters Score: Raw -43681.684023 + Penalty 93.475602 = -43588.208421 nChanged 27 SP:Iteration 8Q (205.537390 sec): 3 clusters Score: Raw -43691.934381 + Penalty 93.085123 = -43598.849258 nChanged 26 SP:Iteration 9Q (205.539238 sec): 3 clusters Score: Raw -43700.289982 + Penalty 92.858748 = -43607.431233 nChanged 18 SP:Iteration 10F (205.541200 sec): 3 clusters Score: Raw -43705.140770 + Penalty 92.610576 = -43612.530194 nChanged 16 SP:Iteration 11Q (205.543030 sec): 3 clusters Score: Raw -43711.242856 + Penalty 92.160401 = -43619.082455 nChanged 23 SP:Iteration 12Q (205.544912 sec): 3 clusters Score: Raw -43731.065356 + Penalty 91.780453 = -43639.284902 nChanged 30 SP:Iteration 13Q (205.546766 sec): 3 clusters Score: Raw -43775.548307 + Penalty 91.681449 = -43683.866858 nChanged 31 SP:Iteration 14Q (205.548586 sec): 3 clusters Score: Raw -43808.351964 + Penalty 92.545678 = -43715.806287 nChanged 27 SP:Iteration 15Q (205.550338 sec): 3 clusters Score: Raw -43820.854842 + Penalty 92.699150 = -43728.155692 nChanged 11 SP:Iteration 16Q (205.552078 sec): 3 clusters Score: Raw -43826.398025 + Penalty 92.888174 = -43733.509851 nChanged 11 SP:Iteration 17Q (205.553817 sec): 3 clusters Score: Raw -43831.140698 + Penalty 93.229710 = -43737.910988 nChanged 13 SP:Iteration 18Q (205.555527 sec): 3 clusters Score: Raw -43837.642498 + Penalty 93.430028 = -43744.212470 nChanged 7 SP:Iteration 19Q (205.557226 sec): 3 clusters Score: Raw -43840.126465 + Penalty 93.430028 = -43746.696436 nChanged 0 SP:Iteration 20F (205.559246 sec): 3 clusters Score: Raw -43840.126465 + Penalty 93.430028 = -43746.696436 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 53 (274 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (205.567350 sec): 2 clusters Score: Raw -10761.283493 + Penalty 609.179826 = -10152.103667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (205.568065 sec): 3 clusters Score: Raw -10751.446233 + Penalty 1221.066465 = -9530.379769 nChanged 52 SP:Iteration 1F (205.568749 sec): 3 clusters Score: Raw -10833.807752 + Penalty 1221.282152 = -9612.525600 nChanged 16 SP:Iteration 2F (205.569433 sec): 3 clusters Score: Raw -10861.737282 + Penalty 1220.679759 = -9641.057524 nChanged 6 SP:Iteration 3Q (205.570107 sec): 3 clusters Score: Raw -10871.940888 + Penalty 1220.717752 = -9651.223137 nChanged 4 SP:Iteration 4Q (205.570801 sec): 3 clusters Score: Raw -10874.714756 + Penalty 1221.099533 = -9653.615223 nChanged 1 SP:Iteration 5Q (205.571450 sec): 3 clusters Score: Raw -10875.565847 + Penalty 1221.359456 = -9654.206390 nChanged 1 SP:Iteration 6Q (205.572102 sec): 3 clusters Score: Raw -10876.453783 + Penalty 1221.359456 = -9655.094327 nChanged 0 SP:Iteration 7F (205.572784 sec): 3 clusters Score: Raw -10876.453783 + Penalty 1221.359456 = -9655.094327 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 57 (1152 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (205.577031 sec): 2 clusters Score: Raw -42587.418919 + Penalty 445.157152 = -42142.261767 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (205.579275 sec): 3 clusters Score: Raw -41942.861842 + Penalty 892.971734 = -41049.890108 nChanged 442 SP:Iteration 1F (205.581515 sec): 3 clusters Score: Raw -42279.700594 + Penalty 905.195019 = -41374.505574 nChanged 172 SP:Iteration 2F (205.583717 sec): 3 clusters Score: Raw -42428.668316 + Penalty 914.835631 = -41513.832686 nChanged 83 SP:Iteration 3F (205.585970 sec): 3 clusters Score: Raw -42510.335778 + Penalty 922.726858 = -41587.608919 nChanged 66 SP:Iteration 4F (205.588212 sec): 3 clusters Score: Raw -42572.599053 + Penalty 939.086371 = -41633.512682 nChanged 70 SP:Iteration 5F (205.590415 sec): 3 clusters Score: Raw -42637.496248 + Penalty 961.532647 = -41675.963600 nChanged 48 SP:Iteration 6Q (205.592573 sec): 3 clusters Score: Raw -42687.302750 + Penalty 981.746520 = -41705.556230 nChanged 35 SP:Iteration 7Q (205.594702 sec): 3 clusters Score: Raw -42723.261470 + Penalty 1001.419040 = -41721.842429 nChanged 35 SP:Iteration 8Q (205.596804 sec): 3 clusters Score: Raw -42749.982181 + Penalty 1014.575527 = -41735.406654 nChanged 24 SP:Iteration 9Q (205.598894 sec): 3 clusters Score: Raw -42772.661354 + Penalty 1026.365035 = -41746.296319 nChanged 20 SP:Iteration 10F (205.601084 sec): 3 clusters Score: Raw -42788.395116 + Penalty 1031.592527 = -41756.802590 nChanged 7 SP:Iteration 11Q (205.603170 sec): 3 clusters Score: Raw -42798.377897 + Penalty 1031.276815 = -41767.101082 nChanged 9 SP:Iteration 12Q (205.605241 sec): 3 clusters Score: Raw -42804.730438 + Penalty 1032.110832 = -41772.619606 nChanged 8 SP:Iteration 13Q (205.607302 sec): 3 clusters Score: Raw -42815.595821 + Penalty 1029.618196 = -41785.977626 nChanged 11 SP:Iteration 14Q (205.609391 sec): 3 clusters Score: Raw -42819.675052 + Penalty 1026.961879 = -41792.713174 nChanged 6 SP:Iteration 15Q (205.611443 sec): 3 clusters Score: Raw -42823.406397 + Penalty 1023.506097 = -41799.900300 nChanged 6 SP:Iteration 16Q (205.613500 sec): 3 clusters Score: Raw -42826.419676 + Penalty 1021.679487 = -41804.740189 nChanged 4 SP:Iteration 17Q (205.615552 sec): 3 clusters Score: Raw -42827.535406 + Penalty 1019.394366 = -41808.141039 nChanged 3 SP:Iteration 18Q (205.617601 sec): 3 clusters Score: Raw -42828.571011 + Penalty 1019.025089 = -41809.545922 nChanged 2 SP:Iteration 19Q (205.619649 sec): 3 clusters Score: Raw -42829.415407 + Penalty 1018.551325 = -41810.864082 nChanged 1 SP:Iteration 20F (205.621839 sec): 3 clusters Score: Raw -42829.786267 + Penalty 1017.917304 = -41811.868963 nChanged 1 SP:Iteration 21Q (205.623900 sec): 3 clusters Score: Raw -42830.079153 + Penalty 1017.917304 = -41812.161849 nChanged 0 SP:Iteration 22F (205.626087 sec): 3 clusters Score: Raw -42830.079153 + Penalty 1017.917304 = -41812.161849 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 60 (447 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (205.628666 sec): 2 clusters Score: Raw -17942.357428 + Penalty 721.120402 = -17221.237026 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (205.629659 sec): 3 clusters Score: Raw -17817.208281 + Penalty 1446.629809 = -16370.578472 nChanged 98 SP:Iteration 1F (205.630635 sec): 3 clusters Score: Raw -17933.766980 + Penalty 1448.474623 = -16485.292357 nChanged 27 SP:Iteration 2F (205.631610 sec): 3 clusters Score: Raw -17986.616794 + Penalty 1450.887979 = -16535.728815 nChanged 18 SP:Iteration 3Q (205.632572 sec): 3 clusters Score: Raw -18026.343096 + Penalty 1452.119422 = -16574.223673 nChanged 14 SP:Iteration 4Q (205.633523 sec): 3 clusters Score: Raw -18053.165423 + Penalty 1453.144429 = -16600.020994 nChanged 12 SP:Iteration 5Q (205.634468 sec): 3 clusters Score: Raw -18066.066323 + Penalty 1457.158627 = -16608.907697 nChanged 6 SP:Iteration 6Q (205.635405 sec): 3 clusters Score: Raw -18075.125235 + Penalty 1459.455070 = -16615.670165 nChanged 6 SP:Iteration 7Q (205.636338 sec): 3 clusters Score: Raw -18082.055241 + Penalty 1461.139592 = -16620.915649 nChanged 2 SP:Iteration 8Q (205.637269 sec): 3 clusters Score: Raw -18084.260132 + Penalty 1461.336172 = -16622.923960 nChanged 2 SP:Iteration 9Q (205.638200 sec): 3 clusters Score: Raw -18086.629934 + Penalty 1462.355789 = -16624.274146 nChanged 1 SP:Iteration 10F (205.639173 sec): 3 clusters Score: Raw -18087.757080 + Penalty 1462.355789 = -16625.401291 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 62 (541 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (205.641149 sec): 2 clusters Score: Raw -25182.302938 + Penalty 773.344851 = -24408.958087 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (205.642314 sec): 3 clusters Score: Raw -25028.180521 + Penalty 1546.870788 = -23481.309733 nChanged 150 SP:Iteration 1F (205.643465 sec): 3 clusters Score: Raw -25216.892233 + Penalty 1546.123913 = -23670.768320 nChanged 43 SP:Iteration 2F (205.644610 sec): 3 clusters Score: Raw -25305.682337 + Penalty 1546.877132 = -23758.805205 nChanged 36 SP:Iteration 3F (205.645740 sec): 3 clusters Score: Raw -25378.345093 + Penalty 1548.165751 = -23830.179342 nChanged 33 SP:Iteration 4F (205.646870 sec): 3 clusters Score: Raw -25440.150746 + Penalty 1549.260688 = -23890.890059 nChanged 12 SP:Iteration 5Q (205.647960 sec): 3 clusters Score: Raw -25451.876746 + Penalty 1549.101807 = -23902.774939 nChanged 8 SP:Iteration 6Q (205.649041 sec): 3 clusters Score: Raw -25460.100174 + Penalty 1549.068725 = -23911.031449 nChanged 3 SP:Iteration 7Q (205.650121 sec): 3 clusters Score: Raw -25463.653706 + Penalty 1548.880259 = -23914.773447 nChanged 4 SP:Iteration 8Q (205.651234 sec): 3 clusters Score: Raw -25471.294806 + Penalty 1549.360588 = -23921.934218 nChanged 4 SP:Iteration 9Q (205.652312 sec): 3 clusters Score: Raw -25478.316106 + Penalty 1549.622130 = -23928.693976 nChanged 2 SP:Iteration 10F (205.653456 sec): 3 clusters Score: Raw -25485.694649 + Penalty 1549.699206 = -23935.995443 nChanged 2 SP:Iteration 11Q (205.654534 sec): 3 clusters Score: Raw -25488.277807 + Penalty 1549.901502 = -23938.376305 nChanged 1 SP:Iteration 12Q (205.655611 sec): 3 clusters Score: Raw -25488.961314 + Penalty 1550.245947 = -23938.715367 nChanged 1 SP:Iteration 13Q (205.656695 sec): 3 clusters Score: Raw -25489.185853 + Penalty 1550.245947 = -23938.939906 nChanged 0 SP:Iteration 14F (205.657840 sec): 3 clusters Score: Raw -25489.185853 + Penalty 1550.245947 = -23938.939906 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 70 (790 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (205.660541 sec): 2 clusters Score: Raw -33113.575857 + Penalty 651.359573 = -32462.216284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (205.662136 sec): 3 clusters Score: Raw -32786.333313 + Penalty 1298.645991 = -31487.687322 nChanged 255 SP:Iteration 1F (205.663697 sec): 3 clusters Score: Raw -33009.695590 + Penalty 1292.507991 = -31717.187598 nChanged 81 SP:Iteration 2F (205.665239 sec): 3 clusters Score: Raw -33113.702799 + Penalty 1291.429952 = -31822.272847 nChanged 59 SP:Iteration 3F (205.666827 sec): 3 clusters Score: Raw -33184.169778 + Penalty 1297.533364 = -31886.636414 nChanged 49 SP:Iteration 4F (205.668395 sec): 3 clusters Score: Raw -33236.489051 + Penalty 1305.514275 = -31930.974776 nChanged 31 SP:Iteration 5Q (205.669901 sec): 3 clusters Score: Raw -33273.671016 + Penalty 1316.461347 = -31957.209669 nChanged 30 SP:Iteration 6Q (205.671390 sec): 3 clusters Score: Raw -33312.620052 + Penalty 1325.295236 = -31987.324816 nChanged 20 SP:Iteration 7Q (205.672905 sec): 3 clusters Score: Raw -33335.279378 + Penalty 1332.072356 = -32003.207022 nChanged 14 SP:Iteration 8Q (205.674398 sec): 3 clusters Score: Raw -33362.803327 + Penalty 1338.174464 = -32024.628863 nChanged 17 SP:Iteration 9Q (205.675860 sec): 3 clusters Score: Raw -33389.682645 + Penalty 1340.808878 = -32048.873767 nChanged 13 SP:Iteration 10F (205.677395 sec): 3 clusters Score: Raw -33407.852933 + Penalty 1344.697474 = -32063.155459 nChanged 8 SP:Iteration 11Q (205.678874 sec): 3 clusters Score: Raw -33420.261097 + Penalty 1347.690134 = -32072.570963 nChanged 8 SP:Iteration 12Q (205.680398 sec): 3 clusters Score: Raw -33431.324011 + Penalty 1348.884702 = -32082.439310 nChanged 2 SP:Iteration 13Q (205.681823 sec): 3 clusters Score: Raw -33435.076540 + Penalty 1348.315366 = -32086.761173 nChanged 1 SP:Iteration 14Q (205.683243 sec): 3 clusters Score: Raw -33435.403330 + Penalty 1348.315366 = -32087.087964 nChanged 0 SP:Iteration 15F (205.684848 sec): 3 clusters Score: Raw -33435.403330 + Penalty 1348.315366 = -32087.087964 nChanged 0 Memory request: 0.01 GB would take us to total of 0.51 GB. Trying to split cluster 77 (1993 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (205.695055 sec): 2 clusters Score: Raw -92729.420028 + Penalty 686.637724 = -92042.782304 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (205.698734 sec): 3 clusters Score: Raw -91615.739580 + Penalty 1374.599964 = -90241.139616 nChanged 785 SP:Iteration 1F (205.702389 sec): 3 clusters Score: Raw -92113.122414 + Penalty 1378.316038 = -90734.806376 nChanged 240 SP:Iteration 2F (205.706009 sec): 3 clusters Score: Raw -92310.715732 + Penalty 1385.314353 = -90925.401379 nChanged 171 SP:Iteration 3F (205.709615 sec): 3 clusters Score: Raw -92465.049583 + Penalty 1398.483672 = -91066.565911 nChanged 148 SP:Iteration 4F (205.713219 sec): 3 clusters Score: Raw -92623.781961 + Penalty 1414.654869 = -91209.127092 nChanged 112 SP:Iteration 5F (205.716847 sec): 3 clusters Score: Raw -92769.793783 + Penalty 1437.804956 = -91331.988827 nChanged 84 SP:Iteration 6Q (205.720430 sec): 3 clusters Score: Raw -92866.207112 + Penalty 1466.293389 = -91399.913723 nChanged 61 SP:Iteration 7Q (205.723893 sec): 3 clusters Score: Raw -92944.905145 + Penalty 1494.086920 = -91450.818225 nChanged 40 SP:Iteration 8Q (205.727228 sec): 3 clusters Score: Raw -92994.992511 + Penalty 1522.457008 = -91472.535503 nChanged 29 SP:Iteration 9Q (205.730462 sec): 3 clusters Score: Raw -93036.047826 + Penalty 1538.531311 = -91497.516516 nChanged 22 SP:Iteration 10F (205.734080 sec): 3 clusters Score: Raw -93069.298776 + Penalty 1557.536356 = -91511.762420 nChanged 22 SP:Iteration 11Q (205.737212 sec): 3 clusters Score: Raw -93108.005001 + Penalty 1566.386400 = -91541.618600 nChanged 18 SP:Iteration 12Q (205.740292 sec): 3 clusters Score: Raw -93134.395329 + Penalty 1574.139813 = -91560.255517 nChanged 12 SP:Iteration 13Q (205.743336 sec): 3 clusters Score: Raw -93148.037732 + Penalty 1579.581394 = -91568.456338 nChanged 7 SP:Iteration 14Q (205.746347 sec): 3 clusters Score: Raw -93162.080190 + Penalty 1582.668705 = -91579.411485 nChanged 7 SP:Iteration 15Q (205.749360 sec): 3 clusters Score: Raw -93169.973018 + Penalty 1581.059023 = -91588.913995 nChanged 3 SP:Iteration 16Q (205.752353 sec): 3 clusters Score: Raw -93174.434057 + Penalty 1581.109027 = -91593.325030 nChanged 4 SP:Iteration 17Q (205.755332 sec): 3 clusters Score: Raw -93177.721193 + Penalty 1580.815038 = -91596.906154 nChanged 3 SP:Iteration 18Q (205.758305 sec): 3 clusters Score: Raw -93180.091571 + Penalty 1580.929746 = -91599.161825 nChanged 1 SP:Iteration 19Q (205.761278 sec): 3 clusters Score: Raw -93180.417128 + Penalty 1580.929746 = -91599.487382 nChanged 0 SP:Iteration 20F (205.764881 sec): 3 clusters Score: Raw -93180.417128 + Penalty 1580.929746 = -91599.487382 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 84 (426 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (205.768973 sec): 2 clusters Score: Raw -18996.160888 + Penalty 517.468675 = -18478.692213 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (205.769941 sec): 3 clusters Score: Raw -18804.807428 + Penalty 1034.848934 = -17769.958494 nChanged 111 SP:Iteration 1F (205.770881 sec): 3 clusters Score: Raw -18894.144503 + Penalty 1034.572129 = -17859.572374 nChanged 44 SP:Iteration 2F (205.771826 sec): 3 clusters Score: Raw -18943.589267 + Penalty 1034.242343 = -17909.346925 nChanged 23 SP:Iteration 3F (205.772769 sec): 3 clusters Score: Raw -18964.351329 + Penalty 1034.799015 = -17929.552314 nChanged 11 SP:Iteration 4Q (205.773700 sec): 3 clusters Score: Raw -18974.409739 + Penalty 1034.636027 = -17939.773711 nChanged 9 SP:Iteration 5Q (205.774628 sec): 3 clusters Score: Raw -18980.472740 + Penalty 1034.749879 = -17945.722861 nChanged 5 SP:Iteration 6Q (205.775553 sec): 3 clusters Score: Raw -18984.277267 + Penalty 1034.937349 = -17949.339917 nChanged 3 SP:Iteration 7Q (205.776478 sec): 3 clusters Score: Raw -18988.615299 + Penalty 1035.102701 = -17953.512598 nChanged 3 SP:Iteration 8Q (205.777403 sec): 3 clusters Score: Raw -18991.145471 + Penalty 1035.102701 = -17956.042770 nChanged 0 SP:Iteration 9F (205.778340 sec): 3 clusters Score: Raw -18991.145471 + Penalty 1035.102701 = -17956.042770 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 85 (468 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (205.780100 sec): 2 clusters Score: Raw -21899.740990 + Penalty 693.331348 = -21206.409642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (205.781137 sec): 3 clusters Score: Raw -21765.107890 + Penalty 1387.018268 = -20378.089622 nChanged 118 SP:Iteration 1F (205.782155 sec): 3 clusters Score: Raw -21919.320644 + Penalty 1386.417153 = -20532.903491 nChanged 51 SP:Iteration 2F (205.783176 sec): 3 clusters Score: Raw -22019.256254 + Penalty 1384.691436 = -20634.564819 nChanged 36 SP:Iteration 3F (205.784224 sec): 3 clusters Score: Raw -22083.520668 + Penalty 1382.258600 = -20701.262068 nChanged 25 SP:Iteration 4F (205.785241 sec): 3 clusters Score: Raw -22123.275924 + Penalty 1379.557382 = -20743.718541 nChanged 16 SP:Iteration 5Q (205.786219 sec): 3 clusters Score: Raw -22145.057800 + Penalty 1378.980742 = -20766.077058 nChanged 9 SP:Iteration 6Q (205.787193 sec): 3 clusters Score: Raw -22156.767433 + Penalty 1378.843286 = -20777.924147 nChanged 5 SP:Iteration 7Q (205.788184 sec): 3 clusters Score: Raw -22161.570268 + Penalty 1378.653379 = -20782.916889 nChanged 2 SP:Iteration 8Q (205.789153 sec): 3 clusters Score: Raw -22163.670568 + Penalty 1378.515362 = -20785.155206 nChanged 1 SP:Iteration 9Q (205.790119 sec): 3 clusters Score: Raw -22164.114901 + Penalty 1378.569909 = -20785.544992 nChanged 1 SP:Iteration 10F (205.791133 sec): 3 clusters Score: Raw -22165.145491 + Penalty 1378.062267 = -20787.083224 nChanged 2 SP:Iteration 11Q (205.792102 sec): 3 clusters Score: Raw -22168.239295 + Penalty 1377.485782 = -20790.753513 nChanged 5 SP:Iteration 12Q (205.793079 sec): 3 clusters Score: Raw -22176.667135 + Penalty 1377.066783 = -20799.600352 nChanged 8 SP:Iteration 13Q (205.794048 sec): 3 clusters Score: Raw -22184.783248 + Penalty 1379.132562 = -20805.650686 nChanged 5 SP:Iteration 14Q (205.795012 sec): 3 clusters Score: Raw -22192.042761 + Penalty 1379.132562 = -20812.910199 nChanged 0 SP:Iteration 15F (205.796024 sec): 3 clusters Score: Raw -22192.042761 + Penalty 1379.132562 = -20812.910199 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 87 (595 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (205.798206 sec): 2 clusters Score: Raw -28511.135352 + Penalty 783.361740 = -27727.773612 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (205.799533 sec): 3 clusters Score: Raw -28278.903554 + Penalty 1567.829965 = -26711.073589 nChanged 170 SP:Iteration 1F (205.800843 sec): 3 clusters Score: Raw -28435.702995 + Penalty 1568.754983 = -26866.948012 nChanged 41 SP:Iteration 2F (205.802080 sec): 3 clusters Score: Raw -28477.639059 + Penalty 1570.824692 = -26906.814367 nChanged 28 SP:Iteration 3Q (205.803327 sec): 3 clusters Score: Raw -28512.856550 + Penalty 1572.930182 = -26939.926369 nChanged 21 SP:Iteration 4Q (205.804554 sec): 3 clusters Score: Raw -28539.092903 + Penalty 1576.135982 = -26962.956920 nChanged 15 SP:Iteration 5Q (205.805778 sec): 3 clusters Score: Raw -28557.339382 + Penalty 1576.131913 = -26981.207469 nChanged 8 SP:Iteration 6Q (205.807009 sec): 3 clusters Score: Raw -28563.827826 + Penalty 1577.308815 = -26986.519012 nChanged 7 SP:Iteration 7Q (205.808290 sec): 3 clusters Score: Raw -28568.747707 + Penalty 1578.564747 = -26990.182960 nChanged 12 SP:Iteration 8Q (205.809506 sec): 3 clusters Score: Raw -28582.568757 + Penalty 1579.475653 = -27003.093104 nChanged 11 SP:Iteration 9Q (205.810717 sec): 3 clusters Score: Raw -28590.196302 + Penalty 1580.015258 = -27010.181045 nChanged 6 SP:Iteration 10F (205.811935 sec): 3 clusters Score: Raw -28593.521463 + Penalty 1580.789647 = -27012.731817 nChanged 3 SP:Iteration 11Q (205.813132 sec): 3 clusters Score: Raw -28595.421307 + Penalty 1581.660305 = -27013.761002 nChanged 3 SP:Iteration 12Q (205.814362 sec): 3 clusters Score: Raw -28599.644948 + Penalty 1581.930594 = -27017.714354 nChanged 1 SP:Iteration 13Q (205.815571 sec): 3 clusters Score: Raw -28600.707326 + Penalty 1581.666357 = -27019.040969 nChanged 1 SP:Iteration 14Q (205.816789 sec): 3 clusters Score: Raw -28602.648843 + Penalty 1581.494389 = -27021.154454 nChanged 2 SP:Iteration 15Q (205.817996 sec): 3 clusters Score: Raw -28604.844066 + Penalty 1581.248246 = -27023.595820 nChanged 2 SP:Iteration 16Q (205.819200 sec): 3 clusters Score: Raw -28609.057692 + Penalty 1581.483992 = -27027.573700 nChanged 1 SP:Iteration 17Q (205.820404 sec): 3 clusters Score: Raw -28610.284855 + Penalty 1581.016354 = -27029.268500 nChanged 2 SP:Iteration 18Q (205.821634 sec): 3 clusters Score: Raw -28618.164403 + Penalty 1580.778835 = -27037.385569 nChanged 3 SP:Iteration 19Q (205.822841 sec): 3 clusters Score: Raw -28625.175923 + Penalty 1581.282776 = -27043.893146 nChanged 9 SP:Iteration 20F (205.824084 sec): 3 clusters Score: Raw -28639.004174 + Penalty 1581.258249 = -27057.745925 nChanged 9 SP:Iteration 21Q (205.825285 sec): 3 clusters Score: Raw -28647.612124 + Penalty 1582.465905 = -27065.146218 nChanged 7 SP:Iteration 22Q (205.826480 sec): 3 clusters Score: Raw -28655.299029 + Penalty 1582.757112 = -27072.541917 nChanged 5 SP:Iteration 23Q (205.827677 sec): 3 clusters Score: Raw -28662.581973 + Penalty 1583.144301 = -27079.437672 nChanged 4 SP:Iteration 24Q (205.828871 sec): 3 clusters Score: Raw -28667.936734 + Penalty 1583.614941 = -27084.321793 nChanged 3 SP:Iteration 25Q (205.830064 sec): 3 clusters Score: Raw -28671.482992 + Penalty 1583.614941 = -27087.868052 nChanged 0 SP:Iteration 26F (205.831304 sec): 3 clusters Score: Raw -28671.482992 + Penalty 1583.614941 = -27087.868052 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 88 (415 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (205.832966 sec): 2 clusters Score: Raw -19426.471096 + Penalty 500.950268 = -18925.520827 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (205.833901 sec): 3 clusters Score: Raw -19287.136938 + Penalty 1004.258983 = -18282.877955 nChanged 113 SP:Iteration 1F (205.834821 sec): 3 clusters Score: Raw -19398.686957 + Penalty 1013.074777 = -18385.612180 nChanged 36 SP:Iteration 2F (205.835741 sec): 3 clusters Score: Raw -19437.003166 + Penalty 1020.025062 = -18416.978105 nChanged 21 SP:Iteration 3F (205.836660 sec): 3 clusters Score: Raw -19462.901012 + Penalty 1033.839573 = -18429.061440 nChanged 19 SP:Iteration 4Q (205.837564 sec): 3 clusters Score: Raw -19488.703788 + Penalty 1048.869718 = -18439.834070 nChanged 14 SP:Iteration 5Q (205.838462 sec): 3 clusters Score: Raw -19507.407490 + Penalty 1063.012558 = -18444.394931 nChanged 9 SP:Iteration 6Q (205.839354 sec): 3 clusters Score: Raw -19518.567304 + Penalty 1071.990011 = -18446.577293 nChanged 4 SP:Iteration 7Q (205.840232 sec): 3 clusters Score: Raw -19524.057802 + Penalty 1076.595490 = -18447.462312 nChanged 2 SP:Iteration 8Q (205.841105 sec): 3 clusters Score: Raw -19525.106847 + Penalty 1077.189136 = -18447.917711 nChanged 1 SP:Iteration 9Q (205.841975 sec): 3 clusters Score: Raw -19526.161283 + Penalty 1077.189136 = -18448.972147 nChanged 0 SP:Iteration 10F (205.842893 sec): 3 clusters Score: Raw -19526.161283 + Penalty 1077.189136 = -18448.972147 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 89 (355 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (205.844297 sec): 2 clusters Score: Raw -19908.690660 + Penalty 635.811179 = -19272.879481 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (205.845126 sec): 3 clusters Score: Raw -19815.525086 + Penalty 1271.658212 = -18543.866874 nChanged 98 SP:Iteration 1F (205.845944 sec): 3 clusters Score: Raw -19964.679883 + Penalty 1269.887189 = -18694.792694 nChanged 35 SP:Iteration 2F (205.846760 sec): 3 clusters Score: Raw -20040.222919 + Penalty 1267.053474 = -18773.169445 nChanged 24 SP:Iteration 3F (205.847575 sec): 3 clusters Score: Raw -20102.820329 + Penalty 1264.207181 = -18838.613149 nChanged 20 SP:Iteration 4F (205.848388 sec): 3 clusters Score: Raw -20143.639419 + Penalty 1261.138141 = -18882.501278 nChanged 17 SP:Iteration 5Q (205.849161 sec): 3 clusters Score: Raw -20171.968861 + Penalty 1260.345286 = -18911.623575 nChanged 8 SP:Iteration 6Q (205.849928 sec): 3 clusters Score: Raw -20192.472402 + Penalty 1258.651799 = -18933.820602 nChanged 6 SP:Iteration 7Q (205.850691 sec): 3 clusters Score: Raw -20202.707781 + Penalty 1258.387448 = -18944.320334 nChanged 1 SP:Iteration 8Q (205.851445 sec): 3 clusters Score: Raw -20204.022519 + Penalty 1257.813072 = -18946.209447 nChanged 1 SP:Iteration 9Q (205.852230 sec): 3 clusters Score: Raw -20206.787105 + Penalty 1258.262379 = -18948.524726 nChanged 2 SP:Iteration 10F (205.853047 sec): 3 clusters Score: Raw -20208.847087 + Penalty 1258.262379 = -18950.584708 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 96 (496 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (205.855851 sec): 2 clusters Score: Raw -16762.905272 + Penalty 345.448747 = -16417.456526 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (205.857006 sec): 3 clusters Score: Raw -16592.077272 + Penalty 719.200589 = -15872.876683 nChanged 149 SP:Iteration 1F (205.858108 sec): 3 clusters Score: Raw -16755.315225 + Penalty 728.713387 = -16026.601838 nChanged 44 SP:Iteration 2F (205.859193 sec): 3 clusters Score: Raw -16805.989805 + Penalty 727.520934 = -16078.468871 nChanged 17 SP:Iteration 3Q (205.860248 sec): 3 clusters Score: Raw -16831.428520 + Penalty 722.844018 = -16108.584502 nChanged 11 SP:Iteration 4Q (205.861295 sec): 3 clusters Score: Raw -16851.725673 + Penalty 717.300010 = -16134.425663 nChanged 13 SP:Iteration 5Q (205.862336 sec): 3 clusters Score: Raw -16872.934304 + Penalty 709.706539 = -16163.227765 nChanged 11 SP:Iteration 6Q (205.863376 sec): 3 clusters Score: Raw -16883.719407 + Penalty 705.818521 = -16177.900886 nChanged 6 SP:Iteration 7Q (205.864409 sec): 3 clusters Score: Raw -16891.256820 + Penalty 702.114813 = -16189.142007 nChanged 6 SP:Iteration 8Q (205.865442 sec): 3 clusters Score: Raw -16896.774097 + Penalty 702.068177 = -16194.705920 nChanged 3 SP:Iteration 9Q (205.866474 sec): 3 clusters Score: Raw -16899.016907 + Penalty 702.068177 = -16196.948730 nChanged 0 SP:Iteration 10F (205.867548 sec): 3 clusters Score: Raw -16899.016907 + Penalty 702.068177 = -16196.948730 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 122 (1287 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (205.871925 sec): 2 clusters Score: Raw -52636.577994 + Penalty 57.652769 = -52578.925225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (205.874344 sec): 3 clusters Score: Raw -51826.038457 + Penalty 123.637408 = -51702.401049 nChanged 596 SP:Iteration 1F (205.876724 sec): 3 clusters Score: Raw -52449.841398 + Penalty 119.231478 = -52330.609920 nChanged 74 SP:Iteration 2F (205.879099 sec): 3 clusters Score: Raw -52498.533188 + Penalty 117.324048 = -52381.209140 nChanged 49 SP:Iteration 3Q (205.881486 sec): 3 clusters Score: Raw -52531.634618 + Penalty 116.844773 = -52414.789846 nChanged 30 SP:Iteration 4Q (205.883865 sec): 3 clusters Score: Raw -52550.679986 + Penalty 115.339955 = -52435.340030 nChanged 25 SP:Iteration 5Q (205.886285 sec): 3 clusters Score: Raw -52564.632824 + Penalty 117.064294 = -52447.568530 nChanged 19 SP:Iteration 6Q (205.888722 sec): 3 clusters Score: Raw -52580.350344 + Penalty 115.261261 = -52465.089082 nChanged 14 SP:Iteration 7Q (205.891125 sec): 3 clusters Score: Raw -52589.625362 + Penalty 114.697656 = -52474.927706 nChanged 12 SP:Iteration 8Q (205.893595 sec): 3 clusters Score: Raw -52596.577060 + Penalty 111.487455 = -52485.089604 nChanged 5 SP:Iteration 9Q (205.896005 sec): 3 clusters Score: Raw -52600.332765 + Penalty 115.273094 = -52485.059672 nChanged 10 SP:Iteration 10F (205.898402 sec): 3 clusters Score: Raw -52610.591431 + Penalty 116.046849 = -52494.544582 nChanged 5 SP:Iteration 11Q (205.900626 sec): 3 clusters Score: Raw -52615.034515 + Penalty 113.167535 = -52501.866980 nChanged 3 SP:Iteration 12Q (205.902799 sec): 3 clusters Score: Raw -52619.747008 + Penalty 114.697232 = -52505.049777 nChanged 6 SP:Iteration 13Q (205.904910 sec): 3 clusters Score: Raw -52659.107651 + Penalty 111.031873 = -52548.075778 nChanged 8 SP:Iteration 14Q (205.906792 sec): 3 clusters Score: Raw -52664.131307 + Penalty 109.305473 = -52554.825834 nChanged 4 SP:Iteration 15Q (205.908674 sec): 3 clusters Score: Raw -52666.219363 + Penalty 108.658855 = -52557.560508 nChanged 3 SP:Iteration 16Q (205.910587 sec): 3 clusters Score: Raw -52666.906767 + Penalty 111.962013 = -52554.944754 nChanged 2 SP:Iteration 17F (205.912913 sec): 3 clusters Score: Raw -52667.363727 + Penalty 111.962013 = -52555.401714 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 133 (133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (205.915050 sec): 2 clusters Score: Raw -4570.054875 + Penalty 271.755505 = -4298.299370 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (205.915507 sec): 3 clusters Score: Raw -4574.843568 + Penalty 552.674211 = -4022.169357 nChanged 20 SP:Iteration 1F (205.915956 sec): 3 clusters Score: Raw -4613.551521 + Penalty 556.778651 = -4056.772871 nChanged 6 SP:Iteration 2Q (205.916385 sec): 3 clusters Score: Raw -4625.188777 + Penalty 560.403958 = -4064.784820 nChanged 6 SP:Iteration 3Q (205.916807 sec): 3 clusters Score: Raw -4637.133814 + Penalty 563.102437 = -4074.031377 nChanged 2 SP:Iteration 4Q (205.917225 sec): 3 clusters Score: Raw -4639.681860 + Penalty 564.132445 = -4075.549415 nChanged 1 SP:Iteration 5Q (205.917658 sec): 3 clusters Score: Raw -4640.171108 + Penalty 565.501259 = -4074.669849 nChanged 1 SP:Iteration 6F (205.918106 sec): 3 clusters Score: Raw -4641.167731 + Penalty 565.501259 = -4075.666473 nChanged 0 Iteration 219F (207.042531 sec): 43 clusters Score: Raw -2158784.657816 + Penalty 36301.956739 = -2122482.701076 nChanged 48 Iteration 220F (208.160170 sec): 43 clusters Score: Raw -2158840.813511 + Penalty 36295.381348 = -2122545.432162 nChanged 40 Iteration 221Q (208.374615 sec): 43 clusters Score: Raw -2158858.666830 + Penalty 36296.278586 = -2122562.388244 nChanged 33 Iteration 222Q (208.589024 sec): 43 clusters Score: Raw -2158870.313886 + Penalty 36299.482261 = -2122570.831625 nChanged 33 Iteration 223Q (208.803019 sec): 43 clusters Score: Raw -2158876.916840 + Penalty 36301.136470 = -2122575.780370 nChanged 41 Iteration 224Q (209.017121 sec): 43 clusters Score: Raw -2158889.096710 + Penalty 36303.113422 = -2122585.983288 nChanged 30 Iteration 225Q (209.230990 sec): 43 clusters Score: Raw -2158901.563178 + Penalty 36304.835019 = -2122596.728159 nChanged 27 Iteration 226Q (209.445192 sec): 43 clusters Score: Raw -2158911.788502 + Penalty 36307.535702 = -2122604.252800 nChanged 23 Iteration 227Q (209.658928 sec): 43 clusters Score: Raw -2158916.668166 + Penalty 36309.169051 = -2122607.499115 nChanged 19 Iteration 228Q (209.872706 sec): 43 clusters Score: Raw -2158920.791828 + Penalty 36309.506467 = -2122611.285360 nChanged 11 Iteration 229Q (210.086127 sec): 43 clusters Score: Raw -2158928.632724 + Penalty 36306.290090 = -2122622.342634 nChanged 8 Iteration 230F (211.201678 sec): 43 clusters Score: Raw -2158940.134306 + Penalty 36304.585628 = -2122635.548678 nChanged 12 Iteration 231Q (211.415297 sec): 43 clusters Score: Raw -2158958.568500 + Penalty 36296.960168 = -2122661.608332 nChanged 10 Iteration 232Q (211.630152 sec): 43 clusters Score: Raw -2159045.372617 + Penalty 36291.808566 = -2122753.564051 nChanged 3 Iteration 233Q (211.850856 sec): 43 clusters Score: Raw -2159106.512650 + Penalty 36291.980942 = -2122814.531708 nChanged 2 Iteration 234Q (212.071699 sec): 43 clusters Score: Raw -2159106.546580 + Penalty 36291.980942 = -2122814.565638 nChanged 0 Iteration 235F (213.186178 sec): 43 clusters Score: Raw -2159106.546580 + Penalty 36291.980942 = -2122814.565638 nChanged 0 Writing temp clu file Memory request: 0.25 GB would take us to total of 0.50 GB. Compute initial score before splitting: Score: Raw -2159106.546580 + Penalty 36291.980942 = -2122814.565638Memory request: 0.04 GB would take us to total of 0.54 GB. Trying to split cluster 1 (8799 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (213.398241 sec): 2 clusters Score: Raw -366969.013650 + Penalty 75.304574 = -366893.709076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (213.414105 sec): 3 clusters Score: Raw -361026.168464 + Penalty 157.197158 = -360868.971306 nChanged 4266 SP:Iteration 1F (213.429604 sec): 3 clusters Score: Raw -364057.918197 + Penalty 163.037853 = -363894.880345 nChanged 780 SP:Iteration 2F (213.445066 sec): 3 clusters Score: Raw -364637.327318 + Penalty 174.256241 = -364463.071077 nChanged 822 SP:Iteration 3F (213.460523 sec): 3 clusters Score: Raw -365393.291351 + Penalty 186.669943 = -365206.621408 nChanged 682 SP:Iteration 4F (213.476082 sec): 3 clusters Score: Raw -366051.808980 + Penalty 193.511758 = -365858.297222 nChanged 436 SP:Iteration 5Q (213.491918 sec): 3 clusters Score: Raw -366478.909500 + Penalty 182.937969 = -366295.971531 nChanged 244 SP:Iteration 6Q (213.507649 sec): 3 clusters Score: Raw -366724.512885 + Penalty 179.595724 = -366544.917161 nChanged 143 SP:Iteration 7Q (213.523294 sec): 3 clusters Score: Raw -366860.656599 + Penalty 166.749906 = -366693.906693 nChanged 73 SP:Iteration 8Q (213.537854 sec): 3 clusters Score: Raw -366931.360271 + Penalty 173.159536 = -366758.200735 nChanged 25 SP:Iteration 9Q (213.550801 sec): 3 clusters Score: Raw -366973.819416 + Penalty 171.813288 = -366802.006128 nChanged 11 SP:Iteration 10F (213.566332 sec): 3 clusters Score: Raw -366997.393782 + Penalty 171.234009 = -366826.159773 nChanged 5 SP:Iteration 11Q (213.578689 sec): 3 clusters Score: Raw -367000.884060 + Penalty 166.662965 = -366834.221095 nChanged 5 SP:Iteration 12Q (213.590674 sec): 3 clusters Score: Raw -367005.123892 + Penalty 163.328192 = -366841.795700 nChanged 4 SP:Iteration 13Q (213.602637 sec): 3 clusters Score: Raw -367007.855355 + Penalty 161.837042 = -366846.018313 nChanged 2 SP:Iteration 14Q (213.614921 sec): 3 clusters Score: Raw -367008.991070 + Penalty 156.386212 = -366852.604858 nChanged 3 SP:Iteration 15Q (213.626822 sec): 3 clusters Score: Raw -367010.146990 + Penalty 154.505338 = -366855.641652 nChanged 1 SP:Iteration 16Q (213.639020 sec): 3 clusters Score: Raw -367010.812270 + Penalty 154.874818 = -366855.937453 nChanged 1 SP:Iteration 17Q (213.651413 sec): 3 clusters Score: Raw -367011.366292 + Penalty 155.492962 = -366855.873330 nChanged 1 SP:Iteration 18F (213.666871 sec): 3 clusters Score: Raw -367011.561271 + Penalty 155.492962 = -366856.068309 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 2 (937 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (213.676054 sec): 2 clusters Score: Raw -41928.316761 + Penalty 619.637507 = -41308.679253 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (213.677921 sec): 3 clusters Score: Raw -41463.193854 + Penalty 1233.978051 = -40229.215804 nChanged 334 SP:Iteration 1F (213.679737 sec): 3 clusters Score: Raw -41679.338213 + Penalty 1228.250629 = -40451.087584 nChanged 98 SP:Iteration 2F (213.681527 sec): 3 clusters Score: Raw -41750.813560 + Penalty 1223.968427 = -40526.845133 nChanged 53 SP:Iteration 3F (213.683316 sec): 3 clusters Score: Raw -41802.506689 + Penalty 1219.761987 = -40582.744702 nChanged 50 SP:Iteration 4F (213.685143 sec): 3 clusters Score: Raw -41858.487613 + Penalty 1217.001924 = -40641.485689 nChanged 46 SP:Iteration 5Q (213.686954 sec): 3 clusters Score: Raw -41889.610173 + Penalty 1217.965953 = -40671.644220 nChanged 28 SP:Iteration 6Q (213.688751 sec): 3 clusters Score: Raw -41907.756625 + Penalty 1218.237753 = -40689.518872 nChanged 18 SP:Iteration 7Q (213.690531 sec): 3 clusters Score: Raw -41919.470419 + Penalty 1219.554088 = -40699.916331 nChanged 17 SP:Iteration 8Q (213.692274 sec): 3 clusters Score: Raw -41930.231666 + Penalty 1220.044411 = -40710.187254 nChanged 11 SP:Iteration 9Q (213.694011 sec): 3 clusters Score: Raw -41935.127217 + Penalty 1220.434991 = -40714.692226 nChanged 8 SP:Iteration 10F (213.695797 sec): 3 clusters Score: Raw -41938.921730 + Penalty 1220.137587 = -40718.784143 nChanged 4 SP:Iteration 11Q (213.697530 sec): 3 clusters Score: Raw -41941.220733 + Penalty 1219.822332 = -40721.398402 nChanged 3 SP:Iteration 12Q (213.699283 sec): 3 clusters Score: Raw -41941.828878 + Penalty 1220.134924 = -40721.693955 nChanged 1 SP:Iteration 13Q (213.701092 sec): 3 clusters Score: Raw -41941.915749 + Penalty 1220.134924 = -40721.780825 nChanged 0 SP:Iteration 14F (213.702913 sec): 3 clusters Score: Raw -41941.915749 + Penalty 1220.134924 = -40721.780825 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 3 (1187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (213.710337 sec): 2 clusters Score: Raw -52367.195171 + Penalty 328.318335 = -52038.876836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (213.712660 sec): 3 clusters Score: Raw -51717.180889 + Penalty 657.186436 = -51059.994453 nChanged 466 SP:Iteration 1F (213.714889 sec): 3 clusters Score: Raw -52107.072517 + Penalty 662.397277 = -51444.675241 nChanged 129 SP:Iteration 2F (213.717114 sec): 3 clusters Score: Raw -52220.525481 + Penalty 665.051987 = -51555.473494 nChanged 62 SP:Iteration 3F (213.719340 sec): 3 clusters Score: Raw -52275.258889 + Penalty 668.453891 = -51606.804998 nChanged 37 SP:Iteration 4Q (213.721566 sec): 3 clusters Score: Raw -52306.853696 + Penalty 669.408191 = -51637.445505 nChanged 28 SP:Iteration 5Q (213.723703 sec): 3 clusters Score: Raw -52325.045305 + Penalty 677.257977 = -51647.787328 nChanged 23 SP:Iteration 6Q (213.725790 sec): 3 clusters Score: Raw -52340.857029 + Penalty 682.646882 = -51658.210147 nChanged 18 SP:Iteration 7Q (213.727847 sec): 3 clusters Score: Raw -52358.973987 + Penalty 686.518908 = -51672.455079 nChanged 12 SP:Iteration 8Q (213.729867 sec): 3 clusters Score: Raw -52368.891063 + Penalty 687.871395 = -51681.019668 nChanged 7 SP:Iteration 9Q (213.731858 sec): 3 clusters Score: Raw -52372.469104 + Penalty 690.288406 = -51682.180699 nChanged 5 SP:Iteration 10F (213.734082 sec): 3 clusters Score: Raw -52373.616671 + Penalty 692.130666 = -51681.486004 nChanged 2 SP:Iteration 11F (213.736304 sec): 3 clusters Score: Raw -52374.031669 + Penalty 693.144889 = -51680.886780 nChanged 1 SP:Iteration 12F (213.738527 sec): 3 clusters Score: Raw -52374.118539 + Penalty 693.813738 = -51680.304801 nChanged 2 SP:Iteration 13F (213.740752 sec): 3 clusters Score: Raw -52374.298930 + Penalty 692.606310 = -51681.692620 nChanged 1 SP:Iteration 14Q (213.742726 sec): 3 clusters Score: Raw -52374.336533 + Penalty 692.606310 = -51681.730223 nChanged 0 SP:Iteration 15F (213.744977 sec): 3 clusters Score: Raw -52374.336533 + Penalty 692.606310 = -51681.730223 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 4 (492 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (213.750625 sec): 2 clusters Score: Raw -23970.984308 + Penalty 738.274193 = -23232.710115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (213.751710 sec): 3 clusters Score: Raw -23838.704370 + Penalty 1478.637980 = -22360.066390 nChanged 139 SP:Iteration 1F (213.752771 sec): 3 clusters Score: Raw -23973.436379 + Penalty 1479.153317 = -22494.283062 nChanged 26 SP:Iteration 2F (213.753906 sec): 3 clusters Score: Raw -24000.207220 + Penalty 1478.877028 = -22521.330191 nChanged 9 SP:Iteration 3Q (213.754947 sec): 3 clusters Score: Raw -24013.622468 + Penalty 1478.907972 = -22534.714496 nChanged 10 SP:Iteration 4Q (213.755982 sec): 3 clusters Score: Raw -24025.326217 + Penalty 1478.962576 = -22546.363640 nChanged 8 SP:Iteration 5Q (213.757024 sec): 3 clusters Score: Raw -24037.657747 + Penalty 1478.674648 = -22558.983099 nChanged 6 SP:Iteration 6Q (213.758062 sec): 3 clusters Score: Raw -24043.894403 + Penalty 1479.019835 = -22564.874568 nChanged 3 SP:Iteration 7Q (213.759102 sec): 3 clusters Score: Raw -24046.720466 + Penalty 1478.857051 = -22567.863414 nChanged 1 SP:Iteration 8Q (213.760200 sec): 3 clusters Score: Raw -24047.093585 + Penalty 1478.857051 = -22568.236534 nChanged 0 SP:Iteration 9F (213.761310 sec): 3 clusters Score: Raw -24047.093585 + Penalty 1478.857051 = -22568.236534 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 6 (595 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (213.763462 sec): 2 clusters Score: Raw -33853.886427 + Penalty 714.773686 = -33139.112741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (213.764716 sec): 3 clusters Score: Raw -33653.361108 + Penalty 1428.147353 = -32225.213755 nChanged 172 SP:Iteration 1F (213.765953 sec): 3 clusters Score: Raw -33807.756179 + Penalty 1428.240541 = -32379.515638 nChanged 47 SP:Iteration 2F (213.767187 sec): 3 clusters Score: Raw -33850.377872 + Penalty 1428.332689 = -32422.045183 nChanged 19 SP:Iteration 3Q (213.768426 sec): 3 clusters Score: Raw -33867.727698 + Penalty 1428.240482 = -32439.487215 nChanged 6 SP:Iteration 4Q (213.769646 sec): 3 clusters Score: Raw -33870.494605 + Penalty 1428.402667 = -32442.091939 nChanged 6 SP:Iteration 5Q (213.770862 sec): 3 clusters Score: Raw -33876.424831 + Penalty 1428.495942 = -32447.928889 nChanged 6 SP:Iteration 6Q (213.772073 sec): 3 clusters Score: Raw -33881.862772 + Penalty 1428.471819 = -32453.390954 nChanged 4 SP:Iteration 7Q (213.773285 sec): 3 clusters Score: Raw -33888.589494 + Penalty 1428.420834 = -32460.168660 nChanged 1 SP:Iteration 8Q (213.774514 sec): 3 clusters Score: Raw -33889.542196 + Penalty 1428.431702 = -32461.110495 nChanged 2 SP:Iteration 9Q (213.775724 sec): 3 clusters Score: Raw -33891.111302 + Penalty 1428.431702 = -32462.679600 nChanged 0 SP:Iteration 10F (213.776953 sec): 3 clusters Score: Raw -33891.111302 + Penalty 1428.431702 = -32462.679600 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 7 (557 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (213.779033 sec): 2 clusters Score: Raw -26570.258506 + Penalty 483.909525 = -26086.348980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (213.780293 sec): 3 clusters Score: Raw -26299.366952 + Penalty 968.364708 = -25331.002243 nChanged 180 SP:Iteration 1F (213.781526 sec): 3 clusters Score: Raw -26396.814901 + Penalty 968.728433 = -25428.086468 nChanged 41 SP:Iteration 2F (213.782758 sec): 3 clusters Score: Raw -26423.407795 + Penalty 972.514130 = -25450.893665 nChanged 35 SP:Iteration 3F (213.783931 sec): 3 clusters Score: Raw -26458.626999 + Penalty 978.703818 = -25479.923181 nChanged 30 SP:Iteration 4F (213.785105 sec): 3 clusters Score: Raw -26481.732782 + Penalty 990.402968 = -25491.329815 nChanged 29 SP:Iteration 5F (213.786290 sec): 3 clusters Score: Raw -26509.809868 + Penalty 1012.033178 = -25497.776690 nChanged 30 SP:Iteration 6F (213.787458 sec): 3 clusters Score: Raw -26539.940342 + Penalty 1037.573977 = -25502.366365 nChanged 32 SP:Iteration 7F (213.788625 sec): 3 clusters Score: Raw -26576.410517 + Penalty 1063.385882 = -25513.024635 nChanged 23 SP:Iteration 8Q (213.789757 sec): 3 clusters Score: Raw -26603.554759 + Penalty 1082.999711 = -25520.555048 nChanged 13 SP:Iteration 9Q (213.790873 sec): 3 clusters Score: Raw -26617.696976 + Penalty 1092.483136 = -25525.213840 nChanged 7 SP:Iteration 10F (213.792049 sec): 3 clusters Score: Raw -26628.477475 + Penalty 1099.717339 = -25528.760136 nChanged 6 SP:Iteration 11Q (213.793147 sec): 3 clusters Score: Raw -26635.706726 + Penalty 1104.832807 = -25530.873919 nChanged 4 SP:Iteration 12Q (213.794238 sec): 3 clusters Score: Raw -26638.404441 + Penalty 1109.310133 = -25529.094308 nChanged 3 SP:Iteration 13F (213.795407 sec): 3 clusters Score: Raw -26642.293270 + Penalty 1115.531148 = -25526.762122 nChanged 5 SP:Iteration 14F (213.796576 sec): 3 clusters Score: Raw -26649.455377 + Penalty 1118.184287 = -25531.271090 nChanged 2 SP:Iteration 15Q (213.797629 sec): 3 clusters Score: Raw -26650.866856 + Penalty 1121.376136 = -25529.490721 nChanged 2 SP:Iteration 16F (213.798783 sec): 3 clusters Score: Raw -26651.705601 + Penalty 1122.817941 = -25528.887661 nChanged 1 SP:Iteration 17F (213.799959 sec): 3 clusters Score: Raw -26652.039598 + Penalty 1124.320276 = -25527.719322 nChanged 1 SP:Iteration 18F (213.801158 sec): 3 clusters Score: Raw -26655.475318 + Penalty 1125.210625 = -25530.264693 nChanged 1 SP:Iteration 19Q (213.802204 sec): 3 clusters Score: Raw -26657.561299 + Penalty 1125.210625 = -25532.350674 nChanged 0 SP:Iteration 20F (213.803372 sec): 3 clusters Score: Raw -26657.561299 + Penalty 1125.210625 = -25532.350674 nChanged 0 Memory request: 0.02 GB would take us to total of 0.51 GB. Trying to split cluster 8 (2881 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (213.817152 sec): 2 clusters Score: Raw -128739.145298 + Penalty 337.993910 = -128401.151388 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (213.822488 sec): 3 clusters Score: Raw -126919.377592 + Penalty 677.745134 = -126241.632458 nChanged 1252 SP:Iteration 1F (213.827738 sec): 3 clusters Score: Raw -127648.329487 + Penalty 683.334771 = -126964.994716 nChanged 371 SP:Iteration 2F (213.832969 sec): 3 clusters Score: Raw -127824.743704 + Penalty 692.442712 = -127132.300992 nChanged 243 SP:Iteration 3F (213.838188 sec): 3 clusters Score: Raw -128020.505457 + Penalty 698.541459 = -127321.963998 nChanged 199 SP:Iteration 4F (213.843411 sec): 3 clusters Score: Raw -128205.421364 + Penalty 698.838821 = -127506.582543 nChanged 190 SP:Iteration 5F (213.848801 sec): 3 clusters Score: Raw -128342.477482 + Penalty 697.694025 = -127644.783456 nChanged 144 SP:Iteration 6Q (213.854072 sec): 3 clusters Score: Raw -128426.887076 + Penalty 696.551217 = -127730.335859 nChanged 107 SP:Iteration 7Q (213.859222 sec): 3 clusters Score: Raw -128493.229278 + Penalty 695.730799 = -127797.498479 nChanged 72 SP:Iteration 8Q (213.864345 sec): 3 clusters Score: Raw -128524.115270 + Penalty 696.611010 = -127827.504259 nChanged 48 SP:Iteration 9Q (213.869417 sec): 3 clusters Score: Raw -128537.091579 + Penalty 696.926108 = -127840.165470 nChanged 27 SP:Iteration 10F (213.874856 sec): 3 clusters Score: Raw -128543.553025 + Penalty 697.042739 = -127846.510286 nChanged 16 SP:Iteration 11Q (213.880052 sec): 3 clusters Score: Raw -128545.285935 + Penalty 697.511725 = -127847.774210 nChanged 10 SP:Iteration 12Q (213.885279 sec): 3 clusters Score: Raw -128547.602455 + Penalty 698.174968 = -127849.427487 nChanged 12 SP:Iteration 13Q (213.890284 sec): 3 clusters Score: Raw -128550.071186 + Penalty 698.711387 = -127851.359799 nChanged 7 SP:Iteration 14Q (213.895275 sec): 3 clusters Score: Raw -128551.436184 + Penalty 698.984132 = -127852.452051 nChanged 8 SP:Iteration 15Q (213.900267 sec): 3 clusters Score: Raw -128552.969604 + Penalty 698.854418 = -127854.115186 nChanged 8 SP:Iteration 16Q (213.905255 sec): 3 clusters Score: Raw -128554.232726 + Penalty 699.266878 = -127854.965848 nChanged 11 SP:Iteration 17Q (213.910271 sec): 3 clusters Score: Raw -128555.768731 + Penalty 699.020548 = -127856.748183 nChanged 10 SP:Iteration 18Q (213.915288 sec): 3 clusters Score: Raw -128557.123510 + Penalty 698.774322 = -127858.349188 nChanged 4 SP:Iteration 19Q (213.920373 sec): 3 clusters Score: Raw -128557.352654 + Penalty 698.513924 = -127858.838730 nChanged 6 SP:Iteration 20F (213.925582 sec): 3 clusters Score: Raw -128557.724018 + Penalty 698.412348 = -127859.311669 nChanged 3 SP:Iteration 21Q (213.930566 sec): 3 clusters Score: Raw -128557.910506 + Penalty 698.362851 = -127859.547655 nChanged 2 SP:Iteration 22Q (213.935545 sec): 3 clusters Score: Raw -128558.077972 + Penalty 698.167655 = -127859.910317 nChanged 2 SP:Iteration 23Q (213.940532 sec): 3 clusters Score: Raw -128558.254980 + Penalty 697.801208 = -127860.453772 nChanged 5 SP:Iteration 24Q (213.945513 sec): 3 clusters Score: Raw -128558.669778 + Penalty 697.746458 = -127860.923321 nChanged 4 SP:Iteration 25Q (213.950519 sec): 3 clusters Score: Raw -128558.812420 + Penalty 697.720357 = -127861.092063 nChanged 2 SP:Iteration 26Q (213.955498 sec): 3 clusters Score: Raw -128559.105610 + Penalty 697.836133 = -127861.269478 nChanged 2 SP:Iteration 27Q (213.960481 sec): 3 clusters Score: Raw -128559.462399 + Penalty 698.178619 = -127861.283779 nChanged 5 SP:Iteration 28Q (213.965494 sec): 3 clusters Score: Raw -128560.001660 + Penalty 698.375961 = -127861.625699 nChanged 2 SP:Iteration 29Q (213.970522 sec): 3 clusters Score: Raw -128560.192358 + Penalty 698.356179 = -127861.836179 nChanged 1 SP:Iteration 30F (213.975855 sec): 3 clusters Score: Raw -128560.270305 + Penalty 698.152711 = -127862.117594 nChanged 3 SP:Iteration 31Q (213.980884 sec): 3 clusters Score: Raw -128560.754845 + Penalty 698.149605 = -127862.605240 nChanged 4 SP:Iteration 32Q (213.986181 sec): 3 clusters Score: Raw -128560.943414 + Penalty 698.021796 = -127862.921619 nChanged 2 SP:Iteration 33Q (213.991177 sec): 3 clusters Score: Raw -128561.075761 + Penalty 697.900318 = -127863.175443 nChanged 3 SP:Iteration 34Q (213.996159 sec): 3 clusters Score: Raw -128561.344068 + Penalty 698.054120 = -127863.289948 nChanged 3 SP:Iteration 35Q (214.001139 sec): 3 clusters Score: Raw -128561.462506 + Penalty 698.054120 = -127863.408385 nChanged 0 SP:Iteration 36F (214.006395 sec): 3 clusters Score: Raw -128561.462506 + Penalty 698.054120 = -127863.408385 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 9 (905 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (214.011079 sec): 2 clusters Score: Raw -44598.537929 + Penalty 309.118067 = -44289.419862 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (214.012878 sec): 3 clusters Score: Raw -44118.687583 + Penalty 619.831417 = -43498.856165 nChanged 356 SP:Iteration 1F (214.014610 sec): 3 clusters Score: Raw -44337.258753 + Penalty 624.033876 = -43713.224877 nChanged 99 SP:Iteration 2F (214.016344 sec): 3 clusters Score: Raw -44408.981850 + Penalty 631.007320 = -43777.974530 nChanged 79 SP:Iteration 3F (214.018080 sec): 3 clusters Score: Raw -44483.405005 + Penalty 639.536031 = -43843.868974 nChanged 69 SP:Iteration 4F (214.019821 sec): 3 clusters Score: Raw -44544.287266 + Penalty 647.132860 = -43897.154406 nChanged 57 SP:Iteration 5F (214.021564 sec): 3 clusters Score: Raw -44589.555138 + Penalty 652.956682 = -43936.598456 nChanged 44 SP:Iteration 6Q (214.023295 sec): 3 clusters Score: Raw -44627.970977 + Penalty 661.566054 = -43966.404924 nChanged 37 SP:Iteration 7Q (214.025075 sec): 3 clusters Score: Raw -44656.460187 + Penalty 662.870882 = -43993.589305 nChanged 22 SP:Iteration 8Q (214.026833 sec): 3 clusters Score: Raw -44667.760186 + Penalty 663.189898 = -44004.570288 nChanged 12 SP:Iteration 9Q (214.028553 sec): 3 clusters Score: Raw -44676.653780 + Penalty 661.850029 = -44014.803751 nChanged 12 SP:Iteration 10F (214.030291 sec): 3 clusters Score: Raw -44687.369297 + Penalty 659.475251 = -44027.894046 nChanged 10 SP:Iteration 11Q (214.032019 sec): 3 clusters Score: Raw -44692.493368 + Penalty 657.214480 = -44035.278888 nChanged 7 SP:Iteration 12Q (214.033746 sec): 3 clusters Score: Raw -44699.046480 + Penalty 655.774388 = -44043.272092 nChanged 8 SP:Iteration 13Q (214.035471 sec): 3 clusters Score: Raw -44707.765678 + Penalty 653.439848 = -44054.325830 nChanged 12 SP:Iteration 14Q (214.037196 sec): 3 clusters Score: Raw -44713.865399 + Penalty 653.155863 = -44060.709536 nChanged 6 SP:Iteration 15Q (214.038920 sec): 3 clusters Score: Raw -44716.749502 + Penalty 652.270215 = -44064.479288 nChanged 4 SP:Iteration 16Q (214.040641 sec): 3 clusters Score: Raw -44718.098470 + Penalty 650.908345 = -44067.190125 nChanged 3 SP:Iteration 17Q (214.042360 sec): 3 clusters Score: Raw -44719.183907 + Penalty 650.360556 = -44068.823351 nChanged 1 SP:Iteration 18Q (214.044080 sec): 3 clusters Score: Raw -44719.675870 + Penalty 649.813487 = -44069.862382 nChanged 1 SP:Iteration 19Q (214.045801 sec): 3 clusters Score: Raw -44719.880023 + Penalty 649.813487 = -44070.066535 nChanged 0 SP:Iteration 20F (214.047535 sec): 3 clusters Score: Raw -44719.880023 + Penalty 649.813487 = -44070.066535 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 10 (858 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (214.050894 sec): 2 clusters Score: Raw -37855.255278 + Penalty 553.870784 = -37301.384493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (214.052615 sec): 3 clusters Score: Raw -37495.270001 + Penalty 1106.106179 = -36389.163822 nChanged 303 SP:Iteration 1F (214.054275 sec): 3 clusters Score: Raw -37768.333807 + Penalty 1100.927526 = -36667.406282 nChanged 100 SP:Iteration 2F (214.055932 sec): 3 clusters Score: Raw -37882.611843 + Penalty 1098.964573 = -36783.647270 nChanged 49 SP:Iteration 3F (214.057589 sec): 3 clusters Score: Raw -37924.673157 + Penalty 1098.098375 = -36826.574781 nChanged 24 SP:Iteration 4Q (214.059210 sec): 3 clusters Score: Raw -37949.291492 + Penalty 1100.631433 = -36848.660059 nChanged 22 SP:Iteration 5Q (214.060870 sec): 3 clusters Score: Raw -37972.783364 + Penalty 1104.650520 = -36868.132844 nChanged 26 SP:Iteration 6Q (214.062488 sec): 3 clusters Score: Raw -38005.074223 + Penalty 1108.387826 = -36896.686396 nChanged 30 SP:Iteration 7Q (214.064063 sec): 3 clusters Score: Raw -38034.023037 + Penalty 1113.371506 = -36920.651532 nChanged 26 SP:Iteration 8Q (214.065620 sec): 3 clusters Score: Raw -38073.235366 + Penalty 1116.893272 = -36956.342095 nChanged 25 SP:Iteration 9Q (214.067160 sec): 3 clusters Score: Raw -38106.531178 + Penalty 1118.490571 = -36988.040607 nChanged 22 SP:Iteration 10F (214.068864 sec): 3 clusters Score: Raw -38130.127131 + Penalty 1118.555489 = -37011.571642 nChanged 14 SP:Iteration 11Q (214.070395 sec): 3 clusters Score: Raw -38141.255830 + Penalty 1118.837163 = -37022.418667 nChanged 9 SP:Iteration 12Q (214.071896 sec): 3 clusters Score: Raw -38151.544473 + Penalty 1118.613404 = -37032.931069 nChanged 12 SP:Iteration 13Q (214.073385 sec): 3 clusters Score: Raw -38172.706327 + Penalty 1117.732861 = -37054.973466 nChanged 20 SP:Iteration 14Q (214.074894 sec): 3 clusters Score: Raw -38222.395908 + Penalty 1116.001960 = -37106.393948 nChanged 20 SP:Iteration 15Q (214.076374 sec): 3 clusters Score: Raw -38273.682679 + Penalty 1115.136383 = -37158.546296 nChanged 15 SP:Iteration 16Q (214.077803 sec): 3 clusters Score: Raw -38316.802273 + Penalty 1114.354775 = -37202.447498 nChanged 13 SP:Iteration 17Q (214.079298 sec): 3 clusters Score: Raw -38360.510597 + Penalty 1114.548588 = -37245.962009 nChanged 9 SP:Iteration 18Q (214.080745 sec): 3 clusters Score: Raw -38382.958958 + Penalty 1115.449126 = -37267.509831 nChanged 5 SP:Iteration 19Q (214.082143 sec): 3 clusters Score: Raw -38396.980661 + Penalty 1115.902409 = -37281.078252 nChanged 5 SP:Iteration 20F (214.083827 sec): 3 clusters Score: Raw -38404.168314 + Penalty 1116.126901 = -37288.041413 nChanged 1 SP:Iteration 21Q (214.085220 sec): 3 clusters Score: Raw -38404.854916 + Penalty 1116.126901 = -37288.728015 nChanged 0 SP:Iteration 22F (214.086925 sec): 3 clusters Score: Raw -38404.854916 + Penalty 1116.126901 = -37288.728015 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 11 (280 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (214.088203 sec): 2 clusters Score: Raw -13177.769264 + Penalty 534.355060 = -12643.414204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (214.088909 sec): 3 clusters Score: Raw -13111.559951 + Penalty 1077.511076 = -12034.048875 nChanged 60 SP:Iteration 1F (214.089610 sec): 3 clusters Score: Raw -13184.389243 + Penalty 1089.613379 = -12094.775864 nChanged 23 SP:Iteration 2F (214.090304 sec): 3 clusters Score: Raw -13221.664077 + Penalty 1102.629507 = -12119.034570 nChanged 18 SP:Iteration 3F (214.090995 sec): 3 clusters Score: Raw -13261.043594 + Penalty 1106.531503 = -12154.512091 nChanged 10 SP:Iteration 4Q (214.091664 sec): 3 clusters Score: Raw -13299.369796 + Penalty 1103.692872 = -12195.676923 nChanged 9 SP:Iteration 5Q (214.092319 sec): 3 clusters Score: Raw -13325.079125 + Penalty 1102.387876 = -12222.691249 nChanged 5 SP:Iteration 6Q (214.092999 sec): 3 clusters Score: Raw -13342.783636 + Penalty 1100.219700 = -12242.563936 nChanged 5 SP:Iteration 7Q (214.093645 sec): 3 clusters Score: Raw -13361.329018 + Penalty 1099.764383 = -12261.564635 nChanged 5 SP:Iteration 8Q (214.094284 sec): 3 clusters Score: Raw -13377.027386 + Penalty 1102.447852 = -12274.579535 nChanged 5 SP:Iteration 9Q (214.094918 sec): 3 clusters Score: Raw -13393.091322 + Penalty 1106.449124 = -12286.642198 nChanged 6 SP:Iteration 10F (214.095608 sec): 3 clusters Score: Raw -13408.976349 + Penalty 1108.294081 = -12300.682269 nChanged 1 SP:Iteration 11Q (214.096231 sec): 3 clusters Score: Raw -13414.339345 + Penalty 1112.314530 = -12302.024814 nChanged 2 SP:Iteration 12Q (214.096851 sec): 3 clusters Score: Raw -13421.830323 + Penalty 1116.119566 = -12305.710757 nChanged 2 SP:Iteration 13Q (214.097466 sec): 3 clusters Score: Raw -13424.378244 + Penalty 1116.119566 = -12308.258678 nChanged 0 SP:Iteration 14F (214.098157 sec): 3 clusters Score: Raw -13424.378244 + Penalty 1116.119566 = -12308.258678 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 12 (332 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (214.099544 sec): 2 clusters Score: Raw -13553.531784 + Penalty 593.372760 = -12960.159024 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (214.100350 sec): 3 clusters Score: Raw -13469.086257 + Penalty 1186.588436 = -12282.497821 nChanged 77 SP:Iteration 1F (214.101137 sec): 3 clusters Score: Raw -13542.605524 + Penalty 1187.003976 = -12355.601548 nChanged 21 SP:Iteration 2F (214.101922 sec): 3 clusters Score: Raw -13566.978432 + Penalty 1188.265865 = -12378.712567 nChanged 13 SP:Iteration 3Q (214.102701 sec): 3 clusters Score: Raw -13590.247281 + Penalty 1190.938324 = -12399.308957 nChanged 11 SP:Iteration 4Q (214.103475 sec): 3 clusters Score: Raw -13609.625673 + Penalty 1192.599020 = -12417.026652 nChanged 5 SP:Iteration 5Q (214.104241 sec): 3 clusters Score: Raw -13613.437748 + Penalty 1193.377331 = -12420.060418 nChanged 3 SP:Iteration 6Q (214.105003 sec): 3 clusters Score: Raw -13619.241294 + Penalty 1194.222520 = -12425.018775 nChanged 4 SP:Iteration 7Q (214.105764 sec): 3 clusters Score: Raw -13623.456471 + Penalty 1194.423240 = -12429.033231 nChanged 1 SP:Iteration 8Q (214.106524 sec): 3 clusters Score: Raw -13625.371514 + Penalty 1194.069636 = -12431.301878 nChanged 2 SP:Iteration 9Q (214.107280 sec): 3 clusters Score: Raw -13627.175967 + Penalty 1194.069636 = -12433.106331 nChanged 0 SP:Iteration 10F (214.108066 sec): 3 clusters Score: Raw -13627.175967 + Penalty 1194.069636 = -12433.106331 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 13 (348 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (214.109464 sec): 2 clusters Score: Raw -14902.189550 + Penalty 285.401059 = -14616.788491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (214.110308 sec): 3 clusters Score: Raw -14740.601937 + Penalty 567.169482 = -14173.432455 nChanged 112 SP:Iteration 1F (214.111119 sec): 3 clusters Score: Raw -14830.198592 + Penalty 568.129617 = -14262.068976 nChanged 42 SP:Iteration 2F (214.111928 sec): 3 clusters Score: Raw -14899.622612 + Penalty 571.979488 = -14327.643124 nChanged 33 SP:Iteration 3F (214.112735 sec): 3 clusters Score: Raw -14933.407121 + Penalty 575.149102 = -14358.258019 nChanged 17 SP:Iteration 4Q (214.113524 sec): 3 clusters Score: Raw -14955.098780 + Penalty 579.806944 = -14375.291835 nChanged 19 SP:Iteration 5F (214.114331 sec): 3 clusters Score: Raw -14975.766178 + Penalty 581.723646 = -14394.042532 nChanged 9 SP:Iteration 6Q (214.115108 sec): 3 clusters Score: Raw -14985.149390 + Penalty 584.969418 = -14400.179972 nChanged 7 SP:Iteration 7Q (214.115888 sec): 3 clusters Score: Raw -14992.744192 + Penalty 588.028826 = -14404.715366 nChanged 5 SP:Iteration 8Q (214.116665 sec): 3 clusters Score: Raw -14998.269976 + Penalty 589.927750 = -14408.342226 nChanged 4 SP:Iteration 9Q (214.117466 sec): 3 clusters Score: Raw -14999.589498 + Penalty 590.567639 = -14409.021859 nChanged 1 SP:Iteration 10F (214.118274 sec): 3 clusters Score: Raw -15000.243843 + Penalty 590.567639 = -14409.676204 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 14 (128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (214.119092 sec): 2 clusters Score: Raw -7271.998135 + Penalty 435.367020 = -6836.631115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (214.119534 sec): 3 clusters Score: Raw -7262.372841 + Penalty 871.087653 = -6391.285188 nChanged 21 SP:Iteration 1F (214.119971 sec): 3 clusters Score: Raw -7306.149482 + Penalty 871.640136 = -6434.509345 nChanged 8 SP:Iteration 2F (214.120405 sec): 3 clusters Score: Raw -7320.730100 + Penalty 872.445011 = -6448.285089 nChanged 5 SP:Iteration 3Q (214.120829 sec): 3 clusters Score: Raw -7330.512078 + Penalty 872.538835 = -6457.973244 nChanged 2 SP:Iteration 4Q (214.121250 sec): 3 clusters Score: Raw -7333.354049 + Penalty 872.082432 = -6461.271617 nChanged 1 SP:Iteration 5Q (214.121670 sec): 3 clusters Score: Raw -7334.066600 + Penalty 871.939797 = -6462.126802 nChanged 1 SP:Iteration 6Q (214.122090 sec): 3 clusters Score: Raw -7333.894697 + Penalty 872.022998 = -6461.871699 nChanged 1 SP:Iteration 7F (214.122522 sec): 3 clusters Score: Raw -7333.359236 + Penalty 872.022998 = -6461.336238 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 15 (353 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (214.124027 sec): 2 clusters Score: Raw -14341.320305 + Penalty 718.085584 = -13623.234720 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (214.124857 sec): 3 clusters Score: Raw -14322.084793 + Penalty 1436.152797 = -12885.931995 nChanged 65 SP:Iteration 1F (214.125680 sec): 3 clusters Score: Raw -14414.214378 + Penalty 1436.177008 = -12978.037369 nChanged 15 SP:Iteration 2Q (214.126478 sec): 3 clusters Score: Raw -14448.789974 + Penalty 1436.110454 = -13012.679519 nChanged 9 SP:Iteration 3Q (214.127269 sec): 3 clusters Score: Raw -14461.686013 + Penalty 1435.970882 = -13025.715131 nChanged 5 SP:Iteration 4Q (214.128057 sec): 3 clusters Score: Raw -14475.045097 + Penalty 1436.041016 = -13039.004081 nChanged 4 SP:Iteration 5Q (214.128841 sec): 3 clusters Score: Raw -14482.409646 + Penalty 1436.474297 = -13045.935348 nChanged 6 SP:Iteration 6Q (214.129629 sec): 3 clusters Score: Raw -14490.389714 + Penalty 1437.139832 = -13053.249882 nChanged 7 SP:Iteration 7Q (214.130412 sec): 3 clusters Score: Raw -14498.421317 + Penalty 1438.142398 = -13060.278919 nChanged 6 SP:Iteration 8Q (214.131195 sec): 3 clusters Score: Raw -14508.588818 + Penalty 1440.616726 = -13067.972093 nChanged 9 SP:Iteration 9Q (214.131979 sec): 3 clusters Score: Raw -14525.782019 + Penalty 1443.497482 = -13082.284537 nChanged 10 SP:Iteration 10F (214.132798 sec): 3 clusters Score: Raw -14552.313596 + Penalty 1444.428917 = -13107.884679 nChanged 6 SP:Iteration 11Q (214.133568 sec): 3 clusters Score: Raw -14559.522550 + Penalty 1444.397881 = -13115.124669 nChanged 4 SP:Iteration 12Q (214.134337 sec): 3 clusters Score: Raw -14563.589384 + Penalty 1444.624200 = -13118.965184 nChanged 1 SP:Iteration 13Q (214.135104 sec): 3 clusters Score: Raw -14564.203904 + Penalty 1444.372244 = -13119.831659 nChanged 3 SP:Iteration 14Q (214.135871 sec): 3 clusters Score: Raw -14569.861977 + Penalty 1445.521961 = -13124.340016 nChanged 2 SP:Iteration 15Q (214.136634 sec): 3 clusters Score: Raw -14572.059377 + Penalty 1446.237874 = -13125.821503 nChanged 2 SP:Iteration 16Q (214.137399 sec): 3 clusters Score: Raw -14574.887598 + Penalty 1446.995444 = -13127.892154 nChanged 2 SP:Iteration 17Q (214.138161 sec): 3 clusters Score: Raw -14575.711181 + Penalty 1446.995444 = -13128.715737 nChanged 0 SP:Iteration 18F (214.138983 sec): 3 clusters Score: Raw -14575.711181 + Penalty 1446.995444 = -13128.715737 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 17 (1178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (214.144481 sec): 2 clusters Score: Raw -55296.716969 + Penalty 285.842191 = -55010.874778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (214.146720 sec): 3 clusters Score: Raw -54614.195924 + Penalty 578.163973 = -54036.031950 nChanged 483 SP:Iteration 1F (214.148977 sec): 3 clusters Score: Raw -54916.854854 + Penalty 591.856234 = -54324.998619 nChanged 146 SP:Iteration 2F (214.151222 sec): 3 clusters Score: Raw -55079.971242 + Penalty 607.332739 = -54472.638503 nChanged 108 SP:Iteration 3F (214.153416 sec): 3 clusters Score: Raw -55246.587627 + Penalty 618.878259 = -54627.709368 nChanged 75 SP:Iteration 4F (214.155603 sec): 3 clusters Score: Raw -55344.694109 + Penalty 623.329334 = -54721.364775 nChanged 43 SP:Iteration 5Q (214.157724 sec): 3 clusters Score: Raw -55391.630702 + Penalty 624.539170 = -54767.091532 nChanged 26 SP:Iteration 6Q (214.159786 sec): 3 clusters Score: Raw -55407.238910 + Penalty 626.942351 = -54780.296559 nChanged 11 SP:Iteration 7Q (214.161827 sec): 3 clusters Score: Raw -55411.053984 + Penalty 628.416541 = -54782.637443 nChanged 5 SP:Iteration 8Q (214.163859 sec): 3 clusters Score: Raw -55412.469796 + Penalty 629.801990 = -54782.667805 nChanged 4 SP:Iteration 9Q (214.165890 sec): 3 clusters Score: Raw -55413.664586 + Penalty 630.393219 = -54783.271367 nChanged 2 SP:Iteration 10F (214.168079 sec): 3 clusters Score: Raw -55414.094120 + Penalty 631.657147 = -54782.436972 nChanged 3 SP:Iteration 11F (214.170302 sec): 3 clusters Score: Raw -55414.818523 + Penalty 631.657147 = -54783.161376 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 18 (334 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (214.172222 sec): 2 clusters Score: Raw -15768.910434 + Penalty 129.008419 = -15639.902015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (214.172994 sec): 3 clusters Score: Raw -15579.278384 + Penalty 258.480696 = -15320.797687 nChanged 138 SP:Iteration 1F (214.173733 sec): 3 clusters Score: Raw -15659.007120 + Penalty 259.223121 = -15399.783999 nChanged 35 SP:Iteration 2F (214.174489 sec): 3 clusters Score: Raw -15687.616102 + Penalty 259.110216 = -15428.505887 nChanged 22 SP:Iteration 3F (214.175246 sec): 3 clusters Score: Raw -15709.546488 + Penalty 258.686294 = -15450.860194 nChanged 18 SP:Iteration 4F (214.176025 sec): 3 clusters Score: Raw -15720.390781 + Penalty 258.586482 = -15461.804298 nChanged 11 SP:Iteration 5Q (214.176798 sec): 3 clusters Score: Raw -15728.579149 + Penalty 258.702032 = -15469.877117 nChanged 11 SP:Iteration 6Q (214.177569 sec): 3 clusters Score: Raw -15737.564004 + Penalty 258.868693 = -15478.695311 nChanged 10 SP:Iteration 7Q (214.178339 sec): 3 clusters Score: Raw -15744.695123 + Penalty 259.073430 = -15485.621693 nChanged 5 SP:Iteration 8Q (214.179106 sec): 3 clusters Score: Raw -15746.760315 + Penalty 259.112282 = -15487.648032 nChanged 1 SP:Iteration 9Q (214.179875 sec): 3 clusters Score: Raw -15746.859887 + Penalty 259.094898 = -15487.764990 nChanged 1 SP:Iteration 10F (214.180653 sec): 3 clusters Score: Raw -15747.115708 + Penalty 259.007434 = -15488.108274 nChanged 1 SP:Iteration 11Q (214.181418 sec): 3 clusters Score: Raw -15747.326853 + Penalty 259.007434 = -15488.319419 nChanged 0 SP:Iteration 12F (214.182196 sec): 3 clusters Score: Raw -15747.326853 + Penalty 259.007434 = -15488.319419 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 19 (153 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (214.183874 sec): 2 clusters Score: Raw -6103.431532 + Penalty 371.613399 = -5731.818133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (214.184359 sec): 3 clusters Score: Raw -6124.810502 + Penalty 742.795437 = -5382.015065 nChanged 31 SP:Iteration 1F (214.184865 sec): 3 clusters Score: Raw -6193.151879 + Penalty 743.182111 = -5449.969768 nChanged 8 SP:Iteration 2F (214.185342 sec): 3 clusters Score: Raw -6213.738050 + Penalty 743.087264 = -5470.650786 nChanged 5 SP:Iteration 3Q (214.185794 sec): 3 clusters Score: Raw -6245.796320 + Penalty 741.819896 = -5503.976425 nChanged 8 SP:Iteration 4F (214.186269 sec): 3 clusters Score: Raw -6287.105758 + Penalty 736.473321 = -5550.632437 nChanged 11 SP:Iteration 5F (214.186745 sec): 3 clusters Score: Raw -6312.666607 + Penalty 736.183959 = -5576.482648 nChanged 1 SP:Iteration 6Q (214.187200 sec): 3 clusters Score: Raw -6313.502807 + Penalty 734.881839 = -5578.620969 nChanged 1 SP:Iteration 7Q (214.187660 sec): 3 clusters Score: Raw -6313.819249 + Penalty 734.436939 = -5579.382310 nChanged 1 SP:Iteration 8Q (214.188116 sec): 3 clusters Score: Raw -6319.325884 + Penalty 731.494257 = -5587.831627 nChanged 2 SP:Iteration 9Q (214.188567 sec): 3 clusters Score: Raw -6324.995312 + Penalty 732.214834 = -5592.780479 nChanged 1 SP:Iteration 10F (214.189052 sec): 3 clusters Score: Raw -6326.559123 + Penalty 733.054501 = -5593.504622 nChanged 1 SP:Iteration 11Q (214.189502 sec): 3 clusters Score: Raw -6327.262273 + Penalty 733.054501 = -5594.207772 nChanged 0 SP:Iteration 12F (214.189990 sec): 3 clusters Score: Raw -6327.262273 + Penalty 733.054501 = -5594.207772 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 21 (497 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (214.192365 sec): 2 clusters Score: Raw -17268.253288 + Penalty 830.719890 = -16437.533398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (214.193435 sec): 3 clusters Score: Raw -17171.619761 + Penalty 1661.420661 = -15510.199101 nChanged 110 SP:Iteration 1F (214.194505 sec): 3 clusters Score: Raw -17352.256907 + Penalty 1661.448090 = -15690.808816 nChanged 40 SP:Iteration 2F (214.195567 sec): 3 clusters Score: Raw -17430.002900 + Penalty 1661.433519 = -15768.569381 nChanged 20 SP:Iteration 3Q (214.196585 sec): 3 clusters Score: Raw -17470.235419 + Penalty 1661.374569 = -15808.860850 nChanged 13 SP:Iteration 4Q (214.197589 sec): 3 clusters Score: Raw -17501.290149 + Penalty 1661.303706 = -15839.986442 nChanged 13 SP:Iteration 5Q (214.198589 sec): 3 clusters Score: Raw -17544.342893 + Penalty 1661.128123 = -15883.214770 nChanged 9 SP:Iteration 6Q (214.199582 sec): 3 clusters Score: Raw -17563.686684 + Penalty 1661.062522 = -15902.624162 nChanged 8 SP:Iteration 7Q (214.200567 sec): 3 clusters Score: Raw -17579.180257 + Penalty 1661.013898 = -15918.166359 nChanged 4 SP:Iteration 8Q (214.201547 sec): 3 clusters Score: Raw -17584.334610 + Penalty 1661.013898 = -15923.320712 nChanged 0 SP:Iteration 9F (214.202612 sec): 3 clusters Score: Raw -17584.334610 + Penalty 1661.013898 = -15923.320712 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 22 (331 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (214.204415 sec): 2 clusters Score: Raw -17216.635846 + Penalty 404.061422 = -16812.574424 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (214.205218 sec): 3 clusters Score: Raw -17053.620652 + Penalty 813.395066 = -16240.225587 nChanged 96 SP:Iteration 1F (214.206003 sec): 3 clusters Score: Raw -17122.585057 + Penalty 820.082018 = -16302.503040 nChanged 33 SP:Iteration 2F (214.206786 sec): 3 clusters Score: Raw -17149.842298 + Penalty 827.843725 = -16321.998573 nChanged 18 SP:Iteration 3F (214.207569 sec): 3 clusters Score: Raw -17172.318321 + Penalty 836.049942 = -16336.268379 nChanged 18 SP:Iteration 4F (214.208350 sec): 3 clusters Score: Raw -17193.714848 + Penalty 839.466150 = -16354.248697 nChanged 8 SP:Iteration 5Q (214.209113 sec): 3 clusters Score: Raw -17204.740660 + Penalty 838.959614 = -16365.781045 nChanged 10 SP:Iteration 6Q (214.209878 sec): 3 clusters Score: Raw -17214.278985 + Penalty 837.372530 = -16376.906455 nChanged 6 SP:Iteration 7Q (214.210658 sec): 3 clusters Score: Raw -17221.887862 + Penalty 837.738697 = -16384.149165 nChanged 4 SP:Iteration 8Q (214.211398 sec): 3 clusters Score: Raw -17226.107449 + Penalty 838.106084 = -16388.001365 nChanged 5 SP:Iteration 9Q (214.212131 sec): 3 clusters Score: Raw -17230.799495 + Penalty 836.996477 = -16393.803018 nChanged 5 SP:Iteration 10F (214.212912 sec): 3 clusters Score: Raw -17234.969002 + Penalty 836.164677 = -16398.804325 nChanged 1 SP:Iteration 11Q (214.213638 sec): 3 clusters Score: Raw -17236.491235 + Penalty 834.017482 = -16402.473753 nChanged 4 SP:Iteration 12Q (214.214363 sec): 3 clusters Score: Raw -17239.328589 + Penalty 832.908613 = -16406.419976 nChanged 2 SP:Iteration 13Q (214.215086 sec): 3 clusters Score: Raw -17241.707350 + Penalty 833.129712 = -16408.577638 nChanged 1 SP:Iteration 14Q (214.215806 sec): 3 clusters Score: Raw -17242.350159 + Penalty 833.227720 = -16409.122440 nChanged 1 SP:Iteration 15Q (214.216527 sec): 3 clusters Score: Raw -17243.059739 + Penalty 833.227720 = -16409.832019 nChanged 0 SP:Iteration 16F (214.217308 sec): 3 clusters Score: Raw -17243.059739 + Penalty 833.227720 = -16409.832019 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 25 (227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (214.219183 sec): 2 clusters Score: Raw -11098.366047 + Penalty 294.999684 = -10803.366364 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (214.219804 sec): 3 clusters Score: Raw -11004.889438 + Penalty 596.114196 = -10408.775242 nChanged 56 SP:Iteration 1F (214.220410 sec): 3 clusters Score: Raw -11057.414188 + Penalty 602.927682 = -10454.486505 nChanged 15 SP:Iteration 2F (214.221016 sec): 3 clusters Score: Raw -11075.869214 + Penalty 610.266019 = -10465.603195 nChanged 13 SP:Iteration 3F (214.221619 sec): 3 clusters Score: Raw -11087.884505 + Penalty 616.881759 = -10471.002746 nChanged 5 SP:Iteration 4Q (214.222215 sec): 3 clusters Score: Raw -11092.284878 + Penalty 624.444073 = -10467.840805 nChanged 8 SP:Iteration 5F (214.222817 sec): 3 clusters Score: Raw -11101.006899 + Penalty 629.492157 = -10471.514742 nChanged 6 SP:Iteration 6Q (214.223410 sec): 3 clusters Score: Raw -11107.634391 + Penalty 634.660332 = -10472.974059 nChanged 3 SP:Iteration 7Q (214.224004 sec): 3 clusters Score: Raw -11113.235249 + Penalty 644.562546 = -10468.672703 nChanged 4 SP:Iteration 8F (214.224607 sec): 3 clusters Score: Raw -11127.709403 + Penalty 652.872545 = -10474.836859 nChanged 8 SP:Iteration 9Q (214.225194 sec): 3 clusters Score: Raw -11144.224977 + Penalty 658.772794 = -10485.452183 nChanged 8 SP:Iteration 10F (214.225796 sec): 3 clusters Score: Raw -11153.629465 + Penalty 661.342324 = -10492.287141 nChanged 1 SP:Iteration 11Q (214.226352 sec): 3 clusters Score: Raw -11154.913117 + Penalty 661.342324 = -10493.570793 nChanged 0 SP:Iteration 12F (214.226954 sec): 3 clusters Score: Raw -11154.913117 + Penalty 661.342324 = -10493.570793 nChanged 0 Memory request: 0.09 GB would take us to total of 0.59 GB. Trying to split cluster 26 (20284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (214.316366 sec): 2 clusters Score: Raw -835194.168752 + Penalty 254.476988 = -834939.691764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (214.354801 sec): 3 clusters Score: Raw -821474.112377 + Penalty 514.594707 = -820959.517670 nChanged 9669 SP:Iteration 1F (214.392648 sec): 3 clusters Score: Raw -826867.941712 + Penalty 535.688331 = -826332.253381 nChanged 4012 SP:Iteration 2F (214.430463 sec): 3 clusters Score: Raw -830772.582023 + Penalty 550.828237 = -830221.753786 nChanged 1789 SP:Iteration 3F (214.468151 sec): 3 clusters Score: Raw -832850.818713 + Penalty 554.383242 = -832296.435471 nChanged 834 SP:Iteration 4Q (214.507953 sec): 3 clusters Score: Raw -833726.069643 + Penalty 555.528161 = -833170.541482 nChanged 486 SP:Iteration 5Q (214.542729 sec): 3 clusters Score: Raw -834249.577795 + Penalty 551.575869 = -833698.001925 nChanged 309 SP:Iteration 6Q (214.575817 sec): 3 clusters Score: Raw -834512.258615 + Penalty 548.173173 = -833964.085443 nChanged 208 SP:Iteration 7Q (214.608291 sec): 3 clusters Score: Raw -834608.838987 + Penalty 546.039287 = -834062.799701 nChanged 146 SP:Iteration 8Q (214.640362 sec): 3 clusters Score: Raw -834654.145231 + Penalty 542.694600 = -834111.450631 nChanged 133 SP:Iteration 9Q (214.673088 sec): 3 clusters Score: Raw -834687.948205 + Penalty 541.631688 = -834146.316517 nChanged 91 SP:Iteration 10F (214.711036 sec): 3 clusters Score: Raw -834704.742728 + Penalty 540.676001 = -834164.066727 nChanged 84 SP:Iteration 11Q (214.742698 sec): 3 clusters Score: Raw -834719.065774 + Penalty 539.284107 = -834179.781667 nChanged 77 SP:Iteration 12Q (214.774200 sec): 3 clusters Score: Raw -834731.394852 + Penalty 537.251803 = -834194.143049 nChanged 64 SP:Iteration 13Q (214.805754 sec): 3 clusters Score: Raw -834740.120389 + Penalty 535.980054 = -834204.140335 nChanged 56 SP:Iteration 14Q (214.837350 sec): 3 clusters Score: Raw -834746.985950 + Penalty 535.874867 = -834211.111082 nChanged 52 SP:Iteration 15Q (214.868742 sec): 3 clusters Score: Raw -834753.318791 + Penalty 534.572854 = -834218.745937 nChanged 57 SP:Iteration 16Q (214.900157 sec): 3 clusters Score: Raw -834761.196021 + Penalty 534.358327 = -834226.837694 nChanged 48 SP:Iteration 17Q (214.931820 sec): 3 clusters Score: Raw -834767.328975 + Penalty 534.549820 = -834232.779155 nChanged 42 SP:Iteration 18Q (214.963038 sec): 3 clusters Score: Raw -834772.190531 + Penalty 534.121611 = -834238.068920 nChanged 35 SP:Iteration 19Q (214.994360 sec): 3 clusters Score: Raw -834776.542116 + Penalty 534.273491 = -834242.268625 nChanged 31 SP:Iteration 20F (215.031910 sec): 3 clusters Score: Raw -834780.120838 + Penalty 533.064162 = -834247.056676 nChanged 33 SP:Iteration 21Q (215.063006 sec): 3 clusters Score: Raw -834784.508421 + Penalty 531.896400 = -834252.612021 nChanged 34 SP:Iteration 22Q (215.094128 sec): 3 clusters Score: Raw -834789.137239 + Penalty 528.852516 = -834260.284723 nChanged 42 SP:Iteration 23Q (215.125539 sec): 3 clusters Score: Raw -834794.549942 + Penalty 526.401871 = -834268.148071 nChanged 43 SP:Iteration 24Q (215.156694 sec): 3 clusters Score: Raw -834800.180048 + Penalty 524.958662 = -834275.221386 nChanged 47 SP:Iteration 25Q (215.187664 sec): 3 clusters Score: Raw -834806.073615 + Penalty 523.949032 = -834282.124583 nChanged 50 SP:Iteration 26Q (215.218767 sec): 3 clusters Score: Raw -834813.567767 + Penalty 522.883737 = -834290.684030 nChanged 56 SP:Iteration 27Q (215.249746 sec): 3 clusters Score: Raw -834823.575672 + Penalty 521.391108 = -834302.184564 nChanged 62 SP:Iteration 28Q (215.280559 sec): 3 clusters Score: Raw -834834.816351 + Penalty 519.887544 = -834314.928806 nChanged 63 SP:Iteration 29Q (215.311585 sec): 3 clusters Score: Raw -834847.548927 + Penalty 517.815171 = -834329.733756 nChanged 63 SP:Iteration 30F (215.349303 sec): 3 clusters Score: Raw -834860.251686 + Penalty 515.944285 = -834344.307401 nChanged 65 SP:Iteration 31Q (215.380124 sec): 3 clusters Score: Raw -834874.240372 + Penalty 515.667880 = -834358.572492 nChanged 57 SP:Iteration 32Q (215.410755 sec): 3 clusters Score: Raw -834887.773362 + Penalty 515.101074 = -834372.672288 nChanged 63 SP:Iteration 33Q (215.441333 sec): 3 clusters Score: Raw -834903.963207 + Penalty 512.934243 = -834391.028964 nChanged 73 SP:Iteration 34Q (215.471837 sec): 3 clusters Score: Raw -834924.083237 + Penalty 510.074106 = -834414.009131 nChanged 61 SP:Iteration 35Q (215.502132 sec): 3 clusters Score: Raw -834942.519660 + Penalty 505.805681 = -834436.713979 nChanged 64 SP:Iteration 36Q (215.532661 sec): 3 clusters Score: Raw -834959.531157 + Penalty 500.997003 = -834458.534153 nChanged 68 SP:Iteration 37Q (215.562936 sec): 3 clusters Score: Raw -834979.289725 + Penalty 499.196871 = -834480.092855 nChanged 53 SP:Iteration 38Q (215.595239 sec): 3 clusters Score: Raw -834994.306950 + Penalty 499.881762 = -834494.425188 nChanged 48 SP:Iteration 39Q (215.629373 sec): 3 clusters Score: Raw -835007.164996 + Penalty 499.336374 = -834507.828623 nChanged 47 SP:Iteration 40F (215.666672 sec): 3 clusters Score: Raw -835018.297571 + Penalty 500.932251 = -834517.365320 nChanged 43 SP:Iteration 41Q (215.697230 sec): 3 clusters Score: Raw -835029.662245 + Penalty 498.829884 = -834530.832360 nChanged 51 SP:Iteration 42Q (215.727408 sec): 3 clusters Score: Raw -835045.651560 + Penalty 495.628663 = -834550.022897 nChanged 57 SP:Iteration 43Q (215.757116 sec): 3 clusters Score: Raw -835067.974658 + Penalty 495.776183 = -834572.198475 nChanged 52 SP:Iteration 44Q (215.786770 sec): 3 clusters Score: Raw -835086.789146 + Penalty 492.596525 = -834594.192621 nChanged 36 SP:Iteration 45Q (215.816331 sec): 3 clusters Score: Raw -835098.860427 + Penalty 491.213258 = -834607.647169 nChanged 36 SP:Iteration 46Q (215.846112 sec): 3 clusters Score: Raw -835111.486871 + Penalty 498.002825 = -834613.484046 nChanged 33 SP:Iteration 47Q (215.875536 sec): 3 clusters Score: Raw -835124.656164 + Penalty 504.707290 = -834619.948875 nChanged 29 SP:Iteration 48Q (215.904929 sec): 3 clusters Score: Raw -835137.927461 + Penalty 515.004904 = -834622.922557 nChanged 29 SP:Iteration 49Q (215.934636 sec): 3 clusters Score: Raw -835149.218560 + Penalty 522.547854 = -834626.670706 nChanged 29 SP:Iteration 50F (215.971831 sec): 3 clusters Score: Raw -835160.938026 + Penalty 533.655211 = -834627.282814 nChanged 26 SP:Iteration 51Q (216.001112 sec): 3 clusters Score: Raw -835172.424993 + Penalty 548.731167 = -834623.693826 nChanged 20 SP:Iteration 52F (216.038602 sec): 3 clusters Score: Raw -835183.500836 + Penalty 581.824288 = -834601.676549 nChanged 25 SP:Iteration 53F (216.075792 sec): 3 clusters Score: Raw -835204.682885 + Penalty 648.277906 = -834556.404979 nChanged 28 SP:Iteration 54F (216.113063 sec): 3 clusters Score: Raw -835248.426058 + Penalty 713.865023 = -834534.561034 nChanged 18 SP:Iteration 55F (216.150702 sec): 3 clusters Score: Raw -835327.123092 + Penalty 680.430200 = -834646.692892 nChanged 9 SP:Iteration 56Q (216.179554 sec): 3 clusters Score: Raw -835362.328886 + Penalty 678.110107 = -834684.218779 nChanged 6 SP:Iteration 57Q (216.208683 sec): 3 clusters Score: Raw -835388.268700 + Penalty 674.955262 = -834713.313439 nChanged 2 SP:Iteration 58Q (216.237872 sec): 3 clusters Score: Raw -835392.608919 + Penalty 674.955262 = -834717.653658 nChanged 0 SP:Iteration 59F (216.275248 sec): 3 clusters Score: Raw -835392.608919 + Penalty 674.955262 = -834717.653658 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 28 (427 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (216.288411 sec): 2 clusters Score: Raw -19426.150050 + Penalty 297.013891 = -19129.136159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (216.289369 sec): 3 clusters Score: Raw -19201.407149 + Penalty 594.138030 = -18607.269119 nChanged 142 SP:Iteration 1F (216.290328 sec): 3 clusters Score: Raw -19269.622671 + Penalty 592.952229 = -18676.670442 nChanged 55 SP:Iteration 2F (216.291272 sec): 3 clusters Score: Raw -19317.145395 + Penalty 589.734051 = -18727.411344 nChanged 35 SP:Iteration 3F (216.292216 sec): 3 clusters Score: Raw -19343.265352 + Penalty 585.243972 = -18758.021379 nChanged 26 SP:Iteration 4F (216.293157 sec): 3 clusters Score: Raw -19357.400486 + Penalty 582.213089 = -18775.187397 nChanged 11 SP:Iteration 5Q (216.294096 sec): 3 clusters Score: Raw -19369.222825 + Penalty 579.293227 = -18789.929598 nChanged 8 SP:Iteration 6Q (216.295029 sec): 3 clusters Score: Raw -19375.947571 + Penalty 576.708845 = -18799.238726 nChanged 6 SP:Iteration 7Q (216.295960 sec): 3 clusters Score: Raw -19379.634670 + Penalty 575.237997 = -18804.396673 nChanged 5 SP:Iteration 8Q (216.296890 sec): 3 clusters Score: Raw -19380.978472 + Penalty 573.910444 = -18807.068028 nChanged 4 SP:Iteration 9Q (216.297817 sec): 3 clusters Score: Raw -19383.823172 + Penalty 570.695542 = -18813.127630 nChanged 8 SP:Iteration 10F (216.298790 sec): 3 clusters Score: Raw -19387.810186 + Penalty 566.220737 = -18821.589449 nChanged 8 SP:Iteration 11Q (216.299721 sec): 3 clusters Score: Raw -19393.668213 + Penalty 564.009407 = -18829.658806 nChanged 9 SP:Iteration 12Q (216.300654 sec): 3 clusters Score: Raw -19397.521803 + Penalty 561.532692 = -18835.989111 nChanged 11 SP:Iteration 13Q (216.301582 sec): 3 clusters Score: Raw -19403.634706 + Penalty 557.137342 = -18846.497364 nChanged 6 SP:Iteration 14Q (216.302509 sec): 3 clusters Score: Raw -19407.321968 + Penalty 555.554946 = -18851.767022 nChanged 4 SP:Iteration 15Q (216.303435 sec): 3 clusters Score: Raw -19409.208140 + Penalty 555.961655 = -18853.246485 nChanged 2 SP:Iteration 16Q (216.304363 sec): 3 clusters Score: Raw -19409.544245 + Penalty 555.961655 = -18853.582590 nChanged 0 SP:Iteration 17F (216.305304 sec): 3 clusters Score: Raw -19409.544245 + Penalty 555.961655 = -18853.582590 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 29 (474 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (216.308159 sec): 2 clusters Score: Raw -24111.418334 + Penalty 735.487037 = -23375.931298 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (216.309205 sec): 3 clusters Score: Raw -23982.513184 + Penalty 1474.497812 = -22508.015372 nChanged 128 SP:Iteration 1F (216.310229 sec): 3 clusters Score: Raw -24126.580923 + Penalty 1476.161873 = -22650.419050 nChanged 40 SP:Iteration 2F (216.311251 sec): 3 clusters Score: Raw -24182.349104 + Penalty 1478.948562 = -22703.400542 nChanged 19 SP:Iteration 3Q (216.312254 sec): 3 clusters Score: Raw -24209.946268 + Penalty 1484.236508 = -22725.709760 nChanged 15 SP:Iteration 4Q (216.313253 sec): 3 clusters Score: Raw -24231.950533 + Penalty 1489.667189 = -22742.283344 nChanged 13 SP:Iteration 5Q (216.314245 sec): 3 clusters Score: Raw -24250.090334 + Penalty 1492.578505 = -22757.511829 nChanged 4 SP:Iteration 6Q (216.315235 sec): 3 clusters Score: Raw -24255.305827 + Penalty 1494.084977 = -22761.220850 nChanged 4 SP:Iteration 7Q (216.316221 sec): 3 clusters Score: Raw -24257.924946 + Penalty 1494.109721 = -22763.815225 nChanged 3 SP:Iteration 8Q (216.317206 sec): 3 clusters Score: Raw -24261.783692 + Penalty 1493.803494 = -22767.980198 nChanged 2 SP:Iteration 9Q (216.318189 sec): 3 clusters Score: Raw -24263.342844 + Penalty 1494.363488 = -22768.979356 nChanged 4 SP:Iteration 10F (216.319206 sec): 3 clusters Score: Raw -24277.071565 + Penalty 1494.365014 = -22782.706551 nChanged 9 SP:Iteration 11Q (216.320196 sec): 3 clusters Score: Raw -24306.145826 + Penalty 1496.306150 = -22809.839676 nChanged 10 SP:Iteration 12Q (216.321180 sec): 3 clusters Score: Raw -24332.881792 + Penalty 1497.732897 = -22835.148895 nChanged 8 SP:Iteration 13Q (216.322151 sec): 3 clusters Score: Raw -24346.209329 + Penalty 1497.711366 = -22848.497963 nChanged 7 SP:Iteration 14Q (216.323112 sec): 3 clusters Score: Raw -24356.222966 + Penalty 1497.643342 = -22858.579623 nChanged 4 SP:Iteration 15Q (216.324069 sec): 3 clusters Score: Raw -24364.010915 + Penalty 1497.681727 = -22866.329188 nChanged 2 SP:Iteration 16Q (216.325022 sec): 3 clusters Score: Raw -24369.361848 + Penalty 1497.441123 = -22871.920725 nChanged 2 SP:Iteration 17Q (216.325973 sec): 3 clusters Score: Raw -24371.188019 + Penalty 1496.739659 = -22874.448360 nChanged 1 SP:Iteration 18Q (216.326923 sec): 3 clusters Score: Raw -24371.817264 + Penalty 1496.875846 = -22874.941418 nChanged 1 SP:Iteration 19Q (216.327872 sec): 3 clusters Score: Raw -24374.016446 + Penalty 1497.233020 = -22876.783425 nChanged 1 SP:Iteration 20F (216.328889 sec): 3 clusters Score: Raw -24378.584307 + Penalty 1497.789329 = -22880.794977 nChanged 2 SP:Iteration 21Q (216.329839 sec): 3 clusters Score: Raw -24381.707673 + Penalty 1497.045259 = -22884.662413 nChanged 1 SP:Iteration 22Q (216.330790 sec): 3 clusters Score: Raw -24382.823548 + Penalty 1497.045259 = -22885.778289 nChanged 0 SP:Iteration 23F (216.331835 sec): 3 clusters Score: Raw -24382.823548 + Penalty 1497.045259 = -22885.778289 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 30 (360 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (216.333273 sec): 2 clusters Score: Raw -22060.494069 + Penalty 674.018288 = -21386.475781 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (216.334174 sec): 3 clusters Score: Raw -21946.989300 + Penalty 1348.724615 = -20598.264685 nChanged 84 SP:Iteration 1F (216.335033 sec): 3 clusters Score: Raw -22048.735576 + Penalty 1349.293327 = -20699.442250 nChanged 23 SP:Iteration 2F (216.335889 sec): 3 clusters Score: Raw -22075.577230 + Penalty 1350.094080 = -20725.483151 nChanged 12 SP:Iteration 3Q (216.336736 sec): 3 clusters Score: Raw -22091.164454 + Penalty 1351.234890 = -20739.929564 nChanged 12 SP:Iteration 4Q (216.337572 sec): 3 clusters Score: Raw -22112.002421 + Penalty 1352.985318 = -20759.017102 nChanged 16 SP:Iteration 5Q (216.338424 sec): 3 clusters Score: Raw -22129.896276 + Penalty 1353.703032 = -20776.193244 nChanged 19 SP:Iteration 6F (216.339281 sec): 3 clusters Score: Raw -22169.244181 + Penalty 1355.703424 = -20813.540756 nChanged 9 SP:Iteration 7Q (216.340118 sec): 3 clusters Score: Raw -22188.162877 + Penalty 1356.773239 = -20831.389638 nChanged 6 SP:Iteration 8Q (216.340954 sec): 3 clusters Score: Raw -22204.904018 + Penalty 1356.478514 = -20848.425504 nChanged 3 SP:Iteration 9Q (216.341781 sec): 3 clusters Score: Raw -22215.162371 + Penalty 1357.123400 = -20858.038971 nChanged 5 SP:Iteration 10F (216.342636 sec): 3 clusters Score: Raw -22222.276344 + Penalty 1357.123400 = -20865.152944 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 32 (179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (216.343702 sec): 2 clusters Score: Raw -9168.085134 + Penalty 670.763441 = -8497.321693 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (216.344233 sec): 3 clusters Score: Raw -9218.302697 + Penalty 1340.855457 = -7877.447240 nChanged 26 SP:Iteration 1F (216.344756 sec): 3 clusters Score: Raw -9276.041295 + Penalty 1340.055138 = -7935.986157 nChanged 5 SP:Iteration 2Q (216.345255 sec): 3 clusters Score: Raw -9281.717234 + Penalty 1339.575366 = -7942.141868 nChanged 2 SP:Iteration 3Q (216.345753 sec): 3 clusters Score: Raw -9287.237818 + Penalty 1339.341886 = -7947.895933 nChanged 1 SP:Iteration 4Q (216.346248 sec): 3 clusters Score: Raw -9287.904132 + Penalty 1339.341886 = -7948.562246 nChanged 0 SP:Iteration 5F (216.346768 sec): 3 clusters Score: Raw -9287.904132 + Penalty 1339.341886 = -7948.562246 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 33 (561 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (216.349093 sec): 2 clusters Score: Raw -21266.928816 + Penalty 268.469459 = -20998.459357 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (216.350298 sec): 3 clusters Score: Raw -21004.423364 + Penalty 539.536978 = -20464.886386 nChanged 189 SP:Iteration 1F (216.351487 sec): 3 clusters Score: Raw -21176.588216 + Penalty 544.414444 = -20632.173772 nChanged 55 SP:Iteration 2F (216.352668 sec): 3 clusters Score: Raw -21233.548579 + Penalty 548.975594 = -20684.572985 nChanged 29 SP:Iteration 3F (216.353830 sec): 3 clusters Score: Raw -21262.287850 + Penalty 556.804056 = -20705.483794 nChanged 22 SP:Iteration 4Q (216.354976 sec): 3 clusters Score: Raw -21284.638439 + Penalty 563.919666 = -20720.718774 nChanged 16 SP:Iteration 5Q (216.356141 sec): 3 clusters Score: Raw -21299.835478 + Penalty 564.234803 = -20735.600676 nChanged 13 SP:Iteration 6Q (216.357283 sec): 3 clusters Score: Raw -21310.249473 + Penalty 576.285577 = -20733.963896 nChanged 9 SP:Iteration 7F (216.358463 sec): 3 clusters Score: Raw -21315.538913 + Penalty 585.276596 = -20730.262316 nChanged 5 SP:Iteration 8F (216.359675 sec): 3 clusters Score: Raw -21318.835822 + Penalty 593.350323 = -20725.485499 nChanged 5 SP:Iteration 9F (216.360858 sec): 3 clusters Score: Raw -21322.828882 + Penalty 598.011413 = -20724.817470 nChanged 2 SP:Iteration 10F (216.362038 sec): 3 clusters Score: Raw -21324.084084 + Penalty 603.713724 = -20720.370360 nChanged 3 SP:Iteration 11F (216.363217 sec): 3 clusters Score: Raw -21325.472383 + Penalty 606.544307 = -20718.928076 nChanged 1 SP:Iteration 12F (216.364396 sec): 3 clusters Score: Raw -21325.688295 + Penalty 609.854002 = -20715.834293 nChanged 1 SP:Iteration 13F (216.365575 sec): 3 clusters Score: Raw -21325.950517 + Penalty 613.405408 = -20712.545109 nChanged 1 SP:Iteration 14F (216.366754 sec): 3 clusters Score: Raw -21326.977482 + Penalty 613.405408 = -20713.572074 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 46 (350 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (216.368701 sec): 2 clusters Score: Raw -10411.285223 + Penalty 784.239264 = -9627.045959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (216.369529 sec): 3 clusters Score: Raw -10387.225699 + Penalty 1570.632934 = -8816.592765 nChanged 77 SP:Iteration 1F (216.370346 sec): 3 clusters Score: Raw -10506.371385 + Penalty 1571.319400 = -8935.051985 nChanged 14 SP:Iteration 2Q (216.371134 sec): 3 clusters Score: Raw -10537.316399 + Penalty 1571.884759 = -8965.431640 nChanged 10 SP:Iteration 3Q (216.371910 sec): 3 clusters Score: Raw -10551.992336 + Penalty 1573.038833 = -8978.953503 nChanged 4 SP:Iteration 4Q (216.372683 sec): 3 clusters Score: Raw -10555.060899 + Penalty 1572.930591 = -8982.130308 nChanged 3 SP:Iteration 5Q (216.373455 sec): 3 clusters Score: Raw -10558.626926 + Penalty 1573.358777 = -8985.268149 nChanged 1 SP:Iteration 6Q (216.374227 sec): 3 clusters Score: Raw -10559.639585 + Penalty 1573.848236 = -8985.791349 nChanged 2 SP:Iteration 7Q (216.374998 sec): 3 clusters Score: Raw -10564.366816 + Penalty 1573.848236 = -8990.518580 nChanged 0 SP:Iteration 8F (216.375807 sec): 3 clusters Score: Raw -10564.366816 + Penalty 1573.848236 = -8990.518580 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 47 (1041 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (216.379901 sec): 2 clusters Score: Raw -43852.809064 + Penalty 48.988039 = -43803.821024 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (216.381935 sec): 3 clusters Score: Raw -43195.766285 + Penalty 98.027633 = -43097.738651 nChanged 470 SP:Iteration 1F (216.383932 sec): 3 clusters Score: Raw -43469.526425 + Penalty 98.123599 = -43371.402826 nChanged 94 SP:Iteration 2F (216.385909 sec): 3 clusters Score: Raw -43538.929642 + Penalty 98.031868 = -43440.897773 nChanged 110 SP:Iteration 3F (216.387880 sec): 3 clusters Score: Raw -43668.401268 + Penalty 97.962217 = -43570.439051 nChanged 84 SP:Iteration 4F (216.389852 sec): 3 clusters Score: Raw -43736.087144 + Penalty 97.979347 = -43638.107798 nChanged 38 SP:Iteration 5Q (216.391789 sec): 3 clusters Score: Raw -43751.382995 + Penalty 98.000591 = -43653.382404 nChanged 13 SP:Iteration 6Q (216.393698 sec): 3 clusters Score: Raw -43753.481716 + Penalty 98.043419 = -43655.438297 nChanged 7 SP:Iteration 7Q (216.395601 sec): 3 clusters Score: Raw -43754.747410 + Penalty 98.094051 = -43656.653359 nChanged 11 SP:Iteration 8Q (216.397502 sec): 3 clusters Score: Raw -43756.499351 + Penalty 98.149505 = -43658.349846 nChanged 6 SP:Iteration 9Q (216.399418 sec): 3 clusters Score: Raw -43757.575936 + Penalty 98.121097 = -43659.454839 nChanged 7 SP:Iteration 10F (216.401453 sec): 3 clusters Score: Raw -43759.826182 + Penalty 98.182450 = -43661.643733 nChanged 7 SP:Iteration 11Q (216.403387 sec): 3 clusters Score: Raw -43760.776964 + Penalty 98.193669 = -43662.583295 nChanged 3 SP:Iteration 12Q (216.405277 sec): 3 clusters Score: Raw -43761.027113 + Penalty 98.213556 = -43662.813557 nChanged 2 SP:Iteration 13Q (216.407197 sec): 3 clusters Score: Raw -43761.127944 + Penalty 98.150649 = -43662.977295 nChanged 2 SP:Iteration 14Q (216.409088 sec): 3 clusters Score: Raw -43761.759992 + Penalty 98.145891 = -43663.614101 nChanged 3 SP:Iteration 15Q (216.410986 sec): 3 clusters Score: Raw -43762.107584 + Penalty 98.145891 = -43663.961693 nChanged 0 SP:Iteration 16F (216.412963 sec): 3 clusters Score: Raw -43762.107584 + Penalty 98.145891 = -43663.961693 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 53 (257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (216.421197 sec): 2 clusters Score: Raw -10054.307678 + Penalty 600.349948 = -9453.957731 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (216.421883 sec): 3 clusters Score: Raw -10034.841112 + Penalty 1202.346063 = -8832.495049 nChanged 51 SP:Iteration 1F (216.422536 sec): 3 clusters Score: Raw -10125.049323 + Penalty 1203.030898 = -8922.018425 nChanged 16 SP:Iteration 2F (216.423187 sec): 3 clusters Score: Raw -10157.402200 + Penalty 1202.604076 = -8954.798124 nChanged 6 SP:Iteration 3Q (216.423817 sec): 3 clusters Score: Raw -10164.759186 + Penalty 1201.640000 = -8963.119186 nChanged 3 SP:Iteration 4Q (216.424444 sec): 3 clusters Score: Raw -10166.768128 + Penalty 1201.360290 = -8965.407838 nChanged 3 SP:Iteration 5Q (216.425069 sec): 3 clusters Score: Raw -10170.954280 + Penalty 1201.255039 = -8969.699241 nChanged 2 SP:Iteration 6Q (216.425695 sec): 3 clusters Score: Raw -10174.136546 + Penalty 1201.245913 = -8972.890633 nChanged 2 SP:Iteration 7Q (216.426320 sec): 3 clusters Score: Raw -10178.185449 + Penalty 1201.175076 = -8977.010373 nChanged 2 SP:Iteration 8Q (216.426943 sec): 3 clusters Score: Raw -10179.315367 + Penalty 1201.175076 = -8978.140291 nChanged 0 SP:Iteration 9F (216.427592 sec): 3 clusters Score: Raw -10179.315367 + Penalty 1201.175076 = -8978.140291 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 57 (1153 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (216.431909 sec): 2 clusters Score: Raw -42636.808740 + Penalty 446.253244 = -42190.555496 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (216.434203 sec): 3 clusters Score: Raw -42014.635282 + Penalty 917.974966 = -41096.660316 nChanged 439 SP:Iteration 1F (216.436485 sec): 3 clusters Score: Raw -42559.556072 + Penalty 958.082171 = -41601.473901 nChanged 169 SP:Iteration 2F (216.438738 sec): 3 clusters Score: Raw -42753.816630 + Penalty 967.302366 = -41786.514264 nChanged 63 SP:Iteration 3F (216.441100 sec): 3 clusters Score: Raw -42813.212717 + Penalty 967.850688 = -41845.362029 nChanged 41 SP:Iteration 4Q (216.443310 sec): 3 clusters Score: Raw -42852.203127 + Penalty 966.208599 = -41885.994527 nChanged 21 SP:Iteration 5Q (216.445476 sec): 3 clusters Score: Raw -42860.856749 + Penalty 966.282682 = -41894.574067 nChanged 4 SP:Iteration 6Q (216.447595 sec): 3 clusters Score: Raw -42861.399083 + Penalty 964.945395 = -41896.453688 nChanged 2 SP:Iteration 7Q (216.449715 sec): 3 clusters Score: Raw -42861.822406 + Penalty 963.464875 = -41898.357531 nChanged 2 SP:Iteration 8Q (216.451836 sec): 3 clusters Score: Raw -42862.273608 + Penalty 962.659319 = -41899.614289 nChanged 1 SP:Iteration 9Q (216.453952 sec): 3 clusters Score: Raw -42862.882811 + Penalty 962.006215 = -41900.876596 nChanged 1 SP:Iteration 10F (216.456153 sec): 3 clusters Score: Raw -42863.126170 + Penalty 960.801828 = -41902.324343 nChanged 2 SP:Iteration 11Q (216.458280 sec): 3 clusters Score: Raw -42863.503822 + Penalty 960.801828 = -41902.701994 nChanged 0 SP:Iteration 12F (216.460485 sec): 3 clusters Score: Raw -42863.503822 + Penalty 960.801828 = -41902.701994 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 60 (446 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (216.463072 sec): 2 clusters Score: Raw -17901.912845 + Penalty 721.294914 = -17180.617931 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (216.464101 sec): 3 clusters Score: Raw -17775.643967 + Penalty 1441.488116 = -16334.155850 nChanged 109 SP:Iteration 1F (216.465074 sec): 3 clusters Score: Raw -17908.587353 + Penalty 1447.371715 = -16461.215638 nChanged 38 SP:Iteration 2F (216.466046 sec): 3 clusters Score: Raw -17979.993652 + Penalty 1453.334166 = -16526.659486 nChanged 23 SP:Iteration 3F (216.467017 sec): 3 clusters Score: Raw -18018.394017 + Penalty 1461.169893 = -16557.224124 nChanged 21 SP:Iteration 4Q (216.467958 sec): 3 clusters Score: Raw -18045.429225 + Penalty 1463.376439 = -16582.052786 nChanged 8 SP:Iteration 5Q (216.468890 sec): 3 clusters Score: Raw -18055.264809 + Penalty 1463.476748 = -16591.788061 nChanged 4 SP:Iteration 6Q (216.469817 sec): 3 clusters Score: Raw -18060.884042 + Penalty 1464.213430 = -16596.670611 nChanged 1 SP:Iteration 7Q (216.470747 sec): 3 clusters Score: Raw -18061.249828 + Penalty 1464.213430 = -16597.036398 nChanged 0 SP:Iteration 8F (216.471718 sec): 3 clusters Score: Raw -18061.249828 + Penalty 1464.213430 = -16597.036398 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 62 (541 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (216.473692 sec): 2 clusters Score: Raw -25182.302938 + Penalty 773.344851 = -24408.958087 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (216.474851 sec): 3 clusters Score: Raw -25049.051211 + Penalty 1550.867850 = -23498.183361 nChanged 154 SP:Iteration 1F (216.475989 sec): 3 clusters Score: Raw -25219.481212 + Penalty 1553.936996 = -23665.544216 nChanged 36 SP:Iteration 2F (216.477126 sec): 3 clusters Score: Raw -25262.734078 + Penalty 1557.686644 = -23705.047435 nChanged 20 SP:Iteration 3Q (216.478234 sec): 3 clusters Score: Raw -25287.540398 + Penalty 1561.244901 = -23726.295498 nChanged 17 SP:Iteration 4Q (216.479337 sec): 3 clusters Score: Raw -25310.479933 + Penalty 1564.746121 = -23745.733812 nChanged 14 SP:Iteration 5Q (216.480438 sec): 3 clusters Score: Raw -25330.834980 + Penalty 1569.277594 = -23761.557386 nChanged 15 SP:Iteration 6Q (216.481537 sec): 3 clusters Score: Raw -25354.679704 + Penalty 1572.139770 = -23782.539934 nChanged 10 SP:Iteration 7Q (216.482630 sec): 3 clusters Score: Raw -25370.124990 + Penalty 1573.733481 = -23796.391509 nChanged 10 SP:Iteration 8Q (216.483724 sec): 3 clusters Score: Raw -25382.480830 + Penalty 1574.721235 = -23807.759596 nChanged 5 SP:Iteration 9Q (216.484813 sec): 3 clusters Score: Raw -25387.018599 + Penalty 1576.553940 = -23810.464659 nChanged 8 SP:Iteration 10F (216.485984 sec): 3 clusters Score: Raw -25397.225256 + Penalty 1577.359721 = -23819.865534 nChanged 4 SP:Iteration 11Q (216.487127 sec): 3 clusters Score: Raw -25403.935337 + Penalty 1576.780902 = -23827.154436 nChanged 4 SP:Iteration 12Q (216.488264 sec): 3 clusters Score: Raw -25410.313030 + Penalty 1576.635999 = -23833.677031 nChanged 3 SP:Iteration 13Q (216.489381 sec): 3 clusters Score: Raw -25419.665082 + Penalty 1576.948272 = -23842.716810 nChanged 2 SP:Iteration 14Q (216.490466 sec): 3 clusters Score: Raw -25424.883938 + Penalty 1577.252246 = -23847.631692 nChanged 1 SP:Iteration 15Q (216.491545 sec): 3 clusters Score: Raw -25425.803915 + Penalty 1577.252246 = -23848.551669 nChanged 0 SP:Iteration 16F (216.492680 sec): 3 clusters Score: Raw -25425.803915 + Penalty 1577.252246 = -23848.551669 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 70 (782 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (216.495405 sec): 2 clusters Score: Raw -32832.142594 + Penalty 650.732206 = -32181.410388 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (216.497001 sec): 3 clusters Score: Raw -32506.250822 + Penalty 1301.545602 = -31204.705220 nChanged 261 SP:Iteration 1F (216.498534 sec): 3 clusters Score: Raw -32678.320593 + Penalty 1300.436517 = -31377.884076 nChanged 63 SP:Iteration 2F (216.500093 sec): 3 clusters Score: Raw -32730.435944 + Penalty 1298.958400 = -31431.477544 nChanged 33 SP:Iteration 3Q (216.501625 sec): 3 clusters Score: Raw -32772.328115 + Penalty 1297.441303 = -31474.886812 nChanged 34 SP:Iteration 4Q (216.503140 sec): 3 clusters Score: Raw -32810.763152 + Penalty 1297.209698 = -31513.553454 nChanged 37 SP:Iteration 5Q (216.504690 sec): 3 clusters Score: Raw -32862.676899 + Penalty 1295.928412 = -31566.748487 nChanged 30 SP:Iteration 6Q (216.506217 sec): 3 clusters Score: Raw -32908.475148 + Penalty 1292.922256 = -31615.552892 nChanged 35 SP:Iteration 7Q (216.507722 sec): 3 clusters Score: Raw -32955.317007 + Penalty 1287.949164 = -31667.367843 nChanged 30 SP:Iteration 8Q (216.509213 sec): 3 clusters Score: Raw -32983.657531 + Penalty 1286.578828 = -31697.078703 nChanged 24 SP:Iteration 9Q (216.510737 sec): 3 clusters Score: Raw -33007.995895 + Penalty 1284.887786 = -31723.108109 nChanged 24 SP:Iteration 10F (216.512292 sec): 3 clusters Score: Raw -33031.555009 + Penalty 1288.724519 = -31742.830490 nChanged 17 SP:Iteration 11Q (216.513766 sec): 3 clusters Score: Raw -33057.848071 + Penalty 1295.636482 = -31762.211589 nChanged 17 SP:Iteration 12Q (216.515227 sec): 3 clusters Score: Raw -33079.376962 + Penalty 1300.267836 = -31779.109127 nChanged 10 SP:Iteration 13Q (216.516719 sec): 3 clusters Score: Raw -33088.170093 + Penalty 1303.905594 = -31784.264499 nChanged 8 SP:Iteration 14Q (216.518189 sec): 3 clusters Score: Raw -33095.383821 + Penalty 1307.645366 = -31787.738455 nChanged 8 SP:Iteration 15Q (216.519645 sec): 3 clusters Score: Raw -33104.974606 + Penalty 1312.080495 = -31792.894111 nChanged 11 SP:Iteration 16Q (216.521090 sec): 3 clusters Score: Raw -33120.163368 + Penalty 1314.133721 = -31806.029647 nChanged 5 SP:Iteration 17Q (216.522562 sec): 3 clusters Score: Raw -33124.418283 + Penalty 1316.798695 = -31807.619589 nChanged 4 SP:Iteration 18Q (216.524015 sec): 3 clusters Score: Raw -33127.046408 + Penalty 1318.725049 = -31808.321359 nChanged 3 SP:Iteration 19Q (216.525459 sec): 3 clusters Score: Raw -33129.494219 + Penalty 1319.405214 = -31810.089005 nChanged 1 SP:Iteration 20F (216.526983 sec): 3 clusters Score: Raw -33130.321221 + Penalty 1320.090618 = -31810.230603 nChanged 1 SP:Iteration 21Q (216.528414 sec): 3 clusters Score: Raw -33130.793601 + Penalty 1321.322554 = -31809.471046 nChanged 2 SP:Iteration 22F (216.529936 sec): 3 clusters Score: Raw -33133.473302 + Penalty 1321.322554 = -31812.150748 nChanged 0 Memory request: 0.01 GB would take us to total of 0.51 GB. Trying to split cluster 77 (1982 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (216.539724 sec): 2 clusters Score: Raw -92209.207991 + Penalty 687.689807 = -91521.518184 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (216.543584 sec): 3 clusters Score: Raw -91108.785105 + Penalty 1375.679152 = -89733.105953 nChanged 800 SP:Iteration 1F (216.547396 sec): 3 clusters Score: Raw -91691.130341 + Penalty 1379.243358 = -90311.886984 nChanged 262 SP:Iteration 2F (216.551060 sec): 3 clusters Score: Raw -91932.216906 + Penalty 1382.175707 = -90550.041199 nChanged 172 SP:Iteration 3F (216.554694 sec): 3 clusters Score: Raw -92072.658027 + Penalty 1384.034393 = -90688.623634 nChanged 122 SP:Iteration 4F (216.558318 sec): 3 clusters Score: Raw -92153.930071 + Penalty 1384.596085 = -90769.333987 nChanged 77 SP:Iteration 5Q (216.561916 sec): 3 clusters Score: Raw -92248.801087 + Penalty 1384.877008 = -90863.924079 nChanged 65 SP:Iteration 6Q (216.565500 sec): 3 clusters Score: Raw -92348.150984 + Penalty 1384.231774 = -90963.919210 nChanged 62 SP:Iteration 7Q (216.569046 sec): 3 clusters Score: Raw -92389.533616 + Penalty 1383.028046 = -91006.505570 nChanged 45 SP:Iteration 8Q (216.572575 sec): 3 clusters Score: Raw -92414.126761 + Penalty 1382.197348 = -91031.929413 nChanged 39 SP:Iteration 9Q (216.576085 sec): 3 clusters Score: Raw -92434.539713 + Penalty 1381.172081 = -91053.367632 nChanged 32 SP:Iteration 10F (216.579743 sec): 3 clusters Score: Raw -92445.889490 + Penalty 1380.453477 = -91065.436014 nChanged 18 SP:Iteration 11Q (216.583238 sec): 3 clusters Score: Raw -92450.241745 + Penalty 1380.513318 = -91069.728427 nChanged 12 SP:Iteration 12Q (216.586730 sec): 3 clusters Score: Raw -92453.831793 + Penalty 1380.483086 = -91073.348707 nChanged 12 SP:Iteration 13Q (216.590222 sec): 3 clusters Score: Raw -92456.736750 + Penalty 1380.933998 = -91075.802752 nChanged 7 SP:Iteration 14Q (216.593707 sec): 3 clusters Score: Raw -92458.261051 + Penalty 1380.970039 = -91077.291012 nChanged 4 SP:Iteration 15Q (216.597186 sec): 3 clusters Score: Raw -92458.654167 + Penalty 1381.252680 = -91077.401488 nChanged 2 SP:Iteration 16Q (216.600669 sec): 3 clusters Score: Raw -92458.990575 + Penalty 1381.267007 = -91077.723568 nChanged 2 SP:Iteration 17Q (216.604147 sec): 3 clusters Score: Raw -92460.096566 + Penalty 1381.264353 = -91078.832213 nChanged 2 SP:Iteration 18Q (216.607620 sec): 3 clusters Score: Raw -92460.566592 + Penalty 1381.177209 = -91079.389383 nChanged 3 SP:Iteration 19Q (216.611201 sec): 3 clusters Score: Raw -92461.860862 + Penalty 1380.799423 = -91081.061439 nChanged 3 SP:Iteration 20F (216.614942 sec): 3 clusters Score: Raw -92462.569831 + Penalty 1380.450947 = -91082.118883 nChanged 3 SP:Iteration 21Q (216.618414 sec): 3 clusters Score: Raw -92463.207893 + Penalty 1380.195940 = -91083.011953 nChanged 2 SP:Iteration 22Q (216.621895 sec): 3 clusters Score: Raw -92463.381453 + Penalty 1379.952781 = -91083.428672 nChanged 2 SP:Iteration 23Q (216.625372 sec): 3 clusters Score: Raw -92463.899875 + Penalty 1379.723817 = -91084.176058 nChanged 4 SP:Iteration 24Q (216.628847 sec): 3 clusters Score: Raw -92464.692394 + Penalty 1379.460831 = -91085.231563 nChanged 2 SP:Iteration 25Q (216.632324 sec): 3 clusters Score: Raw -92465.037231 + Penalty 1379.620251 = -91085.416980 nChanged 1 SP:Iteration 26Q (216.635794 sec): 3 clusters Score: Raw -92465.155951 + Penalty 1379.922705 = -91085.233246 nChanged 2 SP:Iteration 27F (216.639444 sec): 3 clusters Score: Raw -92465.466579 + Penalty 1380.288697 = -91085.177881 nChanged 4 SP:Iteration 28F (216.643207 sec): 3 clusters Score: Raw -92466.259479 + Penalty 1380.277262 = -91085.982217 nChanged 6 SP:Iteration 29Q (216.646783 sec): 3 clusters Score: Raw -92469.229936 + Penalty 1379.883736 = -91089.346200 nChanged 5 SP:Iteration 30F (216.650511 sec): 3 clusters Score: Raw -92471.683680 + Penalty 1379.918006 = -91091.765673 nChanged 4 SP:Iteration 31Q (216.653990 sec): 3 clusters Score: Raw -92472.320762 + Penalty 1379.777148 = -91092.543614 nChanged 1 SP:Iteration 32Q (216.657465 sec): 3 clusters Score: Raw -92472.444746 + Penalty 1379.638628 = -91092.806117 nChanged 1 SP:Iteration 33Q (216.660940 sec): 3 clusters Score: Raw -92472.581897 + Penalty 1379.488910 = -91093.092987 nChanged 1 SP:Iteration 34Q (216.664411 sec): 3 clusters Score: Raw -92472.663559 + Penalty 1379.345383 = -91093.318176 nChanged 1 SP:Iteration 35Q (216.667886 sec): 3 clusters Score: Raw -92472.778683 + Penalty 1379.067877 = -91093.710807 nChanged 2 SP:Iteration 36Q (216.671365 sec): 3 clusters Score: Raw -92473.504174 + Penalty 1378.781912 = -91094.722261 nChanged 2 SP:Iteration 37Q (216.674834 sec): 3 clusters Score: Raw -92474.033497 + Penalty 1378.790397 = -91095.243101 nChanged 2 SP:Iteration 38Q (216.678305 sec): 3 clusters Score: Raw -92475.411707 + Penalty 1378.790920 = -91096.620786 nChanged 4 SP:Iteration 39Q (216.681776 sec): 3 clusters Score: Raw -92476.387231 + Penalty 1378.808881 = -91097.578350 nChanged 2 SP:Iteration 40F (216.685523 sec): 3 clusters Score: Raw -92476.862752 + Penalty 1378.954307 = -91097.908445 nChanged 1 SP:Iteration 41Q (216.689201 sec): 3 clusters Score: Raw -92477.447933 + Penalty 1378.954307 = -91098.493626 nChanged 0 SP:Iteration 42F (216.692979 sec): 3 clusters Score: Raw -92477.447933 + Penalty 1378.954307 = -91098.493626 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 84 (425 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (216.697183 sec): 2 clusters Score: Raw -18947.840322 + Penalty 517.375488 = -18430.464834 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (216.698140 sec): 3 clusters Score: Raw -18770.092034 + Penalty 1036.515426 = -17733.576607 nChanged 109 SP:Iteration 1F (216.699078 sec): 3 clusters Score: Raw -18847.624686 + Penalty 1040.897232 = -17806.727453 nChanged 35 SP:Iteration 2F (216.700016 sec): 3 clusters Score: Raw -18880.246708 + Penalty 1046.065297 = -17834.181411 nChanged 24 SP:Iteration 3F (216.700954 sec): 3 clusters Score: Raw -18915.366494 + Penalty 1047.938095 = -17867.428399 nChanged 14 SP:Iteration 4Q (216.701881 sec): 3 clusters Score: Raw -18931.348817 + Penalty 1049.124092 = -17882.224725 nChanged 14 SP:Iteration 5Q (216.702803 sec): 3 clusters Score: Raw -18944.778727 + Penalty 1049.437990 = -17895.340737 nChanged 9 SP:Iteration 6Q (216.703722 sec): 3 clusters Score: Raw -18956.085115 + Penalty 1049.832404 = -17906.252712 nChanged 7 SP:Iteration 7Q (216.704634 sec): 3 clusters Score: Raw -18964.744997 + Penalty 1048.451742 = -17916.293254 nChanged 5 SP:Iteration 8Q (216.705540 sec): 3 clusters Score: Raw -18971.470515 + Penalty 1050.843840 = -17920.626675 nChanged 6 SP:Iteration 9Q (216.706446 sec): 3 clusters Score: Raw -18980.274719 + Penalty 1051.218403 = -17929.056316 nChanged 6 SP:Iteration 10F (216.707380 sec): 3 clusters Score: Raw -18988.523263 + Penalty 1049.673935 = -17938.849327 nChanged 5 SP:Iteration 11Q (216.708282 sec): 3 clusters Score: Raw -18992.281590 + Penalty 1048.850033 = -17943.431557 nChanged 2 SP:Iteration 12Q (216.709182 sec): 3 clusters Score: Raw -18993.279695 + Penalty 1048.992504 = -17944.287191 nChanged 1 SP:Iteration 13Q (216.710081 sec): 3 clusters Score: Raw -18993.717099 + Penalty 1048.992504 = -17944.724595 nChanged 0 SP:Iteration 14F (216.711017 sec): 3 clusters Score: Raw -18993.717099 + Penalty 1048.992504 = -17944.724595 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 85 (468 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (216.712821 sec): 2 clusters Score: Raw -21899.740990 + Penalty 693.331348 = -21206.409642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (216.713850 sec): 3 clusters Score: Raw -21803.822724 + Penalty 1389.989292 = -20413.833432 nChanged 119 SP:Iteration 1F (216.714861 sec): 3 clusters Score: Raw -21939.977797 + Penalty 1389.364360 = -20550.613437 nChanged 26 SP:Iteration 2F (216.715871 sec): 3 clusters Score: Raw -21976.555142 + Penalty 1388.587252 = -20587.967890 nChanged 17 SP:Iteration 3Q (216.716856 sec): 3 clusters Score: Raw -22003.602034 + Penalty 1386.662695 = -20616.939338 nChanged 11 SP:Iteration 4Q (216.717833 sec): 3 clusters Score: Raw -22016.547535 + Penalty 1384.867749 = -20631.679786 nChanged 17 SP:Iteration 5Q (216.718807 sec): 3 clusters Score: Raw -22037.714020 + Penalty 1383.843968 = -20653.870053 nChanged 13 SP:Iteration 6Q (216.719779 sec): 3 clusters Score: Raw -22062.473487 + Penalty 1383.461827 = -20679.011660 nChanged 10 SP:Iteration 7Q (216.720746 sec): 3 clusters Score: Raw -22087.366531 + Penalty 1382.513013 = -20704.853518 nChanged 12 SP:Iteration 8Q (216.721710 sec): 3 clusters Score: Raw -22099.673917 + Penalty 1381.528574 = -20718.145343 nChanged 11 SP:Iteration 9Q (216.722672 sec): 3 clusters Score: Raw -22112.916693 + Penalty 1380.841320 = -20732.075374 nChanged 7 SP:Iteration 10F (216.723681 sec): 3 clusters Score: Raw -22118.193542 + Penalty 1380.160019 = -20738.033523 nChanged 3 SP:Iteration 11Q (216.724638 sec): 3 clusters Score: Raw -22120.255618 + Penalty 1380.160019 = -20740.095599 nChanged 0 SP:Iteration 12F (216.725646 sec): 3 clusters Score: Raw -22120.255618 + Penalty 1380.160019 = -20740.095599 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 87 (595 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (216.727812 sec): 2 clusters Score: Raw -28511.135352 + Penalty 783.361740 = -27727.773612 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (216.729066 sec): 3 clusters Score: Raw -28323.531271 + Penalty 1569.194095 = -26754.337177 nChanged 167 SP:Iteration 1F (216.730304 sec): 3 clusters Score: Raw -28493.991493 + Penalty 1573.137677 = -26920.853815 nChanged 51 SP:Iteration 2F (216.731540 sec): 3 clusters Score: Raw -28559.263147 + Penalty 1578.357876 = -26980.905271 nChanged 27 SP:Iteration 3Q (216.732752 sec): 3 clusters Score: Raw -28588.631835 + Penalty 1581.905751 = -27006.726084 nChanged 17 SP:Iteration 4Q (216.733960 sec): 3 clusters Score: Raw -28602.322832 + Penalty 1583.354158 = -27018.968674 nChanged 8 SP:Iteration 5Q (216.735164 sec): 3 clusters Score: Raw -28609.784352 + Penalty 1584.160169 = -27025.624183 nChanged 4 SP:Iteration 6Q (216.736367 sec): 3 clusters Score: Raw -28613.815423 + Penalty 1585.099672 = -27028.715751 nChanged 6 SP:Iteration 7Q (216.737569 sec): 3 clusters Score: Raw -28618.999083 + Penalty 1584.946348 = -27034.052736 nChanged 1 SP:Iteration 8Q (216.738768 sec): 3 clusters Score: Raw -28619.674517 + Penalty 1584.946348 = -27034.728169 nChanged 0 SP:Iteration 9F (216.739996 sec): 3 clusters Score: Raw -28619.674517 + Penalty 1584.946348 = -27034.728169 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 88 (415 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (216.741683 sec): 2 clusters Score: Raw -19426.471096 + Penalty 500.950268 = -18925.520827 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (216.742620 sec): 3 clusters Score: Raw -19277.169992 + Penalty 1005.992159 = -18271.177833 nChanged 112 SP:Iteration 1F (216.743563 sec): 3 clusters Score: Raw -19421.617203 + Penalty 1013.293351 = -18408.323851 nChanged 44 SP:Iteration 2F (216.744484 sec): 3 clusters Score: Raw -19497.195397 + Penalty 1028.633027 = -18468.562370 nChanged 28 SP:Iteration 3F (216.745404 sec): 3 clusters Score: Raw -19536.360299 + Penalty 1044.418903 = -18491.941397 nChanged 20 SP:Iteration 4Q (216.746291 sec): 3 clusters Score: Raw -19571.382406 + Penalty 1064.805392 = -18506.577014 nChanged 16 SP:Iteration 5Q (216.747170 sec): 3 clusters Score: Raw -19606.432614 + Penalty 1084.920596 = -18521.512019 nChanged 13 SP:Iteration 6Q (216.748086 sec): 3 clusters Score: Raw -19637.331536 + Penalty 1098.840935 = -18538.490601 nChanged 8 SP:Iteration 7Q (216.748972 sec): 3 clusters Score: Raw -19657.674636 + Penalty 1108.512860 = -18549.161775 nChanged 8 SP:Iteration 8Q (216.749837 sec): 3 clusters Score: Raw -19679.039494 + Penalty 1111.177591 = -18567.861904 nChanged 2 SP:Iteration 9Q (216.750686 sec): 3 clusters Score: Raw -19683.733809 + Penalty 1113.076279 = -18570.657530 nChanged 2 SP:Iteration 10F (216.751615 sec): 3 clusters Score: Raw -19688.177934 + Penalty 1114.696334 = -18573.481600 nChanged 1 SP:Iteration 11Q (216.752425 sec): 3 clusters Score: Raw -19688.717126 + Penalty 1114.696334 = -18574.020792 nChanged 0 SP:Iteration 12F (216.753344 sec): 3 clusters Score: Raw -19688.717126 + Penalty 1114.696334 = -18574.020792 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 89 (355 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (216.754788 sec): 2 clusters Score: Raw -19908.690660 + Penalty 635.811179 = -19272.879481 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (216.755649 sec): 3 clusters Score: Raw -19837.685220 + Penalty 1269.384325 = -18568.300895 nChanged 69 SP:Iteration 1F (216.756496 sec): 3 clusters Score: Raw -19927.390648 + Penalty 1268.721310 = -18658.669339 nChanged 21 SP:Iteration 2F (216.757329 sec): 3 clusters Score: Raw -19953.796512 + Penalty 1268.398881 = -18685.397631 nChanged 12 SP:Iteration 3Q (216.758127 sec): 3 clusters Score: Raw -19969.374671 + Penalty 1268.152221 = -18701.222450 nChanged 11 SP:Iteration 4Q (216.758943 sec): 3 clusters Score: Raw -19994.176152 + Penalty 1267.256492 = -18726.919659 nChanged 12 SP:Iteration 5Q (216.759765 sec): 3 clusters Score: Raw -20017.525535 + Penalty 1265.868596 = -18751.656939 nChanged 14 SP:Iteration 6Q (216.760556 sec): 3 clusters Score: Raw -20038.889566 + Penalty 1264.638484 = -18774.251083 nChanged 10 SP:Iteration 7Q (216.761340 sec): 3 clusters Score: Raw -20066.695476 + Penalty 1263.585801 = -18803.109675 nChanged 10 SP:Iteration 8Q (216.762115 sec): 3 clusters Score: Raw -20101.669465 + Penalty 1263.584230 = -18838.085235 nChanged 13 SP:Iteration 9Q (216.762902 sec): 3 clusters Score: Raw -20130.551459 + Penalty 1263.116766 = -18867.434693 nChanged 10 SP:Iteration 10F (216.763716 sec): 3 clusters Score: Raw -20154.729512 + Penalty 1262.091456 = -18892.638056 nChanged 8 SP:Iteration 11Q (216.764481 sec): 3 clusters Score: Raw -20179.799888 + Penalty 1262.240050 = -18917.559837 nChanged 8 SP:Iteration 12Q (216.765243 sec): 3 clusters Score: Raw -20198.820500 + Penalty 1262.105397 = -18936.715104 nChanged 2 SP:Iteration 13Q (216.765996 sec): 3 clusters Score: Raw -20200.653681 + Penalty 1262.105397 = -18938.548285 nChanged 0 SP:Iteration 14F (216.766809 sec): 3 clusters Score: Raw -20200.653681 + Penalty 1262.105397 = -18938.548285 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 96 (498 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (216.769599 sec): 2 clusters Score: Raw -16833.645643 + Penalty 344.994918 = -16488.650725 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (216.770710 sec): 3 clusters Score: Raw -16637.331270 + Penalty 689.404385 = -15947.926885 nChanged 164 SP:Iteration 1F (216.771793 sec): 3 clusters Score: Raw -16797.118437 + Penalty 688.966130 = -16108.152308 nChanged 46 SP:Iteration 2F (216.772877 sec): 3 clusters Score: Raw -16850.389107 + Penalty 690.513366 = -16159.875741 nChanged 26 SP:Iteration 3F (216.773959 sec): 3 clusters Score: Raw -16886.507974 + Penalty 692.476577 = -16194.031397 nChanged 17 SP:Iteration 4Q (216.775018 sec): 3 clusters Score: Raw -16906.373464 + Penalty 692.798199 = -16213.575266 nChanged 10 SP:Iteration 5Q (216.776072 sec): 3 clusters Score: Raw -16924.153864 + Penalty 692.827416 = -16231.326449 nChanged 9 SP:Iteration 6Q (216.777121 sec): 3 clusters Score: Raw -16933.613480 + Penalty 692.935833 = -16240.677647 nChanged 7 SP:Iteration 7Q (216.778171 sec): 3 clusters Score: Raw -16950.955319 + Penalty 694.084376 = -16256.870943 nChanged 12 SP:Iteration 8Q (216.779221 sec): 3 clusters Score: Raw -16970.504483 + Penalty 695.172011 = -16275.332472 nChanged 10 SP:Iteration 9Q (216.780266 sec): 3 clusters Score: Raw -16975.958389 + Penalty 695.371185 = -16280.587204 nChanged 1 SP:Iteration 10F (216.781347 sec): 3 clusters Score: Raw -16976.439616 + Penalty 695.371185 = -16281.068431 nChanged 0 Memory request: 0.01 GB would take us to total of 0.50 GB. Trying to split cluster 122 (1287 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (216.785922 sec): 2 clusters Score: Raw -52636.577994 + Penalty 57.652769 = -52578.925225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (216.788361 sec): 3 clusters Score: Raw -51815.608390 + Penalty 118.481671 = -51697.126719 nChanged 570 SP:Iteration 1F (216.790766 sec): 3 clusters Score: Raw -52367.054320 + Penalty 118.395260 = -52248.659060 nChanged 92 SP:Iteration 2F (216.793168 sec): 3 clusters Score: Raw -52457.807168 + Penalty 119.338550 = -52338.468617 nChanged 54 SP:Iteration 3Q (216.795471 sec): 3 clusters Score: Raw -52491.600094 + Penalty 119.484646 = -52372.115447 nChanged 24 SP:Iteration 4Q (216.797738 sec): 3 clusters Score: Raw -52511.151349 + Penalty 120.139772 = -52391.011577 nChanged 30 SP:Iteration 5Q (216.799987 sec): 3 clusters Score: Raw -52529.613128 + Penalty 120.812018 = -52408.801110 nChanged 29 SP:Iteration 6Q (216.802217 sec): 3 clusters Score: Raw -52542.821524 + Penalty 120.798742 = -52422.022782 nChanged 26 SP:Iteration 7Q (216.804460 sec): 3 clusters Score: Raw -52553.739700 + Penalty 120.490431 = -52433.249268 nChanged 23 SP:Iteration 8Q (216.806659 sec): 3 clusters Score: Raw -52559.605940 + Penalty 120.299994 = -52439.305946 nChanged 12 SP:Iteration 9Q (216.808853 sec): 3 clusters Score: Raw -52561.584525 + Penalty 120.748571 = -52440.835954 nChanged 10 SP:Iteration 10F (216.811460 sec): 3 clusters Score: Raw -52563.954089 + Penalty 120.978694 = -52442.975395 nChanged 5 SP:Iteration 11Q (216.813652 sec): 3 clusters Score: Raw -52564.686793 + Penalty 121.113655 = -52443.573138 nChanged 2 SP:Iteration 12Q (216.815860 sec): 3 clusters Score: Raw -52564.879013 + Penalty 120.468469 = -52444.410544 nChanged 2 SP:Iteration 13Q (216.818094 sec): 3 clusters Score: Raw -52565.416071 + Penalty 120.468469 = -52444.947603 nChanged 0 SP:Iteration 14F (216.820507 sec): 3 clusters Score: Raw -52565.416071 + Penalty 120.468469 = -52444.947603 nChanged 0 Memory request: 0.00 GB would take us to total of 0.50 GB. Trying to split cluster 133 (133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (216.822640 sec): 2 clusters Score: Raw -4570.054875 + Penalty 271.755505 = -4298.299370 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (216.823100 sec): 3 clusters Score: Raw -4591.951608 + Penalty 549.135645 = -4042.815963 nChanged 20 SP:Iteration 1F (216.823561 sec): 3 clusters Score: Raw -4626.843048 + Penalty 552.717537 = -4074.125511 nChanged 6 SP:Iteration 2Q (216.823988 sec): 3 clusters Score: Raw -4642.763452 + Penalty 555.083548 = -4087.679904 nChanged 3 SP:Iteration 3Q (216.824412 sec): 3 clusters Score: Raw -4647.372630 + Penalty 554.734207 = -4092.638423 nChanged 2 SP:Iteration 4Q (216.824834 sec): 3 clusters Score: Raw -4650.721941 + Penalty 554.734207 = -4095.987734 nChanged 0 SP:Iteration 5F (216.825276 sec): 3 clusters Score: Raw -4650.721941 + Penalty 554.734207 = -4095.987734 nChanged 0 Time taken for this iteration:215.328730 seconds. 300->43 Clusters: Score -2122814.565638, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 236 (time per iteration =918.998203 ms) Total iterations: 3904 (time per iteration =55.554195 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 12160016250.000000 (time per metric unit =17.835797ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 304000406250.000000 (time per metric unit=713.431862ps) That took 216.883576 seconds.