FileBase PeterP-2014-03-27_dataset1 ElecNo 9 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 0.43 and 0.65 GB of RAM. Memory request: 0.22 GB would take us to total of 0.22 GB. ---------------------------------------------------------- Loaded 47432 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 47432 points ------ Starting initial clusters from distinct float masks Not enough masks (153) to generate starting clusters (300), so starting with (154) clusters instead. Assigned 154 initial classes from 153 unique masks. Deleting Class 148 (1 points): Lose 22.628985 but Gain 1730.061704 Iteration 0F (4.749291 sec): 153 clusters Score: Raw -2266129.066476 + Penalty 143812.579945 = -2122316.486531 nChanged 7542 Deleting Class 90 (1 points): Lose 2.963556 but Gain 1700.094196 Iteration 1F (7.746184 sec): 137 clusters Score: Raw -2282007.841374 + Penalty 136762.687847 = -2145245.153527 nChanged 3198 Deleting Class 28 (14 points): Lose 62.534517 but Gain 1729.628268 Iteration 2F (10.624291 sec): 133 clusters Score: Raw -2287544.339088 + Penalty 132017.147833 = -2155527.191255 nChanged 2048 Deleting Class 88 (7 points): Lose 64.648565 but Gain 1723.399465 Iteration 3Q (11.053061 sec): 130 clusters Score: Raw -2290669.350260 + Penalty 129886.973431 = -2160782.376829 nChanged 1403 Deleting Class 124 (1 points): Lose 2.429830 but Gain 1646.365156 Iteration 4Q (11.435916 sec): 129 clusters Score: Raw -2292686.523399 + Penalty 128217.099985 = -2164469.423414 nChanged 960 Deleting Class 129 (3 points): Lose 29.748751 but Gain 1665.080542 Iteration 5Q (11.775331 sec): 128 clusters Score: Raw -2293663.902843 + Penalty 126609.955895 = -2167053.946949 nChanged 712 Deleting Class 96 (2 points): Lose 8.237692 but Gain 1637.803983 Iteration 6Q (12.097284 sec): 127 clusters Score: Raw -2294215.850535 + Penalty 125113.104397 = -2169102.746138 nChanged 541 Deleting Class 84 (12 points): Lose 107.913878 but Gain 1707.932742 Iteration 7Q (12.401058 sec): 126 clusters Score: Raw -2294482.610453 + Penalty 123649.385061 = -2170833.225392 nChanged 458 Deleting Class 149 (2 points): Lose 10.248147 but Gain 1600.880910 Iteration 8Q (12.694236 sec): 125 clusters Score: Raw -2294819.000009 + Penalty 122198.871865 = -2172620.128143 nChanged 415 Deleting Class 125 (5 points): Lose 28.379220 but Gain 1610.645435 Iteration 9Q (12.983845 sec): 124 clusters Score: Raw -2295064.858973 + Penalty 120660.630766 = -2174404.228207 nChanged 367 Deleting Class 57 (14 points): Lose 108.757696 but Gain 1691.758773 Iteration 10F (15.674038 sec): 123 clusters Score: Raw -2295268.157389 + Penalty 119036.504942 = -2176231.652447 nChanged 425 Deleting Class 135 (1 points): Lose 0.634075 but Gain 1577.610659 Iteration 11Q (15.966373 sec): 122 clusters Score: Raw -2295695.609722 + Penalty 117575.443028 = -2178120.166694 nChanged 385 Deleting Class 94 (2 points): Lose 22.430297 but Gain 1589.839129 Iteration 12Q (16.253331 sec): 121 clusters Score: Raw -2296126.454433 + Penalty 115926.024708 = -2180200.429725 nChanged 352 Deleting Class 121 (1 points): Lose 4.710963 but Gain 1545.151371 Iteration 13Q (16.537364 sec): 120 clusters Score: Raw -2296509.927144 + Penalty 114416.502850 = -2182093.424294 nChanged 298 Deleting Class 30 (16 points): Lose 124.500492 but Gain 1651.647169 Iteration 14Q (16.812684 sec): 119 clusters Score: Raw -2296682.892691 + Penalty 112843.869816 = -2183839.022875 nChanged 292 Deleting Class 105 (5 points): Lose 33.734643 but Gain 1531.117410 Iteration 15Q (17.086557 sec): 118 clusters Score: Raw -2296987.298457 + Penalty 111369.068275 = -2185618.230181 nChanged 269 Deleting Class 115 (1 points): Lose 17.618410 but Gain 1499.898676 Iteration 16Q (17.355797 sec): 117 clusters Score: Raw -2297233.705454 + Penalty 109873.669385 = -2187360.036069 nChanged 258 Deleting Class 107 (4 points): Lose 42.463716 but Gain 1521.830242 Iteration 17Q (17.622136 sec): 116 clusters Score: Raw -2297419.582261 + Penalty 108333.843904 = -2189085.738357 nChanged 235 Deleting Class 60 (12 points): Lose 126.307730 but Gain 1594.199205 Iteration 18Q (17.884495 sec): 115 clusters Score: Raw -2297490.539468 + Penalty 106790.021651 = -2190700.517817 nChanged 195 Deleting Class 123 (5 points): Lose 26.835977 but Gain 1486.445711 Iteration 19Q (18.146394 sec): 114 clusters Score: Raw -2297680.395284 + Penalty 105295.278426 = -2192385.116858 nChanged 158 Writing temp clu file Memory request: 0.22 GB would take us to total of 0.43 GB. Compute initial score before splitting: Score: Raw -2297680.395284 + Penalty 105295.278426 = -2192385.116858Memory request: 0.01 GB would take us to total of 0.44 GB. Trying to split cluster 1 (979 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.317007 sec): 2 clusters Score: Raw -51901.962110 + Penalty 403.789687 = -51498.172423 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.318900 sec): 3 clusters Score: Raw -51328.251956 + Penalty 800.775099 = -50527.476857 nChanged 388 SP:Iteration 1F (18.320761 sec): 3 clusters Score: Raw -51751.922984 + Penalty 810.365511 = -50941.557473 nChanged 133 SP:Iteration 2F (18.322616 sec): 3 clusters Score: Raw -51866.344870 + Penalty 811.911328 = -51054.433542 nChanged 62 SP:Iteration 3F (18.324492 sec): 3 clusters Score: Raw -51906.366910 + Penalty 829.746766 = -51076.620144 nChanged 37 SP:Iteration 4Q (18.326245 sec): 3 clusters Score: Raw -51927.356802 + Penalty 836.305191 = -51091.051611 nChanged 19 SP:Iteration 5Q (18.327896 sec): 3 clusters Score: Raw -51938.564423 + Penalty 852.788691 = -51085.775732 nChanged 7 SP:Iteration 6F (18.329744 sec): 3 clusters Score: Raw -51939.600449 + Penalty 872.052255 = -51067.548194 nChanged 7 SP:Iteration 7F (18.331592 sec): 3 clusters Score: Raw -51939.392411 + Penalty 870.465322 = -51068.927088 nChanged 1 SP:Iteration 8Q (18.333108 sec): 3 clusters Score: Raw -51937.914537 + Penalty 870.465322 = -51067.449215 nChanged 0 SP:Iteration 9F (18.334957 sec): 3 clusters Score: Raw -51937.914537 + Penalty 870.465322 = -51067.449215 nChanged 0 Memory request: 0.04 GB would take us to total of 0.48 GB. Trying to split cluster 2 (9139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.375425 sec): 2 clusters Score: Raw -480218.664612 + Penalty 250.140380 = -479968.524232 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.392199 sec): 3 clusters Score: Raw -474256.797698 + Penalty 499.378572 = -473757.419126 nChanged 4307 SP:Iteration 1F (18.408506 sec): 3 clusters Score: Raw -477471.080903 + Penalty 509.566250 = -476961.514653 nChanged 1029 SP:Iteration 2F (18.424837 sec): 3 clusters Score: Raw -478412.859929 + Penalty 518.884511 = -477893.975418 nChanged 659 SP:Iteration 3F (18.441129 sec): 3 clusters Score: Raw -478834.502604 + Penalty 524.462629 = -478310.039975 nChanged 415 SP:Iteration 4Q (18.457118 sec): 3 clusters Score: Raw -478997.050781 + Penalty 528.928023 = -478468.122758 nChanged 231 SP:Iteration 5Q (18.473024 sec): 3 clusters Score: Raw -479063.665557 + Penalty 533.392843 = -478530.272714 nChanged 185 SP:Iteration 6Q (18.488831 sec): 3 clusters Score: Raw -479120.567872 + Penalty 538.405143 = -478582.162729 nChanged 183 SP:Iteration 7Q (18.504514 sec): 3 clusters Score: Raw -479190.002662 + Penalty 543.274081 = -478646.728582 nChanged 207 SP:Iteration 8Q (18.520054 sec): 3 clusters Score: Raw -479282.424145 + Penalty 551.561940 = -478730.862205 nChanged 224 SP:Iteration 9Q (18.535466 sec): 3 clusters Score: Raw -479392.781495 + Penalty 563.507155 = -478829.274341 nChanged 249 SP:Iteration 10F (18.551631 sec): 3 clusters Score: Raw -479532.845218 + Penalty 581.375290 = -478951.469928 nChanged 274 SP:Iteration 11Q (18.566901 sec): 3 clusters Score: Raw -479710.593209 + Penalty 603.991235 = -479106.601974 nChanged 278 SP:Iteration 12Q (18.581872 sec): 3 clusters Score: Raw -479918.978049 + Penalty 631.991269 = -479286.986780 nChanged 262 SP:Iteration 13Q (18.596623 sec): 3 clusters Score: Raw -480142.227137 + Penalty 662.076876 = -479480.150261 nChanged 208 SP:Iteration 14Q (18.610963 sec): 3 clusters Score: Raw -480318.599057 + Penalty 688.648090 = -479629.950966 nChanged 152 SP:Iteration 15Q (18.624957 sec): 3 clusters Score: Raw -480455.283924 + Penalty 717.969401 = -479737.314524 nChanged 131 SP:Iteration 16Q (18.638609 sec): 3 clusters Score: Raw -480653.027313 + Penalty 745.074157 = -479907.953156 nChanged 113 SP:Iteration 17Q (18.651938 sec): 3 clusters Score: Raw -480908.907009 + Penalty 751.928560 = -480156.978449 nChanged 66 SP:Iteration 18Q (18.664932 sec): 3 clusters Score: Raw -480999.551618 + Penalty 754.172000 = -480245.379618 nChanged 44 SP:Iteration 19Q (18.677831 sec): 3 clusters Score: Raw -481043.140859 + Penalty 751.477434 = -480291.663425 nChanged 33 SP:Iteration 20F (18.694071 sec): 3 clusters Score: Raw -481075.539695 + Penalty 752.116726 = -480323.422969 nChanged 32 SP:Iteration 21Q (18.706865 sec): 3 clusters Score: Raw -481111.141607 + Penalty 757.339689 = -480353.801919 nChanged 30 SP:Iteration 22Q (18.719650 sec): 3 clusters Score: Raw -481143.940846 + Penalty 764.405044 = -480379.535803 nChanged 22 SP:Iteration 23Q (18.732448 sec): 3 clusters Score: Raw -481172.375166 + Penalty 769.067452 = -480403.307714 nChanged 21 SP:Iteration 24Q (18.745221 sec): 3 clusters Score: Raw -481200.596786 + Penalty 769.741571 = -480430.855215 nChanged 16 SP:Iteration 25Q (18.757940 sec): 3 clusters Score: Raw -481209.501502 + Penalty 771.108166 = -480438.393337 nChanged 6 SP:Iteration 26Q (18.770664 sec): 3 clusters Score: Raw -481210.144314 + Penalty 771.108166 = -480439.036149 nChanged 0 SP:Iteration 27F (18.786808 sec): 3 clusters Score: Raw -481210.144314 + Penalty 771.108166 = -480439.036149 nChanged 0 Score: Raw -2332286.693347 + Penalty 105910.311221 = -2226376.382126 Splitting cluster 2 changes total score from -2192385.116858 to -2226376.382126 So it's getting split into cluster 28. Memory request: 0.01 GB would take us to total of 0.44 GB. Trying to split cluster 3 (1879 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.262769 sec): 2 clusters Score: Raw -115962.692810 + Penalty 638.111120 = -115324.581690 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.266411 sec): 3 clusters Score: Raw -114538.843691 + Penalty 1277.799540 = -113261.044150 nChanged 747 SP:Iteration 1F (21.269985 sec): 3 clusters Score: Raw -115529.240371 + Penalty 1274.989914 = -114254.250457 nChanged 393 SP:Iteration 2F (21.273543 sec): 3 clusters Score: Raw -116543.336083 + Penalty 1276.504517 = -115266.831566 nChanged 202 SP:Iteration 3F (21.277091 sec): 3 clusters Score: Raw -116771.002389 + Penalty 1277.477369 = -115493.525021 nChanged 85 SP:Iteration 4Q (21.280360 sec): 3 clusters Score: Raw -116864.257608 + Penalty 1276.965698 = -115587.291910 nChanged 50 SP:Iteration 5Q (21.283614 sec): 3 clusters Score: Raw -116920.865607 + Penalty 1276.583299 = -115644.282308 nChanged 42 SP:Iteration 6Q (21.286820 sec): 3 clusters Score: Raw -116963.026557 + Penalty 1276.708074 = -115686.318483 nChanged 32 SP:Iteration 7Q (21.290035 sec): 3 clusters Score: Raw -116992.523178 + Penalty 1276.654669 = -115715.868509 nChanged 25 SP:Iteration 8Q (21.293185 sec): 3 clusters Score: Raw -117019.296325 + Penalty 1276.471349 = -115742.824976 nChanged 22 SP:Iteration 9Q (21.296362 sec): 3 clusters Score: Raw -117046.006093 + Penalty 1276.311516 = -115769.694577 nChanged 16 SP:Iteration 10F (21.299918 sec): 3 clusters Score: Raw -117062.180767 + Penalty 1276.170827 = -115786.009940 nChanged 14 SP:Iteration 11Q (21.303044 sec): 3 clusters Score: Raw -117073.823365 + Penalty 1276.195111 = -115797.628254 nChanged 11 SP:Iteration 12Q (21.306193 sec): 3 clusters Score: Raw -117082.599986 + Penalty 1276.207769 = -115806.392217 nChanged 9 SP:Iteration 13Q (21.309297 sec): 3 clusters Score: Raw -117089.575945 + Penalty 1276.207530 = -115813.368414 nChanged 4 SP:Iteration 14Q (21.312428 sec): 3 clusters Score: Raw -117091.202174 + Penalty 1276.217620 = -115814.984554 nChanged 5 SP:Iteration 15Q (21.315524 sec): 3 clusters Score: Raw -117094.893812 + Penalty 1276.232160 = -115818.661652 nChanged 4 SP:Iteration 16Q (21.318612 sec): 3 clusters Score: Raw -117098.157861 + Penalty 1276.248785 = -115821.909076 nChanged 4 SP:Iteration 17Q (21.321703 sec): 3 clusters Score: Raw -117100.449622 + Penalty 1276.252365 = -115824.197258 nChanged 2 SP:Iteration 18Q (21.324788 sec): 3 clusters Score: Raw -117101.457557 + Penalty 1276.261901 = -115825.195655 nChanged 2 SP:Iteration 19Q (21.327868 sec): 3 clusters Score: Raw -117102.455715 + Penalty 1276.268252 = -115826.187463 nChanged 1 SP:Iteration 20F (21.331433 sec): 3 clusters Score: Raw -117103.769776 + Penalty 1276.282279 = -115827.487497 nChanged 3 SP:Iteration 21Q (21.334534 sec): 3 clusters Score: Raw -117104.637936 + Penalty 1276.281534 = -115828.356402 nChanged 3 SP:Iteration 22Q (21.337634 sec): 3 clusters Score: Raw -117105.031017 + Penalty 1276.277836 = -115828.753181 nChanged 5 SP:Iteration 23Q (21.340738 sec): 3 clusters Score: Raw -117106.466282 + Penalty 1276.267376 = -115830.198907 nChanged 4 SP:Iteration 24Q (21.343831 sec): 3 clusters Score: Raw -117109.361836 + Penalty 1276.260793 = -115833.101043 nChanged 2 SP:Iteration 25Q (21.346918 sec): 3 clusters Score: Raw -117111.975627 + Penalty 1276.261915 = -115835.713712 nChanged 4 SP:Iteration 26Q (21.350004 sec): 3 clusters Score: Raw -117119.816209 + Penalty 1276.184722 = -115843.631487 nChanged 10 SP:Iteration 27Q (21.353119 sec): 3 clusters Score: Raw -117173.565134 + Penalty 1275.859768 = -115897.705365 nChanged 24 SP:Iteration 28Q (21.356215 sec): 3 clusters Score: Raw -117414.613290 + Penalty 1275.846141 = -116138.767149 nChanged 20 SP:Iteration 29Q (21.359241 sec): 3 clusters Score: Raw -117459.043646 + Penalty 1275.717748 = -116183.325898 nChanged 13 SP:Iteration 30F (21.362796 sec): 3 clusters Score: Raw -117472.541152 + Penalty 1275.635795 = -116196.905358 nChanged 9 SP:Iteration 31Q (21.365842 sec): 3 clusters Score: Raw -117481.455514 + Penalty 1275.500953 = -116205.954561 nChanged 9 SP:Iteration 32Q (21.368866 sec): 3 clusters Score: Raw -117491.268204 + Penalty 1275.267924 = -116216.000280 nChanged 6 SP:Iteration 33Q (21.371891 sec): 3 clusters Score: Raw -117495.026599 + Penalty 1274.930550 = -116220.096049 nChanged 5 SP:Iteration 34Q (21.374913 sec): 3 clusters Score: Raw -117501.184910 + Penalty 1274.708704 = -116226.476206 nChanged 5 SP:Iteration 35Q (21.378031 sec): 3 clusters Score: Raw -117505.089702 + Penalty 1274.643019 = -116230.446683 nChanged 4 SP:Iteration 36Q (21.381052 sec): 3 clusters Score: Raw -117506.406810 + Penalty 1274.583817 = -116231.822993 nChanged 3 SP:Iteration 37Q (21.384075 sec): 3 clusters Score: Raw -117509.480988 + Penalty 1274.464876 = -116235.016112 nChanged 3 SP:Iteration 38Q (21.387119 sec): 3 clusters Score: Raw -117511.530508 + Penalty 1274.452383 = -116237.078125 nChanged 4 SP:Iteration 39Q (21.390138 sec): 3 clusters Score: Raw -117515.267937 + Penalty 1274.327450 = -116240.940487 nChanged 5 SP:Iteration 40F (21.393700 sec): 3 clusters Score: Raw -117523.203436 + Penalty 1273.822086 = -116249.381350 nChanged 7 SP:Iteration 41Q (21.396769 sec): 3 clusters Score: Raw -117534.891756 + Penalty 1273.393598 = -116261.498158 nChanged 9 SP:Iteration 42Q (21.399834 sec): 3 clusters Score: Raw -117543.070256 + Penalty 1272.849864 = -116270.220391 nChanged 12 SP:Iteration 43Q (21.402878 sec): 3 clusters Score: Raw -117561.711266 + Penalty 1271.837458 = -116289.873807 nChanged 15 SP:Iteration 44Q (21.405908 sec): 3 clusters Score: Raw -117576.416193 + Penalty 1271.472705 = -116304.943488 nChanged 8 SP:Iteration 45Q (21.409022 sec): 3 clusters Score: Raw -117583.458752 + Penalty 1271.200086 = -116312.258666 nChanged 5 SP:Iteration 46Q (21.412126 sec): 3 clusters Score: Raw -117586.219373 + Penalty 1270.760243 = -116315.459130 nChanged 5 SP:Iteration 47Q (21.415158 sec): 3 clusters Score: Raw -117589.121508 + Penalty 1270.715532 = -116318.405976 nChanged 4 SP:Iteration 48Q (21.418180 sec): 3 clusters Score: Raw -117591.658979 + Penalty 1270.599786 = -116321.059193 nChanged 3 SP:Iteration 49Q (21.421200 sec): 3 clusters Score: Raw -117593.020406 + Penalty 1270.578266 = -116322.442140 nChanged 1 SP:Iteration 50F (21.424763 sec): 3 clusters Score: Raw -117592.784946 + Penalty 1270.578266 = -116322.206680 nChanged 0 Score: Raw -2333916.786584 + Penalty 106813.648942 = -2227103.137642 Splitting cluster 3 changes total score from -2192385.116858 to -2227103.137642 So it's getting split into cluster 30. Memory request: 0.03 GB would take us to total of 0.47 GB. Trying to split cluster 4 (6669 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.925528 sec): 2 clusters Score: Raw -342952.917406 + Penalty 230.585707 = -342722.331699 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.937575 sec): 3 clusters Score: Raw -338444.026400 + Penalty 459.906456 = -337984.119943 nChanged 3133 SP:Iteration 1F (23.949398 sec): 3 clusters Score: Raw -340822.566005 + Penalty 461.945309 = -340360.620696 nChanged 663 SP:Iteration 2F (23.961296 sec): 3 clusters Score: Raw -341150.160402 + Penalty 462.311888 = -340687.848514 nChanged 391 SP:Iteration 3F (23.973104 sec): 3 clusters Score: Raw -341378.171245 + Penalty 462.137935 = -340916.033310 nChanged 355 SP:Iteration 4F (23.984909 sec): 3 clusters Score: Raw -341602.314356 + Penalty 461.534510 = -341140.779846 nChanged 350 SP:Iteration 5F (23.996701 sec): 3 clusters Score: Raw -341803.840851 + Penalty 460.407738 = -341343.433112 nChanged 300 SP:Iteration 6Q (24.008343 sec): 3 clusters Score: Raw -341943.702961 + Penalty 459.329745 = -341484.373216 nChanged 276 SP:Iteration 7Q (24.019976 sec): 3 clusters Score: Raw -342071.257322 + Penalty 458.001915 = -341613.255407 nChanged 264 SP:Iteration 8Q (24.031599 sec): 3 clusters Score: Raw -342196.094295 + Penalty 456.777958 = -341739.316337 nChanged 260 SP:Iteration 9Q (24.043183 sec): 3 clusters Score: Raw -342332.276972 + Penalty 455.544222 = -341876.732750 nChanged 257 SP:Iteration 10F (24.054934 sec): 3 clusters Score: Raw -342461.596755 + Penalty 455.098144 = -342006.498611 nChanged 234 SP:Iteration 11Q (24.067198 sec): 3 clusters Score: Raw -342585.510765 + Penalty 456.250075 = -342129.260691 nChanged 226 SP:Iteration 12Q (24.078864 sec): 3 clusters Score: Raw -342704.368178 + Penalty 457.679565 = -342246.688613 nChanged 183 SP:Iteration 13Q (24.090390 sec): 3 clusters Score: Raw -342795.407377 + Penalty 457.827209 = -342337.580168 nChanged 139 SP:Iteration 14Q (24.101906 sec): 3 clusters Score: Raw -342874.458320 + Penalty 458.202486 = -342416.255834 nChanged 146 SP:Iteration 15Q (24.113416 sec): 3 clusters Score: Raw -342948.405773 + Penalty 458.621331 = -342489.784442 nChanged 120 SP:Iteration 16Q (24.124764 sec): 3 clusters Score: Raw -342989.441875 + Penalty 459.526465 = -342529.915410 nChanged 95 SP:Iteration 17Q (24.135817 sec): 3 clusters Score: Raw -343014.219642 + Penalty 460.201917 = -342554.017725 nChanged 86 SP:Iteration 18Q (24.147026 sec): 3 clusters Score: Raw -343030.702245 + Penalty 460.843115 = -342569.859130 nChanged 72 SP:Iteration 19Q (24.158159 sec): 3 clusters Score: Raw -343040.270942 + Penalty 460.605287 = -342579.665655 nChanged 56 SP:Iteration 20F (24.169891 sec): 3 clusters Score: Raw -343043.714900 + Penalty 460.788501 = -342582.926399 nChanged 50 SP:Iteration 21Q (24.180494 sec): 3 clusters Score: Raw -343047.827005 + Penalty 461.099734 = -342586.727270 nChanged 44 SP:Iteration 22Q (24.190999 sec): 3 clusters Score: Raw -343052.025495 + Penalty 460.728470 = -342591.297024 nChanged 39 SP:Iteration 23Q (24.201446 sec): 3 clusters Score: Raw -343052.857118 + Penalty 460.501065 = -342592.356054 nChanged 26 SP:Iteration 24Q (24.211846 sec): 3 clusters Score: Raw -343052.245581 + Penalty 459.952707 = -342592.292874 nChanged 25 SP:Iteration 25F (24.223693 sec): 3 clusters Score: Raw -343050.748243 + Penalty 460.634875 = -342590.113368 nChanged 23 SP:Iteration 26F (24.235500 sec): 3 clusters Score: Raw -343048.916991 + Penalty 460.717137 = -342588.199853 nChanged 18 SP:Iteration 27F (24.247274 sec): 3 clusters Score: Raw -343047.392153 + Penalty 460.503242 = -342586.888911 nChanged 28 SP:Iteration 28F (24.258995 sec): 3 clusters Score: Raw -343046.095347 + Penalty 459.512631 = -342586.582716 nChanged 22 SP:Iteration 29F (24.270733 sec): 3 clusters Score: Raw -343045.742793 + Penalty 459.555624 = -342586.187169 nChanged 23 SP:Iteration 30F (24.282431 sec): 3 clusters Score: Raw -343044.622338 + Penalty 459.499684 = -342585.122654 nChanged 23 SP:Iteration 31F (24.294116 sec): 3 clusters Score: Raw -343042.214000 + Penalty 458.714700 = -342583.499300 nChanged 24 SP:Iteration 32F (24.305809 sec): 3 clusters Score: Raw -343042.793690 + Penalty 459.763157 = -342583.030533 nChanged 29 SP:Iteration 33F (24.317526 sec): 3 clusters Score: Raw -343042.164760 + Penalty 460.435485 = -342581.729275 nChanged 28 SP:Iteration 34F (24.329362 sec): 3 clusters Score: Raw -343040.556864 + Penalty 459.912568 = -342580.644296 nChanged 25 SP:Iteration 35F (24.341062 sec): 3 clusters Score: Raw -343037.900973 + Penalty 458.828554 = -342579.072419 nChanged 21 SP:Iteration 36F (24.352829 sec): 3 clusters Score: Raw -343035.952149 + Penalty 459.256818 = -342576.695330 nChanged 20 SP:Iteration 37F (24.364540 sec): 3 clusters Score: Raw -343035.268381 + Penalty 460.309494 = -342574.958887 nChanged 26 SP:Iteration 38F (24.376319 sec): 3 clusters Score: Raw -343033.617366 + Penalty 460.777114 = -342572.840252 nChanged 27 SP:Iteration 39F (24.388021 sec): 3 clusters Score: Raw -343030.480131 + Penalty 458.725561 = -342571.754570 nChanged 26 SP:Iteration 40F (24.399702 sec): 3 clusters Score: Raw -343027.748919 + Penalty 459.338312 = -342568.410607 nChanged 17 SP:Iteration 41F (24.411387 sec): 3 clusters Score: Raw -343024.659025 + Penalty 458.463385 = -342566.195640 nChanged 12 SP:Iteration 42F (24.423165 sec): 3 clusters Score: Raw -343022.463605 + Penalty 455.673149 = -342566.790456 nChanged 13 SP:Iteration 43Q (24.433150 sec): 3 clusters Score: Raw -343020.864809 + Penalty 454.563035 = -342566.301774 nChanged 10 SP:Iteration 44F (24.444885 sec): 3 clusters Score: Raw -343018.763135 + Penalty 454.035128 = -342564.728007 nChanged 16 SP:Iteration 45F (24.456651 sec): 3 clusters Score: Raw -343015.829912 + Penalty 454.171185 = -342561.658727 nChanged 19 SP:Iteration 46F (24.468370 sec): 3 clusters Score: Raw -343012.410896 + Penalty 453.711163 = -342558.699733 nChanged 21 SP:Iteration 47F (24.480140 sec): 3 clusters Score: Raw -343010.659538 + Penalty 451.874011 = -342558.785527 nChanged 28 SP:Iteration 48Q (24.489875 sec): 3 clusters Score: Raw -343010.836344 + Penalty 454.348770 = -342556.487573 nChanged 32 SP:Iteration 49F (24.501559 sec): 3 clusters Score: Raw -343010.111045 + Penalty 454.409679 = -342555.701366 nChanged 27 SP:Iteration 50F (24.513251 sec): 3 clusters Score: Raw -343007.098905 + Penalty 454.104200 = -342552.994706 nChanged 29 SP:Iteration 51F (24.524989 sec): 3 clusters Score: Raw -343005.906477 + Penalty 453.342800 = -342552.563677 nChanged 27 SP:Iteration 52F (24.536993 sec): 3 clusters Score: Raw -343003.251976 + Penalty 453.720363 = -342549.531614 nChanged 24 SP:Iteration 53F (24.548781 sec): 3 clusters Score: Raw -343000.758412 + Penalty 452.184223 = -342548.574189 nChanged 21 SP:Iteration 54F (24.560461 sec): 3 clusters Score: Raw -342998.028693 + Penalty 449.107434 = -342548.921259 nChanged 25 SP:Iteration 55Q (24.570038 sec): 3 clusters Score: Raw -342995.375357 + Penalty 451.046385 = -342544.328972 nChanged 15 SP:Iteration 56F (24.581772 sec): 3 clusters Score: Raw -342991.519861 + Penalty 450.908728 = -342540.611133 nChanged 12 SP:Iteration 57F (24.593488 sec): 3 clusters Score: Raw -342988.340994 + Penalty 451.632278 = -342536.708716 nChanged 11 SP:Iteration 58F (24.605170 sec): 3 clusters Score: Raw -342984.279620 + Penalty 451.594175 = -342532.685446 nChanged 13 SP:Iteration 59F (24.616838 sec): 3 clusters Score: Raw -342982.376969 + Penalty 453.191260 = -342529.185709 nChanged 18 SP:Iteration 60F (24.628581 sec): 3 clusters Score: Raw -342978.960028 + Penalty 450.545123 = -342528.414905 nChanged 13 SP:Iteration 61F (24.640293 sec): 3 clusters Score: Raw -342976.600785 + Penalty 449.537072 = -342527.063712 nChanged 15 SP:Iteration 62F (24.652072 sec): 3 clusters Score: Raw -342975.951506 + Penalty 452.897020 = -342523.054486 nChanged 15 SP:Iteration 63F (24.663755 sec): 3 clusters Score: Raw -342971.264709 + Penalty 447.797778 = -342523.466931 nChanged 10 SP:Iteration 64Q (24.673101 sec): 3 clusters Score: Raw -342970.072375 + Penalty 448.969694 = -342521.102681 nChanged 10 SP:Iteration 65F (24.684809 sec): 3 clusters Score: Raw -342966.592496 + Penalty 450.092992 = -342516.499504 nChanged 10 SP:Iteration 66F (24.696517 sec): 3 clusters Score: Raw -342967.618429 + Penalty 447.781300 = -342519.837130 nChanged 10 SP:Iteration 67Q (24.705809 sec): 3 clusters Score: Raw -342966.020693 + Penalty 450.347825 = -342515.672869 nChanged 10 SP:Iteration 68F (24.717493 sec): 3 clusters Score: Raw -342961.746392 + Penalty 451.080139 = -342510.666253 nChanged 8 SP:Iteration 69F (24.729186 sec): 3 clusters Score: Raw -342957.536745 + Penalty 449.615759 = -342507.920986 nChanged 8 SP:Iteration 70F (24.740953 sec): 3 clusters Score: Raw -342954.734376 + Penalty 450.623757 = -342504.110619 nChanged 8 SP:Iteration 71F (24.752695 sec): 3 clusters Score: Raw -342950.932974 + Penalty 447.537829 = -342503.395145 nChanged 4 SP:Iteration 72F (24.764412 sec): 3 clusters Score: Raw -342949.070966 + Penalty 445.029390 = -342504.041576 nChanged 3 SP:Iteration 73Q (24.773648 sec): 3 clusters Score: Raw -342947.703518 + Penalty 445.029390 = -342502.674128 nChanged 0 SP:Iteration 74F (24.785366 sec): 3 clusters Score: Raw -342947.703518 + Penalty 445.029390 = -342502.674128 nChanged 0 Memory request: 0.01 GB would take us to total of 0.45 GB. Trying to split cluster 5 (2726 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.802656 sec): 2 clusters Score: Raw -126151.951603 + Penalty 211.368972 = -125940.582631 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.807632 sec): 3 clusters Score: Raw -124351.858302 + Penalty 416.404261 = -123935.454042 nChanged 1293 SP:Iteration 1F (24.812496 sec): 3 clusters Score: Raw -125408.469822 + Penalty 403.279556 = -125005.190265 nChanged 482 SP:Iteration 2F (24.817350 sec): 3 clusters Score: Raw -125675.232490 + Penalty 399.109509 = -125276.122981 nChanged 150 SP:Iteration 3F (24.822221 sec): 3 clusters Score: Raw -125725.124878 + Penalty 396.139158 = -125328.985720 nChanged 81 SP:Iteration 4Q (24.827053 sec): 3 clusters Score: Raw -125757.453574 + Penalty 394.911587 = -125362.541987 nChanged 73 SP:Iteration 5Q (24.831892 sec): 3 clusters Score: Raw -125792.604438 + Penalty 399.620426 = -125392.984012 nChanged 75 SP:Iteration 6Q (24.836881 sec): 3 clusters Score: Raw -125845.536145 + Penalty 409.029503 = -125436.506642 nChanged 73 SP:Iteration 7Q (24.842095 sec): 3 clusters Score: Raw -125927.635644 + Penalty 419.036425 = -125508.599218 nChanged 73 SP:Iteration 8Q (24.846975 sec): 3 clusters Score: Raw -126048.501884 + Penalty 428.543345 = -125619.958540 nChanged 44 SP:Iteration 9Q (24.851838 sec): 3 clusters Score: Raw -126176.716351 + Penalty 434.303479 = -125742.412872 nChanged 23 SP:Iteration 10F (24.856702 sec): 3 clusters Score: Raw -126244.552429 + Penalty 436.774884 = -125807.777545 nChanged 13 SP:Iteration 11Q (24.860766 sec): 3 clusters Score: Raw -126248.501254 + Penalty 438.011488 = -125810.489765 nChanged 6 SP:Iteration 12Q (24.864812 sec): 3 clusters Score: Raw -126250.099413 + Penalty 438.453234 = -125811.646179 nChanged 3 SP:Iteration 13Q (24.868843 sec): 3 clusters Score: Raw -126250.458123 + Penalty 439.509864 = -125810.948259 nChanged 3 SP:Iteration 14F (24.873699 sec): 3 clusters Score: Raw -126251.062984 + Penalty 438.961371 = -125812.101612 nChanged 5 SP:Iteration 15Q (24.877721 sec): 3 clusters Score: Raw -126251.964185 + Penalty 439.642805 = -125812.321381 nChanged 3 SP:Iteration 16Q (24.881742 sec): 3 clusters Score: Raw -126252.285664 + Penalty 439.753142 = -125812.532522 nChanged 1 SP:Iteration 17Q (24.885774 sec): 3 clusters Score: Raw -126252.441515 + Penalty 440.022456 = -125812.419059 nChanged 1 SP:Iteration 18F (24.890610 sec): 3 clusters Score: Raw -126252.505294 + Penalty 440.022456 = -125812.482838 nChanged 0 Memory request: 0.01 GB would take us to total of 0.44 GB. Trying to split cluster 6 (700 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.896831 sec): 2 clusters Score: Raw -33006.213137 + Penalty 574.854737 = -32431.358400 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.898248 sec): 3 clusters Score: Raw -32484.109333 + Penalty 1143.323293 = -31340.786040 nChanged 254 SP:Iteration 1F (24.899636 sec): 3 clusters Score: Raw -32876.899120 + Penalty 1132.930356 = -31743.968764 nChanged 84 SP:Iteration 2F (24.901024 sec): 3 clusters Score: Raw -33018.057793 + Penalty 1111.916989 = -31906.140804 nChanged 51 SP:Iteration 3F (24.902448 sec): 3 clusters Score: Raw -33097.218683 + Penalty 1099.553175 = -31997.665507 nChanged 18 SP:Iteration 4Q (24.903751 sec): 3 clusters Score: Raw -33127.279418 + Penalty 1095.165022 = -32032.114396 nChanged 13 SP:Iteration 5Q (24.905028 sec): 3 clusters Score: Raw -33137.826354 + Penalty 1091.252346 = -32046.574008 nChanged 7 SP:Iteration 6Q (24.906298 sec): 3 clusters Score: Raw -33141.644382 + Penalty 1089.216622 = -32052.427759 nChanged 6 SP:Iteration 7Q (24.907557 sec): 3 clusters Score: Raw -33145.720712 + Penalty 1087.244336 = -32058.476376 nChanged 6 SP:Iteration 8Q (24.908806 sec): 3 clusters Score: Raw -33147.741837 + Penalty 1083.441512 = -32064.300325 nChanged 1 SP:Iteration 9Q (24.910047 sec): 3 clusters Score: Raw -33148.052836 + Penalty 1083.441512 = -32064.611324 nChanged 0 SP:Iteration 10F (24.911452 sec): 3 clusters Score: Raw -33148.052836 + Penalty 1083.441512 = -32064.611324 nChanged 0 Memory request: 0.04 GB would take us to total of 0.47 GB. Trying to split cluster 7 (7522 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24.948722 sec): 2 clusters Score: Raw -405306.188170 + Penalty 424.802343 = -404881.385827 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24.962489 sec): 3 clusters Score: Raw -400216.069754 + Penalty 851.669997 = -399364.399758 nChanged 3451 SP:Iteration 1F (24.975865 sec): 3 clusters Score: Raw -402466.242669 + Penalty 860.006421 = -401606.236248 nChanged 1028 SP:Iteration 2F (24.989210 sec): 3 clusters Score: Raw -403323.735755 + Penalty 884.097335 = -402439.638420 nChanged 863 SP:Iteration 3F (25.002487 sec): 3 clusters Score: Raw -404127.524472 + Penalty 921.352857 = -403206.171615 nChanged 685 SP:Iteration 4F (25.015739 sec): 3 clusters Score: Raw -404619.220022 + Penalty 959.416357 = -403659.803665 nChanged 445 SP:Iteration 5F (25.028973 sec): 3 clusters Score: Raw -404928.763403 + Penalty 992.852206 = -403935.911197 nChanged 307 SP:Iteration 6Q (25.042385 sec): 3 clusters Score: Raw -405171.106407 + Penalty 1025.557417 = -404145.548990 nChanged 213 SP:Iteration 7Q (25.055314 sec): 3 clusters Score: Raw -405340.471662 + Penalty 1049.830853 = -404290.640808 nChanged 160 SP:Iteration 8Q (25.067873 sec): 3 clusters Score: Raw -405445.717344 + Penalty 1074.370239 = -404371.347106 nChanged 126 SP:Iteration 9Q (25.079576 sec): 3 clusters Score: Raw -405520.234842 + Penalty 1091.726116 = -404428.508726 nChanged 101 SP:Iteration 10F (25.092846 sec): 3 clusters Score: Raw -405573.171665 + Penalty 1107.559116 = -404465.612549 nChanged 81 SP:Iteration 11Q (25.103922 sec): 3 clusters Score: Raw -405604.602021 + Penalty 1121.179747 = -404483.422274 nChanged 73 SP:Iteration 12Q (25.114827 sec): 3 clusters Score: Raw -405631.119045 + Penalty 1129.603505 = -404501.515540 nChanged 42 SP:Iteration 13Q (25.125591 sec): 3 clusters Score: Raw -405635.080127 + Penalty 1139.373924 = -404495.706203 nChanged 32 SP:Iteration 14F (25.138841 sec): 3 clusters Score: Raw -405628.795440 + Penalty 1149.292577 = -404479.502863 nChanged 25 SP:Iteration 15F (25.152398 sec): 3 clusters Score: Raw -405619.292758 + Penalty 1152.466800 = -404466.825958 nChanged 12 SP:Iteration 16F (25.165871 sec): 3 clusters Score: Raw -405614.483217 + Penalty 1154.754518 = -404459.728699 nChanged 11 SP:Iteration 17F (25.179459 sec): 3 clusters Score: Raw -405610.245289 + Penalty 1154.179997 = -404456.065292 nChanged 10 SP:Iteration 18F (25.192686 sec): 3 clusters Score: Raw -405607.323943 + Penalty 1155.129860 = -404452.194083 nChanged 8 SP:Iteration 19F (25.205965 sec): 3 clusters Score: Raw -405603.037576 + Penalty 1155.532737 = -404447.504839 nChanged 3 SP:Iteration 20F (25.219183 sec): 3 clusters Score: Raw -405601.261978 + Penalty 1155.699782 = -404445.562196 nChanged 4 SP:Iteration 21F (25.232413 sec): 3 clusters Score: Raw -405599.504775 + Penalty 1158.448054 = -404441.056720 nChanged 5 SP:Iteration 22F (25.245672 sec): 3 clusters Score: Raw -405597.393456 + Penalty 1161.360711 = -404436.032745 nChanged 6 SP:Iteration 23F (25.259076 sec): 3 clusters Score: Raw -405594.956413 + Penalty 1164.420399 = -404430.536014 nChanged 10 SP:Iteration 24F (25.272354 sec): 3 clusters Score: Raw -405590.703010 + Penalty 1164.168804 = -404426.534206 nChanged 8 SP:Iteration 25F (25.285601 sec): 3 clusters Score: Raw -405587.051852 + Penalty 1170.530852 = -404416.521000 nChanged 7 SP:Iteration 26F (25.298885 sec): 3 clusters Score: Raw -405583.802408 + Penalty 1170.496494 = -404413.305915 nChanged 4 SP:Iteration 27F (25.312258 sec): 3 clusters Score: Raw -405582.258617 + Penalty 1173.048394 = -404409.210223 nChanged 6 SP:Iteration 28F (25.325485 sec): 3 clusters Score: Raw -405580.941852 + Penalty 1177.342393 = -404403.599459 nChanged 5 SP:Iteration 29F (25.338735 sec): 3 clusters Score: Raw -405578.207524 + Penalty 1177.512265 = -404400.695259 nChanged 2 SP:Iteration 30F (25.352295 sec): 3 clusters Score: Raw -405577.470217 + Penalty 1178.913578 = -404398.556639 nChanged 2 SP:Iteration 31F (25.365576 sec): 3 clusters Score: Raw -405576.303965 + Penalty 1178.444044 = -404397.859922 nChanged 2 SP:Iteration 32F (25.378867 sec): 3 clusters Score: Raw -405575.496279 + Penalty 1177.383500 = -404398.112779 nChanged 1 SP:Iteration 33Q (25.389392 sec): 3 clusters Score: Raw -405575.049532 + Penalty 1177.383500 = -404397.666033 nChanged 0 SP:Iteration 34F (25.402660 sec): 3 clusters Score: Raw -405575.049532 + Penalty 1177.383500 = -404397.666033 nChanged 0 Memory request: 0.02 GB would take us to total of 0.45 GB. Trying to split cluster 8 (3599 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.423869 sec): 2 clusters Score: Raw -163384.725248 + Penalty 202.366119 = -163182.359129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.430412 sec): 3 clusters Score: Raw -161073.548563 + Penalty 461.639392 = -160611.909171 nChanged 1637 SP:Iteration 1F (25.436812 sec): 3 clusters Score: Raw -162489.721553 + Penalty 501.826032 = -161987.895520 nChanged 448 SP:Iteration 2F (25.443234 sec): 3 clusters Score: Raw -162853.791490 + Penalty 537.161529 = -162316.629962 nChanged 233 SP:Iteration 3F (25.449638 sec): 3 clusters Score: Raw -163058.906950 + Penalty 583.259001 = -162475.647949 nChanged 155 SP:Iteration 4Q (25.456107 sec): 3 clusters Score: Raw -163208.287438 + Penalty 627.590800 = -162580.696638 nChanged 107 SP:Iteration 5Q (25.462587 sec): 3 clusters Score: Raw -163304.429553 + Penalty 661.530977 = -162642.898576 nChanged 54 SP:Iteration 6Q (25.469004 sec): 3 clusters Score: Raw -163354.178262 + Penalty 679.601996 = -162674.576267 nChanged 27 SP:Iteration 7Q (25.474818 sec): 3 clusters Score: Raw -163373.995274 + Penalty 687.863149 = -162686.132125 nChanged 15 SP:Iteration 8Q (25.480335 sec): 3 clusters Score: Raw -163383.545988 + Penalty 698.955946 = -162684.590042 nChanged 8 SP:Iteration 9F (25.486729 sec): 3 clusters Score: Raw -163389.497508 + Penalty 725.648345 = -162663.849162 nChanged 6 SP:Iteration 10F (25.493130 sec): 3 clusters Score: Raw -163396.723423 + Penalty 734.436886 = -162662.286537 nChanged 3 SP:Iteration 11F (25.499614 sec): 3 clusters Score: Raw -163398.932951 + Penalty 738.019527 = -162660.913424 nChanged 3 SP:Iteration 12F (25.506000 sec): 3 clusters Score: Raw -163400.129905 + Penalty 736.206818 = -162663.923087 nChanged 3 SP:Iteration 13Q (25.511237 sec): 3 clusters Score: Raw -163401.603979 + Penalty 741.208317 = -162660.395662 nChanged 2 SP:Iteration 14F (25.517609 sec): 3 clusters Score: Raw -163403.465753 + Penalty 741.114219 = -162662.351535 nChanged 1 SP:Iteration 15Q (25.522861 sec): 3 clusters Score: Raw -163404.495766 + Penalty 740.054542 = -162664.441224 nChanged 2 SP:Iteration 16Q (25.528200 sec): 3 clusters Score: Raw -163405.375925 + Penalty 740.054542 = -162665.321383 nChanged 0 SP:Iteration 17F (25.534570 sec): 3 clusters Score: Raw -163405.375925 + Penalty 740.054542 = -162665.321383 nChanged 0 Memory request: 0.01 GB would take us to total of 0.44 GB. Trying to split cluster 9 (1033 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.541959 sec): 2 clusters Score: Raw -53196.951591 + Penalty 782.654108 = -52414.297483 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.543941 sec): 3 clusters Score: Raw -52249.853295 + Penalty 1564.952188 = -50684.901108 nChanged 367 SP:Iteration 1F (25.545889 sec): 3 clusters Score: Raw -52692.811450 + Penalty 1566.109093 = -51126.702357 nChanged 129 SP:Iteration 2F (25.547835 sec): 3 clusters Score: Raw -52971.245037 + Penalty 1565.386823 = -51405.858215 nChanged 89 SP:Iteration 3F (25.549808 sec): 3 clusters Score: Raw -53101.382171 + Penalty 1565.334387 = -51536.047784 nChanged 60 SP:Iteration 4F (25.551751 sec): 3 clusters Score: Raw -53190.126973 + Penalty 1566.098043 = -51624.028930 nChanged 48 SP:Iteration 5Q (25.553554 sec): 3 clusters Score: Raw -53269.986429 + Penalty 1567.786236 = -51702.200193 nChanged 36 SP:Iteration 6Q (25.555494 sec): 3 clusters Score: Raw -53318.979568 + Penalty 1569.775757 = -51749.203811 nChanged 30 SP:Iteration 7Q (25.557356 sec): 3 clusters Score: Raw -53357.156005 + Penalty 1568.818915 = -51788.337090 nChanged 17 SP:Iteration 8Q (25.559118 sec): 3 clusters Score: Raw -53365.078405 + Penalty 1568.193897 = -51796.884508 nChanged 10 SP:Iteration 9Q (25.560820 sec): 3 clusters Score: Raw -53366.971359 + Penalty 1569.261308 = -51797.710051 nChanged 6 SP:Iteration 10F (25.562785 sec): 3 clusters Score: Raw -53369.750377 + Penalty 1570.003900 = -51799.746477 nChanged 6 SP:Iteration 11Q (25.564534 sec): 3 clusters Score: Raw -53369.849651 + Penalty 1570.393423 = -51799.456228 nChanged 2 SP:Iteration 12F (25.566514 sec): 3 clusters Score: Raw -53370.338180 + Penalty 1570.196803 = -51800.141378 nChanged 1 SP:Iteration 13Q (25.568251 sec): 3 clusters Score: Raw -53370.164276 + Penalty 1569.864299 = -51800.299977 nChanged 1 SP:Iteration 14Q (25.569959 sec): 3 clusters Score: Raw -53370.024900 + Penalty 1569.864299 = -51800.160601 nChanged 0 SP:Iteration 15F (25.571899 sec): 3 clusters Score: Raw -53370.024900 + Penalty 1569.864299 = -51800.160601 nChanged 0 Memory request: 0.01 GB would take us to total of 0.44 GB. Trying to split cluster 10 (1202 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.581429 sec): 2 clusters Score: Raw -64970.038608 + Penalty 418.159746 = -64551.878861 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.583710 sec): 3 clusters Score: Raw -63965.244863 + Penalty 885.051578 = -63080.193285 nChanged 501 SP:Iteration 1F (25.585944 sec): 3 clusters Score: Raw -64580.659822 + Penalty 945.215416 = -63635.444406 nChanged 171 SP:Iteration 2F (25.588205 sec): 3 clusters Score: Raw -64799.158781 + Penalty 1003.321955 = -63795.836825 nChanged 73 SP:Iteration 3F (25.590482 sec): 3 clusters Score: Raw -64909.366267 + Penalty 1032.430762 = -63876.935505 nChanged 47 SP:Iteration 4Q (25.592413 sec): 3 clusters Score: Raw -64979.811748 + Penalty 1021.533276 = -63958.278472 nChanged 23 SP:Iteration 5Q (25.594276 sec): 3 clusters Score: Raw -65002.158047 + Penalty 1057.004277 = -63945.153770 nChanged 8 SP:Iteration 6F (25.596512 sec): 3 clusters Score: Raw -65009.042209 + Penalty 1045.017312 = -63964.024897 nChanged 4 SP:Iteration 7Q (25.598278 sec): 3 clusters Score: Raw -65011.231964 + Penalty 1046.392622 = -63964.839342 nChanged 1 SP:Iteration 8Q (25.600034 sec): 3 clusters Score: Raw -65010.705643 + Penalty 1046.392622 = -63964.313021 nChanged 0 SP:Iteration 9F (25.602298 sec): 3 clusters Score: Raw -65010.705643 + Penalty 1046.392622 = -63964.313021 nChanged 0 Memory request: 0.01 GB would take us to total of 0.44 GB. Trying to split cluster 11 (575 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.606239 sec): 2 clusters Score: Raw -30017.130684 + Penalty 476.940689 = -29540.189995 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.607451 sec): 3 clusters Score: Raw -29532.705300 + Penalty 957.522568 = -28575.182733 nChanged 189 SP:Iteration 1F (25.608652 sec): 3 clusters Score: Raw -29693.272458 + Penalty 959.404142 = -28733.868316 nChanged 67 SP:Iteration 2F (25.609845 sec): 3 clusters Score: Raw -29773.131820 + Penalty 959.611247 = -28813.520573 nChanged 43 SP:Iteration 3F (25.611034 sec): 3 clusters Score: Raw -29831.122355 + Penalty 957.533025 = -28873.589330 nChanged 29 SP:Iteration 4F (25.612229 sec): 3 clusters Score: Raw -29882.812551 + Penalty 952.211565 = -28930.600986 nChanged 31 SP:Iteration 5F (25.613418 sec): 3 clusters Score: Raw -29936.175636 + Penalty 946.387994 = -28989.787641 nChanged 38 SP:Iteration 6F (25.614607 sec): 3 clusters Score: Raw -29984.102808 + Penalty 942.839871 = -29041.262937 nChanged 33 SP:Iteration 7F (25.615795 sec): 3 clusters Score: Raw -30016.462386 + Penalty 941.274131 = -29075.188255 nChanged 21 SP:Iteration 8Q (25.616890 sec): 3 clusters Score: Raw -30034.532269 + Penalty 943.912395 = -29090.619873 nChanged 21 SP:Iteration 9Q (25.618044 sec): 3 clusters Score: Raw -30054.678880 + Penalty 947.535219 = -29107.143660 nChanged 21 SP:Iteration 10F (25.619241 sec): 3 clusters Score: Raw -30076.090178 + Penalty 947.613873 = -29128.476305 nChanged 9 SP:Iteration 11Q (25.620295 sec): 3 clusters Score: Raw -30087.519153 + Penalty 947.870902 = -29139.648251 nChanged 7 SP:Iteration 12Q (25.621334 sec): 3 clusters Score: Raw -30095.017793 + Penalty 948.406908 = -29146.610886 nChanged 1 SP:Iteration 13Q (25.622354 sec): 3 clusters Score: Raw -30094.854026 + Penalty 948.406908 = -29146.447119 nChanged 0 SP:Iteration 14F (25.623544 sec): 3 clusters Score: Raw -30094.854026 + Penalty 948.406908 = -29146.447119 nChanged 0 Memory request: 0.01 GB would take us to total of 0.44 GB. Trying to split cluster 12 (1634 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.631624 sec): 2 clusters Score: Raw -79307.873557 + Penalty 207.776653 = -79100.096905 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.634653 sec): 3 clusters Score: Raw -78326.093112 + Penalty 415.083379 = -77911.009733 nChanged 691 SP:Iteration 1F (25.637659 sec): 3 clusters Score: Raw -78816.539412 + Penalty 417.290016 = -78399.249396 nChanged 162 SP:Iteration 2F (25.640640 sec): 3 clusters Score: Raw -78888.104203 + Penalty 420.638753 = -78467.465450 nChanged 101 SP:Iteration 3F (25.643622 sec): 3 clusters Score: Raw -78934.503014 + Penalty 425.432014 = -78509.071000 nChanged 86 SP:Iteration 4F (25.646582 sec): 3 clusters Score: Raw -78990.712021 + Penalty 432.972215 = -78557.739806 nChanged 91 SP:Iteration 5F (25.649542 sec): 3 clusters Score: Raw -79074.182553 + Penalty 436.273683 = -78637.908871 nChanged 81 SP:Iteration 6Q (25.652557 sec): 3 clusters Score: Raw -79139.379216 + Penalty 439.551773 = -78699.827443 nChanged 56 SP:Iteration 7Q (25.655563 sec): 3 clusters Score: Raw -79182.850509 + Penalty 437.354831 = -78745.495678 nChanged 37 SP:Iteration 8Q (25.658489 sec): 3 clusters Score: Raw -79213.003769 + Penalty 437.202992 = -78775.800778 nChanged 25 SP:Iteration 9Q (25.661326 sec): 3 clusters Score: Raw -79227.583407 + Penalty 436.945938 = -78790.637468 nChanged 15 SP:Iteration 10F (25.664290 sec): 3 clusters Score: Raw -79235.412989 + Penalty 435.116624 = -78800.296365 nChanged 16 SP:Iteration 11Q (25.667032 sec): 3 clusters Score: Raw -79242.775721 + Penalty 436.013673 = -78806.762048 nChanged 11 SP:Iteration 12Q (25.669757 sec): 3 clusters Score: Raw -79246.488103 + Penalty 435.694009 = -78810.794094 nChanged 16 SP:Iteration 13Q (25.672471 sec): 3 clusters Score: Raw -79253.048511 + Penalty 439.224213 = -78813.824298 nChanged 14 SP:Iteration 14Q (25.675138 sec): 3 clusters Score: Raw -79258.450144 + Penalty 438.710667 = -78819.739477 nChanged 10 SP:Iteration 15Q (25.677777 sec): 3 clusters Score: Raw -79262.671623 + Penalty 439.196438 = -78823.475185 nChanged 9 SP:Iteration 16Q (25.680392 sec): 3 clusters Score: Raw -79265.613140 + Penalty 436.506546 = -78829.106594 nChanged 12 SP:Iteration 17Q (25.682996 sec): 3 clusters Score: Raw -79269.709526 + Penalty 437.438370 = -78832.271156 nChanged 12 SP:Iteration 18Q (25.685582 sec): 3 clusters Score: Raw -79275.376054 + Penalty 436.422467 = -78838.953587 nChanged 9 SP:Iteration 19Q (25.688180 sec): 3 clusters Score: Raw -79280.148973 + Penalty 435.651406 = -78844.497568 nChanged 10 SP:Iteration 20F (25.691151 sec): 3 clusters Score: Raw -79284.314178 + Penalty 440.411846 = -78843.902332 nChanged 12 SP:Iteration 21F (25.694127 sec): 3 clusters Score: Raw -79289.474757 + Penalty 438.882015 = -78850.592742 nChanged 11 SP:Iteration 22Q (25.696657 sec): 3 clusters Score: Raw -79299.327080 + Penalty 434.394607 = -78864.932473 nChanged 8 SP:Iteration 23Q (25.699164 sec): 3 clusters Score: Raw -79307.115978 + Penalty 433.346808 = -78873.769170 nChanged 11 SP:Iteration 24Q (25.701652 sec): 3 clusters Score: Raw -79317.305863 + Penalty 434.242902 = -78883.062961 nChanged 11 SP:Iteration 25Q (25.704182 sec): 3 clusters Score: Raw -79322.663087 + Penalty 435.172947 = -78887.490140 nChanged 5 SP:Iteration 26Q (25.706691 sec): 3 clusters Score: Raw -79323.898755 + Penalty 436.630442 = -78887.268313 nChanged 4 SP:Iteration 27F (25.709646 sec): 3 clusters Score: Raw -79324.866034 + Penalty 436.923055 = -78887.942980 nChanged 4 SP:Iteration 28Q (25.712124 sec): 3 clusters Score: Raw -79325.893979 + Penalty 436.759007 = -78889.134972 nChanged 2 SP:Iteration 29Q (25.714593 sec): 3 clusters Score: Raw -79325.973011 + Penalty 438.616629 = -78887.356382 nChanged 2 SP:Iteration 30F (25.717607 sec): 3 clusters Score: Raw -79325.894644 + Penalty 439.696114 = -78886.198530 nChanged 1 SP:Iteration 31F (25.720561 sec): 3 clusters Score: Raw -79325.877416 + Penalty 439.696114 = -78886.181302 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 13 (148 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.722809 sec): 2 clusters Score: Raw -6558.412611 + Penalty 164.113134 = -6394.299477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.723290 sec): 3 clusters Score: Raw -6498.557198 + Penalty 335.613658 = -6162.943540 nChanged 56 SP:Iteration 1F (25.723802 sec): 3 clusters Score: Raw -6545.121203 + Penalty 335.611642 = -6209.509560 nChanged 13 SP:Iteration 2F (25.724267 sec): 3 clusters Score: Raw -6566.373434 + Penalty 345.577639 = -6220.795795 nChanged 6 SP:Iteration 3Q (25.724722 sec): 3 clusters Score: Raw -6571.638416 + Penalty 352.647158 = -6218.991257 nChanged 4 SP:Iteration 4F (25.725188 sec): 3 clusters Score: Raw -6576.774764 + Penalty 345.569933 = -6231.204830 nChanged 3 SP:Iteration 5Q (25.725636 sec): 3 clusters Score: Raw -6579.611643 + Penalty 345.569933 = -6234.041710 nChanged 0 SP:Iteration 6F (25.726101 sec): 3 clusters Score: Raw -6579.611643 + Penalty 345.569933 = -6234.041710 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 14 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.726635 sec): 2 clusters Score: Raw -224.439645 + Penalty 143.565160 = -80.874486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.726857 sec): 3 clusters Score: Raw -215.904581 + Penalty 287.130319 = 71.225738 nChanged 0 Memory request: 0.01 GB would take us to total of 0.44 GB. Trying to split cluster 15 (763 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.729649 sec): 2 clusters Score: Raw -44529.058322 + Penalty 1043.893901 = -43485.164420 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.731268 sec): 3 clusters Score: Raw -43815.070797 + Penalty 2087.798965 = -41727.271831 nChanged 250 SP:Iteration 1F (25.732804 sec): 3 clusters Score: Raw -44153.663522 + Penalty 2087.813667 = -42065.849855 nChanged 90 SP:Iteration 2F (25.734317 sec): 3 clusters Score: Raw -44255.021372 + Penalty 2087.693805 = -42167.327567 nChanged 36 SP:Iteration 3Q (25.735757 sec): 3 clusters Score: Raw -44292.404606 + Penalty 2086.515727 = -42205.888879 nChanged 40 SP:Iteration 4F (25.737243 sec): 3 clusters Score: Raw -44392.629746 + Penalty 2084.811928 = -42307.817817 nChanged 53 SP:Iteration 5F (25.738764 sec): 3 clusters Score: Raw -44525.892046 + Penalty 2083.087746 = -42442.804300 nChanged 42 SP:Iteration 6F (25.740275 sec): 3 clusters Score: Raw -44578.922762 + Penalty 2081.958547 = -42496.964216 nChanged 33 SP:Iteration 7Q (25.741665 sec): 3 clusters Score: Raw -44638.863302 + Penalty 2081.919037 = -42556.944264 nChanged 26 SP:Iteration 8Q (25.743036 sec): 3 clusters Score: Raw -44681.101172 + Penalty 2080.997726 = -42600.103446 nChanged 23 SP:Iteration 9Q (25.744415 sec): 3 clusters Score: Raw -44714.041026 + Penalty 2080.039624 = -42634.001402 nChanged 14 SP:Iteration 10F (25.745924 sec): 3 clusters Score: Raw -44726.159683 + Penalty 2079.818674 = -42646.341009 nChanged 18 SP:Iteration 11Q (25.747295 sec): 3 clusters Score: Raw -44742.169472 + Penalty 2080.978020 = -42661.191452 nChanged 14 SP:Iteration 12Q (25.748670 sec): 3 clusters Score: Raw -44744.565089 + Penalty 2081.643854 = -42662.921235 nChanged 10 SP:Iteration 13Q (25.750019 sec): 3 clusters Score: Raw -44750.118297 + Penalty 2083.547777 = -42666.570519 nChanged 6 SP:Iteration 14Q (25.751363 sec): 3 clusters Score: Raw -44748.427963 + Penalty 2082.532144 = -42665.895818 nChanged 5 SP:Iteration 15F (25.752896 sec): 3 clusters Score: Raw -44747.715359 + Penalty 2083.536789 = -42664.178571 nChanged 6 SP:Iteration 16F (25.754419 sec): 3 clusters Score: Raw -44748.397918 + Penalty 2083.795440 = -42664.602478 nChanged 6 SP:Iteration 17Q (25.755754 sec): 3 clusters Score: Raw -44749.888090 + Penalty 2082.904131 = -42666.983959 nChanged 7 SP:Iteration 18Q (25.757093 sec): 3 clusters Score: Raw -44751.502467 + Penalty 2083.059994 = -42668.442472 nChanged 11 SP:Iteration 19Q (25.758421 sec): 3 clusters Score: Raw -44754.059013 + Penalty 2083.429207 = -42670.629806 nChanged 5 SP:Iteration 20F (25.759921 sec): 3 clusters Score: Raw -44755.059880 + Penalty 2084.129327 = -42670.930553 nChanged 5 SP:Iteration 21Q (25.761215 sec): 3 clusters Score: Raw -44761.294020 + Penalty 2083.557093 = -42677.736927 nChanged 2 SP:Iteration 22Q (25.762571 sec): 3 clusters Score: Raw -44760.619049 + Penalty 2084.655905 = -42675.963145 nChanged 1 SP:Iteration 23F (25.764090 sec): 3 clusters Score: Raw -44762.574689 + Penalty 2085.839924 = -42676.734765 nChanged 2 SP:Iteration 24Q (25.765391 sec): 3 clusters Score: Raw -44762.544741 + Penalty 2087.167614 = -42675.377127 nChanged 3 SP:Iteration 25F (25.766921 sec): 3 clusters Score: Raw -44758.729270 + Penalty 2086.583614 = -42672.145656 nChanged 3 SP:Iteration 26F (25.768431 sec): 3 clusters Score: Raw -44758.248498 + Penalty 2087.343697 = -42670.904801 nChanged 1 SP:Iteration 27F (25.769946 sec): 3 clusters Score: Raw -44758.573095 + Penalty 2087.381499 = -42671.191596 nChanged 2 SP:Iteration 28Q (25.771217 sec): 3 clusters Score: Raw -44759.013392 + Penalty 2087.381499 = -42671.631893 nChanged 0 SP:Iteration 29F (25.772749 sec): 3 clusters Score: Raw -44759.013392 + Penalty 2087.381499 = -42671.631893 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 16 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.773824 sec): 2 clusters Score: Raw -1960.511583 + Penalty 240.902855 = -1719.608729 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.774112 sec): 3 clusters Score: Raw -1956.575513 + Penalty 471.567557 = -1485.007956 nChanged 6 SP:Iteration 1F (25.774398 sec): 3 clusters Score: Raw -1963.279387 + Penalty 481.442938 = -1481.836449 nChanged 3 SP:Iteration 2F (25.774680 sec): 3 clusters Score: Raw -1967.369403 + Penalty 481.442938 = -1485.926466 nChanged 0 Memory request: 0.01 GB would take us to total of 0.44 GB. Trying to split cluster 17 (641 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.776899 sec): 2 clusters Score: Raw -31966.873879 + Penalty 217.966222 = -31748.907657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.778227 sec): 3 clusters Score: Raw -31562.300037 + Penalty 427.799496 = -31134.500540 nChanged 282 SP:Iteration 1F (25.779536 sec): 3 clusters Score: Raw -31818.095660 + Penalty 420.602910 = -31397.492751 nChanged 80 SP:Iteration 2F (25.780840 sec): 3 clusters Score: Raw -31876.496876 + Penalty 419.482960 = -31457.013916 nChanged 32 SP:Iteration 3Q (25.782126 sec): 3 clusters Score: Raw -31899.976921 + Penalty 421.876477 = -31478.100444 nChanged 26 SP:Iteration 4Q (25.783398 sec): 3 clusters Score: Raw -31913.585162 + Penalty 424.679679 = -31488.905483 nChanged 19 SP:Iteration 5Q (25.784696 sec): 3 clusters Score: Raw -31926.216839 + Penalty 426.389529 = -31499.827310 nChanged 12 SP:Iteration 6Q (25.785966 sec): 3 clusters Score: Raw -31929.983880 + Penalty 426.820966 = -31503.162914 nChanged 4 SP:Iteration 7Q (25.787235 sec): 3 clusters Score: Raw -31930.816998 + Penalty 427.561813 = -31503.255186 nChanged 3 SP:Iteration 8Q (25.788515 sec): 3 clusters Score: Raw -31931.173566 + Penalty 428.162349 = -31503.011217 nChanged 3 SP:Iteration 9F (25.789817 sec): 3 clusters Score: Raw -31931.558061 + Penalty 428.416268 = -31503.141793 nChanged 1 SP:Iteration 10F (25.791124 sec): 3 clusters Score: Raw -31931.608041 + Penalty 428.416268 = -31503.191773 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 18 (386 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.793386 sec): 2 clusters Score: Raw -18210.937009 + Penalty 400.451692 = -17810.485317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.794268 sec): 3 clusters Score: Raw -17906.139840 + Penalty 844.250825 = -17061.889015 nChanged 126 SP:Iteration 1F (25.795133 sec): 3 clusters Score: Raw -18102.210924 + Penalty 865.921033 = -17236.289891 nChanged 52 SP:Iteration 2F (25.795996 sec): 3 clusters Score: Raw -18195.933879 + Penalty 842.178016 = -17353.755863 nChanged 28 SP:Iteration 3F (25.796871 sec): 3 clusters Score: Raw -18250.271406 + Penalty 828.852289 = -17421.419117 nChanged 9 SP:Iteration 4Q (25.797667 sec): 3 clusters Score: Raw -18270.392051 + Penalty 828.852289 = -17441.539762 nChanged 0 SP:Iteration 5F (25.798543 sec): 3 clusters Score: Raw -18270.392051 + Penalty 828.852289 = -17441.539762 nChanged 0 Memory request: 0.01 GB would take us to total of 0.44 GB. Trying to split cluster 19 (1218 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.803084 sec): 2 clusters Score: Raw -66665.312341 + Penalty 780.029608 = -65885.282733 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.805381 sec): 3 clusters Score: Raw -65783.048982 + Penalty 1560.110988 = -64222.937993 nChanged 448 SP:Iteration 1F (25.807646 sec): 3 clusters Score: Raw -66257.296640 + Penalty 1562.157142 = -64695.139498 nChanged 198 SP:Iteration 2F (25.809908 sec): 3 clusters Score: Raw -66628.060713 + Penalty 1565.900683 = -65062.160030 nChanged 147 SP:Iteration 3F (25.812172 sec): 3 clusters Score: Raw -66844.827606 + Penalty 1574.377710 = -65270.449896 nChanged 79 SP:Iteration 4F (25.814429 sec): 3 clusters Score: Raw -66910.307743 + Penalty 1574.534882 = -65335.772861 nChanged 40 SP:Iteration 5Q (25.816614 sec): 3 clusters Score: Raw -66944.060881 + Penalty 1578.848140 = -65365.212741 nChanged 32 SP:Iteration 6Q (25.818761 sec): 3 clusters Score: Raw -66977.841439 + Penalty 1581.855489 = -65395.985950 nChanged 33 SP:Iteration 7Q (25.820897 sec): 3 clusters Score: Raw -66997.050500 + Penalty 1584.286442 = -65412.764058 nChanged 16 SP:Iteration 8Q (25.823019 sec): 3 clusters Score: Raw -67003.045550 + Penalty 1583.083117 = -65419.962433 nChanged 9 SP:Iteration 9Q (25.825129 sec): 3 clusters Score: Raw -67005.110458 + Penalty 1581.566273 = -65423.544184 nChanged 8 SP:Iteration 10F (25.827386 sec): 3 clusters Score: Raw -67007.052280 + Penalty 1584.576584 = -65422.475695 nChanged 7 SP:Iteration 11F (25.829643 sec): 3 clusters Score: Raw -67006.833495 + Penalty 1588.053230 = -65418.780265 nChanged 6 SP:Iteration 12F (25.831901 sec): 3 clusters Score: Raw -67007.169768 + Penalty 1590.322006 = -65416.847762 nChanged 7 SP:Iteration 13F (25.834157 sec): 3 clusters Score: Raw -67007.673569 + Penalty 1592.150902 = -65415.522667 nChanged 6 SP:Iteration 14F (25.836412 sec): 3 clusters Score: Raw -67007.929807 + Penalty 1592.106682 = -65415.823125 nChanged 2 SP:Iteration 15Q (25.838490 sec): 3 clusters Score: Raw -67007.440076 + Penalty 1591.789263 = -65415.650813 nChanged 2 SP:Iteration 16F (25.840750 sec): 3 clusters Score: Raw -67007.393704 + Penalty 1591.789263 = -65415.604441 nChanged 0 Memory request: 0.01 GB would take us to total of 0.45 GB. Trying to split cluster 20 (2318 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.852946 sec): 2 clusters Score: Raw -136551.454175 + Penalty 783.280138 = -135768.174037 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.857201 sec): 3 clusters Score: Raw -134780.643165 + Penalty 1565.378746 = -133215.264419 nChanged 920 SP:Iteration 1F (25.861386 sec): 3 clusters Score: Raw -135789.605834 + Penalty 1580.450972 = -134209.154862 nChanged 413 SP:Iteration 2F (25.865717 sec): 3 clusters Score: Raw -136418.121337 + Penalty 1614.538470 = -134803.582867 nChanged 279 SP:Iteration 3F (25.869861 sec): 3 clusters Score: Raw -136723.549441 + Penalty 1643.814870 = -135079.734571 nChanged 127 SP:Iteration 4F (25.874002 sec): 3 clusters Score: Raw -136866.267550 + Penalty 1664.701735 = -135201.565814 nChanged 62 SP:Iteration 5Q (25.877765 sec): 3 clusters Score: Raw -136937.610360 + Penalty 1682.009788 = -135255.600572 nChanged 34 SP:Iteration 6Q (25.881358 sec): 3 clusters Score: Raw -137007.974947 + Penalty 1691.851951 = -135316.122996 nChanged 28 SP:Iteration 7Q (25.884796 sec): 3 clusters Score: Raw -137045.160963 + Penalty 1694.149549 = -135351.011414 nChanged 14 SP:Iteration 8Q (25.888145 sec): 3 clusters Score: Raw -137091.383659 + Penalty 1691.734722 = -135399.648938 nChanged 10 SP:Iteration 9Q (25.891461 sec): 3 clusters Score: Raw -137113.361519 + Penalty 1691.349829 = -135422.011690 nChanged 3 SP:Iteration 10F (25.895640 sec): 3 clusters Score: Raw -137116.116085 + Penalty 1691.349829 = -135424.766256 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 21 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.898429 sec): 2 clusters Score: Raw -320.279654 + Penalty 198.251494 = -122.028159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.898670 sec): 3 clusters Score: Raw -322.311080 + Penalty 412.119997 = 89.808916 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 22 (187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.900078 sec): 2 clusters Score: Raw -9860.591320 + Penalty 209.760769 = -9650.830551 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.900648 sec): 3 clusters Score: Raw -9758.697552 + Penalty 419.501710 = -9339.195842 nChanged 62 SP:Iteration 1F (25.901209 sec): 3 clusters Score: Raw -9816.194506 + Penalty 419.880796 = -9396.313709 nChanged 25 SP:Iteration 2F (25.901750 sec): 3 clusters Score: Raw -9850.074880 + Penalty 417.694335 = -9432.380544 nChanged 11 SP:Iteration 3F (25.902292 sec): 3 clusters Score: Raw -9865.556394 + Penalty 415.130054 = -9450.426340 nChanged 4 SP:Iteration 4Q (25.902816 sec): 3 clusters Score: Raw -9870.710027 + Penalty 413.517204 = -9457.192824 nChanged 3 SP:Iteration 5Q (25.903335 sec): 3 clusters Score: Raw -9873.600200 + Penalty 412.940782 = -9460.659419 nChanged 2 SP:Iteration 6Q (25.903839 sec): 3 clusters Score: Raw -9874.138774 + Penalty 412.940782 = -9461.197993 nChanged 0 SP:Iteration 7F (25.904366 sec): 3 clusters Score: Raw -9874.138774 + Penalty 412.940782 = -9461.197993 nChanged 0 Memory request: 0.01 GB would take us to total of 0.44 GB. Trying to split cluster 23 (620 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.907746 sec): 2 clusters Score: Raw -29712.947696 + Penalty 141.157636 = -29571.790059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.909055 sec): 3 clusters Score: Raw -29344.752958 + Penalty 283.595548 = -29061.157410 nChanged 256 SP:Iteration 1F (25.910324 sec): 3 clusters Score: Raw -29506.188260 + Penalty 287.756941 = -29218.431319 nChanged 61 SP:Iteration 2F (25.911587 sec): 3 clusters Score: Raw -29534.252148 + Penalty 294.853885 = -29239.398264 nChanged 54 SP:Iteration 3F (25.912854 sec): 3 clusters Score: Raw -29577.811107 + Penalty 300.363622 = -29277.447485 nChanged 52 SP:Iteration 4F (25.914097 sec): 3 clusters Score: Raw -29622.182736 + Penalty 303.350065 = -29318.832671 nChanged 48 SP:Iteration 5F (25.915342 sec): 3 clusters Score: Raw -29671.038265 + Penalty 310.453201 = -29360.585063 nChanged 31 SP:Iteration 6Q (25.916637 sec): 3 clusters Score: Raw -29707.284703 + Penalty 283.112300 = -29424.172403 nChanged 16 SP:Iteration 7Q (25.917888 sec): 3 clusters Score: Raw -29727.783987 + Penalty 285.287329 = -29442.496658 nChanged 5 SP:Iteration 8Q (25.918984 sec): 3 clusters Score: Raw -29733.241476 + Penalty 299.771885 = -29433.469591 nChanged 2 SP:Iteration 9F (25.920250 sec): 3 clusters Score: Raw -29733.589519 + Penalty 299.771885 = -29433.817634 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 24 (380 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.922248 sec): 2 clusters Score: Raw -18525.392619 + Penalty 311.846529 = -18213.546090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.923124 sec): 3 clusters Score: Raw -18301.962769 + Penalty 623.089854 = -17678.872915 nChanged 128 SP:Iteration 1F (25.923981 sec): 3 clusters Score: Raw -18377.820866 + Penalty 623.009039 = -17754.811828 nChanged 42 SP:Iteration 2F (25.924837 sec): 3 clusters Score: Raw -18403.635908 + Penalty 620.967743 = -17782.668165 nChanged 18 SP:Iteration 3Q (25.925692 sec): 3 clusters Score: Raw -18428.160641 + Penalty 616.771562 = -17811.389078 nChanged 23 SP:Iteration 4F (25.926581 sec): 3 clusters Score: Raw -18447.278384 + Penalty 613.674253 = -17833.604131 nChanged 17 SP:Iteration 5Q (25.927429 sec): 3 clusters Score: Raw -18468.346857 + Penalty 607.132593 = -17861.214264 nChanged 24 SP:Iteration 6F (25.928284 sec): 3 clusters Score: Raw -18511.520734 + Penalty 602.628233 = -17908.892501 nChanged 24 SP:Iteration 7F (25.929138 sec): 3 clusters Score: Raw -18563.022348 + Penalty 605.836378 = -17957.185970 nChanged 28 SP:Iteration 8F (25.929992 sec): 3 clusters Score: Raw -18625.102890 + Penalty 609.470920 = -18015.631970 nChanged 23 SP:Iteration 9F (25.930845 sec): 3 clusters Score: Raw -18651.091888 + Penalty 611.841749 = -18039.250140 nChanged 11 SP:Iteration 10F (25.931698 sec): 3 clusters Score: Raw -18657.850652 + Penalty 612.688647 = -18045.162005 nChanged 5 SP:Iteration 11Q (25.932483 sec): 3 clusters Score: Raw -18662.123558 + Penalty 615.171092 = -18046.952466 nChanged 5 SP:Iteration 12Q (25.933265 sec): 3 clusters Score: Raw -18665.328553 + Penalty 617.933622 = -18047.394930 nChanged 5 SP:Iteration 13Q (25.934046 sec): 3 clusters Score: Raw -18666.931398 + Penalty 618.874623 = -18048.056775 nChanged 1 SP:Iteration 14Q (25.934822 sec): 3 clusters Score: Raw -18667.298757 + Penalty 618.874623 = -18048.424134 nChanged 0 SP:Iteration 15F (25.935676 sec): 3 clusters Score: Raw -18667.298757 + Penalty 618.874623 = -18048.424134 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 25 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.936237 sec): 2 clusters Score: Raw -802.064528 + Penalty 110.624292 = -691.440236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.936477 sec): 3 clusters Score: Raw -804.171060 + Penalty 235.402939 = -568.768121 nChanged 2 SP:Iteration 1F (25.936711 sec): 3 clusters Score: Raw -810.140874 + Penalty 235.402939 = -574.737935 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 26 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.937220 sec): 2 clusters Score: Raw -717.176979 + Penalty 228.861364 = -488.315615 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.937455 sec): 3 clusters Score: Raw -744.620418 + Penalty 464.039750 = -280.580668 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 27 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.937997 sec): 2 clusters Score: Raw -1499.940439 + Penalty 501.583262 = -998.357177 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.938259 sec): 3 clusters Score: Raw -1571.605637 + Penalty 1003.166523 = -568.439113 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 29 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.938737 sec): 2 clusters Score: Raw -180.203178 + Penalty 149.798452 = -30.404726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.938948 sec): 3 clusters Score: Raw -168.753517 + Penalty 299.403432 = 130.649916 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 31 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.939463 sec): 2 clusters Score: Raw -932.951621 + Penalty 151.537659 = -781.413963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.939702 sec): 3 clusters Score: Raw -923.079444 + Penalty 304.418967 = -618.660477 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 32 (232 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.941243 sec): 2 clusters Score: Raw -13079.448201 + Penalty 484.438138 = -12595.010063 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.941897 sec): 3 clusters Score: Raw -12890.829935 + Penalty 972.151554 = -11918.678381 nChanged 67 SP:Iteration 1F (25.942530 sec): 3 clusters Score: Raw -13002.364139 + Penalty 985.865277 = -12016.498862 nChanged 23 SP:Iteration 2F (25.943135 sec): 3 clusters Score: Raw -13038.340544 + Penalty 1003.504553 = -12034.835991 nChanged 18 SP:Iteration 3F (25.943738 sec): 3 clusters Score: Raw -13065.121737 + Penalty 1009.139281 = -12055.982457 nChanged 9 SP:Iteration 4Q (25.944319 sec): 3 clusters Score: Raw -13075.283366 + Penalty 1017.893765 = -12057.389601 nChanged 8 SP:Iteration 5Q (25.944895 sec): 3 clusters Score: Raw -13079.221968 + Penalty 1019.222502 = -12059.999466 nChanged 3 SP:Iteration 6Q (25.945469 sec): 3 clusters Score: Raw -13080.977667 + Penalty 1020.142101 = -12060.835566 nChanged 2 SP:Iteration 7Q (25.946040 sec): 3 clusters Score: Raw -13082.597614 + Penalty 1023.610842 = -12058.986772 nChanged 2 SP:Iteration 8F (25.946641 sec): 3 clusters Score: Raw -13083.601461 + Penalty 1023.723880 = -12059.877581 nChanged 1 SP:Iteration 9Q (25.947212 sec): 3 clusters Score: Raw -13084.929111 + Penalty 1030.479754 = -12054.449358 nChanged 2 SP:Iteration 10F (25.947813 sec): 3 clusters Score: Raw -13083.359666 + Penalty 1030.479754 = -12052.879913 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 33 (388 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.950446 sec): 2 clusters Score: Raw -20581.900875 + Penalty 470.549253 = -20111.351622 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.951332 sec): 3 clusters Score: Raw -20223.578515 + Penalty 946.115365 = -19277.463150 nChanged 140 SP:Iteration 1F (25.952206 sec): 3 clusters Score: Raw -20341.573647 + Penalty 965.124556 = -19376.449090 nChanged 53 SP:Iteration 2F (25.953074 sec): 3 clusters Score: Raw -20421.063912 + Penalty 977.593366 = -19443.470546 nChanged 32 SP:Iteration 3F (25.953942 sec): 3 clusters Score: Raw -20481.006406 + Penalty 996.183469 = -19484.822938 nChanged 24 SP:Iteration 4F (25.954809 sec): 3 clusters Score: Raw -20563.126548 + Penalty 1001.675310 = -19561.451237 nChanged 20 SP:Iteration 5F (25.955676 sec): 3 clusters Score: Raw -20687.599893 + Penalty 1000.904687 = -19686.695206 nChanged 23 SP:Iteration 6F (25.956543 sec): 3 clusters Score: Raw -20765.504171 + Penalty 996.209144 = -19769.295027 nChanged 16 SP:Iteration 7Q (25.957307 sec): 3 clusters Score: Raw -20832.658636 + Penalty 991.438283 = -19841.220352 nChanged 10 SP:Iteration 8Q (25.958064 sec): 3 clusters Score: Raw -20872.787014 + Penalty 989.904541 = -19882.882473 nChanged 8 SP:Iteration 9Q (25.958813 sec): 3 clusters Score: Raw -20904.127075 + Penalty 988.187274 = -19915.939800 nChanged 5 SP:Iteration 10F (25.959687 sec): 3 clusters Score: Raw -20921.178699 + Penalty 988.987138 = -19932.191561 nChanged 2 SP:Iteration 11Q (25.960430 sec): 3 clusters Score: Raw -20927.805248 + Penalty 988.636375 = -19939.168872 nChanged 1 SP:Iteration 12Q (25.961170 sec): 3 clusters Score: Raw -20931.651103 + Penalty 989.578450 = -19942.072653 nChanged 1 SP:Iteration 13Q (25.961908 sec): 3 clusters Score: Raw -20934.800804 + Penalty 989.578450 = -19945.222354 nChanged 0 SP:Iteration 14F (25.962786 sec): 3 clusters Score: Raw -20934.800804 + Penalty 989.578450 = -19945.222354 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 34 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.963322 sec): 2 clusters Score: Raw -322.500791 + Penalty 148.362816 = -174.137975 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.963542 sec): 3 clusters Score: Raw -316.773625 + Penalty 331.695812 = 14.922186 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 35 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.964023 sec): 2 clusters Score: Raw -166.081308 + Penalty 129.093434 = -36.987874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.964234 sec): 3 clusters Score: Raw -159.149460 + Penalty 254.909034 = 95.759574 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 36 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.964805 sec): 2 clusters Score: Raw -1227.608322 + Penalty 296.267256 = -931.341066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.965062 sec): 3 clusters Score: Raw -1243.684659 + Penalty 598.089783 = -645.594877 nChanged 2 SP:Iteration 1F (25.965315 sec): 3 clusters Score: Raw -1249.327370 + Penalty 598.089783 = -651.237588 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 37 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.965790 sec): 2 clusters Score: Raw -105.499885 + Penalty 61.006767 = -44.493118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.965982 sec): 2 clusters Score: Raw -105.499885 + Penalty 61.006767 = -44.493118 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 38 (219 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.967009 sec): 2 clusters Score: Raw -9710.547199 + Penalty 168.845227 = -9541.701972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.967626 sec): 3 clusters Score: Raw -9615.450823 + Penalty 340.975987 = -9274.474836 nChanged 72 SP:Iteration 1F (25.968202 sec): 3 clusters Score: Raw -9683.351181 + Penalty 338.601991 = -9344.749190 nChanged 19 SP:Iteration 2F (25.968792 sec): 3 clusters Score: Raw -9695.379262 + Penalty 334.777156 = -9360.602106 nChanged 12 SP:Iteration 3F (25.969376 sec): 3 clusters Score: Raw -9710.693823 + Penalty 340.235344 = -9370.458480 nChanged 13 SP:Iteration 4F (25.969978 sec): 3 clusters Score: Raw -9720.299468 + Penalty 336.970380 = -9383.329089 nChanged 6 SP:Iteration 5Q (25.970553 sec): 3 clusters Score: Raw -9724.780682 + Penalty 346.119014 = -9378.661668 nChanged 5 SP:Iteration 6F (25.971136 sec): 3 clusters Score: Raw -9728.514252 + Penalty 351.246082 = -9377.268170 nChanged 5 SP:Iteration 7F (25.971719 sec): 3 clusters Score: Raw -9733.609870 + Penalty 352.055808 = -9381.554062 nChanged 1 SP:Iteration 8Q (25.972306 sec): 3 clusters Score: Raw -9733.878531 + Penalty 352.055808 = -9381.822722 nChanged 0 SP:Iteration 9F (25.972886 sec): 3 clusters Score: Raw -9733.878531 + Penalty 352.055808 = -9381.822722 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 39 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.973435 sec): 2 clusters Score: Raw -1075.452584 + Penalty 366.965652 = -708.486932 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.973684 sec): 3 clusters Score: Raw -1105.742362 + Penalty 748.708151 = -357.034211 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 40 (67 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.974334 sec): 2 clusters Score: Raw -3405.821082 + Penalty 311.378355 = -3094.442727 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.974666 sec): 3 clusters Score: Raw -3393.743882 + Penalty 619.294548 = -2774.449334 nChanged 16 SP:Iteration 1F (25.974991 sec): 3 clusters Score: Raw -3432.826227 + Penalty 628.764086 = -2804.062141 nChanged 6 SP:Iteration 2F (25.975317 sec): 3 clusters Score: Raw -3454.122019 + Penalty 633.417780 = -2820.704239 nChanged 2 SP:Iteration 3Q (25.975623 sec): 3 clusters Score: Raw -3465.019271 + Penalty 633.417780 = -2831.601491 nChanged 0 SP:Iteration 4F (25.975950 sec): 3 clusters Score: Raw -3465.019271 + Penalty 633.417780 = -2831.601491 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 41 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.976438 sec): 2 clusters Score: Raw -212.171247 + Penalty 104.228124 = -107.943124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.976645 sec): 3 clusters Score: Raw -209.878947 + Penalty 200.016957 = -9.861990 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 42 (281 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.978423 sec): 2 clusters Score: Raw -15094.698744 + Penalty 563.292440 = -14531.406304 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.979124 sec): 3 clusters Score: Raw -14868.249335 + Penalty 1122.062701 = -13746.186634 nChanged 79 SP:Iteration 1F (25.979826 sec): 3 clusters Score: Raw -14961.015208 + Penalty 1117.330923 = -13843.684285 nChanged 27 SP:Iteration 2F (25.980513 sec): 3 clusters Score: Raw -15012.467312 + Penalty 1114.987476 = -13897.479836 nChanged 21 SP:Iteration 3F (25.981199 sec): 3 clusters Score: Raw -15045.291640 + Penalty 1112.604729 = -13932.686911 nChanged 15 SP:Iteration 4F (25.981886 sec): 3 clusters Score: Raw -15068.038350 + Penalty 1110.973792 = -13957.064557 nChanged 13 SP:Iteration 5Q (25.982541 sec): 3 clusters Score: Raw -15087.502964 + Penalty 1124.235423 = -13963.267541 nChanged 10 SP:Iteration 6Q (25.983184 sec): 3 clusters Score: Raw -15094.843574 + Penalty 1124.508202 = -13970.335372 nChanged 6 SP:Iteration 7Q (25.983822 sec): 3 clusters Score: Raw -15097.543890 + Penalty 1130.650239 = -13966.893651 nChanged 4 SP:Iteration 8F (25.984507 sec): 3 clusters Score: Raw -15100.769326 + Penalty 1125.591136 = -13975.178190 nChanged 3 SP:Iteration 9Q (25.985139 sec): 3 clusters Score: Raw -15103.005840 + Penalty 1124.105128 = -13978.900711 nChanged 2 SP:Iteration 10F (25.985823 sec): 3 clusters Score: Raw -15106.372528 + Penalty 1124.575813 = -13981.796715 nChanged 2 SP:Iteration 11Q (25.986446 sec): 3 clusters Score: Raw -15105.930463 + Penalty 1124.575813 = -13981.354650 nChanged 0 SP:Iteration 12F (25.987131 sec): 3 clusters Score: Raw -15105.930463 + Penalty 1124.575813 = -13981.354650 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 43 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.987717 sec): 2 clusters Score: Raw -782.794720 + Penalty 239.419835 = -543.374885 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.987961 sec): 3 clusters Score: Raw -792.312872 + Penalty 478.839670 = -313.473201 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 44 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.988444 sec): 2 clusters Score: Raw -219.607084 + Penalty 151.176252 = -68.430832 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.988657 sec): 3 clusters Score: Raw -215.609744 + Penalty 325.694189 = 110.084445 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 45 (56 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.989273 sec): 2 clusters Score: Raw -3025.339790 + Penalty 495.641420 = -2529.698370 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.989583 sec): 3 clusters Score: Raw -2997.468321 + Penalty 1017.066174 = -1980.402147 nChanged 4 SP:Iteration 1F (25.989888 sec): 3 clusters Score: Raw -3022.916067 + Penalty 1024.690745 = -1998.225322 nChanged 1 SP:Iteration 2Q (25.990175 sec): 3 clusters Score: Raw -3024.783390 + Penalty 1031.014235 = -1993.769155 nChanged 1 SP:Iteration 3F (25.990484 sec): 3 clusters Score: Raw -3028.483593 + Penalty 1031.014235 = -1997.469359 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 46 (177 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.991416 sec): 2 clusters Score: Raw -6845.321714 + Penalty 229.535713 = -6615.786001 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.991949 sec): 3 clusters Score: Raw -6783.808450 + Penalty 458.703061 = -6325.105388 nChanged 53 SP:Iteration 1F (25.992456 sec): 3 clusters Score: Raw -6852.406542 + Penalty 459.153739 = -6393.252803 nChanged 20 SP:Iteration 2F (25.992996 sec): 3 clusters Score: Raw -6869.523177 + Penalty 459.115433 = -6410.407745 nChanged 9 SP:Iteration 3F (25.993506 sec): 3 clusters Score: Raw -6877.076435 + Penalty 459.011467 = -6418.064967 nChanged 5 SP:Iteration 4Q (25.994003 sec): 3 clusters Score: Raw -6882.666779 + Penalty 458.623000 = -6424.043779 nChanged 3 SP:Iteration 5Q (25.994501 sec): 3 clusters Score: Raw -6885.162534 + Penalty 458.569993 = -6426.592541 nChanged 2 SP:Iteration 6Q (25.994995 sec): 3 clusters Score: Raw -6888.291373 + Penalty 457.411227 = -6430.880145 nChanged 2 SP:Iteration 7Q (25.995489 sec): 3 clusters Score: Raw -6890.450253 + Penalty 457.761386 = -6432.688867 nChanged 1 SP:Iteration 8Q (25.996013 sec): 3 clusters Score: Raw -6892.930925 + Penalty 456.950699 = -6435.980226 nChanged 2 SP:Iteration 9Q (25.996516 sec): 3 clusters Score: Raw -6900.779607 + Penalty 455.646580 = -6445.133027 nChanged 2 SP:Iteration 10F (25.997037 sec): 3 clusters Score: Raw -6903.601455 + Penalty 454.776430 = -6448.825025 nChanged 2 SP:Iteration 11Q (25.997538 sec): 3 clusters Score: Raw -6905.285994 + Penalty 454.064353 = -6451.221641 nChanged 2 SP:Iteration 12Q (25.998040 sec): 3 clusters Score: Raw -6909.497062 + Penalty 453.174906 = -6456.322156 nChanged 2 SP:Iteration 13Q (25.998539 sec): 3 clusters Score: Raw -6913.031182 + Penalty 453.174906 = -6459.856276 nChanged 0 SP:Iteration 14F (25.999060 sec): 3 clusters Score: Raw -6913.031182 + Penalty 453.174906 = -6459.856276 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 47 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.999555 sec): 2 clusters Score: Raw -213.217179 + Penalty 136.365077 = -76.852102 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.999760 sec): 2 clusters Score: Raw -213.217179 + Penalty 136.365077 = -76.852102 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 48 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.000269 sec): 2 clusters Score: Raw -763.719412 + Penalty 327.867992 = -435.851420 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.000503 sec): 3 clusters Score: Raw -808.375320 + Penalty 657.047352 = -151.327968 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 49 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.001008 sec): 2 clusters Score: Raw -611.820826 + Penalty 181.510083 = -430.310743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.001238 sec): 3 clusters Score: Raw -619.774409 + Penalty 357.952054 = -261.822355 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 50 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.001745 sec): 2 clusters Score: Raw -643.500502 + Penalty 97.205019 = -546.295483 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.001978 sec): 3 clusters Score: Raw -650.728960 + Penalty 194.463313 = -456.265647 nChanged 1 SP:Iteration 1F (26.002211 sec): 3 clusters Score: Raw -655.409308 + Penalty 194.463313 = -460.945995 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 51 (490 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.003953 sec): 2 clusters Score: Raw -23360.380652 + Penalty 230.347692 = -23130.032959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.005002 sec): 3 clusters Score: Raw -23081.028675 + Penalty 470.702966 = -22610.325710 nChanged 187 SP:Iteration 1F (26.006053 sec): 3 clusters Score: Raw -23285.208397 + Penalty 489.930721 = -22795.277676 nChanged 60 SP:Iteration 2F (26.007095 sec): 3 clusters Score: Raw -23336.161056 + Penalty 523.123782 = -22813.037275 nChanged 27 SP:Iteration 3F (26.008135 sec): 3 clusters Score: Raw -23367.559774 + Penalty 550.543161 = -22817.016613 nChanged 15 SP:Iteration 4Q (26.009158 sec): 3 clusters Score: Raw -23377.526430 + Penalty 564.982966 = -22812.543463 nChanged 5 SP:Iteration 5F (26.010228 sec): 3 clusters Score: Raw -23377.468093 + Penalty 571.831184 = -22805.636909 nChanged 1 SP:Iteration 6F (26.011269 sec): 3 clusters Score: Raw -23378.639383 + Penalty 579.088939 = -22799.550443 nChanged 1 SP:Iteration 7F (26.012311 sec): 3 clusters Score: Raw -23379.065431 + Penalty 577.235119 = -22801.830312 nChanged 1 SP:Iteration 8Q (26.013305 sec): 3 clusters Score: Raw -23381.376515 + Penalty 570.574752 = -22810.801763 nChanged 2 SP:Iteration 9Q (26.014293 sec): 3 clusters Score: Raw -23392.191873 + Penalty 571.977004 = -22820.214870 nChanged 2 SP:Iteration 10F (26.015337 sec): 3 clusters Score: Raw -23397.788489 + Penalty 571.977004 = -22825.811486 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 52 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.015841 sec): 2 clusters Score: Raw -52.993690 + Penalty 0.000000 = -52.993690 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.016032 sec): 2 clusters Score: Raw -52.993690 + Penalty 0.000000 = -52.993690 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 53 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.016528 sec): 2 clusters Score: Raw -499.898564 + Penalty 252.322161 = -247.576403 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.016752 sec): 3 clusters Score: Raw -507.426514 + Penalty 488.272793 = -19.153721 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 54 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.017326 sec): 2 clusters Score: Raw -1754.724834 + Penalty 161.315287 = -1593.409547 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.017602 sec): 3 clusters Score: Raw -1761.865067 + Penalty 338.539881 = -1423.325186 nChanged 4 SP:Iteration 1F (26.017875 sec): 3 clusters Score: Raw -1769.734952 + Penalty 348.420104 = -1421.314848 nChanged 2 SP:Iteration 2F (26.018145 sec): 3 clusters Score: Raw -1772.231162 + Penalty 349.361077 = -1422.870086 nChanged 1 SP:Iteration 3Q (26.018410 sec): 3 clusters Score: Raw -1774.249134 + Penalty 354.886205 = -1419.362929 nChanged 1 SP:Iteration 4F (26.018682 sec): 3 clusters Score: Raw -1775.589038 + Penalty 354.886205 = -1420.702833 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 55 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.019210 sec): 2 clusters Score: Raw -1033.247840 + Penalty 380.531782 = -652.716057 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.019457 sec): 3 clusters Score: Raw -1071.538270 + Penalty 760.196759 = -311.341511 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 56 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.019952 sec): 2 clusters Score: Raw -470.333085 + Penalty 191.390657 = -278.942428 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.020178 sec): 3 clusters Score: Raw -478.987581 + Penalty 384.302338 = -94.685243 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 58 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.020676 sec): 2 clusters Score: Raw -584.791102 + Penalty 201.629488 = -383.161615 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.020904 sec): 3 clusters Score: Raw -588.770810 + Penalty 410.296979 = -178.473832 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 59 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.021399 sec): 2 clusters Score: Raw -535.035539 + Penalty 251.782445 = -283.253094 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.021625 sec): 3 clusters Score: Raw -553.051720 + Penalty 504.009777 = -49.041943 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 61 (186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.022584 sec): 2 clusters Score: Raw -8905.913434 + Penalty 236.150506 = -8669.762929 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.023130 sec): 3 clusters Score: Raw -8812.010154 + Penalty 471.383975 = -8340.626179 nChanged 56 SP:Iteration 1F (26.023650 sec): 3 clusters Score: Raw -8869.690077 + Penalty 470.235945 = -8399.454132 nChanged 23 SP:Iteration 2F (26.024178 sec): 3 clusters Score: Raw -8894.520530 + Penalty 473.177553 = -8421.342977 nChanged 8 SP:Iteration 3Q (26.024694 sec): 3 clusters Score: Raw -8907.446801 + Penalty 475.168074 = -8432.278727 nChanged 8 SP:Iteration 4Q (26.025204 sec): 3 clusters Score: Raw -8913.790599 + Penalty 475.521625 = -8438.268974 nChanged 5 SP:Iteration 5Q (26.025711 sec): 3 clusters Score: Raw -8916.406199 + Penalty 477.828844 = -8438.577355 nChanged 3 SP:Iteration 6Q (26.026216 sec): 3 clusters Score: Raw -8917.680491 + Penalty 479.050347 = -8438.630144 nChanged 1 SP:Iteration 7Q (26.026727 sec): 3 clusters Score: Raw -8918.521532 + Penalty 479.703225 = -8438.818307 nChanged 1 SP:Iteration 8Q (26.027238 sec): 3 clusters Score: Raw -8918.820817 + Penalty 479.892733 = -8438.928085 nChanged 2 SP:Iteration 9Q (26.027748 sec): 3 clusters Score: Raw -8919.110388 + Penalty 479.892733 = -8439.217655 nChanged 0 SP:Iteration 10F (26.028275 sec): 3 clusters Score: Raw -8919.110388 + Penalty 479.892733 = -8439.217655 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 62 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.028768 sec): 2 clusters Score: Raw -43.867205 + Penalty 0.000000 = -43.867205 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.028958 sec): 2 clusters Score: Raw -43.867205 + Penalty 0.000000 = -43.867205 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 63 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.029428 sec): 2 clusters Score: Raw -50.595501 + Penalty 0.000000 = -50.595501 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.029617 sec): 2 clusters Score: Raw -50.595501 + Penalty 0.000000 = -50.595501 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 64 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.030103 sec): 2 clusters Score: Raw -286.430555 + Penalty 116.885850 = -169.544705 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.030314 sec): 3 clusters Score: Raw -287.237905 + Penalty 220.938218 = -66.299688 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 65 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.030803 sec): 2 clusters Score: Raw -226.495518 + Penalty 172.765121 = -53.730396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.031019 sec): 3 clusters Score: Raw -217.920365 + Penalty 362.692372 = 144.772007 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 66 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.031504 sec): 2 clusters Score: Raw -217.540379 + Penalty 157.590047 = -59.950331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.031717 sec): 3 clusters Score: Raw -213.725930 + Penalty 315.180095 = 101.454165 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 67 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.032222 sec): 2 clusters Score: Raw -638.847798 + Penalty 216.637434 = -422.210364 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.032450 sec): 3 clusters Score: Raw -645.322604 + Penalty 436.549240 = -208.773364 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 68 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.032958 sec): 2 clusters Score: Raw -285.309095 + Penalty 211.915896 = -73.393199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.033172 sec): 3 clusters Score: Raw -280.423011 + Penalty 436.873055 = 156.450044 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 69 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.033661 sec): 2 clusters Score: Raw -354.124101 + Penalty 176.553149 = -177.570952 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.033880 sec): 3 clusters Score: Raw -371.450345 + Penalty 353.319163 = -18.131183 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 70 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.034364 sec): 2 clusters Score: Raw -275.750404 + Penalty 163.983903 = -111.766501 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.034580 sec): 3 clusters Score: Raw -273.166957 + Penalty 336.046519 = 62.879563 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 71 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.035073 sec): 2 clusters Score: Raw -461.183774 + Penalty 234.449223 = -226.734550 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.035297 sec): 3 clusters Score: Raw -481.362765 + Penalty 463.758838 = -17.603927 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 72 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.035930 sec): 2 clusters Score: Raw -2719.029649 + Penalty 371.277287 = -2347.752362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.036247 sec): 3 clusters Score: Raw -2759.348267 + Penalty 742.247628 = -2017.100639 nChanged 6 SP:Iteration 1F (26.036559 sec): 3 clusters Score: Raw -2777.147438 + Penalty 742.247628 = -2034.899810 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 73 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.037039 sec): 2 clusters Score: Raw -165.060578 + Penalty 99.287377 = -65.773202 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.037246 sec): 3 clusters Score: Raw -156.744876 + Penalty 184.663645 = 27.918769 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 74 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.037734 sec): 2 clusters Score: Raw -371.412529 + Penalty 199.865082 = -171.547447 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.037954 sec): 3 clusters Score: Raw -373.550633 + Penalty 398.628010 = 25.077377 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 75 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.038514 sec): 2 clusters Score: Raw -1651.947876 + Penalty 215.303041 = -1436.644835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.038789 sec): 3 clusters Score: Raw -1658.676501 + Penalty 437.133821 = -1221.542681 nChanged 3 SP:Iteration 1F (26.039058 sec): 3 clusters Score: Raw -1664.460301 + Penalty 437.133821 = -1227.326480 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 76 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.039539 sec): 2 clusters Score: Raw -214.446304 + Penalty 141.624315 = -72.821989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.039734 sec): 2 clusters Score: Raw -214.446304 + Penalty 141.624315 = -72.821989 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 77 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.040250 sec): 2 clusters Score: Raw -553.072960 + Penalty 280.707684 = -272.365277 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.040477 sec): 3 clusters Score: Raw -573.798871 + Penalty 565.379569 = -8.419303 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 78 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.040946 sec): 2 clusters Score: Raw -94.713837 + Penalty 37.503241 = -57.210595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.041143 sec): 3 clusters Score: Raw -90.297551 + Penalty 75.006483 = -15.291068 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 79 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.041628 sec): 2 clusters Score: Raw -304.983789 + Penalty 158.816775 = -146.167015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.041827 sec): 2 clusters Score: Raw -304.983789 + Penalty 158.816775 = -146.167015 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 81 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.042308 sec): 2 clusters Score: Raw -208.327232 + Penalty 138.365384 = -69.961848 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.042520 sec): 3 clusters Score: Raw -205.609020 + Penalty 284.928706 = 79.319686 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 82 (309 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.044313 sec): 2 clusters Score: Raw -14914.213161 + Penalty 130.104750 = -14784.108411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.045056 sec): 3 clusters Score: Raw -14625.506646 + Penalty 276.393404 = -14349.113242 nChanged 123 SP:Iteration 1F (26.045797 sec): 3 clusters Score: Raw -14774.170154 + Penalty 308.372682 = -14465.797472 nChanged 50 SP:Iteration 2F (26.046528 sec): 3 clusters Score: Raw -14839.291526 + Penalty 355.096804 = -14484.194721 nChanged 24 SP:Iteration 3F (26.047261 sec): 3 clusters Score: Raw -14883.704334 + Penalty 490.826843 = -14392.877491 nChanged 15 SP:Iteration 4F (26.047990 sec): 3 clusters Score: Raw -14912.706275 + Penalty 518.438422 = -14394.267853 nChanged 3 SP:Iteration 5Q (26.048600 sec): 3 clusters Score: Raw -14918.322162 + Penalty 518.438422 = -14399.883740 nChanged 0 SP:Iteration 6F (26.049328 sec): 3 clusters Score: Raw -14918.322162 + Penalty 518.438422 = -14399.883740 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 83 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.049878 sec): 2 clusters Score: Raw -169.925994 + Penalty 133.743058 = -36.182936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.050094 sec): 3 clusters Score: Raw -162.121883 + Penalty 270.669076 = 108.547193 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 85 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.050575 sec): 2 clusters Score: Raw -159.337566 + Penalty 80.504900 = -78.832666 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.050783 sec): 3 clusters Score: Raw -150.942895 + Penalty 158.356348 = 7.413453 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 86 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.051267 sec): 2 clusters Score: Raw -329.016254 + Penalty 179.473338 = -149.542916 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.051484 sec): 3 clusters Score: Raw -321.561730 + Penalty 371.803315 = 50.241586 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 87 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.051967 sec): 2 clusters Score: Raw -298.779943 + Penalty 216.222198 = -82.557744 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.052211 sec): 3 clusters Score: Raw -292.807054 + Penalty 438.728764 = 145.921710 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 89 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.052690 sec): 2 clusters Score: Raw -156.422809 + Penalty 79.401850 = -77.020959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.052899 sec): 3 clusters Score: Raw -149.972333 + Penalty 170.690613 = 20.718279 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 91 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.053392 sec): 2 clusters Score: Raw -521.409241 + Penalty 283.894048 = -237.515194 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.053617 sec): 3 clusters Score: Raw -528.937046 + Penalty 569.522343 = 40.585297 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 93 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.054099 sec): 2 clusters Score: Raw -278.558412 + Penalty 116.423145 = -162.135267 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.054315 sec): 3 clusters Score: Raw -271.584933 + Penalty 234.929281 = -36.655652 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 95 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.054788 sec): 2 clusters Score: Raw -112.278402 + Penalty 90.786474 = -21.491927 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.054979 sec): 2 clusters Score: Raw -112.278402 + Penalty 90.786474 = -21.491927 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 97 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.055448 sec): 2 clusters Score: Raw -49.277200 + Penalty 0.000000 = -49.277200 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.055638 sec): 2 clusters Score: Raw -49.277200 + Penalty 0.000000 = -49.277200 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 99 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.056122 sec): 2 clusters Score: Raw -324.948911 + Penalty 150.371880 = -174.577031 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.056340 sec): 3 clusters Score: Raw -321.591411 + Penalty 300.743760 = -20.847651 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 100 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.056826 sec): 2 clusters Score: Raw -313.805790 + Penalty 182.669268 = -131.136522 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.057041 sec): 3 clusters Score: Raw -315.703919 + Penalty 352.914719 = 37.210800 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 102 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.057525 sec): 2 clusters Score: Raw -296.501852 + Penalty 201.383474 = -95.118378 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.057737 sec): 3 clusters Score: Raw -290.368235 + Penalty 407.352017 = 116.983783 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 103 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.058211 sec): 2 clusters Score: Raw -222.028041 + Penalty 88.328887 = -133.699153 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.058413 sec): 3 clusters Score: Raw -215.984972 + Penalty 88.328887 = -127.656084 nChanged 1 SP:Iteration 1F (26.058598 sec): 2 clusters Score: Raw -222.028041 + Penalty 88.328887 = -133.699153 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 104 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.059086 sec): 2 clusters Score: Raw -112.401326 + Penalty 95.359746 = -17.041580 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.059293 sec): 3 clusters Score: Raw -102.934932 + Penalty 190.719492 = 87.784560 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 109 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.059760 sec): 2 clusters Score: Raw -50.869761 + Penalty 0.000000 = -50.869761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.059946 sec): 2 clusters Score: Raw -50.869761 + Penalty 0.000000 = -50.869761 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 110 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.060454 sec): 2 clusters Score: Raw -668.141720 + Penalty 123.375097 = -544.766623 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.060690 sec): 3 clusters Score: Raw -684.535414 + Penalty 246.940203 = -437.595212 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 111 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.061164 sec): 2 clusters Score: Raw -105.563262 + Penalty 66.011310 = -39.551952 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.061371 sec): 3 clusters Score: Raw -99.611091 + Penalty 132.022620 = 32.411529 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 112 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.061851 sec): 2 clusters Score: Raw -109.617375 + Penalty 73.056269 = -36.561105 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.062058 sec): 3 clusters Score: Raw -101.686336 + Penalty 146.112539 = 44.426203 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 114 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.062536 sec): 2 clusters Score: Raw -107.337582 + Penalty 65.246488 = -42.091094 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.062728 sec): 2 clusters Score: Raw -107.337582 + Penalty 65.246488 = -42.091094 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 116 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.063208 sec): 2 clusters Score: Raw -239.715301 + Penalty 193.243775 = -46.471526 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.063421 sec): 3 clusters Score: Raw -228.059183 + Penalty 386.487549 = 158.428366 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 118 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.063893 sec): 2 clusters Score: Raw -111.987661 + Penalty 88.524711 = -23.462950 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.064101 sec): 3 clusters Score: Raw -103.374644 + Penalty 177.049422 = 73.674778 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 119 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.064583 sec): 2 clusters Score: Raw -284.804766 + Penalty 188.650243 = -96.154523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.064800 sec): 3 clusters Score: Raw -278.647973 + Penalty 372.037129 = 93.389156 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 120 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.065278 sec): 2 clusters Score: Raw -224.533677 + Penalty 101.199962 = -123.333715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.065486 sec): 3 clusters Score: Raw -213.211136 + Penalty 202.399924 = -10.811212 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 122 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.065970 sec): 2 clusters Score: Raw -51.061070 + Penalty 0.000000 = -51.061070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.066164 sec): 2 clusters Score: Raw -51.061070 + Penalty 0.000000 = -51.061070 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 126 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.066653 sec): 2 clusters Score: Raw -406.511378 + Penalty 224.324563 = -182.186815 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.066874 sec): 3 clusters Score: Raw -405.051070 + Penalty 449.682322 = 44.631252 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 127 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.067347 sec): 2 clusters Score: Raw -105.614666 + Penalty 59.400879 = -46.213787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.067539 sec): 2 clusters Score: Raw -105.614666 + Penalty 59.400879 = -46.213787 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 132 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.068026 sec): 2 clusters Score: Raw -376.845647 + Penalty 129.658263 = -247.187383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.068247 sec): 3 clusters Score: Raw -381.670289 + Penalty 255.243630 = -126.426659 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 137 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.068723 sec): 2 clusters Score: Raw -176.651691 + Penalty 132.927476 = -43.724215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.068934 sec): 3 clusters Score: Raw -165.944950 + Penalty 283.915089 = 117.970139 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 140 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.069407 sec): 2 clusters Score: Raw -105.528877 + Penalty 53.599824 = -51.929053 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.069598 sec): 2 clusters Score: Raw -105.528877 + Penalty 53.599824 = -51.929053 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 141 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.070067 sec): 2 clusters Score: Raw -106.652483 + Penalty 61.212396 = -45.440087 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.070269 sec): 3 clusters Score: Raw -99.177044 + Penalty 122.424793 = 23.247749 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 142 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.070740 sec): 2 clusters Score: Raw -112.390669 + Penalty 83.236740 = -29.153929 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.070932 sec): 2 clusters Score: Raw -112.390669 + Penalty 83.236740 = -29.153929 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 145 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.071399 sec): 2 clusters Score: Raw -51.685198 + Penalty 0.000000 = -51.685198 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.071588 sec): 2 clusters Score: Raw -51.685198 + Penalty 0.000000 = -51.685198 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 146 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.072058 sec): 2 clusters Score: Raw -105.843653 + Penalty 45.087353 = -60.756300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.072253 sec): 3 clusters Score: Raw -97.561213 + Penalty 90.174706 = -7.386508 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 147 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.072736 sec): 2 clusters Score: Raw -50.543681 + Penalty 0.000000 = -50.543681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.072925 sec): 2 clusters Score: Raw -50.543681 + Penalty 0.000000 = -50.543681 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 151 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.073418 sec): 2 clusters Score: Raw -393.240298 + Penalty 100.450188 = -292.790109 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.073641 sec): 3 clusters Score: Raw -400.745543 + Penalty 195.070533 = -205.675010 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 153 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.074165 sec): 2 clusters Score: Raw -1032.656412 + Penalty 97.337959 = -935.318453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.074401 sec): 3 clusters Score: Raw -1041.052429 + Penalty 202.537090 = -838.515338 nChanged 2 SP:Iteration 1F (26.074632 sec): 3 clusters Score: Raw -1047.244350 + Penalty 199.141279 = -848.103071 nChanged 1 SP:Iteration 2Q (26.074857 sec): 3 clusters Score: Raw -1048.212201 + Penalty 199.141279 = -849.070922 nChanged 0 SP:Iteration 3F (26.075087 sec): 3 clusters Score: Raw -1048.212201 + Penalty 199.141279 = -849.070922 nChanged 0 Deleting Class 29 (3 points): Lose 9.741100 but Gain 1468.113723 Iteration 20F (28.595383 sec): 115 clusters Score: Raw -2300606.986794 + Penalty 105397.682008 = -2195209.304786 nChanged 254 Deleting Class 104 (2 points): Lose 26.225159 but Gain 1481.277582 Iteration 21Q (28.876231 sec): 114 clusters Score: Raw -2300777.181406 + Penalty 103897.268945 = -2196879.912460 nChanged 140 Deleting Class 116 (4 points): Lose 48.963209 but Gain 1500.883148 Iteration 22Q (29.147276 sec): 113 clusters Score: Raw -2300831.614438 + Penalty 102383.132981 = -2198448.481457 nChanged 111 Deleting Class 122 (1 points): Lose 16.087651 but Gain 1460.123757 Iteration 23Q (29.413875 sec): 112 clusters Score: Raw -2300893.096596 + Penalty 100931.257489 = -2199961.839107 nChanged 89 Deleting Class 87 (5 points): Lose 25.907418 but Gain 1446.514786 Iteration 24Q (29.677862 sec): 111 clusters Score: Raw -2300933.180652 + Penalty 99502.497079 = -2201430.683573 nChanged 65 Deleting Class 95 (2 points): Lose 28.197075 but Gain 1410.238336 Iteration 25Q (29.938681 sec): 110 clusters Score: Raw -2300954.321567 + Penalty 98121.290640 = -2202833.030927 nChanged 54 Deleting Class 52 (1 points): Lose 0.758481 but Gain 1380.221105 Iteration 26Q (30.198261 sec): 109 clusters Score: Raw -2300993.849711 + Penalty 96740.463745 = -2204253.385966 nChanged 45 Deleting Class 27 (26 points): Lose 271.953846 but Gain 1627.999793 Iteration 27Q (30.455642 sec): 108 clusters Score: Raw -2300769.637035 + Penalty 95123.206162 = -2205646.430873 nChanged 69 Deleting Class 68 (5 points): Lose 61.192972 but Gain 1417.705856 Iteration 28Q (30.712793 sec): 107 clusters Score: Raw -2300831.313548 + Penalty 93722.006154 = -2207109.307394 nChanged 47 Deleting Class 118 (2 points): Lose 27.772254 but Gain 1375.105067 Iteration 29Q (30.968317 sec): 106 clusters Score: Raw -2300873.989874 + Penalty 92362.873091 = -2208511.116783 nChanged 37 Deleting Class 91 (9 points): Lose 44.489433 but Gain 1391.165070 Iteration 30F (33.270420 sec): 105 clusters Score: Raw -2300886.472047 + Penalty 90970.732603 = -2209915.739444 nChanged 48 Deleting Class 145 (1 points): Lose 5.509765 but Gain 1337.800716 Iteration 31Q (33.513642 sec): 104 clusters Score: Raw -2300935.127629 + Penalty 89652.739426 = -2211282.388202 nChanged 28 Deleting Class 65 (4 points): Lose 18.844278 but Gain 1341.829819 Iteration 32Q (33.753809 sec): 103 clusters Score: Raw -2300941.779010 + Penalty 88309.507277 = -2212632.271733 nChanged 31 Deleting Class 102 (5 points): Lose 38.195301 but Gain 1347.244525 Iteration 33Q (33.994725 sec): 102 clusters Score: Raw -2300927.686211 + Penalty 86977.197319 = -2213950.488892 nChanged 23 Deleting Class 83 (3 points): Lose 9.042004 but Gain 1310.761335 Iteration 34Q (34.232536 sec): 101 clusters Score: Raw -2300939.427048 + Penalty 85664.083569 = -2215275.343479 nChanged 25 Deleting Class 137 (3 points): Lose 16.230461 but Gain 1302.768153 Iteration 35Q (34.468433 sec): 100 clusters Score: Raw -2300942.329257 + Penalty 84358.606874 = -2216583.722383 nChanged 27 Deleting Class 142 (2 points): Lose 15.077280 but Gain 1292.963978 Iteration 36Q (34.702297 sec): 99 clusters Score: Raw -2300943.771945 + Penalty 83105.723996 = -2217838.047949 nChanged 21 Deleting Class 35 (3 points): Lose 21.204060 but Gain 1265.192265 Iteration 37Q (34.934649 sec): 98 clusters Score: Raw -2300939.689794 + Penalty 81838.707487 = -2219100.982307 nChanged 19 Deleting Class 119 (5 points): Lose 18.681996 but Gain 1262.059898 Iteration 38Q (35.166161 sec): 97 clusters Score: Raw -2300934.909097 + Penalty 80572.727335 = -2220362.181762 nChanged 28 Deleting Class 126 (8 points): Lose 52.034821 but Gain 1264.885823 Iteration 39Q (35.397659 sec): 96 clusters Score: Raw -2300903.098810 + Penalty 79324.347809 = -2221578.751001 nChanged 35 Deleting Class 66 (4 points): Lose 25.163128 but Gain 1223.968259 Iteration 40F (37.467964 sec): 95 clusters Score: Raw -2300912.773842 + Penalty 78126.903793 = -2222785.870049 nChanged 27 Deleting Class 53 (9 points): Lose 45.950264 but Gain 1236.453457 Iteration 41Q (37.698436 sec): 94 clusters Score: Raw -2300896.947140 + Penalty 76891.742918 = -2224005.204222 nChanged 32 Deleting Class 48 (16 points): Lose 120.255839 but Gain 1308.374141 Iteration 42Q (37.925958 sec): 93 clusters Score: Raw -2300807.138873 + Penalty 75608.473559 = -2225198.665314 nChanged 37 Deleting Class 147 (1 points): Lose 5.820719 but Gain 1191.098675 Iteration 43Q (38.153685 sec): 92 clusters Score: Raw -2300874.342821 + Penalty 74419.509579 = -2226454.833242 nChanged 20 Deleting Class 77 (11 points): Lose 94.212521 but Gain 1260.436337 Iteration 44Q (38.380251 sec): 91 clusters Score: Raw -2300788.604536 + Penalty 73167.573023 = -2227621.031513 nChanged 24 Deleting Class 44 (4 points): Lose 16.242717 but Gain 1174.153680 Iteration 45Q (38.605792 sec): 90 clusters Score: Raw -2300810.486998 + Penalty 71995.747350 = -2228814.739649 nChanged 15 Deleting Class 39 (22 points): Lose 131.179047 but Gain 1278.254330 Iteration 46Q (38.830805 sec): 89 clusters Score: Raw -2300692.285007 + Penalty 70742.212728 = -2229950.072279 nChanged 33 Deleting Class 21 (6 points): Lose 50.147923 but Gain 1191.334139 Iteration 47Q (39.052890 sec): 88 clusters Score: Raw -2300707.867906 + Penalty 69569.922505 = -2231137.945401 nChanged 15 Deleting Class 112 (2 points): Lose 9.851369 but Gain 1134.824901 Iteration 48Q (39.273350 sec): 87 clusters Score: Raw -2300718.094690 + Penalty 68437.305917 = -2232280.788773 nChanged 14 Deleting Class 97 (1 points): Lose 10.461348 but Gain 1130.223257 Iteration 49Q (39.493070 sec): 86 clusters Score: Raw -2300719.043995 + Penalty 67327.449832 = -2233391.594163 nChanged 10 Deleting Class 55 (23 points): Lose 270.054024 but Gain 1358.994784 Iteration 50F (41.353447 sec): 85 clusters Score: Raw -2300461.315953 + Penalty 65983.754115 = -2234477.561838 nChanged 32 Deleting Class 71 (9 points): Lose 60.230329 but Gain 1148.870760 Iteration 51Q (41.575172 sec): 84 clusters Score: Raw -2300469.704720 + Penalty 64851.854025 = -2235617.850694 nChanged 31 Deleting Class 14 (4 points): Lose 30.966117 but Gain 1115.039949 Iteration 52Q (41.793989 sec): 83 clusters Score: Raw -2300482.836398 + Penalty 63751.641757 = -2236731.194641 nChanged 23 Deleting Class 76 (4 points): Lose 19.711361 but Gain 1099.965821 Iteration 53Q (42.009840 sec): 82 clusters Score: Raw -2300473.482321 + Penalty 62651.584523 = -2237821.897798 nChanged 23 Deleting Class 70 (6 points): Lose 38.433354 but Gain 1115.884843 Iteration 54Q (42.228951 sec): 81 clusters Score: Raw -2300439.648695 + Penalty 61532.835348 = -2238906.813347 nChanged 17 Deleting Class 59 (9 points): Lose 119.654275 but Gain 1189.272052 Iteration 55Q (42.447575 sec): 80 clusters Score: Raw -2300328.511296 + Penalty 60353.773686 = -2239974.737610 nChanged 17 Deleting Class 74 (7 points): Lose 40.990662 but Gain 1105.887553 Iteration 56Q (42.661254 sec): 79 clusters Score: Raw -2300327.036012 + Penalty 59270.150644 = -2241056.885368 nChanged 16 Deleting Class 81 (4 points): Lose 15.426369 but Gain 1074.654403 Iteration 57Q (42.872733 sec): 78 clusters Score: Raw -2300321.197069 + Penalty 58200.804791 = -2242120.392278 nChanged 12 Deleting Class 86 (6 points): Lose 28.064356 but Gain 1078.492321 Iteration 58Q (43.083705 sec): 77 clusters Score: Raw -2300303.365108 + Penalty 57130.838763 = -2243172.526345 nChanged 10 Deleting Class 47 (4 points): Lose 21.963304 but Gain 1059.118444 Iteration 59Q (43.292583 sec): 76 clusters Score: Raw -2300291.728047 + Penalty 56072.678721 = -2244219.049326 nChanged 6 Deleting Class 100 (6 points): Lose 67.068107 but Gain 1097.697327 Iteration 60F (44.945865 sec): 75 clusters Score: Raw -2300232.075244 + Penalty 55027.360542 = -2245204.714702 nChanged 12 Deleting Class 111 (2 points): Lose 10.372071 but Gain 1025.391509 Iteration 61Q (45.153749 sec): 74 clusters Score: Raw -2300248.238480 + Penalty 54032.085443 = -2246216.153037 nChanged 10 Deleting Class 45 (56 points): Lose 336.564476 but Gain 1324.336885 Iteration 62Q (45.359751 sec): 73 clusters Score: Raw -2299926.529063 + Penalty 52805.500718 = -2247121.028345 nChanged 67 Deleting Class 114 (2 points): Lose 28.602136 but Gain 1013.511088 Iteration 63Q (45.568226 sec): 72 clusters Score: Raw -2300065.422337 + Penalty 51795.083796 = -2248270.338542 nChanged 17 Deleting Class 73 (3 points): Lose 10.125849 but Gain 973.075212 Iteration 64Q (45.772176 sec): 71 clusters Score: Raw -2300066.170971 + Penalty 50824.799790 = -2249241.371181 nChanged 7 Deleting Class 109 (1 points): Lose 4.390476 but Gain 953.233004 Iteration 65Q (45.975409 sec): 70 clusters Score: Raw -2300066.128727 + Penalty 49872.497474 = -2250193.631253 nChanged 3 Deleting Class 37 (2 points): Lose 3.452554 but Gain 947.653069 Iteration 66Q (46.177503 sec): 69 clusters Score: Raw -2300064.795945 + Penalty 48925.572592 = -2251139.223353 nChanged 2 Deleting Class 69 (7 points): Lose 41.290695 but Gain 976.898654 Iteration 67Q (46.377284 sec): 68 clusters Score: Raw -2300027.223654 + Penalty 47951.411905 = -2252075.811749 nChanged 8 Deleting Class 63 (1 points): Lose 4.761398 but Gain 935.694979 Iteration 68Q (46.576610 sec): 67 clusters Score: Raw -2300037.737086 + Penalty 47016.007484 = -2253021.729602 nChanged 7 Deleting Class 141 (2 points): Lose 25.649813 but Gain 950.847232 Iteration 69Q (46.776100 sec): 66 clusters Score: Raw -2300016.156724 + Penalty 46102.017162 = -2253914.139563 nChanged 8 Deleting Class 79 (6 points): Lose 42.139367 but Gain 954.362771 Iteration 70F (48.249760 sec): 65 clusters Score: Raw -2299990.267907 + Penalty 45159.709124 = -2254830.558782 nChanged 13 Deleting Class 127 (2 points): Lose 14.376134 but Gain 922.707902 Iteration 71Q (48.446945 sec): 64 clusters Score: Raw -2299984.651627 + Penalty 44241.072186 = -2255743.579441 nChanged 6 Deleting Class 56 (9 points): Lose 37.240679 but Gain 937.871007 Iteration 72Q (48.641996 sec): 63 clusters Score: Raw -2299951.357698 + Penalty 43316.231739 = -2256635.125959 nChanged 12 Deleting Class 67 (12 points): Lose 51.362875 but Gain 938.685807 Iteration 73Q (48.837664 sec): 62 clusters Score: Raw -2299909.066600 + Penalty 42387.746619 = -2257521.319981 nChanged 16 Deleting Class 34 (6 points): Lose 21.402218 but Gain 891.542776 Iteration 74Q (49.030095 sec): 61 clusters Score: Raw -2299905.739180 + Penalty 41497.728747 = -2258408.010433 nChanged 11 Deleting Class 99 (6 points): Lose 33.572311 but Gain 903.615655 Iteration 75Q (49.222040 sec): 60 clusters Score: Raw -2299880.681845 + Penalty 40640.181408 = -2259240.500438 nChanged 12 Deleting Class 43 (14 points): Lose 81.159275 but Gain 944.923445 Iteration 76Q (49.412875 sec): 59 clusters Score: Raw -2299808.103496 + Penalty 39713.349242 = -2260094.754253 nChanged 19 Deleting Class 26 (12 points): Lose 86.696814 but Gain 939.820600 Iteration 77Q (49.603923 sec): 58 clusters Score: Raw -2299757.475477 + Penalty 38904.561234 = -2260852.914243 nChanged 20 Deleting Class 58 (11 points): Lose 57.051696 but Gain 905.358663 Iteration 78Q (49.794385 sec): 57 clusters Score: Raw -2299747.847302 + Penalty 37989.116991 = -2261758.730311 nChanged 22 Deleting Class 36 (31 points): Lose 238.232910 but Gain 1066.560482 Iteration 79Q (49.982184 sec): 56 clusters Score: Raw -2299529.332278 + Penalty 36956.161904 = -2262573.170373 nChanged 38 Deleting Class 140 (2 points): Lose 30.269221 but Gain 832.596788 Iteration 80F (51.211734 sec): 55 clusters Score: Raw -2299596.193862 + Penalty 36116.497500 = -2263479.696362 nChanged 23 Deleting Class 41 (4 points): Lose 21.284076 but Gain 809.517590 Iteration 81Q (51.397703 sec): 54 clusters Score: Raw -2299601.135924 + Penalty 35300.612152 = -2264300.523772 nChanged 26 Deleting Class 85 (3 points): Lose 12.585544 but Gain 788.995795 Iteration 82Q (51.582942 sec): 53 clusters Score: Raw -2299611.460038 + Penalty 34510.599984 = -2265100.860054 nChanged 18 Deleting Class 93 (5 points): Lose 14.107426 but Gain 778.864531 Iteration 83Q (51.766909 sec): 52 clusters Score: Raw -2299608.150213 + Penalty 33751.281251 = -2265856.868962 nChanged 10 Deleting Class 120 (4 points): Lose 21.668191 but Gain 785.998503 Iteration 84Q (51.950637 sec): 51 clusters Score: Raw -2299597.713264 + Penalty 32971.409194 = -2266626.304070 nChanged 10 Deleting Class 89 (3 points): Lose 14.070541 but Gain 778.185248 Iteration 85Q (52.133069 sec): 50 clusters Score: Raw -2299592.365135 + Penalty 32228.847767 = -2267363.517367 nChanged 8 Deleting Class 49 (18 points): Lose 128.631018 but Gain 844.436353 Iteration 86Q (52.312140 sec): 49 clusters Score: Raw -2299470.151099 + Penalty 31423.188122 = -2268046.962977 nChanged 20 Deleting Class 146 (2 points): Lose 8.629731 but Gain 700.367692 Iteration 87Q (52.492252 sec): 48 clusters Score: Raw -2299508.222149 + Penalty 30729.241441 = -2268778.980708 nChanged 27 Deleting Class 16 (26 points): Lose 87.098266 but Gain 770.001360 Iteration 88Q (52.669556 sec): 47 clusters Score: Raw -2299437.642864 + Penalty 29996.211018 = -2269441.431846 nChanged 44 Deleting Class 103 (4 points): Lose 16.805589 but Gain 686.031614 Iteration 89Q (52.846375 sec): 46 clusters Score: Raw -2299466.892788 + Penalty 29315.197439 = -2270151.695349 nChanged 37 Deleting Class 64 (6 points): Lose 30.736621 but Gain 702.391193 Iteration 90F (53.868293 sec): 45 clusters Score: Raw -2299457.884601 + Penalty 28644.586377 = -2270813.298224 nChanged 27 Deleting Class 72 (74 points): Lose 390.754169 but Gain 1037.638582 Iteration 91Q (54.042893 sec): 44 clusters Score: Raw -2299094.959936 + Penalty 28479.099557 = -2270615.860380 nChanged 88 Deleting Class 62 (2 points): Lose 39.856985 but Gain 840.335363 Iteration 92F (55.031890 sec): 43 clusters Score: Raw -2299288.581039 + Penalty 27623.982032 = -2271664.599008 nChanged 39 Deleting Class 78 (3 points): Lose 21.115230 but Gain 695.201958 Iteration 93Q (55.202374 sec): 42 clusters Score: Raw -2299294.576893 + Penalty 26933.465162 = -2272361.111731 nChanged 22 Deleting Class 132 (9 points): Lose 60.422384 but Gain 694.260875 Iteration 94Q (55.370741 sec): 41 clusters Score: Raw -2299250.809835 + Penalty 26274.272507 = -2272976.537328 nChanged 19 Deleting Class 31 (22 points): Lose 67.294166 but Gain 660.601793 Iteration 95Q (55.538629 sec): 40 clusters Score: Raw -2299207.175102 + Penalty 25621.416241 = -2273585.758861 nChanged 31 Deleting Class 151 (14 points): Lose 111.764612 but Gain 665.548493 Iteration 96Q (55.706361 sec): 39 clusters Score: Raw -2299130.097444 + Penalty 24962.853186 = -2274167.244257 nChanged 23 Deleting Class 75 (44 points): Lose 159.092607 but Gain 699.203972 Iteration 97Q (55.871694 sec): 38 clusters Score: Raw -2299016.503003 + Penalty 24344.557714 = -2274671.945289 nChanged 52 Deleting Class 110 (18 points): Lose 92.552113 but Gain 600.805326 Iteration 98Q (56.037847 sec): 37 clusters Score: Raw -2299030.642299 + Penalty 23766.777023 = -2275263.865276 nChanged 30 Deleting Class 25 (15 points): Lose 59.318293 but Gain 521.556881 Iteration 99Q (56.201733 sec): 36 clusters Score: Raw -2299010.823905 + Penalty 23252.551581 = -2275758.272324 nChanged 28 Deleting Class 40 (76 points): Lose 398.159760 but Gain 853.859588 Iteration 100F (57.016677 sec): 35 clusters Score: Raw -2298642.002171 + Penalty 21864.038032 = -2276777.964139 nChanged 102 Deleting Class 54 (45 points): Lose 137.045763 but Gain 481.601501 Iteration 101Q (57.179054 sec): 34 clusters Score: Raw -2298707.928258 + Penalty 21393.482820 = -2277314.445438 nChanged 93 Deleting Class 153 (32 points): Lose 131.659243 but Gain 388.967097 Iteration 102Q (57.342388 sec): 33 clusters Score: Raw -2298686.118372 + Penalty 20995.535346 = -2277690.583026 nChanged 84 Deleting Class 50 (42 points): Lose 270.439131 but Gain 445.012204 Iteration 103Q (57.504041 sec): 32 clusters Score: Raw -2298527.085984 + Penalty 21129.170960 = -2277397.915024 nChanged 95 Deleting Class 22 (184 points): Lose 353.822488 but Gain 433.730697 Iteration 104F (58.230868 sec): 31 clusters Score: Raw -2298317.312171 + Penalty 20712.945877 = -2277604.366294 nChanged 232 Iteration 105Q (58.389378 sec): 31 clusters Score: Raw -2298552.956061 + Penalty 20714.650783 = -2277838.305279 nChanged 65 Iteration 106Q (58.545492 sec): 31 clusters Score: Raw -2298571.953455 + Penalty 20715.125937 = -2277856.827518 nChanged 39 Iteration 107Q (58.700979 sec): 31 clusters Score: Raw -2298585.340727 + Penalty 20715.741078 = -2277869.599649 nChanged 43 Iteration 108Q (58.857472 sec): 31 clusters Score: Raw -2298596.444554 + Penalty 20715.894950 = -2277880.549604 nChanged 36 Iteration 109Q (59.012520 sec): 31 clusters Score: Raw -2298603.955984 + Penalty 20714.324466 = -2277889.631518 nChanged 27 Iteration 110F (59.718861 sec): 31 clusters Score: Raw -2298609.664083 + Penalty 20713.528870 = -2277896.135213 nChanged 22 Iteration 111Q (59.876132 sec): 31 clusters Score: Raw -2298612.022797 + Penalty 20711.220773 = -2277900.802025 nChanged 21 Iteration 112Q (60.032007 sec): 31 clusters Score: Raw -2298616.562728 + Penalty 20706.766051 = -2277909.796677 nChanged 25 Iteration 113Q (60.188773 sec): 31 clusters Score: Raw -2298622.065398 + Penalty 20705.596227 = -2277916.469171 nChanged 27 Iteration 114Q (60.344589 sec): 31 clusters Score: Raw -2298631.348734 + Penalty 20702.859196 = -2277928.489538 nChanged 23 Iteration 115Q (60.500443 sec): 31 clusters Score: Raw -2298632.663848 + Penalty 20701.948357 = -2277930.715492 nChanged 23 Iteration 116Q (60.656561 sec): 31 clusters Score: Raw -2298636.369631 + Penalty 20701.509183 = -2277934.860448 nChanged 23 Iteration 117Q (60.812641 sec): 31 clusters Score: Raw -2298639.903409 + Penalty 20700.935242 = -2277938.968167 nChanged 24 Iteration 118Q (60.968616 sec): 31 clusters Score: Raw -2298643.216621 + Penalty 20700.815003 = -2277942.401617 nChanged 20 Writing temp clu file Memory request: 0.22 GB would take us to total of 0.43 GB. Compute initial score before splitting: Score: Raw -2298643.216621 + Penalty 20700.815003 = -2277942.401617Memory request: 0.01 GB would take us to total of 0.44 GB. Trying to split cluster 1 (973 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.120228 sec): 2 clusters Score: Raw -51768.531719 + Penalty 402.384026 = -51366.147694 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.122210 sec): 3 clusters Score: Raw -51170.808312 + Penalty 803.655296 = -50367.153016 nChanged 360 SP:Iteration 1F (61.124083 sec): 3 clusters Score: Raw -51439.255511 + Penalty 803.271601 = -50635.983910 nChanged 110 SP:Iteration 2F (61.125943 sec): 3 clusters Score: Raw -51517.203143 + Penalty 803.320597 = -50713.882546 nChanged 85 SP:Iteration 3F (61.127804 sec): 3 clusters Score: Raw -51613.704017 + Penalty 803.003097 = -50810.700920 nChanged 77 SP:Iteration 4F (61.129764 sec): 3 clusters Score: Raw -51739.550223 + Penalty 802.409808 = -50937.140415 nChanged 86 SP:Iteration 5F (61.131659 sec): 3 clusters Score: Raw -51891.889616 + Penalty 800.700022 = -51091.189594 nChanged 52 SP:Iteration 6F (61.133522 sec): 3 clusters Score: Raw -52002.067385 + Penalty 801.578574 = -51200.488811 nChanged 35 SP:Iteration 7Q (61.135209 sec): 3 clusters Score: Raw -52089.307398 + Penalty 801.754966 = -51287.552432 nChanged 33 SP:Iteration 8Q (61.136816 sec): 3 clusters Score: Raw -52155.590327 + Penalty 802.056517 = -51353.533809 nChanged 14 SP:Iteration 9Q (61.138357 sec): 3 clusters Score: Raw -52175.342792 + Penalty 802.502836 = -51372.839956 nChanged 12 SP:Iteration 10F (61.140216 sec): 3 clusters Score: Raw -52198.545961 + Penalty 802.250874 = -51396.295087 nChanged 6 SP:Iteration 11Q (61.141750 sec): 3 clusters Score: Raw -52203.326970 + Penalty 802.250874 = -51401.076096 nChanged 0 SP:Iteration 12F (61.143731 sec): 3 clusters Score: Raw -52203.326970 + Penalty 802.250874 = -51401.076096 nChanged 0 Score: Raw -2332156.115570 + Penalty 21326.563109 = -2310829.552461 Splitting cluster 1 changes total score from -2277942.401617 to -2310829.552461 So it's getting split into cluster 14. Memory request: 0.04 GB would take us to total of 0.47 GB. Trying to split cluster 2 (8717 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.903358 sec): 2 clusters Score: Raw -457238.719852 + Penalty 234.139732 = -457004.580121 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.919131 sec): 3 clusters Score: Raw -451566.049624 + Penalty 464.757269 = -451101.292354 nChanged 4162 SP:Iteration 1F (61.934650 sec): 3 clusters Score: Raw -455120.883901 + Penalty 466.999913 = -454653.883988 nChanged 955 SP:Iteration 2F (61.950218 sec): 3 clusters Score: Raw -455929.563895 + Penalty 464.174912 = -455465.388983 nChanged 595 SP:Iteration 3F (61.965620 sec): 3 clusters Score: Raw -456519.403205 + Penalty 462.138304 = -456057.264902 nChanged 328 SP:Iteration 4Q (61.980659 sec): 3 clusters Score: Raw -456859.719952 + Penalty 458.278193 = -456401.441759 nChanged 215 SP:Iteration 5Q (61.994635 sec): 3 clusters Score: Raw -457031.654867 + Penalty 455.567649 = -456576.087218 nChanged 159 SP:Iteration 6Q (62.008267 sec): 3 clusters Score: Raw -457138.087174 + Penalty 453.617624 = -456684.469550 nChanged 113 SP:Iteration 7Q (62.021800 sec): 3 clusters Score: Raw -457185.854238 + Penalty 452.153284 = -456733.700954 nChanged 72 SP:Iteration 8Q (62.035382 sec): 3 clusters Score: Raw -457203.109893 + Penalty 450.482831 = -456752.627062 nChanged 45 SP:Iteration 9Q (62.048746 sec): 3 clusters Score: Raw -457214.571200 + Penalty 449.565406 = -456765.005793 nChanged 36 SP:Iteration 10F (62.064150 sec): 3 clusters Score: Raw -457222.083392 + Penalty 448.743292 = -456773.340100 nChanged 25 SP:Iteration 11Q (62.077575 sec): 3 clusters Score: Raw -457226.115929 + Penalty 449.026936 = -456777.088993 nChanged 16 SP:Iteration 12Q (62.091036 sec): 3 clusters Score: Raw -457228.086055 + Penalty 448.999440 = -456779.086614 nChanged 9 SP:Iteration 13Q (62.104478 sec): 3 clusters Score: Raw -457229.779399 + Penalty 448.809093 = -456780.970306 nChanged 11 SP:Iteration 14Q (62.117994 sec): 3 clusters Score: Raw -457230.422329 + Penalty 448.519170 = -456781.903159 nChanged 10 SP:Iteration 15Q (62.131995 sec): 3 clusters Score: Raw -457231.662032 + Penalty 448.515215 = -456783.146817 nChanged 5 SP:Iteration 16Q (62.145582 sec): 3 clusters Score: Raw -457232.549945 + Penalty 448.564984 = -456783.984961 nChanged 2 SP:Iteration 17Q (62.158998 sec): 3 clusters Score: Raw -457232.429370 + Penalty 448.570023 = -456783.859347 nChanged 2 SP:Iteration 18F (62.174802 sec): 3 clusters Score: Raw -457232.587305 + Penalty 448.529884 = -456784.057420 nChanged 1 SP:Iteration 19Q (62.188248 sec): 3 clusters Score: Raw -457232.766028 + Penalty 448.499168 = -456784.266859 nChanged 1 SP:Iteration 20F (62.203703 sec): 3 clusters Score: Raw -457232.656293 + Penalty 448.499168 = -456784.157124 nChanged 0 Memory request: 0.01 GB would take us to total of 0.44 GB. Trying to split cluster 3 (756 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.210402 sec): 2 clusters Score: Raw -51120.148241 + Penalty 546.108554 = -50574.039687 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.211950 sec): 3 clusters Score: Raw -50309.964804 + Penalty 1092.362486 = -49217.602318 nChanged 276 SP:Iteration 1F (62.213466 sec): 3 clusters Score: Raw -50490.665675 + Penalty 1094.386397 = -49396.279278 nChanged 82 SP:Iteration 2F (62.214998 sec): 3 clusters Score: Raw -50589.264639 + Penalty 1100.522222 = -49488.742416 nChanged 84 SP:Iteration 3F (62.216517 sec): 3 clusters Score: Raw -50769.102591 + Penalty 1107.631222 = -49661.471369 nChanged 114 SP:Iteration 4F (62.218028 sec): 3 clusters Score: Raw -51023.642633 + Penalty 1114.134702 = -49909.507931 nChanged 64 SP:Iteration 5F (62.219534 sec): 3 clusters Score: Raw -51221.679464 + Penalty 1117.772432 = -50103.907031 nChanged 22 SP:Iteration 6Q (62.220764 sec): 3 clusters Score: Raw -51335.030037 + Penalty 1119.584919 = -50215.445118 nChanged 6 SP:Iteration 7Q (62.221956 sec): 3 clusters Score: Raw -51361.030833 + Penalty 1119.889542 = -50241.141290 nChanged 1 SP:Iteration 8Q (62.223137 sec): 3 clusters Score: Raw -51363.621820 + Penalty 1119.889542 = -50243.732278 nChanged 0 SP:Iteration 9F (62.224663 sec): 3 clusters Score: Raw -51363.621820 + Penalty 1119.889542 = -50243.732278 nChanged 0 Memory request: 0.03 GB would take us to total of 0.46 GB. Trying to split cluster 4 (6579 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.245103 sec): 2 clusters Score: Raw -339009.918279 + Penalty 229.587121 = -338780.331158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.256991 sec): 3 clusters Score: Raw -334591.980620 + Penalty 468.809737 = -334123.170884 nChanged 3066 SP:Iteration 1F (62.268593 sec): 3 clusters Score: Raw -337342.531681 + Penalty 471.159679 = -336871.372003 nChanged 890 SP:Iteration 2F (62.280166 sec): 3 clusters Score: Raw -337985.364057 + Penalty 475.358205 = -337510.005852 nChanged 529 SP:Iteration 3F (62.291710 sec): 3 clusters Score: Raw -338296.428125 + Penalty 477.953419 = -337818.474707 nChanged 279 SP:Iteration 4Q (62.303388 sec): 3 clusters Score: Raw -338444.807071 + Penalty 474.383429 = -337970.423642 nChanged 175 SP:Iteration 5Q (62.315058 sec): 3 clusters Score: Raw -338563.427692 + Penalty 470.705456 = -338092.722236 nChanged 127 SP:Iteration 6Q (62.326726 sec): 3 clusters Score: Raw -338714.839883 + Penalty 466.159389 = -338248.680494 nChanged 107 SP:Iteration 7Q (62.338258 sec): 3 clusters Score: Raw -338879.573881 + Penalty 466.138184 = -338413.435697 nChanged 86 SP:Iteration 8Q (62.348606 sec): 3 clusters Score: Raw -338954.837412 + Penalty 463.701666 = -338491.135746 nChanged 71 SP:Iteration 9Q (62.358623 sec): 3 clusters Score: Raw -338989.369004 + Penalty 463.739590 = -338525.629414 nChanged 37 SP:Iteration 10F (62.370146 sec): 3 clusters Score: Raw -338997.948981 + Penalty 462.141244 = -338535.807737 nChanged 22 SP:Iteration 11Q (62.379927 sec): 3 clusters Score: Raw -339004.190876 + Penalty 459.618447 = -338544.572428 nChanged 25 SP:Iteration 12Q (62.389707 sec): 3 clusters Score: Raw -339009.108353 + Penalty 458.198655 = -338550.909698 nChanged 22 SP:Iteration 13Q (62.399424 sec): 3 clusters Score: Raw -339014.985865 + Penalty 456.980234 = -338558.005631 nChanged 21 SP:Iteration 14Q (62.409088 sec): 3 clusters Score: Raw -339018.893457 + Penalty 456.228037 = -338562.665420 nChanged 28 SP:Iteration 15Q (62.418741 sec): 3 clusters Score: Raw -339022.457948 + Penalty 455.486202 = -338566.971745 nChanged 22 SP:Iteration 16Q (62.428566 sec): 3 clusters Score: Raw -339022.476683 + Penalty 454.946304 = -338567.530379 nChanged 18 SP:Iteration 17Q (62.438113 sec): 3 clusters Score: Raw -339020.005080 + Penalty 454.783338 = -338565.221742 nChanged 23 SP:Iteration 18F (62.449834 sec): 3 clusters Score: Raw -339018.397997 + Penalty 454.634793 = -338563.763204 nChanged 25 SP:Iteration 19F (62.461464 sec): 3 clusters Score: Raw -339014.592883 + Penalty 452.401451 = -338562.191432 nChanged 29 SP:Iteration 20F (62.472989 sec): 3 clusters Score: Raw -339012.997387 + Penalty 451.977787 = -338561.019600 nChanged 31 SP:Iteration 21F (62.484545 sec): 3 clusters Score: Raw -339013.049222 + Penalty 453.413455 = -338559.635767 nChanged 37 SP:Iteration 22F (62.496075 sec): 3 clusters Score: Raw -339013.010926 + Penalty 451.343653 = -338561.667273 nChanged 37 SP:Iteration 23Q (62.505448 sec): 3 clusters Score: Raw -339010.989271 + Penalty 443.834045 = -338567.155226 nChanged 27 SP:Iteration 24Q (62.514821 sec): 3 clusters Score: Raw -339011.624962 + Penalty 444.046401 = -338567.578562 nChanged 18 SP:Iteration 25Q (62.524273 sec): 3 clusters Score: Raw -339010.399905 + Penalty 441.556364 = -338568.843541 nChanged 14 SP:Iteration 26Q (62.533534 sec): 3 clusters Score: Raw -339009.701848 + Penalty 439.011139 = -338570.690709 nChanged 13 SP:Iteration 27Q (62.542802 sec): 3 clusters Score: Raw -339008.210317 + Penalty 436.537220 = -338571.673096 nChanged 18 SP:Iteration 28Q (62.552042 sec): 3 clusters Score: Raw -339004.035730 + Penalty 434.164604 = -338569.871126 nChanged 14 SP:Iteration 29F (62.563721 sec): 3 clusters Score: Raw -339000.539345 + Penalty 433.594137 = -338566.945208 nChanged 15 SP:Iteration 30F (62.575303 sec): 3 clusters Score: Raw -339001.891361 + Penalty 432.995710 = -338568.895651 nChanged 20 SP:Iteration 31Q (62.584458 sec): 3 clusters Score: Raw -339002.007359 + Penalty 431.958081 = -338570.049277 nChanged 9 SP:Iteration 32Q (62.593598 sec): 3 clusters Score: Raw -338999.785477 + Penalty 433.581225 = -338566.204252 nChanged 11 SP:Iteration 33F (62.605495 sec): 3 clusters Score: Raw -338998.163801 + Penalty 432.159876 = -338566.003925 nChanged 13 SP:Iteration 34F (62.617191 sec): 3 clusters Score: Raw -338996.328939 + Penalty 430.768198 = -338565.560740 nChanged 7 SP:Iteration 35F (62.628879 sec): 3 clusters Score: Raw -338994.455570 + Penalty 428.979880 = -338565.475691 nChanged 4 SP:Iteration 36F (62.640396 sec): 3 clusters Score: Raw -338992.443835 + Penalty 430.097676 = -338562.346159 nChanged 3 SP:Iteration 37F (62.652042 sec): 3 clusters Score: Raw -338990.586439 + Penalty 431.160624 = -338559.425815 nChanged 4 SP:Iteration 38F (62.663590 sec): 3 clusters Score: Raw -338988.758080 + Penalty 432.257528 = -338556.500552 nChanged 3 SP:Iteration 39F (62.675232 sec): 3 clusters Score: Raw -338987.168835 + Penalty 434.038005 = -338553.130831 nChanged 6 SP:Iteration 40F (62.687720 sec): 3 clusters Score: Raw -338984.020378 + Penalty 434.577629 = -338549.442748 nChanged 4 SP:Iteration 41F (62.699407 sec): 3 clusters Score: Raw -338981.542812 + Penalty 435.593365 = -338545.949447 nChanged 4 SP:Iteration 42F (62.711108 sec): 3 clusters Score: Raw -338979.395148 + Penalty 431.639489 = -338547.755659 nChanged 3 SP:Iteration 43Q (62.720352 sec): 3 clusters Score: Raw -338979.697648 + Penalty 432.701202 = -338546.996446 nChanged 6 SP:Iteration 44F (62.732584 sec): 3 clusters Score: Raw -338977.026906 + Penalty 426.279207 = -338550.747699 nChanged 6 SP:Iteration 45Q (62.741709 sec): 3 clusters Score: Raw -338975.895647 + Penalty 427.838600 = -338548.057048 nChanged 8 SP:Iteration 46F (62.753429 sec): 3 clusters Score: Raw -338973.213823 + Penalty 426.846235 = -338546.367588 nChanged 4 SP:Iteration 47F (62.765015 sec): 3 clusters Score: Raw -338970.901096 + Penalty 422.310743 = -338548.590353 nChanged 4 SP:Iteration 48Q (62.775069 sec): 3 clusters Score: Raw -338968.851442 + Penalty 420.767534 = -338548.083908 nChanged 5 SP:Iteration 49F (62.787759 sec): 3 clusters Score: Raw -338966.138347 + Penalty 414.661250 = -338551.477098 nChanged 3 SP:Iteration 50F (62.799315 sec): 3 clusters Score: Raw -338965.268470 + Penalty 416.509122 = -338548.759348 nChanged 6 SP:Iteration 51F (62.810984 sec): 3 clusters Score: Raw -338961.807165 + Penalty 418.606378 = -338543.200787 nChanged 6 SP:Iteration 52F (62.822567 sec): 3 clusters Score: Raw -338958.549529 + Penalty 421.378963 = -338537.170567 nChanged 7 SP:Iteration 53F (62.834568 sec): 3 clusters Score: Raw -338954.783569 + Penalty 424.941269 = -338529.842300 nChanged 11 SP:Iteration 54F (62.846148 sec): 3 clusters Score: Raw -338951.224688 + Penalty 422.233377 = -338528.991311 nChanged 11 SP:Iteration 55F (62.857679 sec): 3 clusters Score: Raw -338948.874859 + Penalty 414.682425 = -338534.192434 nChanged 16 SP:Iteration 56Q (62.866712 sec): 3 clusters Score: Raw -338952.269047 + Penalty 427.014668 = -338525.254379 nChanged 24 SP:Iteration 57F (62.878366 sec): 3 clusters Score: Raw -338965.131289 + Penalty 461.209642 = -338503.921647 nChanged 29 SP:Iteration 58F (62.890015 sec): 3 clusters Score: Raw -338990.714151 + Penalty 804.119774 = -338186.594377 nChanged 17 SP:Iteration 59F (62.902178 sec): 3 clusters Score: Raw -339007.207750 + Penalty 229.587121 = -338777.620629 nChanged 2 SP:Iteration 60F (62.910957 sec): 2 clusters Score: Raw -339009.918279 + Penalty 229.587121 = -338780.331158 nChanged 0 Memory request: 0.01 GB would take us to total of 0.45 GB. Trying to split cluster 5 (2404 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.926128 sec): 2 clusters Score: Raw -112695.676590 + Penalty 215.653362 = -112480.023228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.931027 sec): 3 clusters Score: Raw -111243.383294 + Penalty 431.701607 = -110811.681687 nChanged 1088 SP:Iteration 1F (62.935483 sec): 3 clusters Score: Raw -112128.381631 + Penalty 432.725220 = -111695.656411 nChanged 175 SP:Iteration 2F (62.939819 sec): 3 clusters Score: Raw -112189.176943 + Penalty 433.817243 = -111755.359700 nChanged 72 SP:Iteration 3Q (62.944152 sec): 3 clusters Score: Raw -112215.361274 + Penalty 434.204218 = -111781.157056 nChanged 62 SP:Iteration 4Q (62.948481 sec): 3 clusters Score: Raw -112237.483655 + Penalty 434.529751 = -111802.953904 nChanged 53 SP:Iteration 5Q (62.952825 sec): 3 clusters Score: Raw -112252.002097 + Penalty 434.460491 = -111817.541606 nChanged 40 SP:Iteration 6Q (62.957145 sec): 3 clusters Score: Raw -112258.464312 + Penalty 434.141077 = -111824.323235 nChanged 21 SP:Iteration 7Q (62.961457 sec): 3 clusters Score: Raw -112260.931570 + Penalty 433.905396 = -111827.026174 nChanged 16 SP:Iteration 8Q (62.965799 sec): 3 clusters Score: Raw -112262.750320 + Penalty 433.609322 = -111829.140998 nChanged 17 SP:Iteration 9Q (62.970110 sec): 3 clusters Score: Raw -112264.593334 + Penalty 433.516312 = -111831.077023 nChanged 21 SP:Iteration 10F (62.974452 sec): 3 clusters Score: Raw -112266.616985 + Penalty 433.126369 = -111833.490616 nChanged 19 SP:Iteration 11Q (62.978773 sec): 3 clusters Score: Raw -112268.575253 + Penalty 432.783598 = -111835.791655 nChanged 24 SP:Iteration 12Q (62.983092 sec): 3 clusters Score: Raw -112271.649804 + Penalty 432.562102 = -111839.087702 nChanged 22 SP:Iteration 13Q (62.987401 sec): 3 clusters Score: Raw -112274.677488 + Penalty 432.205025 = -111842.472463 nChanged 28 SP:Iteration 14Q (62.991703 sec): 3 clusters Score: Raw -112278.723108 + Penalty 432.002271 = -111846.720837 nChanged 33 SP:Iteration 15Q (62.996006 sec): 3 clusters Score: Raw -112285.113919 + Penalty 431.766984 = -111853.346936 nChanged 42 SP:Iteration 16Q (63.000292 sec): 3 clusters Score: Raw -112295.513930 + Penalty 431.299384 = -111864.214546 nChanged 55 SP:Iteration 17Q (63.004688 sec): 3 clusters Score: Raw -112309.533751 + Penalty 430.890722 = -111878.643029 nChanged 61 SP:Iteration 18Q (63.009061 sec): 3 clusters Score: Raw -112331.829227 + Penalty 430.676156 = -111901.153070 nChanged 69 SP:Iteration 19Q (63.013301 sec): 3 clusters Score: Raw -112353.873652 + Penalty 430.635114 = -111923.238537 nChanged 82 SP:Iteration 20F (63.017639 sec): 3 clusters Score: Raw -112381.843830 + Penalty 430.727685 = -111951.116145 nChanged 83 SP:Iteration 21Q (63.021816 sec): 3 clusters Score: Raw -112412.545637 + Penalty 430.598803 = -111981.946834 nChanged 81 SP:Iteration 22Q (63.026005 sec): 3 clusters Score: Raw -112444.372146 + Penalty 430.518785 = -112013.853362 nChanged 87 SP:Iteration 23Q (63.030215 sec): 3 clusters Score: Raw -112481.701512 + Penalty 430.365875 = -112051.335637 nChanged 84 SP:Iteration 24Q (63.034497 sec): 3 clusters Score: Raw -112513.731207 + Penalty 430.229301 = -112083.501906 nChanged 70 SP:Iteration 25Q (63.038581 sec): 3 clusters Score: Raw -112543.968439 + Penalty 429.361877 = -112114.606563 nChanged 77 SP:Iteration 26Q (63.042582 sec): 3 clusters Score: Raw -112585.396023 + Penalty 428.973106 = -112156.422917 nChanged 64 SP:Iteration 27Q (63.046567 sec): 3 clusters Score: Raw -112618.409919 + Penalty 427.591047 = -112190.818873 nChanged 57 SP:Iteration 28Q (63.050549 sec): 3 clusters Score: Raw -112649.070187 + Penalty 429.072645 = -112219.997542 nChanged 46 SP:Iteration 29Q (63.054389 sec): 3 clusters Score: Raw -112666.047624 + Penalty 429.964783 = -112236.082842 nChanged 30 SP:Iteration 30F (63.058723 sec): 3 clusters Score: Raw -112675.868611 + Penalty 430.620017 = -112245.248594 nChanged 28 SP:Iteration 31Q (63.062500 sec): 3 clusters Score: Raw -112683.175198 + Penalty 432.025045 = -112251.150153 nChanged 25 SP:Iteration 32Q (63.066279 sec): 3 clusters Score: Raw -112689.177057 + Penalty 434.174563 = -112255.002494 nChanged 20 SP:Iteration 33Q (63.070100 sec): 3 clusters Score: Raw -112693.240317 + Penalty 436.828148 = -112256.412169 nChanged 16 SP:Iteration 34Q (63.073842 sec): 3 clusters Score: Raw -112697.003123 + Penalty 439.503071 = -112257.500052 nChanged 18 SP:Iteration 35Q (63.077557 sec): 3 clusters Score: Raw -112702.931305 + Penalty 445.475252 = -112257.456053 nChanged 20 SP:Iteration 36F (63.082002 sec): 3 clusters Score: Raw -112711.164285 + Penalty 451.824513 = -112259.339772 nChanged 26 SP:Iteration 37Q (63.085711 sec): 3 clusters Score: Raw -112720.439768 + Penalty 454.989548 = -112265.450219 nChanged 16 SP:Iteration 38Q (63.089371 sec): 3 clusters Score: Raw -112726.045873 + Penalty 458.927307 = -112267.118566 nChanged 15 SP:Iteration 39Q (63.093025 sec): 3 clusters Score: Raw -112730.883177 + Penalty 460.549082 = -112270.334095 nChanged 9 SP:Iteration 40F (63.097357 sec): 3 clusters Score: Raw -112732.875818 + Penalty 462.168400 = -112270.707418 nChanged 6 SP:Iteration 41Q (63.100996 sec): 3 clusters Score: Raw -112733.636356 + Penalty 462.088187 = -112271.548169 nChanged 3 SP:Iteration 42Q (63.104626 sec): 3 clusters Score: Raw -112733.729888 + Penalty 462.785242 = -112270.944647 nChanged 2 SP:Iteration 43F (63.108966 sec): 3 clusters Score: Raw -112734.003014 + Penalty 463.574020 = -112270.428994 nChanged 5 SP:Iteration 44F (63.113304 sec): 3 clusters Score: Raw -112735.657486 + Penalty 464.666820 = -112270.990666 nChanged 9 SP:Iteration 45Q (63.116922 sec): 3 clusters Score: Raw -112737.696097 + Penalty 467.445341 = -112270.250756 nChanged 6 SP:Iteration 46F (63.121351 sec): 3 clusters Score: Raw -112739.226936 + Penalty 468.359216 = -112270.867721 nChanged 6 SP:Iteration 47Q (63.125089 sec): 3 clusters Score: Raw -112740.098316 + Penalty 469.978620 = -112270.119695 nChanged 4 SP:Iteration 48F (63.129462 sec): 3 clusters Score: Raw -112740.714276 + Penalty 470.707678 = -112270.006598 nChanged 3 SP:Iteration 49F (63.133939 sec): 3 clusters Score: Raw -112741.556192 + Penalty 472.412791 = -112269.143401 nChanged 3 SP:Iteration 50F (63.138550 sec): 3 clusters Score: Raw -112742.277296 + Penalty 472.412791 = -112269.864505 nChanged 0 Memory request: 0.01 GB would take us to total of 0.44 GB. Trying to split cluster 6 (823 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.144552 sec): 2 clusters Score: Raw -37631.189979 + Penalty 613.430264 = -37017.759716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.146207 sec): 3 clusters Score: Raw -37045.497658 + Penalty 1227.072967 = -35818.424690 nChanged 310 SP:Iteration 1F (63.147835 sec): 3 clusters Score: Raw -37626.414046 + Penalty 1234.342086 = -36392.071961 nChanged 115 SP:Iteration 2F (63.149488 sec): 3 clusters Score: Raw -37880.379142 + Penalty 1237.069363 = -36643.309779 nChanged 55 SP:Iteration 3F (63.151113 sec): 3 clusters Score: Raw -37979.490908 + Penalty 1236.355020 = -36743.135887 nChanged 30 SP:Iteration 4Q (63.152608 sec): 3 clusters Score: Raw -38018.969631 + Penalty 1235.486874 = -36783.482757 nChanged 27 SP:Iteration 5Q (63.154091 sec): 3 clusters Score: Raw -38060.590011 + Penalty 1234.741830 = -36825.848181 nChanged 20 SP:Iteration 6Q (63.155574 sec): 3 clusters Score: Raw -38083.214245 + Penalty 1233.912925 = -36849.301320 nChanged 12 SP:Iteration 7Q (63.157077 sec): 3 clusters Score: Raw -38094.173139 + Penalty 1234.486327 = -36859.686812 nChanged 9 SP:Iteration 8Q (63.158566 sec): 3 clusters Score: Raw -38098.949758 + Penalty 1235.017393 = -36863.932365 nChanged 6 SP:Iteration 9Q (63.160031 sec): 3 clusters Score: Raw -38103.234385 + Penalty 1235.494925 = -36867.739460 nChanged 8 SP:Iteration 10F (63.161650 sec): 3 clusters Score: Raw -38106.397771 + Penalty 1236.178469 = -36870.219302 nChanged 5 SP:Iteration 11Q (63.163120 sec): 3 clusters Score: Raw -38107.727868 + Penalty 1236.234515 = -36871.493353 nChanged 1 SP:Iteration 12Q (63.164628 sec): 3 clusters Score: Raw -38107.979353 + Penalty 1236.234515 = -36871.744837 nChanged 0 SP:Iteration 13F (63.166294 sec): 3 clusters Score: Raw -38107.979353 + Penalty 1236.234515 = -36871.744837 nChanged 0 Memory request: 0.04 GB would take us to total of 0.47 GB. Trying to split cluster 7 (7632 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.206718 sec): 2 clusters Score: Raw -410822.405496 + Penalty 427.398436 = -410395.007060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.221969 sec): 3 clusters Score: Raw -405736.716252 + Penalty 864.492043 = -404872.224209 nChanged 3539 SP:Iteration 1F (63.236309 sec): 3 clusters Score: Raw -408602.535381 + Penalty 885.498039 = -407717.037342 nChanged 1072 SP:Iteration 2F (63.250225 sec): 3 clusters Score: Raw -409463.014699 + Penalty 908.804900 = -408554.209799 nChanged 685 SP:Iteration 3F (63.263985 sec): 3 clusters Score: Raw -409858.469424 + Penalty 934.111055 = -408924.358370 nChanged 441 SP:Iteration 4F (63.277757 sec): 3 clusters Score: Raw -410122.530695 + Penalty 960.856419 = -409161.674276 nChanged 351 SP:Iteration 5Q (63.291510 sec): 3 clusters Score: Raw -410360.172584 + Penalty 984.077229 = -409376.095355 nChanged 274 SP:Iteration 6Q (63.305217 sec): 3 clusters Score: Raw -410523.410493 + Penalty 1005.686108 = -409517.724386 nChanged 226 SP:Iteration 7Q (63.319027 sec): 3 clusters Score: Raw -410649.216291 + Penalty 1025.500165 = -409623.716126 nChanged 189 SP:Iteration 8Q (63.332558 sec): 3 clusters Score: Raw -410761.341179 + Penalty 1044.825547 = -409716.515632 nChanged 178 SP:Iteration 9Q (63.346525 sec): 3 clusters Score: Raw -410857.408753 + Penalty 1060.398746 = -409797.010007 nChanged 141 SP:Iteration 10F (63.360296 sec): 3 clusters Score: Raw -410931.213875 + Penalty 1084.318413 = -409846.895462 nChanged 138 SP:Iteration 11Q (63.372975 sec): 3 clusters Score: Raw -410986.454537 + Penalty 1097.346869 = -409889.107667 nChanged 120 SP:Iteration 12Q (63.385168 sec): 3 clusters Score: Raw -411030.455148 + Penalty 1116.393836 = -409914.061312 nChanged 112 SP:Iteration 13Q (63.397232 sec): 3 clusters Score: Raw -411070.887534 + Penalty 1128.712897 = -409942.174637 nChanged 77 SP:Iteration 14Q (63.408866 sec): 3 clusters Score: Raw -411085.685772 + Penalty 1133.734396 = -409951.951375 nChanged 60 SP:Iteration 15Q (63.420337 sec): 3 clusters Score: Raw -411096.026512 + Penalty 1138.692937 = -409957.333575 nChanged 40 SP:Iteration 16Q (63.431671 sec): 3 clusters Score: Raw -411102.787650 + Penalty 1151.818554 = -409950.969096 nChanged 38 SP:Iteration 17F (63.446004 sec): 3 clusters Score: Raw -411107.435569 + Penalty 1163.117764 = -409944.317805 nChanged 34 SP:Iteration 18F (63.459788 sec): 3 clusters Score: Raw -411114.868706 + Penalty 1171.811311 = -409943.057395 nChanged 26 SP:Iteration 19F (63.473645 sec): 3 clusters Score: Raw -411123.881928 + Penalty 1179.722053 = -409944.159875 nChanged 29 SP:Iteration 20F (63.487492 sec): 3 clusters Score: Raw -411128.774900 + Penalty 1178.685327 = -409950.089573 nChanged 16 SP:Iteration 21Q (63.498807 sec): 3 clusters Score: Raw -411127.529864 + Penalty 1179.685076 = -409947.844789 nChanged 13 SP:Iteration 22F (63.512684 sec): 3 clusters Score: Raw -411124.345948 + Penalty 1175.729064 = -409948.616884 nChanged 8 SP:Iteration 23Q (63.523665 sec): 3 clusters Score: Raw -411121.718133 + Penalty 1176.883360 = -409944.834773 nChanged 3 SP:Iteration 24F (63.537482 sec): 3 clusters Score: Raw -411120.661203 + Penalty 1178.700453 = -409941.960750 nChanged 4 SP:Iteration 25F (63.551953 sec): 3 clusters Score: Raw -411118.870905 + Penalty 1178.700453 = -409940.170452 nChanged 0 Memory request: 0.02 GB would take us to total of 0.45 GB. Trying to split cluster 8 (3782 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.572971 sec): 2 clusters Score: Raw -171070.795771 + Penalty 202.077434 = -170868.718337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.580000 sec): 3 clusters Score: Raw -168598.378262 + Penalty 414.958704 = -168183.419558 nChanged 1781 SP:Iteration 1F (63.586778 sec): 3 clusters Score: Raw -169811.732482 + Penalty 449.305514 = -169362.426968 nChanged 569 SP:Iteration 2F (63.593619 sec): 3 clusters Score: Raw -170486.508593 + Penalty 467.925680 = -170018.582913 nChanged 244 SP:Iteration 3F (63.600479 sec): 3 clusters Score: Raw -170674.115175 + Penalty 481.973967 = -170192.141208 nChanged 166 SP:Iteration 4Q (63.607145 sec): 3 clusters Score: Raw -170774.457090 + Penalty 497.644667 = -170276.812423 nChanged 141 SP:Iteration 5Q (63.613576 sec): 3 clusters Score: Raw -170860.785947 + Penalty 511.907230 = -170348.878717 nChanged 115 SP:Iteration 6Q (63.619983 sec): 3 clusters Score: Raw -170927.744250 + Penalty 524.489459 = -170403.254791 nChanged 93 SP:Iteration 7Q (63.626115 sec): 3 clusters Score: Raw -170978.736682 + Penalty 534.730604 = -170444.006079 nChanged 67 SP:Iteration 8Q (63.632117 sec): 3 clusters Score: Raw -171006.625542 + Penalty 542.911737 = -170463.713805 nChanged 39 SP:Iteration 9Q (63.638018 sec): 3 clusters Score: Raw -171019.636447 + Penalty 548.200115 = -170471.436332 nChanged 26 SP:Iteration 10F (63.645074 sec): 3 clusters Score: Raw -171027.736040 + Penalty 555.867691 = -170471.868348 nChanged 23 SP:Iteration 11Q (63.651223 sec): 3 clusters Score: Raw -171034.025456 + Penalty 563.272780 = -170470.752676 nChanged 24 SP:Iteration 12F (63.657972 sec): 3 clusters Score: Raw -171040.658221 + Penalty 571.591048 = -170469.067173 nChanged 23 SP:Iteration 13F (63.664740 sec): 3 clusters Score: Raw -171046.984947 + Penalty 577.822470 = -170469.162477 nChanged 21 SP:Iteration 14Q (63.670497 sec): 3 clusters Score: Raw -171052.809401 + Penalty 585.918781 = -170466.890620 nChanged 22 SP:Iteration 15F (63.677265 sec): 3 clusters Score: Raw -171059.921480 + Penalty 599.157138 = -170460.764342 nChanged 33 SP:Iteration 16F (63.683999 sec): 3 clusters Score: Raw -171075.196352 + Penalty 615.958395 = -170459.237957 nChanged 34 SP:Iteration 17F (63.690738 sec): 3 clusters Score: Raw -171089.820374 + Penalty 628.041822 = -170461.778552 nChanged 27 SP:Iteration 18Q (63.696587 sec): 3 clusters Score: Raw -171102.021379 + Penalty 630.342998 = -170471.678382 nChanged 22 SP:Iteration 19Q (63.702176 sec): 3 clusters Score: Raw -171112.900229 + Penalty 641.365937 = -170471.534292 nChanged 19 SP:Iteration 20F (63.708915 sec): 3 clusters Score: Raw -171126.876759 + Penalty 658.574254 = -170468.302505 nChanged 16 SP:Iteration 21F (63.715713 sec): 3 clusters Score: Raw -171136.681492 + Penalty 673.091107 = -170463.590386 nChanged 13 SP:Iteration 22F (63.722563 sec): 3 clusters Score: Raw -171143.110482 + Penalty 692.864910 = -170450.245573 nChanged 13 SP:Iteration 23F (63.729406 sec): 3 clusters Score: Raw -171148.566166 + Penalty 700.653886 = -170447.912281 nChanged 8 SP:Iteration 24F (63.736287 sec): 3 clusters Score: Raw -171151.641083 + Penalty 705.742185 = -170445.898898 nChanged 5 SP:Iteration 25F (63.743026 sec): 3 clusters Score: Raw -171153.345639 + Penalty 713.708408 = -170439.637231 nChanged 4 SP:Iteration 26F (63.750388 sec): 3 clusters Score: Raw -171154.476352 + Penalty 715.307858 = -170439.168494 nChanged 1 SP:Iteration 27F (63.757335 sec): 3 clusters Score: Raw -171154.711889 + Penalty 717.867950 = -170436.843940 nChanged 1 SP:Iteration 28F (63.764181 sec): 3 clusters Score: Raw -171154.817153 + Penalty 717.867950 = -170436.949203 nChanged 0 Memory request: 0.01 GB would take us to total of 0.44 GB. Trying to split cluster 9 (1074 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.771994 sec): 2 clusters Score: Raw -54877.537271 + Penalty 790.072089 = -54087.465182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.774060 sec): 3 clusters Score: Raw -53920.054763 + Penalty 1603.004537 = -52317.050227 nChanged 415 SP:Iteration 1F (63.776091 sec): 3 clusters Score: Raw -54624.167203 + Penalty 1626.039503 = -52998.127701 nChanged 149 SP:Iteration 2F (63.778118 sec): 3 clusters Score: Raw -54846.814423 + Penalty 1654.964416 = -53191.850006 nChanged 82 SP:Iteration 3F (63.780146 sec): 3 clusters Score: Raw -54987.411083 + Penalty 1676.102867 = -53311.308216 nChanged 52 SP:Iteration 4Q (63.782018 sec): 3 clusters Score: Raw -55057.940206 + Penalty 1684.191342 = -53373.748864 nChanged 32 SP:Iteration 5Q (63.783833 sec): 3 clusters Score: Raw -55096.480420 + Penalty 1693.161137 = -53403.319283 nChanged 20 SP:Iteration 6Q (63.785686 sec): 3 clusters Score: Raw -55108.575588 + Penalty 1698.454357 = -53410.121231 nChanged 17 SP:Iteration 7Q (63.787630 sec): 3 clusters Score: Raw -55111.741900 + Penalty 1708.858416 = -53402.883484 nChanged 8 SP:Iteration 8F (63.789912 sec): 3 clusters Score: Raw -55118.863079 + Penalty 1714.082280 = -53404.780799 nChanged 5 SP:Iteration 9Q (63.791706 sec): 3 clusters Score: Raw -55122.694828 + Penalty 1714.188809 = -53408.506019 nChanged 1 SP:Iteration 10F (63.793896 sec): 3 clusters Score: Raw -55122.363734 + Penalty 1712.613286 = -53409.750447 nChanged 1 SP:Iteration 11Q (63.795703 sec): 3 clusters Score: Raw -55121.716512 + Penalty 1716.792313 = -53404.924199 nChanged 1 SP:Iteration 12F (63.797865 sec): 3 clusters Score: Raw -55122.070014 + Penalty 1716.792313 = -53405.277701 nChanged 0 Memory request: 0.01 GB would take us to total of 0.44 GB. Trying to split cluster 10 (1117 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.807339 sec): 2 clusters Score: Raw -60505.770863 + Penalty 414.497387 = -60091.273476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.809480 sec): 3 clusters Score: Raw -59571.569194 + Penalty 836.546890 = -58735.022304 nChanged 444 SP:Iteration 1F (63.811580 sec): 3 clusters Score: Raw -59947.235405 + Penalty 861.382452 = -59085.852953 nChanged 180 SP:Iteration 2F (63.813678 sec): 3 clusters Score: Raw -60173.067354 + Penalty 895.114114 = -59277.953240 nChanged 137 SP:Iteration 3F (63.815776 sec): 3 clusters Score: Raw -60384.404507 + Penalty 950.419610 = -59433.984898 nChanged 83 SP:Iteration 4F (63.817986 sec): 3 clusters Score: Raw -60501.530978 + Penalty 945.331717 = -59556.199261 nChanged 21 SP:Iteration 5Q (63.819702 sec): 3 clusters Score: Raw -60541.635500 + Penalty 957.885093 = -59583.750406 nChanged 3 SP:Iteration 6Q (63.821414 sec): 3 clusters Score: Raw -60546.839710 + Penalty 950.340254 = -59596.499457 nChanged 1 SP:Iteration 7Q (63.823102 sec): 3 clusters Score: Raw -60548.305682 + Penalty 950.340254 = -59597.965428 nChanged 0 SP:Iteration 8F (63.825192 sec): 3 clusters Score: Raw -60548.305682 + Penalty 950.340254 = -59597.965428 nChanged 0 Memory request: 0.01 GB would take us to total of 0.44 GB. Trying to split cluster 11 (589 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.829297 sec): 2 clusters Score: Raw -30690.267785 + Penalty 492.126634 = -30198.141151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.830619 sec): 3 clusters Score: Raw -30175.933634 + Penalty 990.811549 = -29185.122086 nChanged 198 SP:Iteration 1F (63.831862 sec): 3 clusters Score: Raw -30350.583250 + Penalty 997.729864 = -29352.853386 nChanged 69 SP:Iteration 2F (63.833115 sec): 3 clusters Score: Raw -30430.461511 + Penalty 1006.191884 = -29424.269628 nChanged 40 SP:Iteration 3F (63.834368 sec): 3 clusters Score: Raw -30473.174859 + Penalty 1017.492602 = -29455.682257 nChanged 27 SP:Iteration 4Q (63.835569 sec): 3 clusters Score: Raw -30499.453682 + Penalty 1031.229640 = -29468.224042 nChanged 29 SP:Iteration 5Q (63.836753 sec): 3 clusters Score: Raw -30522.142196 + Penalty 1043.551320 = -29478.590876 nChanged 27 SP:Iteration 6Q (63.837912 sec): 3 clusters Score: Raw -30564.780126 + Penalty 1057.551792 = -29507.228334 nChanged 31 SP:Iteration 7F (63.839150 sec): 3 clusters Score: Raw -30621.307652 + Penalty 1071.910735 = -29549.396917 nChanged 23 SP:Iteration 8Q (63.840261 sec): 3 clusters Score: Raw -30655.183826 + Penalty 1071.031544 = -29584.152283 nChanged 11 SP:Iteration 9Q (63.841354 sec): 3 clusters Score: Raw -30688.178154 + Penalty 1068.577942 = -29619.600212 nChanged 8 SP:Iteration 10F (63.842593 sec): 3 clusters Score: Raw -30698.720470 + Penalty 1069.900696 = -29628.819775 nChanged 3 SP:Iteration 11Q (63.843665 sec): 3 clusters Score: Raw -30700.884797 + Penalty 1069.160293 = -29631.724503 nChanged 1 SP:Iteration 12Q (63.844732 sec): 3 clusters Score: Raw -30701.775080 + Penalty 1069.160293 = -29632.614786 nChanged 0 SP:Iteration 13F (63.845991 sec): 3 clusters Score: Raw -30701.775080 + Penalty 1069.160293 = -29632.614786 nChanged 0 Memory request: 0.01 GB would take us to total of 0.44 GB. Trying to split cluster 12 (1628 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.854146 sec): 2 clusters Score: Raw -78907.625152 + Penalty 215.115596 = -78692.509556 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.857351 sec): 3 clusters Score: Raw -77912.963263 + Penalty 439.244500 = -77473.718763 nChanged 703 SP:Iteration 1F (63.860328 sec): 3 clusters Score: Raw -78401.777096 + Penalty 448.033089 = -77953.744007 nChanged 188 SP:Iteration 2F (63.863323 sec): 3 clusters Score: Raw -78495.018278 + Penalty 459.348495 = -78035.669782 nChanged 105 SP:Iteration 3F (63.866291 sec): 3 clusters Score: Raw -78546.095234 + Penalty 472.915144 = -78073.180090 nChanged 84 SP:Iteration 4F (63.869277 sec): 3 clusters Score: Raw -78592.931768 + Penalty 489.142052 = -78103.789716 nChanged 79 SP:Iteration 5Q (63.872252 sec): 3 clusters Score: Raw -78646.795863 + Penalty 511.633532 = -78135.162331 nChanged 84 SP:Iteration 6F (63.875239 sec): 3 clusters Score: Raw -78707.534686 + Penalty 531.444146 = -78176.090541 nChanged 79 SP:Iteration 7Q (63.878234 sec): 3 clusters Score: Raw -78777.027794 + Penalty 571.568563 = -78205.459231 nChanged 72 SP:Iteration 8Q (63.881245 sec): 3 clusters Score: Raw -78854.096127 + Penalty 627.997325 = -78226.098802 nChanged 48 SP:Iteration 9Q (63.884277 sec): 3 clusters Score: Raw -78906.728313 + Penalty 694.788787 = -78211.939526 nChanged 22 SP:Iteration 10F (63.887252 sec): 3 clusters Score: Raw -78928.872380 + Penalty 729.447901 = -78199.424478 nChanged 16 SP:Iteration 11F (63.890213 sec): 3 clusters Score: Raw -78943.662559 + Penalty 747.920786 = -78195.741773 nChanged 7 SP:Iteration 12F (63.893204 sec): 3 clusters Score: Raw -78950.608460 + Penalty 761.543904 = -78189.064556 nChanged 6 SP:Iteration 13F (63.896255 sec): 3 clusters Score: Raw -78957.240581 + Penalty 775.176982 = -78182.063599 nChanged 3 SP:Iteration 14F (63.899226 sec): 3 clusters Score: Raw -78960.193843 + Penalty 775.528185 = -78184.665658 nChanged 1 SP:Iteration 15Q (63.901729 sec): 3 clusters Score: Raw -78962.647676 + Penalty 775.528185 = -78187.119491 nChanged 0 SP:Iteration 16F (63.904716 sec): 3 clusters Score: Raw -78962.647676 + Penalty 775.528185 = -78187.119491 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 13 (165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.907014 sec): 2 clusters Score: Raw -7293.096271 + Penalty 190.157178 = -7102.939092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.907524 sec): 3 clusters Score: Raw -7224.162447 + Penalty 397.446424 = -6826.716022 nChanged 51 SP:Iteration 1F (63.908027 sec): 3 clusters Score: Raw -7273.379278 + Penalty 405.828869 = -6867.550409 nChanged 12 SP:Iteration 2F (63.908523 sec): 3 clusters Score: Raw -7290.520178 + Penalty 416.011264 = -6874.508914 nChanged 10 SP:Iteration 3F (63.909017 sec): 3 clusters Score: Raw -7307.076689 + Penalty 440.437281 = -6866.639408 nChanged 12 SP:Iteration 4F (63.909508 sec): 3 clusters Score: Raw -7337.468917 + Penalty 443.464635 = -6894.004281 nChanged 4 SP:Iteration 5Q (63.909966 sec): 3 clusters Score: Raw -7344.979205 + Penalty 441.947667 = -6903.031538 nChanged 2 SP:Iteration 6Q (63.910417 sec): 3 clusters Score: Raw -7349.085889 + Penalty 441.947667 = -6907.138222 nChanged 0 SP:Iteration 7F (63.910911 sec): 3 clusters Score: Raw -7349.085889 + Penalty 441.947667 = -6907.138222 nChanged 0 Memory request: 0.01 GB would take us to total of 0.44 GB. Trying to split cluster 15 (776 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.913700 sec): 2 clusters Score: Raw -45136.616011 + Penalty 1045.917096 = -44090.698915 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.915330 sec): 3 clusters Score: Raw -44394.051314 + Penalty 2091.998099 = -42302.053215 nChanged 239 SP:Iteration 1F (63.916894 sec): 3 clusters Score: Raw -44667.959939 + Penalty 2092.372054 = -42575.587885 nChanged 90 SP:Iteration 2F (63.918442 sec): 3 clusters Score: Raw -44798.419116 + Penalty 2093.055997 = -42705.363119 nChanged 79 SP:Iteration 3F (63.919987 sec): 3 clusters Score: Raw -44953.032892 + Penalty 2093.981879 = -42859.051013 nChanged 77 SP:Iteration 4F (63.921526 sec): 3 clusters Score: Raw -45079.483795 + Penalty 2091.676846 = -42987.806950 nChanged 64 SP:Iteration 5F (63.923097 sec): 3 clusters Score: Raw -45192.291126 + Penalty 2096.929723 = -43095.361403 nChanged 49 SP:Iteration 6F (63.924643 sec): 3 clusters Score: Raw -45270.561966 + Penalty 2102.017927 = -43168.544038 nChanged 27 SP:Iteration 7Q (63.925952 sec): 3 clusters Score: Raw -45317.602055 + Penalty 2109.847509 = -43207.754546 nChanged 10 SP:Iteration 8Q (63.927220 sec): 3 clusters Score: Raw -45323.870752 + Penalty 2111.710734 = -43212.160018 nChanged 6 SP:Iteration 9Q (63.928501 sec): 3 clusters Score: Raw -45325.243320 + Penalty 2115.063321 = -43210.179999 nChanged 4 SP:Iteration 10F (63.930046 sec): 3 clusters Score: Raw -45327.246415 + Penalty 2116.256478 = -43210.989937 nChanged 4 SP:Iteration 11Q (63.931300 sec): 3 clusters Score: Raw -45328.486383 + Penalty 2116.256478 = -43212.229905 nChanged 0 SP:Iteration 12F (63.932867 sec): 3 clusters Score: Raw -45328.486383 + Penalty 2116.256478 = -43212.229905 nChanged 0 Memory request: 0.01 GB would take us to total of 0.44 GB. Trying to split cluster 17 (845 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.935657 sec): 2 clusters Score: Raw -41669.861048 + Penalty 258.019597 = -41411.841451 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.937323 sec): 3 clusters Score: Raw -41160.873588 + Penalty 515.813957 = -40645.059632 nChanged 349 SP:Iteration 1F (63.939009 sec): 3 clusters Score: Raw -41451.347199 + Penalty 519.748950 = -40931.598249 nChanged 118 SP:Iteration 2F (63.940675 sec): 3 clusters Score: Raw -41514.159905 + Penalty 525.237628 = -40988.922277 nChanged 57 SP:Iteration 3F (63.942309 sec): 3 clusters Score: Raw -41540.937404 + Penalty 530.611127 = -41010.326277 nChanged 38 SP:Iteration 4Q (63.943937 sec): 3 clusters Score: Raw -41553.448422 + Penalty 532.914297 = -41020.534125 nChanged 28 SP:Iteration 5Q (63.945589 sec): 3 clusters Score: Raw -41562.699225 + Penalty 535.102656 = -41027.596569 nChanged 24 SP:Iteration 6Q (63.947211 sec): 3 clusters Score: Raw -41570.006648 + Penalty 537.324965 = -41032.681682 nChanged 21 SP:Iteration 7Q (63.948875 sec): 3 clusters Score: Raw -41578.403271 + Penalty 538.598305 = -41039.804965 nChanged 31 SP:Iteration 8Q (63.950547 sec): 3 clusters Score: Raw -41594.974208 + Penalty 539.964784 = -41055.009423 nChanged 28 SP:Iteration 9Q (63.952284 sec): 3 clusters Score: Raw -41608.654633 + Penalty 542.197974 = -41066.456658 nChanged 23 SP:Iteration 10F (63.953995 sec): 3 clusters Score: Raw -41620.477491 + Penalty 544.871340 = -41075.606152 nChanged 23 SP:Iteration 11Q (63.955737 sec): 3 clusters Score: Raw -41633.454803 + Penalty 538.594453 = -41094.860350 nChanged 23 SP:Iteration 12Q (63.957483 sec): 3 clusters Score: Raw -41646.402692 + Penalty 538.434257 = -41107.968435 nChanged 20 SP:Iteration 13Q (63.959152 sec): 3 clusters Score: Raw -41655.952461 + Penalty 533.586186 = -41122.366275 nChanged 9 SP:Iteration 14Q (63.960787 sec): 3 clusters Score: Raw -41660.368624 + Penalty 536.389420 = -41123.979204 nChanged 8 SP:Iteration 15Q (63.962429 sec): 3 clusters Score: Raw -41663.389868 + Penalty 538.297000 = -41125.092867 nChanged 4 SP:Iteration 16Q (63.964065 sec): 3 clusters Score: Raw -41665.106490 + Penalty 537.534031 = -41127.572460 nChanged 4 SP:Iteration 17Q (63.965700 sec): 3 clusters Score: Raw -41666.966794 + Penalty 531.778940 = -41135.187854 nChanged 5 SP:Iteration 18Q (63.967334 sec): 3 clusters Score: Raw -41669.437535 + Penalty 534.908400 = -41134.529135 nChanged 6 SP:Iteration 19F (63.969015 sec): 3 clusters Score: Raw -41671.025323 + Penalty 534.837528 = -41136.187795 nChanged 2 SP:Iteration 20F (63.970674 sec): 3 clusters Score: Raw -41671.033539 + Penalty 536.637210 = -41134.396329 nChanged 1 SP:Iteration 21F (63.972302 sec): 3 clusters Score: Raw -41671.349978 + Penalty 538.205455 = -41133.144523 nChanged 1 SP:Iteration 22F (63.973931 sec): 3 clusters Score: Raw -41671.912254 + Penalty 539.287072 = -41132.625182 nChanged 1 SP:Iteration 23F (63.975559 sec): 3 clusters Score: Raw -41672.167023 + Penalty 537.804550 = -41134.362474 nChanged 2 SP:Iteration 24Q (63.977193 sec): 3 clusters Score: Raw -41673.081138 + Penalty 542.752835 = -41130.328303 nChanged 2 SP:Iteration 25F (63.978870 sec): 3 clusters Score: Raw -41673.874591 + Penalty 541.186602 = -41132.687989 nChanged 3 SP:Iteration 26Q (63.980537 sec): 3 clusters Score: Raw -41675.568926 + Penalty 544.601642 = -41130.967284 nChanged 1 SP:Iteration 27F (63.982201 sec): 3 clusters Score: Raw -41675.823613 + Penalty 547.430290 = -41128.393322 nChanged 1 SP:Iteration 28F (63.983843 sec): 3 clusters Score: Raw -41676.087393 + Penalty 547.430290 = -41128.657103 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 18 (463 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.986413 sec): 2 clusters Score: Raw -21534.318978 + Penalty 451.502903 = -21082.816075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.987457 sec): 3 clusters Score: Raw -21201.515674 + Penalty 908.959795 = -20292.555879 nChanged 152 SP:Iteration 1F (63.988466 sec): 3 clusters Score: Raw -21366.063327 + Penalty 902.464271 = -20463.599056 nChanged 55 SP:Iteration 2F (63.989468 sec): 3 clusters Score: Raw -21444.025603 + Penalty 897.069463 = -20546.956141 nChanged 30 SP:Iteration 3F (63.990468 sec): 3 clusters Score: Raw -21475.272175 + Penalty 892.833895 = -20582.438280 nChanged 20 SP:Iteration 4Q (63.991446 sec): 3 clusters Score: Raw -21501.202085 + Penalty 891.466647 = -20609.735438 nChanged 18 SP:Iteration 5Q (63.992425 sec): 3 clusters Score: Raw -21521.985892 + Penalty 890.347468 = -20631.638424 nChanged 11 SP:Iteration 6Q (63.993394 sec): 3 clusters Score: Raw -21531.382163 + Penalty 888.923985 = -20642.458178 nChanged 9 SP:Iteration 7Q (63.994372 sec): 3 clusters Score: Raw -21536.295805 + Penalty 888.922291 = -20647.373514 nChanged 4 SP:Iteration 8Q (63.995371 sec): 3 clusters Score: Raw -21538.279471 + Penalty 889.834310 = -20648.445161 nChanged 4 SP:Iteration 9Q (63.996342 sec): 3 clusters Score: Raw -21539.822124 + Penalty 890.309977 = -20649.512147 nChanged 4 SP:Iteration 10F (63.997340 sec): 3 clusters Score: Raw -21539.922371 + Penalty 890.309977 = -20649.612394 nChanged 0 Memory request: 0.01 GB would take us to total of 0.44 GB. Trying to split cluster 19 (1481 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.003639 sec): 2 clusters Score: Raw -83201.782294 + Penalty 767.734807 = -82434.047487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.006437 sec): 3 clusters Score: Raw -82170.569937 + Penalty 1538.763142 = -80631.806794 nChanged 582 SP:Iteration 1F (64.009182 sec): 3 clusters Score: Raw -82764.427516 + Penalty 1546.401048 = -81218.026468 nChanged 196 SP:Iteration 2F (64.011922 sec): 3 clusters Score: Raw -83034.910819 + Penalty 1556.204362 = -81478.706457 nChanged 156 SP:Iteration 3F (64.014663 sec): 3 clusters Score: Raw -83232.124146 + Penalty 1569.860128 = -81662.264018 nChanged 110 SP:Iteration 4F (64.017396 sec): 3 clusters Score: Raw -83331.948659 + Penalty 1571.736141 = -81760.212517 nChanged 64 SP:Iteration 5Q (64.020081 sec): 3 clusters Score: Raw -83370.561508 + Penalty 1593.564502 = -81776.997005 nChanged 45 SP:Iteration 6Q (64.022682 sec): 3 clusters Score: Raw -83391.363400 + Penalty 1598.669374 = -81792.694026 nChanged 32 SP:Iteration 7Q (64.025220 sec): 3 clusters Score: Raw -83404.917089 + Penalty 1616.838142 = -81788.078947 nChanged 19 SP:Iteration 8F (64.027954 sec): 3 clusters Score: Raw -83406.646824 + Penalty 1623.113263 = -81783.533561 nChanged 18 SP:Iteration 9F (64.030754 sec): 3 clusters Score: Raw -83406.750465 + Penalty 1625.101799 = -81781.648666 nChanged 11 SP:Iteration 10F (64.033583 sec): 3 clusters Score: Raw -83403.729992 + Penalty 1628.440359 = -81775.289633 nChanged 8 SP:Iteration 11F (64.036349 sec): 3 clusters Score: Raw -83400.889698 + Penalty 1626.817045 = -81774.072653 nChanged 5 SP:Iteration 12F (64.039083 sec): 3 clusters Score: Raw -83402.406985 + Penalty 1627.300410 = -81775.106575 nChanged 2 SP:Iteration 13Q (64.041421 sec): 3 clusters Score: Raw -83402.660223 + Penalty 1625.657520 = -81777.002703 nChanged 2 SP:Iteration 14Q (64.043762 sec): 3 clusters Score: Raw -83402.823475 + Penalty 1623.741059 = -81779.082416 nChanged 1 SP:Iteration 15Q (64.046096 sec): 3 clusters Score: Raw -83402.299731 + Penalty 1623.741059 = -81778.558672 nChanged 0 SP:Iteration 16F (64.048831 sec): 3 clusters Score: Raw -83402.299731 + Penalty 1623.741059 = -81778.558672 nChanged 0 Memory request: 0.01 GB would take us to total of 0.45 GB. Trying to split cluster 20 (2328 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.060632 sec): 2 clusters Score: Raw -137074.113337 + Penalty 785.320212 = -136288.793125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.064946 sec): 3 clusters Score: Raw -135280.214892 + Penalty 1570.125930 = -133710.088961 nChanged 926 SP:Iteration 1F (64.069160 sec): 3 clusters Score: Raw -136105.354594 + Penalty 1569.020078 = -134536.334517 nChanged 337 SP:Iteration 2F (64.073360 sec): 3 clusters Score: Raw -136526.617324 + Penalty 1565.445274 = -134961.172050 nChanged 226 SP:Iteration 3F (64.077549 sec): 3 clusters Score: Raw -136783.596454 + Penalty 1566.390070 = -135217.206385 nChanged 142 SP:Iteration 4F (64.081765 sec): 3 clusters Score: Raw -136918.552516 + Penalty 1563.888751 = -135354.663766 nChanged 78 SP:Iteration 5Q (64.085784 sec): 3 clusters Score: Raw -136983.319022 + Penalty 1559.981724 = -135423.337298 nChanged 62 SP:Iteration 6Q (64.089573 sec): 3 clusters Score: Raw -137028.073891 + Penalty 1556.047677 = -135472.026214 nChanged 67 SP:Iteration 7Q (64.093270 sec): 3 clusters Score: Raw -137066.581415 + Penalty 1558.211917 = -135508.369498 nChanged 71 SP:Iteration 8Q (64.096937 sec): 3 clusters Score: Raw -137112.861584 + Penalty 1561.425676 = -135551.435907 nChanged 59 SP:Iteration 9Q (64.100527 sec): 3 clusters Score: Raw -137143.799597 + Penalty 1569.404125 = -135574.395473 nChanged 51 SP:Iteration 10F (64.104831 sec): 3 clusters Score: Raw -137158.136850 + Penalty 1576.863328 = -135581.273523 nChanged 52 SP:Iteration 11Q (64.108353 sec): 3 clusters Score: Raw -137187.116108 + Penalty 1566.962714 = -135620.153394 nChanged 50 SP:Iteration 12Q (64.111725 sec): 3 clusters Score: Raw -137220.974174 + Penalty 1554.038081 = -135666.936092 nChanged 38 SP:Iteration 13Q (64.115053 sec): 3 clusters Score: Raw -137248.408192 + Penalty 1542.978474 = -135705.429718 nChanged 20 SP:Iteration 14Q (64.118334 sec): 3 clusters Score: Raw -137272.655535 + Penalty 1534.252754 = -135738.402781 nChanged 5 SP:Iteration 15Q (64.121585 sec): 3 clusters Score: Raw -137316.749295 + Penalty 1533.024363 = -135783.724932 nChanged 2 SP:Iteration 16Q (64.125118 sec): 3 clusters Score: Raw -137319.608933 + Penalty 1533.216094 = -135786.392839 nChanged 1 SP:Iteration 17Q (64.128793 sec): 3 clusters Score: Raw -137320.154823 + Penalty 1530.540627 = -135789.614196 nChanged 1 SP:Iteration 18Q (64.132215 sec): 3 clusters Score: Raw -137319.645558 + Penalty 1530.540627 = -135789.104930 nChanged 0 SP:Iteration 19F (64.136394 sec): 3 clusters Score: Raw -137319.645558 + Penalty 1530.540627 = -135789.104930 nChanged 0 Memory request: 0.01 GB would take us to total of 0.44 GB. Trying to split cluster 23 (631 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.141673 sec): 2 clusters Score: Raw -30197.145850 + Penalty 146.597349 = -30050.548501 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.142983 sec): 3 clusters Score: Raw -29832.511764 + Penalty 287.724792 = -29544.786972 nChanged 275 SP:Iteration 1F (64.144286 sec): 3 clusters Score: Raw -30038.469872 + Penalty 289.346678 = -29749.123194 nChanged 67 SP:Iteration 2F (64.145579 sec): 3 clusters Score: Raw -30121.048167 + Penalty 292.245240 = -29828.802927 nChanged 36 SP:Iteration 3F (64.146871 sec): 3 clusters Score: Raw -30162.458170 + Penalty 282.184073 = -29880.274097 nChanged 18 SP:Iteration 4Q (64.148044 sec): 3 clusters Score: Raw -30178.686889 + Penalty 274.456916 = -29904.229974 nChanged 12 SP:Iteration 5Q (64.149184 sec): 3 clusters Score: Raw -30188.311381 + Penalty 273.971919 = -29914.339462 nChanged 9 SP:Iteration 6Q (64.150291 sec): 3 clusters Score: Raw -30195.444813 + Penalty 274.825812 = -29920.619001 nChanged 6 SP:Iteration 7Q (64.151378 sec): 3 clusters Score: Raw -30199.296936 + Penalty 274.707823 = -29924.589113 nChanged 4 SP:Iteration 8Q (64.152447 sec): 3 clusters Score: Raw -30201.914244 + Penalty 288.552940 = -29913.361304 nChanged 2 SP:Iteration 9F (64.153753 sec): 3 clusters Score: Raw -30202.543929 + Penalty 288.552940 = -29913.990989 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 24 (450 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.156195 sec): 2 clusters Score: Raw -21659.172497 + Penalty 360.046674 = -21299.125823 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.157192 sec): 3 clusters Score: Raw -21410.775135 + Penalty 717.431619 = -20693.343515 nChanged 167 SP:Iteration 1F (64.158172 sec): 3 clusters Score: Raw -21530.645821 + Penalty 718.739124 = -20811.906697 nChanged 50 SP:Iteration 2F (64.159148 sec): 3 clusters Score: Raw -21590.657921 + Penalty 721.993120 = -20868.664801 nChanged 36 SP:Iteration 3F (64.160145 sec): 3 clusters Score: Raw -21627.433585 + Penalty 729.205804 = -20898.227782 nChanged 29 SP:Iteration 4F (64.161122 sec): 3 clusters Score: Raw -21649.815621 + Penalty 741.155685 = -20908.659937 nChanged 26 SP:Iteration 5F (64.162097 sec): 3 clusters Score: Raw -21666.585520 + Penalty 751.318896 = -20915.266624 nChanged 21 SP:Iteration 6Q (64.163063 sec): 3 clusters Score: Raw -21688.207699 + Penalty 784.290211 = -20903.917488 nChanged 33 SP:Iteration 7F (64.164068 sec): 3 clusters Score: Raw -21721.754042 + Penalty 819.120389 = -20902.633653 nChanged 21 SP:Iteration 8F (64.165041 sec): 3 clusters Score: Raw -21746.562855 + Penalty 847.754675 = -20898.808180 nChanged 14 SP:Iteration 9F (64.166014 sec): 3 clusters Score: Raw -21765.842268 + Penalty 854.887320 = -20910.954948 nChanged 5 SP:Iteration 10F (64.166984 sec): 3 clusters Score: Raw -21769.452795 + Penalty 854.887320 = -20914.565475 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 28 (391 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.168441 sec): 2 clusters Score: Raw -24050.059279 + Penalty 349.826907 = -23700.232372 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.169333 sec): 3 clusters Score: Raw -23649.867203 + Penalty 701.140438 = -22948.726765 nChanged 136 SP:Iteration 1F (64.170207 sec): 3 clusters Score: Raw -23731.135811 + Penalty 705.930724 = -23025.205088 nChanged 42 SP:Iteration 2F (64.171083 sec): 3 clusters Score: Raw -23780.154651 + Penalty 714.612505 = -23065.542146 nChanged 57 SP:Iteration 3F (64.171957 sec): 3 clusters Score: Raw -23886.788330 + Penalty 739.324349 = -23147.463981 nChanged 61 SP:Iteration 4F (64.172835 sec): 3 clusters Score: Raw -24022.827823 + Penalty 774.300434 = -23248.527389 nChanged 19 SP:Iteration 5Q (64.173590 sec): 3 clusters Score: Raw -24048.002801 + Penalty 349.826907 = -23698.175894 nChanged 2 SP:Iteration 6Q (64.174282 sec): 2 clusters Score: Raw -24050.059279 + Penalty 349.826907 = -23700.232372 nChanged 0 SP:Iteration 7F (64.174973 sec): 2 clusters Score: Raw -24050.059279 + Penalty 349.826907 = -23700.232372 nChanged 0 Memory request: 0.01 GB would take us to total of 0.44 GB. Trying to split cluster 30 (732 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.179106 sec): 2 clusters Score: Raw -44880.054729 + Penalty 550.271243 = -44329.783486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.180623 sec): 3 clusters Score: Raw -44194.190712 + Penalty 1107.990244 = -43086.200468 nChanged 268 SP:Iteration 1F (64.182103 sec): 3 clusters Score: Raw -44492.770796 + Penalty 1119.224834 = -43373.545962 nChanged 90 SP:Iteration 2F (64.183585 sec): 3 clusters Score: Raw -44612.772073 + Penalty 1132.127563 = -43480.644510 nChanged 67 SP:Iteration 3F (64.185069 sec): 3 clusters Score: Raw -44707.291637 + Penalty 1159.625790 = -43547.665847 nChanged 53 SP:Iteration 4F (64.186558 sec): 3 clusters Score: Raw -44780.603710 + Penalty 1194.268546 = -43586.335164 nChanged 41 SP:Iteration 5F (64.188034 sec): 3 clusters Score: Raw -44829.666748 + Penalty 1224.207251 = -43605.459496 nChanged 23 SP:Iteration 6Q (64.189309 sec): 3 clusters Score: Raw -44884.564707 + Penalty 1225.705410 = -43658.859297 nChanged 7 SP:Iteration 7Q (64.190552 sec): 3 clusters Score: Raw -44906.482168 + Penalty 1232.233175 = -43674.248993 nChanged 2 SP:Iteration 8Q (64.191749 sec): 3 clusters Score: Raw -44913.645551 + Penalty 1233.081097 = -43680.564453 nChanged 1 SP:Iteration 9Q (64.192946 sec): 3 clusters Score: Raw -44914.741547 + Penalty 1233.890500 = -43680.851047 nChanged 1 SP:Iteration 10F (64.194426 sec): 3 clusters Score: Raw -44916.422583 + Penalty 1233.890500 = -43682.532082 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 32 (448 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.197325 sec): 2 clusters Score: Raw -25523.517919 + Penalty 567.745644 = -24955.772274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.198343 sec): 3 clusters Score: Raw -25144.725338 + Penalty 1161.451169 = -23983.274168 nChanged 144 SP:Iteration 1F (64.199320 sec): 3 clusters Score: Raw -25368.564510 + Penalty 1196.014675 = -24172.549836 nChanged 57 SP:Iteration 2F (64.200297 sec): 3 clusters Score: Raw -25464.636258 + Penalty 1222.523857 = -24242.112401 nChanged 42 SP:Iteration 3F (64.201273 sec): 3 clusters Score: Raw -25515.737001 + Penalty 1234.441800 = -24281.295202 nChanged 28 SP:Iteration 4F (64.202288 sec): 3 clusters Score: Raw -25548.080418 + Penalty 1264.711042 = -24283.369376 nChanged 15 SP:Iteration 5Q (64.203122 sec): 3 clusters Score: Raw -25564.320398 + Penalty 1286.694884 = -24277.625514 nChanged 5 SP:Iteration 6F (64.204099 sec): 3 clusters Score: Raw -25569.716223 + Penalty 1289.526880 = -24280.189342 nChanged 3 SP:Iteration 7Q (64.204894 sec): 3 clusters Score: Raw -25579.545438 + Penalty 1289.526880 = -24290.018557 nChanged 0 SP:Iteration 8F (64.205867 sec): 3 clusters Score: Raw -25579.545438 + Penalty 1289.526880 = -24290.018557 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 33 (315 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.207871 sec): 2 clusters Score: Raw -16298.293499 + Penalty 452.575877 = -15845.717622 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.208636 sec): 3 clusters Score: Raw -16029.809391 + Penalty 907.451687 = -15122.357704 nChanged 110 SP:Iteration 1F (64.209387 sec): 3 clusters Score: Raw -16152.082343 + Penalty 935.841056 = -15216.241287 nChanged 51 SP:Iteration 2F (64.210137 sec): 3 clusters Score: Raw -16259.401536 + Penalty 1001.187601 = -15258.213936 nChanged 40 SP:Iteration 3F (64.210887 sec): 3 clusters Score: Raw -16354.894719 + Penalty 1036.641636 = -15318.253083 nChanged 17 SP:Iteration 4F (64.211635 sec): 3 clusters Score: Raw -16387.510709 + Penalty 1046.215889 = -15341.294820 nChanged 6 SP:Iteration 5Q (64.212315 sec): 3 clusters Score: Raw -16400.468775 + Penalty 1067.316199 = -15333.152575 nChanged 4 SP:Iteration 6F (64.213068 sec): 3 clusters Score: Raw -16407.280094 + Penalty 1070.675812 = -15336.604282 nChanged 1 SP:Iteration 7Q (64.213725 sec): 3 clusters Score: Raw -16409.495504 + Penalty 1070.675812 = -15338.819692 nChanged 0 SP:Iteration 8F (64.214475 sec): 3 clusters Score: Raw -16409.495504 + Penalty 1070.675812 = -15338.819692 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 38 (286 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.215752 sec): 2 clusters Score: Raw -12409.788687 + Penalty 207.530060 = -12202.258627 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.216490 sec): 3 clusters Score: Raw -12262.937216 + Penalty 412.684220 = -11850.252996 nChanged 101 SP:Iteration 1F (64.217214 sec): 3 clusters Score: Raw -12327.282242 + Penalty 404.153826 = -11923.128417 nChanged 38 SP:Iteration 2F (64.217935 sec): 3 clusters Score: Raw -12357.574650 + Penalty 403.084983 = -11954.489667 nChanged 18 SP:Iteration 3F (64.218656 sec): 3 clusters Score: Raw -12369.636339 + Penalty 398.715824 = -11970.920515 nChanged 11 SP:Iteration 4Q (64.219360 sec): 3 clusters Score: Raw -12377.069649 + Penalty 396.320709 = -11980.748940 nChanged 5 SP:Iteration 5Q (64.220051 sec): 3 clusters Score: Raw -12378.646597 + Penalty 395.940404 = -11982.706193 nChanged 4 SP:Iteration 6Q (64.220741 sec): 3 clusters Score: Raw -12380.297101 + Penalty 395.771659 = -11984.525443 nChanged 4 SP:Iteration 7Q (64.221431 sec): 3 clusters Score: Raw -12381.417638 + Penalty 395.085919 = -11986.331719 nChanged 2 SP:Iteration 8Q (64.222120 sec): 3 clusters Score: Raw -12382.091688 + Penalty 393.454800 = -11988.636888 nChanged 1 SP:Iteration 9Q (64.222821 sec): 3 clusters Score: Raw -12384.106132 + Penalty 392.649531 = -11991.456601 nChanged 3 SP:Iteration 10F (64.223515 sec): 3 clusters Score: Raw -12387.988161 + Penalty 392.649531 = -11995.338631 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 42 (308 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.224791 sec): 2 clusters Score: Raw -16256.771178 + Penalty 584.547489 = -15672.223689 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.225539 sec): 3 clusters Score: Raw -16029.175631 + Penalty 1176.212110 = -14852.963521 nChanged 96 SP:Iteration 1F (64.226306 sec): 3 clusters Score: Raw -16222.963152 + Penalty 1189.470740 = -15033.492412 nChanged 38 SP:Iteration 2F (64.227042 sec): 3 clusters Score: Raw -16291.933285 + Penalty 1206.704546 = -15085.228739 nChanged 21 SP:Iteration 3F (64.227776 sec): 3 clusters Score: Raw -16320.368045 + Penalty 1234.741043 = -15085.627002 nChanged 11 SP:Iteration 4Q (64.228430 sec): 3 clusters Score: Raw -16328.898394 + Penalty 1227.372978 = -15101.525416 nChanged 3 SP:Iteration 5Q (64.229058 sec): 3 clusters Score: Raw -16336.672572 + Penalty 1220.421296 = -15116.251276 nChanged 1 SP:Iteration 6Q (64.229679 sec): 3 clusters Score: Raw -16339.920621 + Penalty 1220.421296 = -15119.499325 nChanged 0 SP:Iteration 7F (64.230413 sec): 3 clusters Score: Raw -16339.920621 + Penalty 1220.421296 = -15119.499325 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 46 (253 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.231541 sec): 2 clusters Score: Raw -9472.668963 + Penalty 284.421024 = -9188.247939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.232193 sec): 3 clusters Score: Raw -9413.528280 + Penalty 569.426901 = -8844.101379 nChanged 74 SP:Iteration 1F (64.232841 sec): 3 clusters Score: Raw -9523.997852 + Penalty 571.235820 = -8952.762032 nChanged 32 SP:Iteration 2F (64.233483 sec): 3 clusters Score: Raw -9582.560047 + Penalty 572.625991 = -9009.934057 nChanged 14 SP:Iteration 3F (64.234127 sec): 3 clusters Score: Raw -9613.618037 + Penalty 576.326019 = -9037.292018 nChanged 7 SP:Iteration 4Q (64.234742 sec): 3 clusters Score: Raw -9628.604194 + Penalty 577.016731 = -9051.587463 nChanged 6 SP:Iteration 5Q (64.235352 sec): 3 clusters Score: Raw -9638.085229 + Penalty 577.873239 = -9060.211990 nChanged 6 SP:Iteration 6Q (64.235961 sec): 3 clusters Score: Raw -9652.922536 + Penalty 576.014891 = -9076.907645 nChanged 2 SP:Iteration 7Q (64.236564 sec): 3 clusters Score: Raw -9655.750897 + Penalty 576.014891 = -9079.736006 nChanged 0 SP:Iteration 8F (64.237204 sec): 3 clusters Score: Raw -9655.750897 + Penalty 576.014891 = -9079.736006 nChanged 0 Memory request: 0.01 GB would take us to total of 0.44 GB. Trying to split cluster 51 (587 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.239238 sec): 2 clusters Score: Raw -27751.607887 + Penalty 271.068871 = -27480.539016 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.240480 sec): 3 clusters Score: Raw -27438.336513 + Penalty 544.314686 = -26894.021827 nChanged 226 SP:Iteration 1F (64.241703 sec): 3 clusters Score: Raw -27658.091234 + Penalty 548.127601 = -27109.963633 nChanged 62 SP:Iteration 2F (64.242929 sec): 3 clusters Score: Raw -27702.055299 + Penalty 549.763261 = -27152.292038 nChanged 27 SP:Iteration 3Q (64.244134 sec): 3 clusters Score: Raw -27718.703047 + Penalty 552.085565 = -27166.617482 nChanged 17 SP:Iteration 4Q (64.245332 sec): 3 clusters Score: Raw -27727.866468 + Penalty 554.922114 = -27172.944354 nChanged 16 SP:Iteration 5Q (64.246530 sec): 3 clusters Score: Raw -27742.369554 + Penalty 559.641964 = -27182.727590 nChanged 22 SP:Iteration 6Q (64.247728 sec): 3 clusters Score: Raw -27761.280573 + Penalty 565.655238 = -27195.625335 nChanged 21 SP:Iteration 7Q (64.248925 sec): 3 clusters Score: Raw -27776.561104 + Penalty 570.476492 = -27206.084611 nChanged 16 SP:Iteration 8Q (64.250123 sec): 3 clusters Score: Raw -27784.486851 + Penalty 572.472255 = -27212.014596 nChanged 9 SP:Iteration 9Q (64.251317 sec): 3 clusters Score: Raw -27787.856714 + Penalty 577.166600 = -27210.690114 nChanged 11 SP:Iteration 10F (64.252543 sec): 3 clusters Score: Raw -27794.681793 + Penalty 580.561145 = -27214.120648 nChanged 12 SP:Iteration 11Q (64.253745 sec): 3 clusters Score: Raw -27801.797865 + Penalty 583.353524 = -27218.444340 nChanged 4 SP:Iteration 12Q (64.254943 sec): 3 clusters Score: Raw -27803.379166 + Penalty 583.164865 = -27220.214302 nChanged 1 SP:Iteration 13Q (64.256170 sec): 3 clusters Score: Raw -27803.419821 + Penalty 583.164865 = -27220.254956 nChanged 0 SP:Iteration 14F (64.257513 sec): 3 clusters Score: Raw -27803.419821 + Penalty 583.164865 = -27220.254956 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 61 (493 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.259315 sec): 2 clusters Score: Raw -22845.185088 + Penalty 232.645326 = -22612.539762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.260436 sec): 3 clusters Score: Raw -22579.377943 + Penalty 470.252007 = -22109.125936 nChanged 185 SP:Iteration 1F (64.261537 sec): 3 clusters Score: Raw -22757.962716 + Penalty 482.846926 = -22275.115790 nChanged 64 SP:Iteration 2F (64.262639 sec): 3 clusters Score: Raw -22854.122846 + Penalty 497.889688 = -22356.233158 nChanged 40 SP:Iteration 3F (64.263697 sec): 3 clusters Score: Raw -22975.395529 + Penalty 513.683669 = -22461.711860 nChanged 38 SP:Iteration 4F (64.264745 sec): 3 clusters Score: Raw -23049.691033 + Penalty 516.270582 = -22533.420451 nChanged 15 SP:Iteration 5Q (64.265757 sec): 3 clusters Score: Raw -23067.613976 + Penalty 517.028539 = -22550.585437 nChanged 5 SP:Iteration 6Q (64.266738 sec): 3 clusters Score: Raw -23075.165054 + Penalty 518.341633 = -22556.823421 nChanged 1 SP:Iteration 7Q (64.267677 sec): 3 clusters Score: Raw -23075.358905 + Penalty 518.341633 = -22557.017272 nChanged 0 SP:Iteration 8F (64.268724 sec): 3 clusters Score: Raw -23075.358905 + Penalty 518.341633 = -22557.017272 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 82 (405 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.270228 sec): 2 clusters Score: Raw -19466.411185 + Penalty 151.055525 = -19315.355660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.271147 sec): 3 clusters Score: Raw -19109.939160 + Penalty 321.753936 = -18788.185224 nChanged 163 SP:Iteration 1F (64.272052 sec): 3 clusters Score: Raw -19305.730302 + Penalty 337.985024 = -18967.745278 nChanged 63 SP:Iteration 2F (64.272960 sec): 3 clusters Score: Raw -19380.922235 + Penalty 335.377700 = -19045.544536 nChanged 26 SP:Iteration 3F (64.273864 sec): 3 clusters Score: Raw -19411.454347 + Penalty 338.813703 = -19072.640644 nChanged 15 SP:Iteration 4Q (64.274736 sec): 3 clusters Score: Raw -19436.289873 + Penalty 316.225154 = -19120.064719 nChanged 11 SP:Iteration 5Q (64.275573 sec): 3 clusters Score: Raw -19454.521648 + Penalty 342.743086 = -19111.778562 nChanged 7 SP:Iteration 6F (64.276476 sec): 3 clusters Score: Raw -19460.398909 + Penalty 359.193808 = -19101.205101 nChanged 5 SP:Iteration 7F (64.277379 sec): 3 clusters Score: Raw -19467.212306 + Penalty 466.249128 = -19000.963178 nChanged 6 SP:Iteration 8F (64.278277 sec): 3 clusters Score: Raw -19479.980288 + Penalty 505.171179 = -18974.809108 nChanged 1 SP:Iteration 9F (64.279175 sec): 3 clusters Score: Raw -19478.121979 + Penalty 505.171179 = -18972.950799 nChanged 0 Iteration 119Q (64.461668 sec): 32 clusters Score: Raw -2299139.667496 + Penalty 21334.907382 = -2277804.760114 nChanged 98 Iteration 120F (65.187990 sec): 32 clusters Score: Raw -2299195.118374 + Penalty 21334.388812 = -2277860.729563 nChanged 84 Iteration 121Q (65.346241 sec): 32 clusters Score: Raw -2299209.005992 + Penalty 21330.690025 = -2277878.315966 nChanged 32 Iteration 122Q (65.503315 sec): 32 clusters Score: Raw -2299218.306166 + Penalty 21333.877814 = -2277884.428352 nChanged 20 Iteration 123Q (65.660348 sec): 32 clusters Score: Raw -2299219.439362 + Penalty 21334.271314 = -2277885.168048 nChanged 11 Iteration 124Q (65.817100 sec): 32 clusters Score: Raw -2299222.564565 + Penalty 21334.550156 = -2277888.014409 nChanged 12 Iteration 125Q (65.974413 sec): 32 clusters Score: Raw -2299223.072075 + Penalty 21335.320393 = -2277887.751682 nChanged 12 Iteration 126F (66.701805 sec): 32 clusters Score: Raw -2299226.342261 + Penalty 21337.161649 = -2277889.180612 nChanged 10 Iteration 127Q (66.859899 sec): 32 clusters Score: Raw -2299228.078327 + Penalty 21338.647760 = -2277889.430567 nChanged 11 Iteration 128Q (67.016375 sec): 32 clusters Score: Raw -2299228.955532 + Penalty 21338.888867 = -2277890.066666 nChanged 9 Iteration 129Q (67.173196 sec): 32 clusters Score: Raw -2299232.588204 + Penalty 21338.050007 = -2277894.538197 nChanged 8 Iteration 130F (67.903756 sec): 32 clusters Score: Raw -2299235.069501 + Penalty 21337.498952 = -2277897.570549 nChanged 7 Iteration 131Q (68.062402 sec): 32 clusters Score: Raw -2299237.792585 + Penalty 21336.703091 = -2277901.089494 nChanged 1 Iteration 132Q (68.221382 sec): 32 clusters Score: Raw -2299238.329768 + Penalty 21336.405698 = -2277901.924070 nChanged 1 Iteration 133Q (68.380024 sec): 32 clusters Score: Raw -2299238.796445 + Penalty 21335.879670 = -2277902.916775 nChanged 1 Iteration 134Q (68.536308 sec): 32 clusters Score: Raw -2299239.759745 + Penalty 21336.421732 = -2277903.338013 nChanged 2 Iteration 135Q (68.692351 sec): 32 clusters Score: Raw -2299241.746847 + Penalty 21336.278269 = -2277905.468578 nChanged 1 Iteration 136Q (68.847607 sec): 32 clusters Score: Raw -2299241.541621 + Penalty 21336.278269 = -2277905.263352 nChanged 0 Iteration 137F (69.573586 sec): 32 clusters Score: Raw -2299241.541621 + Penalty 21336.278269 = -2277905.263352 nChanged 0 Writing temp clu file Memory request: 0.22 GB would take us to total of 0.43 GB. Compute initial score before splitting: Score: Raw -2299241.541621 + Penalty 21336.278269 = -2277905.263352Memory request: 0.01 GB would take us to total of 0.44 GB. Trying to split cluster 1 (626 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.729323 sec): 2 clusters Score: Raw -34037.252364 + Penalty 377.686759 = -33659.565604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.730645 sec): 3 clusters Score: Raw -33628.400670 + Penalty 758.845222 = -32869.555448 nChanged 221 SP:Iteration 1F (69.731923 sec): 3 clusters Score: Raw -33827.904386 + Penalty 769.170317 = -33058.734069 nChanged 105 SP:Iteration 2F (69.733201 sec): 3 clusters Score: Raw -33978.117803 + Penalty 776.379772 = -33201.738030 nChanged 50 SP:Iteration 3F (69.734487 sec): 3 clusters Score: Raw -34115.551324 + Penalty 780.323222 = -33335.228102 nChanged 39 SP:Iteration 4F (69.735763 sec): 3 clusters Score: Raw -34242.242793 + Penalty 781.034648 = -33461.208145 nChanged 15 SP:Iteration 5Q (69.736824 sec): 3 clusters Score: Raw -34271.454356 + Penalty 782.829200 = -33488.625155 nChanged 3 SP:Iteration 6Q (69.737940 sec): 3 clusters Score: Raw -34274.297695 + Penalty 782.502550 = -33491.795146 nChanged 1 SP:Iteration 7Q (69.738976 sec): 3 clusters Score: Raw -34274.883320 + Penalty 782.502550 = -33492.380770 nChanged 0 SP:Iteration 8F (69.740247 sec): 3 clusters Score: Raw -34274.883320 + Penalty 782.502550 = -33492.380770 nChanged 0 Memory request: 0.04 GB would take us to total of 0.47 GB. Trying to split cluster 2 (8731 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.778773 sec): 2 clusters Score: Raw -457919.070610 + Penalty 234.525967 = -457684.544643 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.794507 sec): 3 clusters Score: Raw -452279.039453 + Penalty 482.204429 = -451796.835024 nChanged 4092 SP:Iteration 1F (69.809945 sec): 3 clusters Score: Raw -455873.971709 + Penalty 493.818946 = -455380.152762 nChanged 863 SP:Iteration 2F (69.825291 sec): 3 clusters Score: Raw -456427.401287 + Penalty 505.412545 = -455921.988742 nChanged 601 SP:Iteration 3F (69.840698 sec): 3 clusters Score: Raw -456845.834650 + Penalty 513.638786 = -456332.195863 nChanged 455 SP:Iteration 4F (69.856023 sec): 3 clusters Score: Raw -457174.265841 + Penalty 513.357354 = -456660.908487 nChanged 325 SP:Iteration 5Q (69.871664 sec): 3 clusters Score: Raw -457428.173590 + Penalty 515.540522 = -456912.633067 nChanged 258 SP:Iteration 6Q (69.887430 sec): 3 clusters Score: Raw -457631.752878 + Penalty 520.402239 = -457111.350639 nChanged 163 SP:Iteration 7Q (69.903437 sec): 3 clusters Score: Raw -457757.548303 + Penalty 540.517356 = -457217.030948 nChanged 94 SP:Iteration 8Q (69.917650 sec): 3 clusters Score: Raw -457837.222511 + Penalty 572.201164 = -457265.021347 nChanged 64 SP:Iteration 9Q (69.930303 sec): 3 clusters Score: Raw -457900.120563 + Penalty 635.406449 = -457264.714114 nChanged 20 SP:Iteration 10F (69.945404 sec): 3 clusters Score: Raw -457918.202630 + Penalty 745.397854 = -457172.804776 nChanged 2 SP:Iteration 11F (69.961330 sec): 3 clusters Score: Raw -457917.937787 + Penalty 891.214509 = -457026.723278 nChanged 1 SP:Iteration 12F (69.975885 sec): 3 clusters Score: Raw -457917.073945 + Penalty 234.525967 = -457682.547978 nChanged 1 SP:Iteration 13Q (69.987647 sec): 2 clusters Score: Raw -457919.070610 + Penalty 234.525967 = -457684.544643 nChanged 0 SP:Iteration 14F (69.999520 sec): 2 clusters Score: Raw -457919.070610 + Penalty 234.525967 = -457684.544643 nChanged 0 Memory request: 0.01 GB would take us to total of 0.44 GB. Trying to split cluster 3 (757 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.007570 sec): 2 clusters Score: Raw -51183.097488 + Penalty 546.307650 = -50636.789838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.009080 sec): 3 clusters Score: Raw -50379.066858 + Penalty 1092.616878 = -49286.449980 nChanged 256 SP:Iteration 1F (70.010603 sec): 3 clusters Score: Raw -50589.075362 + Penalty 1092.666650 = -49496.408712 nChanged 91 SP:Iteration 2F (70.012109 sec): 3 clusters Score: Raw -50784.409736 + Penalty 1094.698838 = -49689.710898 nChanged 103 SP:Iteration 3F (70.013636 sec): 3 clusters Score: Raw -51077.705455 + Penalty 1101.672116 = -49976.033339 nChanged 79 SP:Iteration 4F (70.015144 sec): 3 clusters Score: Raw -51281.069187 + Penalty 1105.229425 = -50175.839763 nChanged 33 SP:Iteration 5Q (70.016556 sec): 3 clusters Score: Raw -51318.224194 + Penalty 1108.865085 = -50209.359109 nChanged 21 SP:Iteration 6Q (70.017927 sec): 3 clusters Score: Raw -51333.197775 + Penalty 1113.426358 = -50219.771417 nChanged 14 SP:Iteration 7Q (70.019273 sec): 3 clusters Score: Raw -51340.373853 + Penalty 1113.844622 = -50226.529231 nChanged 6 SP:Iteration 8Q (70.020598 sec): 3 clusters Score: Raw -51341.661715 + Penalty 1114.703570 = -50226.958144 nChanged 8 SP:Iteration 9Q (70.021896 sec): 3 clusters Score: Raw -51350.887365 + Penalty 1116.682163 = -50234.205202 nChanged 7 SP:Iteration 10F (70.023398 sec): 3 clusters Score: Raw -51365.257161 + Penalty 1118.166104 = -50247.091057 nChanged 7 SP:Iteration 11Q (70.024660 sec): 3 clusters Score: Raw -51390.734831 + Penalty 1119.447843 = -50271.286988 nChanged 7 SP:Iteration 12Q (70.025884 sec): 3 clusters Score: Raw -51424.423448 + Penalty 1120.236728 = -50304.186720 nChanged 1 SP:Iteration 13Q (70.027082 sec): 3 clusters Score: Raw -51426.808788 + Penalty 1120.236728 = -50306.572059 nChanged 0 SP:Iteration 14F (70.028601 sec): 3 clusters Score: Raw -51426.808788 + Penalty 1120.236728 = -50306.572059 nChanged 0 Memory request: 0.03 GB would take us to total of 0.46 GB. Trying to split cluster 4 (6579 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.049587 sec): 2 clusters Score: Raw -339009.918279 + Penalty 229.587121 = -338780.331158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.061422 sec): 3 clusters Score: Raw -334552.767046 + Penalty 459.325349 = -334093.441697 nChanged 3162 SP:Iteration 1F (70.073082 sec): 3 clusters Score: Raw -336328.313869 + Penalty 459.038205 = -335869.275663 nChanged 512 SP:Iteration 2F (70.084756 sec): 3 clusters Score: Raw -336508.848487 + Penalty 458.913906 = -336049.934581 nChanged 433 SP:Iteration 3F (70.096425 sec): 3 clusters Score: Raw -336812.951659 + Penalty 460.101382 = -336352.850278 nChanged 497 SP:Iteration 4F (70.108191 sec): 3 clusters Score: Raw -337278.301853 + Penalty 462.516749 = -336815.785103 nChanged 586 SP:Iteration 5F (70.120021 sec): 3 clusters Score: Raw -337798.931221 + Penalty 463.871986 = -337335.059236 nChanged 457 SP:Iteration 6F (70.131752 sec): 3 clusters Score: Raw -338157.326531 + Penalty 463.064241 = -337694.262291 nChanged 359 SP:Iteration 7F (70.144077 sec): 3 clusters Score: Raw -338373.051777 + Penalty 460.948047 = -337912.103730 nChanged 254 SP:Iteration 8Q (70.155536 sec): 3 clusters Score: Raw -338520.030266 + Penalty 458.503105 = -338061.527160 nChanged 203 SP:Iteration 9Q (70.166917 sec): 3 clusters Score: Raw -338641.999946 + Penalty 456.052446 = -338185.947499 nChanged 164 SP:Iteration 10F (70.178698 sec): 3 clusters Score: Raw -338726.455915 + Penalty 454.285770 = -338272.170144 nChanged 150 SP:Iteration 11Q (70.189906 sec): 3 clusters Score: Raw -338783.903463 + Penalty 454.513449 = -338329.390014 nChanged 143 SP:Iteration 12Q (70.201218 sec): 3 clusters Score: Raw -338845.820044 + Penalty 454.264281 = -338391.555764 nChanged 131 SP:Iteration 13Q (70.212480 sec): 3 clusters Score: Raw -338918.006786 + Penalty 453.304356 = -338464.702430 nChanged 126 SP:Iteration 14Q (70.223479 sec): 3 clusters Score: Raw -338974.148915 + Penalty 453.808420 = -338520.340495 nChanged 115 SP:Iteration 15Q (70.234352 sec): 3 clusters Score: Raw -339018.564867 + Penalty 454.526022 = -338564.038845 nChanged 100 SP:Iteration 16Q (70.245098 sec): 3 clusters Score: Raw -339050.408084 + Penalty 453.790624 = -338596.617460 nChanged 76 SP:Iteration 17Q (70.255739 sec): 3 clusters Score: Raw -339064.830168 + Penalty 454.414496 = -338610.415672 nChanged 60 SP:Iteration 18Q (70.266220 sec): 3 clusters Score: Raw -339069.673742 + Penalty 454.615250 = -338615.058492 nChanged 48 SP:Iteration 19Q (70.276623 sec): 3 clusters Score: Raw -339073.040711 + Penalty 454.376045 = -338618.664666 nChanged 40 SP:Iteration 20F (70.288238 sec): 3 clusters Score: Raw -339074.511184 + Penalty 455.090677 = -338619.420507 nChanged 35 SP:Iteration 21Q (70.298575 sec): 3 clusters Score: Raw -339076.713786 + Penalty 455.230433 = -338621.483353 nChanged 34 SP:Iteration 22Q (70.308964 sec): 3 clusters Score: Raw -339077.174282 + Penalty 455.296418 = -338621.877863 nChanged 33 SP:Iteration 23Q (70.319193 sec): 3 clusters Score: Raw -339078.659069 + Penalty 455.681114 = -338622.977955 nChanged 38 SP:Iteration 24Q (70.329385 sec): 3 clusters Score: Raw -339081.911495 + Penalty 455.129400 = -338626.782094 nChanged 24 SP:Iteration 25Q (70.339527 sec): 3 clusters Score: Raw -339081.766671 + Penalty 454.332427 = -338627.434243 nChanged 24 SP:Iteration 26Q (70.349625 sec): 3 clusters Score: Raw -339081.039353 + Penalty 454.382182 = -338626.657171 nChanged 21 SP:Iteration 27F (70.361203 sec): 3 clusters Score: Raw -339080.053785 + Penalty 453.467778 = -338626.586007 nChanged 22 SP:Iteration 28F (70.372783 sec): 3 clusters Score: Raw -339079.480193 + Penalty 452.487063 = -338626.993131 nChanged 18 SP:Iteration 29Q (70.382824 sec): 3 clusters Score: Raw -339078.165147 + Penalty 452.090433 = -338626.074715 nChanged 16 SP:Iteration 30F (70.394440 sec): 3 clusters Score: Raw -339076.545192 + Penalty 451.628074 = -338624.917118 nChanged 19 SP:Iteration 31F (70.406223 sec): 3 clusters Score: Raw -339075.078823 + Penalty 450.514095 = -338624.564729 nChanged 19 SP:Iteration 32F (70.418059 sec): 3 clusters Score: Raw -339073.372857 + Penalty 450.662566 = -338622.710291 nChanged 18 SP:Iteration 33F (70.429796 sec): 3 clusters Score: Raw -339071.618522 + Penalty 450.350807 = -338621.267714 nChanged 23 SP:Iteration 34F (70.441364 sec): 3 clusters Score: Raw -339069.876565 + Penalty 449.902184 = -338619.974380 nChanged 23 SP:Iteration 35F (70.452923 sec): 3 clusters Score: Raw -339067.486031 + Penalty 451.190133 = -338616.295898 nChanged 16 SP:Iteration 36F (70.464503 sec): 3 clusters Score: Raw -339065.468945 + Penalty 452.196933 = -338613.272013 nChanged 12 SP:Iteration 37F (70.476069 sec): 3 clusters Score: Raw -339063.828525 + Penalty 452.293078 = -338611.535447 nChanged 14 SP:Iteration 38F (70.487633 sec): 3 clusters Score: Raw -339061.983869 + Penalty 452.578516 = -338609.405353 nChanged 12 SP:Iteration 39F (70.499269 sec): 3 clusters Score: Raw -339061.481842 + Penalty 451.643522 = -338609.838321 nChanged 19 SP:Iteration 40F (70.511088 sec): 3 clusters Score: Raw -339060.407854 + Penalty 451.280818 = -338609.127037 nChanged 22 SP:Iteration 41F (70.522651 sec): 3 clusters Score: Raw -339059.325343 + Penalty 452.595195 = -338606.730148 nChanged 19 SP:Iteration 42F (70.534231 sec): 3 clusters Score: Raw -339056.406317 + Penalty 453.353351 = -338603.052966 nChanged 18 SP:Iteration 43F (70.545806 sec): 3 clusters Score: Raw -339054.208159 + Penalty 452.544257 = -338601.663902 nChanged 25 SP:Iteration 44F (70.557396 sec): 3 clusters Score: Raw -339052.880658 + Penalty 453.378611 = -338599.502047 nChanged 17 SP:Iteration 45F (70.568943 sec): 3 clusters Score: Raw -339049.620581 + Penalty 453.287810 = -338596.332771 nChanged 17 SP:Iteration 46F (70.580503 sec): 3 clusters Score: Raw -339046.428206 + Penalty 453.057669 = -338593.370537 nChanged 17 SP:Iteration 47F (70.592058 sec): 3 clusters Score: Raw -339044.174368 + Penalty 452.842899 = -338591.331469 nChanged 16 SP:Iteration 48F (70.603755 sec): 3 clusters Score: Raw -339041.058508 + Penalty 452.550660 = -338588.507848 nChanged 14 SP:Iteration 49F (70.615436 sec): 3 clusters Score: Raw -339037.902880 + Penalty 452.587518 = -338585.315362 nChanged 12 SP:Iteration 50F (70.626983 sec): 3 clusters Score: Raw -339035.861228 + Penalty 452.818116 = -338583.043112 nChanged 10 SP:Iteration 51F (70.638642 sec): 3 clusters Score: Raw -339033.548219 + Penalty 452.006793 = -338581.541426 nChanged 8 SP:Iteration 52F (70.650245 sec): 3 clusters Score: Raw -339031.940106 + Penalty 452.382853 = -338579.557253 nChanged 3 SP:Iteration 53F (70.661897 sec): 3 clusters Score: Raw -339030.720071 + Penalty 451.628243 = -338579.091828 nChanged 2 SP:Iteration 54F (70.673511 sec): 3 clusters Score: Raw -339030.381921 + Penalty 451.177340 = -338579.204581 nChanged 8 SP:Iteration 55Q (70.683103 sec): 3 clusters Score: Raw -339029.299695 + Penalty 451.015980 = -338578.283715 nChanged 12 SP:Iteration 56F (70.694703 sec): 3 clusters Score: Raw -339028.567594 + Penalty 447.379335 = -338581.188259 nChanged 16 SP:Iteration 57Q (70.704385 sec): 3 clusters Score: Raw -339027.464065 + Penalty 446.509630 = -338580.954436 nChanged 19 SP:Iteration 58F (70.716049 sec): 3 clusters Score: Raw -339023.929196 + Penalty 447.768929 = -338576.160267 nChanged 17 SP:Iteration 59F (70.727606 sec): 3 clusters Score: Raw -339020.061160 + Penalty 448.898351 = -338571.162809 nChanged 27 SP:Iteration 60F (70.739151 sec): 3 clusters Score: Raw -339018.641779 + Penalty 447.369381 = -338571.272398 nChanged 34 SP:Iteration 61Q (70.748672 sec): 3 clusters Score: Raw -339015.937859 + Penalty 449.077736 = -338566.860123 nChanged 31 SP:Iteration 62F (70.760666 sec): 3 clusters Score: Raw -339015.135249 + Penalty 448.699745 = -338566.435505 nChanged 28 SP:Iteration 63F (70.772210 sec): 3 clusters Score: Raw -339013.853432 + Penalty 442.934676 = -338570.918756 nChanged 28 SP:Iteration 64Q (70.781566 sec): 3 clusters Score: Raw -339015.074638 + Penalty 442.238759 = -338572.835879 nChanged 27 SP:Iteration 65Q (70.790883 sec): 3 clusters Score: Raw -339013.975782 + Penalty 439.658998 = -338574.316784 nChanged 24 SP:Iteration 66Q (70.800239 sec): 3 clusters Score: Raw -339011.173792 + Penalty 436.988149 = -338574.185643 nChanged 17 SP:Iteration 67F (70.811856 sec): 3 clusters Score: Raw -339007.716882 + Penalty 436.987713 = -338570.729169 nChanged 14 SP:Iteration 68F (70.823593 sec): 3 clusters Score: Raw -339003.519304 + Penalty 433.899438 = -338569.619866 nChanged 16 SP:Iteration 69F (70.835181 sec): 3 clusters Score: Raw -339001.754334 + Penalty 434.489892 = -338567.264442 nChanged 16 SP:Iteration 70F (70.846719 sec): 3 clusters Score: Raw -339001.313380 + Penalty 431.879747 = -338569.433633 nChanged 19 SP:Iteration 71Q (70.855882 sec): 3 clusters Score: Raw -339002.396070 + Penalty 431.971286 = -338570.424784 nChanged 13 SP:Iteration 72Q (70.865053 sec): 3 clusters Score: Raw -338998.963697 + Penalty 432.423004 = -338566.540693 nChanged 17 SP:Iteration 73F (70.876742 sec): 3 clusters Score: Raw -338996.558298 + Penalty 430.768198 = -338565.790100 nChanged 8 SP:Iteration 74F (70.888283 sec): 3 clusters Score: Raw -338994.455570 + Penalty 428.979880 = -338565.475691 nChanged 4 SP:Iteration 75F (70.899845 sec): 3 clusters Score: Raw -338992.443835 + Penalty 430.097676 = -338562.346159 nChanged 3 SP:Iteration 76F (70.911944 sec): 3 clusters Score: Raw -338990.586439 + Penalty 431.160624 = -338559.425815 nChanged 4 SP:Iteration 77F (70.923752 sec): 3 clusters Score: Raw -338988.758080 + Penalty 432.257528 = -338556.500552 nChanged 3 SP:Iteration 78F (70.935289 sec): 3 clusters Score: Raw -338987.168835 + Penalty 434.038005 = -338553.130831 nChanged 6 SP:Iteration 79F (70.946818 sec): 3 clusters Score: Raw -338984.020378 + Penalty 434.577629 = -338549.442748 nChanged 4 SP:Iteration 80F (70.958344 sec): 3 clusters Score: Raw -338981.542812 + Penalty 435.593365 = -338545.949447 nChanged 4 SP:Iteration 81F (70.969907 sec): 3 clusters Score: Raw -338979.395148 + Penalty 431.639489 = -338547.755659 nChanged 3 SP:Iteration 82Q (70.978955 sec): 3 clusters Score: Raw -338979.697648 + Penalty 432.701202 = -338546.996446 nChanged 6 SP:Iteration 83F (70.990499 sec): 3 clusters Score: Raw -338977.026906 + Penalty 426.279207 = -338550.747699 nChanged 6 SP:Iteration 84Q (70.999544 sec): 3 clusters Score: Raw -338975.895647 + Penalty 427.838600 = -338548.057048 nChanged 8 SP:Iteration 85F (71.011122 sec): 3 clusters Score: Raw -338973.213823 + Penalty 426.846235 = -338546.367588 nChanged 4 SP:Iteration 86F (71.022780 sec): 3 clusters Score: Raw -338970.901096 + Penalty 422.310743 = -338548.590353 nChanged 4 SP:Iteration 87Q (71.032157 sec): 3 clusters Score: Raw -338968.851442 + Penalty 420.767534 = -338548.083908 nChanged 5 SP:Iteration 88F (71.043774 sec): 3 clusters Score: Raw -338966.138347 + Penalty 414.661250 = -338551.477098 nChanged 3 SP:Iteration 89Q (71.052829 sec): 3 clusters Score: Raw -338965.268470 + Penalty 416.509122 = -338548.759348 nChanged 6 SP:Iteration 90F (71.064383 sec): 3 clusters Score: Raw -338961.807165 + Penalty 418.606378 = -338543.200787 nChanged 6 SP:Iteration 91F (71.075967 sec): 3 clusters Score: Raw -338958.549529 + Penalty 421.378963 = -338537.170567 nChanged 7 SP:Iteration 92F (71.087555 sec): 3 clusters Score: Raw -338954.783569 + Penalty 424.941269 = -338529.842300 nChanged 11 SP:Iteration 93F (71.099078 sec): 3 clusters Score: Raw -338951.224688 + Penalty 422.233377 = -338528.991311 nChanged 11 SP:Iteration 94F (71.110633 sec): 3 clusters Score: Raw -338948.874859 + Penalty 414.682425 = -338534.192434 nChanged 16 SP:Iteration 95Q (71.119662 sec): 3 clusters Score: Raw -338952.269047 + Penalty 427.014668 = -338525.254379 nChanged 24 SP:Iteration 96F (71.131285 sec): 3 clusters Score: Raw -338965.131289 + Penalty 461.209642 = -338503.921647 nChanged 29 SP:Iteration 97F (71.142888 sec): 3 clusters Score: Raw -338990.714151 + Penalty 804.119774 = -338186.594377 nChanged 17 SP:Iteration 98F (71.154384 sec): 3 clusters Score: Raw -339007.207750 + Penalty 229.587121 = -338777.620629 nChanged 2 SP:Iteration 99Q (71.163184 sec): 2 clusters Score: Raw -339009.918279 + Penalty 229.587121 = -338780.331158 nChanged 0 SP:Iteration 100F (71.171974 sec): 2 clusters Score: Raw -339009.918279 + Penalty 229.587121 = -338780.331158 nChanged 0 Memory request: 0.01 GB would take us to total of 0.45 GB. Trying to split cluster 5 (2304 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.186643 sec): 2 clusters Score: Raw -108328.332163 + Penalty 216.160141 = -108112.172021 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.190867 sec): 3 clusters Score: Raw -106910.362368 + Penalty 439.033379 = -106471.328989 nChanged 1071 SP:Iteration 1F (71.195009 sec): 3 clusters Score: Raw -107757.038750 + Penalty 440.224841 = -107316.813909 nChanged 169 SP:Iteration 2F (71.199140 sec): 3 clusters Score: Raw -107814.903759 + Penalty 439.995320 = -107374.908439 nChanged 63 SP:Iteration 3Q (71.203300 sec): 3 clusters Score: Raw -107836.727088 + Penalty 440.535859 = -107396.191230 nChanged 53 SP:Iteration 4Q (71.207428 sec): 3 clusters Score: Raw -107851.559778 + Penalty 441.086021 = -107410.473756 nChanged 49 SP:Iteration 5Q (71.211550 sec): 3 clusters Score: Raw -107864.466851 + Penalty 440.789728 = -107423.677124 nChanged 50 SP:Iteration 6Q (71.215679 sec): 3 clusters Score: Raw -107878.803071 + Penalty 442.441891 = -107436.361180 nChanged 49 SP:Iteration 7Q (71.219844 sec): 3 clusters Score: Raw -107893.229008 + Penalty 443.888093 = -107449.340915 nChanged 36 SP:Iteration 8Q (71.224340 sec): 3 clusters Score: Raw -107900.802638 + Penalty 444.667365 = -107456.135273 nChanged 38 SP:Iteration 9Q (71.228547 sec): 3 clusters Score: Raw -107907.474162 + Penalty 446.263671 = -107461.210491 nChanged 33 SP:Iteration 10F (71.232681 sec): 3 clusters Score: Raw -107913.102470 + Penalty 447.908210 = -107465.194260 nChanged 20 SP:Iteration 11Q (71.236850 sec): 3 clusters Score: Raw -107918.014945 + Penalty 450.074459 = -107467.940485 nChanged 23 SP:Iteration 12Q (71.241134 sec): 3 clusters Score: Raw -107922.976792 + Penalty 452.318660 = -107470.658133 nChanged 18 SP:Iteration 13Q (71.245301 sec): 3 clusters Score: Raw -107926.759860 + Penalty 454.571478 = -107472.188381 nChanged 16 SP:Iteration 14Q (71.249550 sec): 3 clusters Score: Raw -107930.879694 + Penalty 458.083187 = -107472.796507 nChanged 26 SP:Iteration 15Q (71.253671 sec): 3 clusters Score: Raw -107940.853384 + Penalty 463.619801 = -107477.233583 nChanged 33 SP:Iteration 16Q (71.257800 sec): 3 clusters Score: Raw -107958.579974 + Penalty 468.828460 = -107489.751515 nChanged 34 SP:Iteration 17Q (71.261922 sec): 3 clusters Score: Raw -107976.015538 + Penalty 473.116376 = -107502.899163 nChanged 34 SP:Iteration 18Q (71.266041 sec): 3 clusters Score: Raw -107990.031741 + Penalty 477.259516 = -107512.772226 nChanged 37 SP:Iteration 19Q (71.270163 sec): 3 clusters Score: Raw -108006.119303 + Penalty 484.989759 = -107521.129544 nChanged 40 SP:Iteration 20F (71.274322 sec): 3 clusters Score: Raw -108031.406980 + Penalty 490.996257 = -107540.410723 nChanged 50 SP:Iteration 21Q (71.278564 sec): 3 clusters Score: Raw -108066.221324 + Penalty 500.032476 = -107566.188849 nChanged 46 SP:Iteration 22Q (71.282690 sec): 3 clusters Score: Raw -108099.179305 + Penalty 512.889879 = -107586.289427 nChanged 47 SP:Iteration 23Q (71.286814 sec): 3 clusters Score: Raw -108181.182713 + Penalty 521.834519 = -107659.348193 nChanged 37 SP:Iteration 24Q (71.290860 sec): 3 clusters Score: Raw -108259.748878 + Penalty 523.168310 = -107736.580567 nChanged 33 SP:Iteration 25Q (71.294611 sec): 3 clusters Score: Raw -108296.552580 + Penalty 524.244294 = -107772.308287 nChanged 25 SP:Iteration 26Q (71.298198 sec): 3 clusters Score: Raw -108305.752996 + Penalty 528.758919 = -107776.994078 nChanged 11 SP:Iteration 27Q (71.301737 sec): 3 clusters Score: Raw -108308.999740 + Penalty 530.199926 = -107778.799814 nChanged 11 SP:Iteration 28Q (71.305286 sec): 3 clusters Score: Raw -108312.179937 + Penalty 532.550206 = -107779.629731 nChanged 8 SP:Iteration 29Q (71.308903 sec): 3 clusters Score: Raw -108313.806736 + Penalty 534.959698 = -107778.847038 nChanged 8 SP:Iteration 30F (71.313005 sec): 3 clusters Score: Raw -108314.943919 + Penalty 535.667308 = -107779.276611 nChanged 6 SP:Iteration 31Q (71.316601 sec): 3 clusters Score: Raw -108315.756210 + Penalty 534.532433 = -107781.223777 nChanged 4 SP:Iteration 32Q (71.320094 sec): 3 clusters Score: Raw -108316.274191 + Penalty 536.597597 = -107779.676594 nChanged 7 SP:Iteration 33F (71.324253 sec): 3 clusters Score: Raw -108318.181001 + Penalty 537.846641 = -107780.334360 nChanged 7 SP:Iteration 34Q (71.327808 sec): 3 clusters Score: Raw -108320.081456 + Penalty 538.839927 = -107781.241530 nChanged 2 SP:Iteration 35Q (71.331379 sec): 3 clusters Score: Raw -108320.536396 + Penalty 540.965060 = -107779.571336 nChanged 3 SP:Iteration 36F (71.335567 sec): 3 clusters Score: Raw -108321.331412 + Penalty 542.441336 = -107778.890076 nChanged 3 SP:Iteration 37F (71.339679 sec): 3 clusters Score: Raw -108321.919161 + Penalty 542.441336 = -107779.477825 nChanged 0 Memory request: 0.01 GB would take us to total of 0.44 GB. Trying to split cluster 6 (827 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.345551 sec): 2 clusters Score: Raw -37772.091416 + Penalty 613.541169 = -37158.550247 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.347187 sec): 3 clusters Score: Raw -37173.111621 + Penalty 1230.949748 = -35942.161873 nChanged 291 SP:Iteration 1F (71.348833 sec): 3 clusters Score: Raw -37575.305175 + Penalty 1235.714939 = -36339.590236 nChanged 107 SP:Iteration 2F (71.350455 sec): 3 clusters Score: Raw -37701.253866 + Penalty 1237.193609 = -36464.060257 nChanged 42 SP:Iteration 3F (71.352054 sec): 3 clusters Score: Raw -37760.076260 + Penalty 1237.175077 = -36522.901183 nChanged 30 SP:Iteration 4Q (71.353587 sec): 3 clusters Score: Raw -37793.054524 + Penalty 1236.949291 = -36556.105233 nChanged 19 SP:Iteration 5Q (71.355111 sec): 3 clusters Score: Raw -37813.772971 + Penalty 1239.485794 = -36574.287177 nChanged 12 SP:Iteration 6Q (71.356679 sec): 3 clusters Score: Raw -37823.232138 + Penalty 1241.500426 = -36581.731712 nChanged 8 SP:Iteration 7Q (71.358218 sec): 3 clusters Score: Raw -37827.514271 + Penalty 1243.447571 = -36584.066700 nChanged 5 SP:Iteration 8Q (71.359737 sec): 3 clusters Score: Raw -37828.894940 + Penalty 1245.630346 = -36583.264594 nChanged 5 SP:Iteration 9F (71.361326 sec): 3 clusters Score: Raw -37830.568803 + Penalty 1247.725633 = -36582.843170 nChanged 4 SP:Iteration 10F (71.362950 sec): 3 clusters Score: Raw -37833.278460 + Penalty 1249.631026 = -36583.647434 nChanged 5 SP:Iteration 11Q (71.364480 sec): 3 clusters Score: Raw -37838.174582 + Penalty 1250.058757 = -36588.115825 nChanged 2 SP:Iteration 12Q (71.365992 sec): 3 clusters Score: Raw -37841.699761 + Penalty 1250.963482 = -36590.736279 nChanged 3 SP:Iteration 13Q (71.367496 sec): 3 clusters Score: Raw -37844.443401 + Penalty 1253.189899 = -36591.253503 nChanged 6 SP:Iteration 14Q (71.369029 sec): 3 clusters Score: Raw -37848.902557 + Penalty 1255.750244 = -36593.152313 nChanged 6 SP:Iteration 15Q (71.370549 sec): 3 clusters Score: Raw -37852.458542 + Penalty 1258.621314 = -36593.837227 nChanged 6 SP:Iteration 16Q (71.372044 sec): 3 clusters Score: Raw -37862.227604 + Penalty 1260.485484 = -36601.742120 nChanged 6 SP:Iteration 17Q (71.373535 sec): 3 clusters Score: Raw -37868.180546 + Penalty 1262.799712 = -36605.380834 nChanged 6 SP:Iteration 18Q (71.375021 sec): 3 clusters Score: Raw -37873.719650 + Penalty 1267.127391 = -36606.592259 nChanged 8 SP:Iteration 19Q (71.376549 sec): 3 clusters Score: Raw -37878.438387 + Penalty 1268.518852 = -36609.919535 nChanged 5 SP:Iteration 20F (71.378167 sec): 3 clusters Score: Raw -37881.928761 + Penalty 1271.681895 = -36610.246866 nChanged 5 SP:Iteration 21Q (71.379656 sec): 3 clusters Score: Raw -37883.232109 + Penalty 1272.399751 = -36610.832358 nChanged 2 SP:Iteration 22Q (71.381129 sec): 3 clusters Score: Raw -37883.679306 + Penalty 1273.335945 = -36610.343362 nChanged 2 SP:Iteration 23F (71.382763 sec): 3 clusters Score: Raw -37883.400555 + Penalty 1273.335945 = -36610.064610 nChanged 0 Memory request: 0.04 GB would take us to total of 0.47 GB. Trying to split cluster 7 (7628 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.421174 sec): 2 clusters Score: Raw -410599.747394 + Penalty 427.309176 = -410172.438218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.435113 sec): 3 clusters Score: Raw -405498.652290 + Penalty 852.335366 = -404646.316924 nChanged 3511 SP:Iteration 1F (71.448714 sec): 3 clusters Score: Raw -407625.403224 + Penalty 863.026567 = -406762.376657 nChanged 1164 SP:Iteration 2F (71.462313 sec): 3 clusters Score: Raw -408765.628475 + Penalty 897.215034 = -407868.413441 nChanged 976 SP:Iteration 3F (71.475864 sec): 3 clusters Score: Raw -409625.410334 + Penalty 929.924333 = -408695.486001 nChanged 547 SP:Iteration 4F (71.489382 sec): 3 clusters Score: Raw -410044.462048 + Penalty 955.681442 = -409088.780606 nChanged 306 SP:Iteration 5Q (71.502887 sec): 3 clusters Score: Raw -410281.990722 + Penalty 962.716257 = -409319.274465 nChanged 197 SP:Iteration 6Q (71.515980 sec): 3 clusters Score: Raw -410432.625005 + Penalty 966.622693 = -409466.002312 nChanged 129 SP:Iteration 7Q (71.527641 sec): 3 clusters Score: Raw -410506.532773 + Penalty 985.796349 = -409520.736424 nChanged 72 SP:Iteration 8Q (71.538991 sec): 3 clusters Score: Raw -410553.690387 + Penalty 968.619978 = -409585.070409 nChanged 42 SP:Iteration 9Q (71.549634 sec): 3 clusters Score: Raw -410585.576408 + Penalty 901.312774 = -409684.263634 nChanged 26 SP:Iteration 10F (71.563141 sec): 3 clusters Score: Raw -410608.771532 + Penalty 981.265564 = -409627.505968 nChanged 8 SP:Iteration 11F (71.576779 sec): 3 clusters Score: Raw -410618.858488 + Penalty 981.265564 = -409637.592924 nChanged 0 Memory request: 0.02 GB would take us to total of 0.45 GB. Trying to split cluster 8 (3876 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.594137 sec): 2 clusters Score: Raw -175097.229788 + Penalty 201.497943 = -174895.731845 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.601178 sec): 3 clusters Score: Raw -172553.422861 + Penalty 419.993913 = -172133.428948 nChanged 1813 SP:Iteration 1F (71.608066 sec): 3 clusters Score: Raw -173943.416828 + Penalty 421.939159 = -173521.477669 nChanged 452 SP:Iteration 2F (71.615091 sec): 3 clusters Score: Raw -174151.917439 + Penalty 419.886329 = -173732.031109 nChanged 241 SP:Iteration 3F (71.622105 sec): 3 clusters Score: Raw -174267.850102 + Penalty 416.891996 = -173850.958106 nChanged 145 SP:Iteration 4Q (71.629030 sec): 3 clusters Score: Raw -174327.941029 + Penalty 416.365726 = -173911.575303 nChanged 71 SP:Iteration 5Q (71.636095 sec): 3 clusters Score: Raw -174344.348783 + Penalty 416.317322 = -173928.031460 nChanged 36 SP:Iteration 6Q (71.643083 sec): 3 clusters Score: Raw -174348.925675 + Penalty 416.215997 = -173932.709678 nChanged 28 SP:Iteration 7Q (71.649977 sec): 3 clusters Score: Raw -174351.638077 + Penalty 416.267148 = -173935.370929 nChanged 16 SP:Iteration 8Q (71.656862 sec): 3 clusters Score: Raw -174352.895204 + Penalty 416.708814 = -173936.186390 nChanged 12 SP:Iteration 9Q (71.663741 sec): 3 clusters Score: Raw -174353.475659 + Penalty 416.709702 = -173936.765957 nChanged 7 SP:Iteration 10F (71.670641 sec): 3 clusters Score: Raw -174353.734734 + Penalty 416.561191 = -173937.173542 nChanged 2 SP:Iteration 11Q (71.677527 sec): 3 clusters Score: Raw -174353.766312 + Penalty 416.730102 = -173937.036211 nChanged 1 SP:Iteration 12F (71.684387 sec): 3 clusters Score: Raw -174353.821899 + Penalty 416.730102 = -173937.091797 nChanged 0 Memory request: 0.01 GB would take us to total of 0.44 GB. Trying to split cluster 9 (1076 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.693854 sec): 2 clusters Score: Raw -54961.245124 + Penalty 790.529442 = -54170.715682 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.696221 sec): 3 clusters Score: Raw -54031.508708 + Penalty 1590.751439 = -52440.757269 nChanged 392 SP:Iteration 1F (71.698676 sec): 3 clusters Score: Raw -54597.001635 + Penalty 1601.704339 = -52995.297296 nChanged 137 SP:Iteration 2F (71.701103 sec): 3 clusters Score: Raw -54809.712846 + Penalty 1612.421810 = -53197.291036 nChanged 78 SP:Iteration 3F (71.703487 sec): 3 clusters Score: Raw -54905.075685 + Penalty 1621.174031 = -53283.901653 nChanged 40 SP:Iteration 4Q (71.705749 sec): 3 clusters Score: Raw -54938.252831 + Penalty 1627.329633 = -53310.923198 nChanged 27 SP:Iteration 5Q (71.707880 sec): 3 clusters Score: Raw -54958.135227 + Penalty 1636.222288 = -53321.912939 nChanged 35 SP:Iteration 6Q (71.709905 sec): 3 clusters Score: Raw -54975.417430 + Penalty 1649.340121 = -53326.077309 nChanged 25 SP:Iteration 7Q (71.711859 sec): 3 clusters Score: Raw -54989.604695 + Penalty 1662.269158 = -53327.335536 nChanged 31 SP:Iteration 8Q (71.713807 sec): 3 clusters Score: Raw -55006.186595 + Penalty 1679.615837 = -53326.570758 nChanged 24 SP:Iteration 9F (71.715891 sec): 3 clusters Score: Raw -55025.993070 + Penalty 1702.467606 = -53323.525463 nChanged 32 SP:Iteration 10F (71.717941 sec): 3 clusters Score: Raw -55058.065000 + Penalty 1733.137021 = -53324.927979 nChanged 27 SP:Iteration 11Q (71.719784 sec): 3 clusters Score: Raw -55076.952992 + Penalty 1750.981058 = -53325.971933 nChanged 19 SP:Iteration 12Q (71.721589 sec): 3 clusters Score: Raw -55082.328989 + Penalty 1772.747823 = -53309.581166 nChanged 14 SP:Iteration 13F (71.723666 sec): 3 clusters Score: Raw -55094.552641 + Penalty 1798.907476 = -53295.645165 nChanged 14 SP:Iteration 14F (71.725728 sec): 3 clusters Score: Raw -55103.470510 + Penalty 1814.362116 = -53289.108394 nChanged 12 SP:Iteration 15F (71.727778 sec): 3 clusters Score: Raw -55127.888920 + Penalty 1827.691728 = -53300.197192 nChanged 12 SP:Iteration 16Q (71.729490 sec): 3 clusters Score: Raw -55136.946266 + Penalty 1844.979262 = -53291.967004 nChanged 8 SP:Iteration 17F (71.731547 sec): 3 clusters Score: Raw -55140.520228 + Penalty 1849.875735 = -53290.644493 nChanged 1 SP:Iteration 18F (71.733600 sec): 3 clusters Score: Raw -55140.979056 + Penalty 1849.875735 = -53291.103321 nChanged 0 Memory request: 0.01 GB would take us to total of 0.44 GB. Trying to split cluster 10 (1114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.740214 sec): 2 clusters Score: Raw -60373.312823 + Penalty 413.968305 = -59959.344518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.742408 sec): 3 clusters Score: Raw -59437.118498 + Penalty 836.575578 = -58600.542920 nChanged 440 SP:Iteration 1F (71.744521 sec): 3 clusters Score: Raw -59853.135884 + Penalty 845.239119 = -59007.896765 nChanged 163 SP:Iteration 2F (71.746635 sec): 3 clusters Score: Raw -60089.534229 + Penalty 835.522347 = -59254.011882 nChanged 130 SP:Iteration 3F (71.748744 sec): 3 clusters Score: Raw -60284.489261 + Penalty 828.538057 = -59455.951204 nChanged 69 SP:Iteration 4F (71.750850 sec): 3 clusters Score: Raw -60351.599977 + Penalty 828.102234 = -59523.497743 nChanged 23 SP:Iteration 5Q (71.752686 sec): 3 clusters Score: Raw -60368.168909 + Penalty 847.394283 = -59520.774626 nChanged 16 SP:Iteration 6F (71.754897 sec): 3 clusters Score: Raw -60382.321929 + Penalty 831.193426 = -59551.128503 nChanged 5 SP:Iteration 7Q (71.756590 sec): 3 clusters Score: Raw -60391.097637 + Penalty 845.013683 = -59546.083954 nChanged 1 SP:Iteration 8F (71.758690 sec): 3 clusters Score: Raw -60393.432262 + Penalty 857.977870 = -59535.454392 nChanged 1 SP:Iteration 9F (71.760791 sec): 3 clusters Score: Raw -60393.967199 + Penalty 857.977870 = -59535.989329 nChanged 0 Memory request: 0.01 GB would take us to total of 0.44 GB. Trying to split cluster 11 (589 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.766227 sec): 2 clusters Score: Raw -30690.267785 + Penalty 492.126634 = -30198.141151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.767491 sec): 3 clusters Score: Raw -30164.644087 + Penalty 985.694259 = -29178.949828 nChanged 220 SP:Iteration 1F (71.768737 sec): 3 clusters Score: Raw -30358.703132 + Penalty 988.656729 = -29370.046403 nChanged 85 SP:Iteration 2F (71.769981 sec): 3 clusters Score: Raw -30491.547561 + Penalty 991.429927 = -29500.117634 nChanged 59 SP:Iteration 3F (71.771226 sec): 3 clusters Score: Raw -30615.550829 + Penalty 988.158079 = -29627.392750 nChanged 32 SP:Iteration 4F (71.772471 sec): 3 clusters Score: Raw -30676.393354 + Penalty 984.361739 = -29692.031615 nChanged 24 SP:Iteration 5Q (71.773634 sec): 3 clusters Score: Raw -30721.220757 + Penalty 981.472976 = -29739.747781 nChanged 11 SP:Iteration 6Q (71.774808 sec): 3 clusters Score: Raw -30729.742577 + Penalty 975.992527 = -29753.750050 nChanged 8 SP:Iteration 7Q (71.775937 sec): 3 clusters Score: Raw -30738.840282 + Penalty 973.502907 = -29765.337374 nChanged 8 SP:Iteration 8Q (71.777047 sec): 3 clusters Score: Raw -30748.890797 + Penalty 973.083847 = -29775.806950 nChanged 8 SP:Iteration 9Q (71.778155 sec): 3 clusters Score: Raw -30759.405066 + Penalty 970.926936 = -29788.478131 nChanged 9 SP:Iteration 10F (71.779395 sec): 3 clusters Score: Raw -30775.361877 + Penalty 970.550873 = -29804.811004 nChanged 4 SP:Iteration 11Q (71.780471 sec): 3 clusters Score: Raw -30787.921097 + Penalty 970.579164 = -29817.341933 nChanged 2 SP:Iteration 12Q (71.781529 sec): 3 clusters Score: Raw -30788.215205 + Penalty 970.579164 = -29817.636040 nChanged 0 SP:Iteration 13F (71.782769 sec): 3 clusters Score: Raw -30788.215205 + Penalty 970.579164 = -29817.636040 nChanged 0 Memory request: 0.01 GB would take us to total of 0.44 GB. Trying to split cluster 12 (1631 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.791432 sec): 2 clusters Score: Raw -79040.636025 + Penalty 215.700430 = -78824.935595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.794468 sec): 3 clusters Score: Raw -78032.499738 + Penalty 436.245562 = -77596.254176 nChanged 728 SP:Iteration 1F (71.797445 sec): 3 clusters Score: Raw -78530.394263 + Penalty 457.959996 = -78072.434267 nChanged 261 SP:Iteration 2F (71.800405 sec): 3 clusters Score: Raw -78747.069614 + Penalty 485.226995 = -78261.842618 nChanged 137 SP:Iteration 3F (71.803360 sec): 3 clusters Score: Raw -78885.184904 + Penalty 528.917440 = -78356.267464 nChanged 82 SP:Iteration 4F (71.806318 sec): 3 clusters Score: Raw -78981.388533 + Penalty 632.439689 = -78348.948844 nChanged 47 SP:Iteration 5F (71.809271 sec): 3 clusters Score: Raw -79044.168366 + Penalty 782.869730 = -78261.298637 nChanged 17 SP:Iteration 6F (71.812268 sec): 3 clusters Score: Raw -79079.043732 + Penalty 792.661657 = -78286.382075 nChanged 2 SP:Iteration 7Q (71.814681 sec): 3 clusters Score: Raw -79083.460740 + Penalty 810.338512 = -78273.122228 nChanged 1 SP:Iteration 8F (71.817694 sec): 3 clusters Score: Raw -79089.017731 + Penalty 824.930308 = -78264.087423 nChanged 1 SP:Iteration 9F (71.820648 sec): 3 clusters Score: Raw -79091.834871 + Penalty 824.930308 = -78266.904563 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 13 (166 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.823117 sec): 2 clusters Score: Raw -7341.752668 + Penalty 190.622699 = -7151.129968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.823619 sec): 3 clusters Score: Raw -7276.914543 + Penalty 381.827757 = -6895.086786 nChanged 46 SP:Iteration 1F (71.824112 sec): 3 clusters Score: Raw -7308.877569 + Penalty 382.940819 = -6925.936749 nChanged 15 SP:Iteration 2F (71.824606 sec): 3 clusters Score: Raw -7331.236176 + Penalty 382.772972 = -6948.463204 nChanged 11 SP:Iteration 3F (71.825098 sec): 3 clusters Score: Raw -7358.827919 + Penalty 381.398322 = -6977.429597 nChanged 13 SP:Iteration 4F (71.825592 sec): 3 clusters Score: Raw -7378.995737 + Penalty 381.004720 = -6997.991017 nChanged 6 SP:Iteration 5Q (71.826070 sec): 3 clusters Score: Raw -7390.150898 + Penalty 380.127543 = -7010.023355 nChanged 5 SP:Iteration 6Q (71.826543 sec): 3 clusters Score: Raw -7392.458632 + Penalty 379.761049 = -7012.697583 nChanged 4 SP:Iteration 7Q (71.827014 sec): 3 clusters Score: Raw -7396.913235 + Penalty 379.125789 = -7017.787446 nChanged 4 SP:Iteration 8Q (71.827484 sec): 3 clusters Score: Raw -7401.496619 + Penalty 379.041043 = -7022.455575 nChanged 4 SP:Iteration 9Q (71.827950 sec): 3 clusters Score: Raw -7405.634251 + Penalty 377.335509 = -7028.298742 nChanged 7 SP:Iteration 10F (71.828442 sec): 3 clusters Score: Raw -7413.932423 + Penalty 376.137155 = -7037.795268 nChanged 3 SP:Iteration 11Q (71.828908 sec): 3 clusters Score: Raw -7417.012058 + Penalty 373.932038 = -7043.080019 nChanged 1 SP:Iteration 12Q (71.829401 sec): 3 clusters Score: Raw -7420.427934 + Penalty 373.932038 = -7046.495896 nChanged 0 SP:Iteration 13F (71.829891 sec): 3 clusters Score: Raw -7420.427934 + Penalty 373.932038 = -7046.495896 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 14 (342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.831874 sec): 2 clusters Score: Raw -18691.795613 + Penalty 338.255790 = -18353.539823 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.832681 sec): 3 clusters Score: Raw -18467.988050 + Penalty 699.974887 = -17768.013163 nChanged 119 SP:Iteration 1F (71.833485 sec): 3 clusters Score: Raw -18577.414895 + Penalty 723.809589 = -17853.605306 nChanged 40 SP:Iteration 2F (71.834284 sec): 3 clusters Score: Raw -18613.300667 + Penalty 740.148488 = -17873.152179 nChanged 18 SP:Iteration 3F (71.835084 sec): 3 clusters Score: Raw -18630.515224 + Penalty 755.635879 = -17874.879345 nChanged 14 SP:Iteration 4Q (71.835878 sec): 3 clusters Score: Raw -18645.195455 + Penalty 775.859838 = -17869.335617 nChanged 14 SP:Iteration 5F (71.836684 sec): 3 clusters Score: Raw -18659.690302 + Penalty 773.403266 = -17886.287036 nChanged 15 SP:Iteration 6Q (71.837424 sec): 3 clusters Score: Raw -18673.358451 + Penalty 791.911685 = -17881.446767 nChanged 9 SP:Iteration 7F (71.838221 sec): 3 clusters Score: Raw -18687.637574 + Penalty 786.015783 = -17901.621791 nChanged 2 SP:Iteration 8Q (71.838903 sec): 3 clusters Score: Raw -18694.168446 + Penalty 783.298443 = -17910.870003 nChanged 1 SP:Iteration 9Q (71.839581 sec): 3 clusters Score: Raw -18692.547941 + Penalty 783.298443 = -17909.249498 nChanged 0 SP:Iteration 10F (71.840434 sec): 3 clusters Score: Raw -18692.547941 + Penalty 783.298443 = -17909.249498 nChanged 0 Memory request: 0.01 GB would take us to total of 0.44 GB. Trying to split cluster 15 (775 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.843310 sec): 2 clusters Score: Raw -45095.621359 + Penalty 1045.668764 = -44049.952595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.844973 sec): 3 clusters Score: Raw -44393.254562 + Penalty 2089.932784 = -42303.321778 nChanged 238 SP:Iteration 1F (71.846607 sec): 3 clusters Score: Raw -44766.495030 + Penalty 2086.334687 = -42680.160343 nChanged 107 SP:Iteration 2F (71.848131 sec): 3 clusters Score: Raw -44985.128769 + Penalty 2084.765021 = -42900.363748 nChanged 75 SP:Iteration 3F (71.849647 sec): 3 clusters Score: Raw -45134.911818 + Penalty 2089.597440 = -43045.314377 nChanged 47 SP:Iteration 4F (71.851164 sec): 3 clusters Score: Raw -45228.122980 + Penalty 2093.289468 = -43134.833513 nChanged 26 SP:Iteration 5Q (71.852455 sec): 3 clusters Score: Raw -45285.761593 + Penalty 2093.959009 = -43191.802584 nChanged 13 SP:Iteration 6Q (71.853714 sec): 3 clusters Score: Raw -45303.290939 + Penalty 2097.001549 = -43206.289390 nChanged 7 SP:Iteration 7Q (71.854959 sec): 3 clusters Score: Raw -45309.660245 + Penalty 2106.540791 = -43203.119454 nChanged 5 SP:Iteration 8F (71.856516 sec): 3 clusters Score: Raw -45313.750019 + Penalty 2111.377294 = -43202.372725 nChanged 2 SP:Iteration 9F (71.858058 sec): 3 clusters Score: Raw -45312.588301 + Penalty 2110.663285 = -43201.925015 nChanged 3 SP:Iteration 10F (71.859591 sec): 3 clusters Score: Raw -45314.471597 + Penalty 2110.123797 = -43204.347800 nChanged 2 SP:Iteration 11Q (71.860818 sec): 3 clusters Score: Raw -45317.935263 + Penalty 2109.832498 = -43208.102764 nChanged 1 SP:Iteration 12Q (71.862066 sec): 3 clusters Score: Raw -45322.130709 + Penalty 2109.832498 = -43212.298211 nChanged 0 SP:Iteration 13F (71.863608 sec): 3 clusters Score: Raw -45322.130709 + Penalty 2109.832498 = -43212.298211 nChanged 0 Memory request: 0.01 GB would take us to total of 0.44 GB. Trying to split cluster 17 (853 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.866934 sec): 2 clusters Score: Raw -42076.600686 + Penalty 260.454594 = -41816.146092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.868657 sec): 3 clusters Score: Raw -41572.771171 + Penalty 532.715215 = -41040.055956 nChanged 352 SP:Iteration 1F (71.870319 sec): 3 clusters Score: Raw -41796.028685 + Penalty 532.790650 = -41263.238035 nChanged 124 SP:Iteration 2F (71.871980 sec): 3 clusters Score: Raw -41878.070026 + Penalty 530.457115 = -41347.612911 nChanged 48 SP:Iteration 3F (71.873694 sec): 3 clusters Score: Raw -41912.232851 + Penalty 526.170509 = -41386.062342 nChanged 32 SP:Iteration 4Q (71.875382 sec): 3 clusters Score: Raw -41929.223030 + Penalty 523.168944 = -41406.054086 nChanged 28 SP:Iteration 5Q (71.877068 sec): 3 clusters Score: Raw -41951.410284 + Penalty 519.451675 = -41431.958609 nChanged 27 SP:Iteration 6Q (71.878742 sec): 3 clusters Score: Raw -41970.715736 + Penalty 511.465114 = -41459.250622 nChanged 21 SP:Iteration 7Q (71.880362 sec): 3 clusters Score: Raw -41987.659038 + Penalty 501.178662 = -41486.480375 nChanged 15 SP:Iteration 8Q (71.881970 sec): 3 clusters Score: Raw -42005.531631 + Penalty 490.260332 = -41515.271299 nChanged 13 SP:Iteration 9Q (71.883563 sec): 3 clusters Score: Raw -42020.898638 + Penalty 481.436832 = -41539.461806 nChanged 10 SP:Iteration 10F (71.885222 sec): 3 clusters Score: Raw -42026.228940 + Penalty 474.581444 = -41551.647496 nChanged 7 SP:Iteration 11Q (71.886823 sec): 3 clusters Score: Raw -42028.471071 + Penalty 471.871200 = -41556.599871 nChanged 5 SP:Iteration 12Q (71.888391 sec): 3 clusters Score: Raw -42029.290453 + Penalty 470.476288 = -41558.814165 nChanged 5 SP:Iteration 13Q (71.889933 sec): 3 clusters Score: Raw -42031.172070 + Penalty 466.028765 = -41565.143305 nChanged 6 SP:Iteration 14Q (71.891460 sec): 3 clusters Score: Raw -42035.872249 + Penalty 458.272980 = -41577.599269 nChanged 7 SP:Iteration 15Q (71.892979 sec): 3 clusters Score: Raw -42046.426304 + Penalty 451.541476 = -41594.884829 nChanged 8 SP:Iteration 16Q (71.894483 sec): 3 clusters Score: Raw -42057.060941 + Penalty 442.855691 = -41614.205250 nChanged 8 SP:Iteration 17Q (71.895977 sec): 3 clusters Score: Raw -42064.844475 + Penalty 440.827161 = -41624.017313 nChanged 4 SP:Iteration 18Q (71.897449 sec): 3 clusters Score: Raw -42066.891962 + Penalty 437.140178 = -41629.751784 nChanged 4 SP:Iteration 19Q (71.898917 sec): 3 clusters Score: Raw -42069.578519 + Penalty 430.956127 = -41638.622392 nChanged 4 SP:Iteration 20F (71.900574 sec): 3 clusters Score: Raw -42076.260108 + Penalty 429.448235 = -41646.811873 nChanged 2 SP:Iteration 21Q (71.902026 sec): 3 clusters Score: Raw -42076.467753 + Penalty 428.560651 = -41647.907102 nChanged 2 SP:Iteration 22Q (71.903475 sec): 3 clusters Score: Raw -42077.378771 + Penalty 428.663071 = -41648.715701 nChanged 2 SP:Iteration 23Q (71.904922 sec): 3 clusters Score: Raw -42077.770381 + Penalty 427.831627 = -41649.938754 nChanged 2 SP:Iteration 24Q (71.906373 sec): 3 clusters Score: Raw -42077.662435 + Penalty 427.831627 = -41649.830809 nChanged 0 SP:Iteration 25F (71.908030 sec): 3 clusters Score: Raw -42077.662435 + Penalty 427.831627 = -41649.830809 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 18 (463 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.910680 sec): 2 clusters Score: Raw -21534.318978 + Penalty 451.502903 = -21082.816075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.911702 sec): 3 clusters Score: Raw -21186.253053 + Penalty 914.665869 = -20271.587184 nChanged 152 SP:Iteration 1F (71.912702 sec): 3 clusters Score: Raw -21403.358036 + Penalty 929.945418 = -20473.412618 nChanged 61 SP:Iteration 2F (71.913700 sec): 3 clusters Score: Raw -21503.990647 + Penalty 928.110605 = -20575.880042 nChanged 39 SP:Iteration 3F (71.914698 sec): 3 clusters Score: Raw -21569.918432 + Penalty 933.426879 = -20636.491552 nChanged 25 SP:Iteration 4F (71.915698 sec): 3 clusters Score: Raw -21603.422346 + Penalty 945.222922 = -20658.199424 nChanged 11 SP:Iteration 5Q (71.916700 sec): 3 clusters Score: Raw -21615.756224 + Penalty 949.497975 = -20666.258250 nChanged 5 SP:Iteration 6Q (71.917652 sec): 3 clusters Score: Raw -21620.866921 + Penalty 963.224929 = -20657.641992 nChanged 5 SP:Iteration 7F (71.918667 sec): 3 clusters Score: Raw -21626.942603 + Penalty 972.770070 = -20654.172533 nChanged 4 SP:Iteration 8F (71.919683 sec): 3 clusters Score: Raw -21630.497952 + Penalty 987.113914 = -20643.384038 nChanged 3 SP:Iteration 9F (71.920697 sec): 3 clusters Score: Raw -21632.336150 + Penalty 987.113914 = -20645.222237 nChanged 0 Memory request: 0.01 GB would take us to total of 0.44 GB. Trying to split cluster 19 (1489 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.926181 sec): 2 clusters Score: Raw -83708.373425 + Penalty 767.137743 = -82941.235682 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.929385 sec): 3 clusters Score: Raw -82599.962257 + Penalty 1534.812158 = -81065.150099 nChanged 554 SP:Iteration 1F (71.932569 sec): 3 clusters Score: Raw -82971.152322 + Penalty 1534.547445 = -81436.604877 nChanged 176 SP:Iteration 2F (71.935587 sec): 3 clusters Score: Raw -83119.314088 + Penalty 1535.565848 = -81583.748240 nChanged 117 SP:Iteration 3F (71.938603 sec): 3 clusters Score: Raw -83203.058017 + Penalty 1538.088704 = -81664.969312 nChanged 79 SP:Iteration 4F (71.941591 sec): 3 clusters Score: Raw -83278.969674 + Penalty 1542.417025 = -81736.552649 nChanged 77 SP:Iteration 5F (71.944608 sec): 3 clusters Score: Raw -83403.728522 + Penalty 1552.175258 = -81851.553265 nChanged 103 SP:Iteration 6F (71.947710 sec): 3 clusters Score: Raw -83553.112901 + Penalty 1559.855507 = -81993.257394 nChanged 81 SP:Iteration 7F (71.950876 sec): 3 clusters Score: Raw -83634.812819 + Penalty 1568.330565 = -82066.482253 nChanged 62 SP:Iteration 8Q (71.953770 sec): 3 clusters Score: Raw -83697.470943 + Penalty 1573.791311 = -82123.679632 nChanged 48 SP:Iteration 9Q (71.956661 sec): 3 clusters Score: Raw -83746.969000 + Penalty 1576.158660 = -82170.810340 nChanged 35 SP:Iteration 10F (71.959641 sec): 3 clusters Score: Raw -83777.156987 + Penalty 1579.227786 = -82197.929201 nChanged 28 SP:Iteration 11Q (71.962399 sec): 3 clusters Score: Raw -83810.115375 + Penalty 1582.511306 = -82227.604069 nChanged 27 SP:Iteration 12Q (71.965145 sec): 3 clusters Score: Raw -83830.393900 + Penalty 1586.245341 = -82244.148559 nChanged 25 SP:Iteration 13Q (71.967988 sec): 3 clusters Score: Raw -83853.025616 + Penalty 1588.415301 = -82264.610315 nChanged 15 SP:Iteration 14Q (71.970573 sec): 3 clusters Score: Raw -83867.716615 + Penalty 1590.608379 = -82277.108236 nChanged 14 SP:Iteration 15Q (71.973085 sec): 3 clusters Score: Raw -83885.050477 + Penalty 1591.262494 = -82293.787983 nChanged 13 SP:Iteration 16Q (71.975630 sec): 3 clusters Score: Raw -83908.981539 + Penalty 1594.144556 = -82314.836983 nChanged 17 SP:Iteration 17Q (71.978120 sec): 3 clusters Score: Raw -83931.617864 + Penalty 1595.052628 = -82336.565236 nChanged 12 SP:Iteration 18Q (71.980595 sec): 3 clusters Score: Raw -83936.567207 + Penalty 1594.444673 = -82342.122534 nChanged 8 SP:Iteration 19Q (71.983066 sec): 3 clusters Score: Raw -83940.499601 + Penalty 1595.184272 = -82345.315329 nChanged 5 SP:Iteration 20F (71.985811 sec): 3 clusters Score: Raw -83943.021330 + Penalty 1595.728382 = -82347.292949 nChanged 7 SP:Iteration 21Q (71.988288 sec): 3 clusters Score: Raw -83945.154755 + Penalty 1595.698416 = -82349.456340 nChanged 5 SP:Iteration 22Q (71.990762 sec): 3 clusters Score: Raw -83946.392755 + Penalty 1595.832895 = -82350.559860 nChanged 1 SP:Iteration 23Q (71.993231 sec): 3 clusters Score: Raw -83946.649332 + Penalty 1596.057580 = -82350.591752 nChanged 1 SP:Iteration 24Q (71.995704 sec): 3 clusters Score: Raw -83946.759189 + Penalty 1596.282865 = -82350.476324 nChanged 1 SP:Iteration 25F (71.998447 sec): 3 clusters Score: Raw -83949.917560 + Penalty 1596.347653 = -82353.569906 nChanged 1 SP:Iteration 26Q (72.000957 sec): 3 clusters Score: Raw -83953.312641 + Penalty 1596.347653 = -82356.964987 nChanged 0 SP:Iteration 27F (72.003700 sec): 3 clusters Score: Raw -83953.312641 + Penalty 1596.347653 = -82356.964987 nChanged 0 Memory request: 0.01 GB would take us to total of 0.45 GB. Trying to split cluster 20 (2328 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.016118 sec): 2 clusters Score: Raw -137077.838589 + Penalty 785.333128 = -136292.505461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.020428 sec): 3 clusters Score: Raw -135314.071637 + Penalty 1576.265576 = -133737.806061 nChanged 942 SP:Iteration 1F (72.024675 sec): 3 clusters Score: Raw -136520.069432 + Penalty 1601.565576 = -134918.503856 nChanged 400 SP:Iteration 2F (72.029010 sec): 3 clusters Score: Raw -137016.960852 + Penalty 1632.040603 = -135384.920249 nChanged 176 SP:Iteration 3F (72.033343 sec): 3 clusters Score: Raw -137206.957091 + Penalty 1660.093819 = -135546.863272 nChanged 99 SP:Iteration 4Q (72.037278 sec): 3 clusters Score: Raw -137279.715533 + Penalty 1678.254456 = -135601.461078 nChanged 58 SP:Iteration 5Q (72.041083 sec): 3 clusters Score: Raw -137306.721537 + Penalty 1699.011069 = -135607.710468 nChanged 50 SP:Iteration 6Q (72.044885 sec): 3 clusters Score: Raw -137329.152875 + Penalty 1714.498894 = -135614.653981 nChanged 35 SP:Iteration 7Q (72.048575 sec): 3 clusters Score: Raw -137354.826755 + Penalty 1723.671021 = -135631.155734 nChanged 21 SP:Iteration 8Q (72.052098 sec): 3 clusters Score: Raw -137371.254639 + Penalty 1726.914823 = -135644.339816 nChanged 9 SP:Iteration 9Q (72.055575 sec): 3 clusters Score: Raw -137403.663974 + Penalty 1731.633048 = -135672.030926 nChanged 13 SP:Iteration 10F (72.059770 sec): 3 clusters Score: Raw -137411.547451 + Penalty 1738.614413 = -135672.933038 nChanged 13 SP:Iteration 11Q (72.063200 sec): 3 clusters Score: Raw -137415.693824 + Penalty 1745.961780 = -135669.732043 nChanged 7 SP:Iteration 12F (72.067379 sec): 3 clusters Score: Raw -137417.612587 + Penalty 1751.820174 = -135665.792413 nChanged 8 SP:Iteration 13F (72.071553 sec): 3 clusters Score: Raw -137418.654939 + Penalty 1753.851846 = -135664.803093 nChanged 5 SP:Iteration 14F (72.075727 sec): 3 clusters Score: Raw -137421.528512 + Penalty 1759.777879 = -135661.750633 nChanged 5 SP:Iteration 15F (72.079935 sec): 3 clusters Score: Raw -137422.666463 + Penalty 1763.217169 = -135659.449294 nChanged 8 SP:Iteration 16F (72.084110 sec): 3 clusters Score: Raw -137428.807184 + Penalty 1765.247843 = -135663.559341 nChanged 7 SP:Iteration 17Q (72.087464 sec): 3 clusters Score: Raw -137443.952201 + Penalty 1764.347762 = -135679.604438 nChanged 6 SP:Iteration 18Q (72.090809 sec): 3 clusters Score: Raw -137453.426152 + Penalty 1767.986730 = -135685.439422 nChanged 4 SP:Iteration 19Q (72.094148 sec): 3 clusters Score: Raw -137457.292384 + Penalty 1768.608090 = -135688.684295 nChanged 5 SP:Iteration 20F (72.098328 sec): 3 clusters Score: Raw -137460.648524 + Penalty 1768.271638 = -135692.376886 nChanged 4 SP:Iteration 21Q (72.101646 sec): 3 clusters Score: Raw -137465.185993 + Penalty 1770.724552 = -135694.461441 nChanged 3 SP:Iteration 22Q (72.104956 sec): 3 clusters Score: Raw -137472.600692 + Penalty 1771.741918 = -135700.858775 nChanged 5 SP:Iteration 23Q (72.108267 sec): 3 clusters Score: Raw -137485.500368 + Penalty 1768.909159 = -135716.591210 nChanged 7 SP:Iteration 24Q (72.111566 sec): 3 clusters Score: Raw -137490.432504 + Penalty 1770.613182 = -135719.819322 nChanged 4 SP:Iteration 25Q (72.114885 sec): 3 clusters Score: Raw -137488.512230 + Penalty 1770.677165 = -135717.835065 nChanged 3 SP:Iteration 26F (72.119185 sec): 3 clusters Score: Raw -137487.496925 + Penalty 1771.989210 = -135715.507715 nChanged 2 SP:Iteration 27F (72.123358 sec): 3 clusters Score: Raw -137486.926974 + Penalty 1771.953133 = -135714.973841 nChanged 3 SP:Iteration 28F (72.127571 sec): 3 clusters Score: Raw -137493.091349 + Penalty 1770.957843 = -135722.133506 nChanged 2 SP:Iteration 29Q (72.130969 sec): 3 clusters Score: Raw -137496.609867 + Penalty 1772.072504 = -135724.537363 nChanged 3 SP:Iteration 30F (72.135279 sec): 3 clusters Score: Raw -137501.608191 + Penalty 1774.035677 = -135727.572513 nChanged 4 SP:Iteration 31Q (72.138884 sec): 3 clusters Score: Raw -137500.900489 + Penalty 1773.995604 = -135726.904884 nChanged 2 SP:Iteration 32F (72.143448 sec): 3 clusters Score: Raw -137499.004546 + Penalty 1776.675885 = -135722.328662 nChanged 2 SP:Iteration 33F (72.147819 sec): 3 clusters Score: Raw -137497.437442 + Penalty 1776.675885 = -135720.761557 nChanged 0 Memory request: 0.01 GB would take us to total of 0.44 GB. Trying to split cluster 23 (630 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.153479 sec): 2 clusters Score: Raw -30151.019191 + Penalty 146.652267 = -30004.366924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.154774 sec): 3 clusters Score: Raw -29788.828936 + Penalty 292.626366 = -29496.202570 nChanged 271 SP:Iteration 1F (72.156075 sec): 3 clusters Score: Raw -29985.484502 + Penalty 288.824310 = -29696.660192 nChanged 72 SP:Iteration 2F (72.157367 sec): 3 clusters Score: Raw -30023.805541 + Penalty 285.713319 = -29738.092222 nChanged 32 SP:Iteration 3F (72.158657 sec): 3 clusters Score: Raw -30048.116245 + Penalty 292.128755 = -29755.987490 nChanged 35 SP:Iteration 4F (72.159946 sec): 3 clusters Score: Raw -30082.761348 + Penalty 291.426199 = -29791.335149 nChanged 40 SP:Iteration 5F (72.161237 sec): 3 clusters Score: Raw -30124.578383 + Penalty 290.981668 = -29833.596715 nChanged 27 SP:Iteration 6Q (72.162550 sec): 3 clusters Score: Raw -30152.345530 + Penalty 299.662198 = -29852.683332 nChanged 19 SP:Iteration 7Q (72.163843 sec): 3 clusters Score: Raw -30163.864609 + Penalty 311.285223 = -29852.579385 nChanged 13 SP:Iteration 8F (72.165137 sec): 3 clusters Score: Raw -30171.315203 + Penalty 307.878840 = -29863.436363 nChanged 2 SP:Iteration 9Q (72.166450 sec): 3 clusters Score: Raw -30171.919840 + Penalty 304.220852 = -29867.698988 nChanged 1 SP:Iteration 10F (72.167741 sec): 3 clusters Score: Raw -30172.230819 + Penalty 304.220852 = -29868.009966 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 24 (429 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.169455 sec): 2 clusters Score: Raw -20583.078598 + Penalty 361.224094 = -20221.854504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.170421 sec): 3 clusters Score: Raw -20383.051979 + Penalty 743.457857 = -19639.594122 nChanged 128 SP:Iteration 1F (72.171366 sec): 3 clusters Score: Raw -20524.142054 + Penalty 761.596413 = -19762.545641 nChanged 50 SP:Iteration 2F (72.172307 sec): 3 clusters Score: Raw -20575.010669 + Penalty 767.719257 = -19807.291412 nChanged 29 SP:Iteration 3F (72.173249 sec): 3 clusters Score: Raw -20596.111436 + Penalty 783.468699 = -19812.642738 nChanged 18 SP:Iteration 4Q (72.174180 sec): 3 clusters Score: Raw -20611.512829 + Penalty 822.950214 = -19788.562615 nChanged 12 SP:Iteration 5F (72.175123 sec): 3 clusters Score: Raw -20623.040588 + Penalty 863.405457 = -19759.635131 nChanged 8 SP:Iteration 6F (72.176069 sec): 3 clusters Score: Raw -20632.470385 + Penalty 894.662273 = -19737.808112 nChanged 9 SP:Iteration 7F (72.177011 sec): 3 clusters Score: Raw -20647.246845 + Penalty 902.328704 = -19744.918141 nChanged 1 SP:Iteration 8Q (72.177882 sec): 3 clusters Score: Raw -20647.981466 + Penalty 902.328704 = -19745.652761 nChanged 0 SP:Iteration 9F (72.178821 sec): 3 clusters Score: Raw -20647.981466 + Penalty 902.328704 = -19745.652761 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 28 (390 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.180278 sec): 2 clusters Score: Raw -23991.796134 + Penalty 349.441062 = -23642.355071 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.181199 sec): 3 clusters Score: Raw -23596.189395 + Penalty 700.514896 = -22895.674499 nChanged 153 SP:Iteration 1F (72.182073 sec): 3 clusters Score: Raw -23751.600879 + Penalty 703.187402 = -23048.413477 nChanged 78 SP:Iteration 2F (72.182945 sec): 3 clusters Score: Raw -23920.193087 + Penalty 723.311960 = -23196.881127 nChanged 36 SP:Iteration 3F (72.183817 sec): 3 clusters Score: Raw -23979.295591 + Penalty 349.441062 = -23629.854528 nChanged 8 SP:Iteration 4Q (72.184509 sec): 2 clusters Score: Raw -23991.796134 + Penalty 349.441062 = -23642.355071 nChanged 0 SP:Iteration 5F (72.185199 sec): 2 clusters Score: Raw -23991.796134 + Penalty 349.441062 = -23642.355071 nChanged 0 Memory request: 0.01 GB would take us to total of 0.44 GB. Trying to split cluster 30 (726 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.189179 sec): 2 clusters Score: Raw -44519.260457 + Penalty 549.232440 = -43970.028016 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.190681 sec): 3 clusters Score: Raw -43791.658967 + Penalty 1105.163477 = -42686.495490 nChanged 268 SP:Iteration 1F (72.192160 sec): 3 clusters Score: Raw -44081.301425 + Penalty 1114.362465 = -42966.938959 nChanged 107 SP:Iteration 2F (72.193652 sec): 3 clusters Score: Raw -44244.745166 + Penalty 1132.365946 = -43112.379220 nChanged 92 SP:Iteration 3F (72.195081 sec): 3 clusters Score: Raw -44411.565364 + Penalty 1187.104888 = -43224.460476 nChanged 62 SP:Iteration 4F (72.196552 sec): 3 clusters Score: Raw -44498.052477 + Penalty 1222.688194 = -43275.364283 nChanged 21 SP:Iteration 5Q (72.197778 sec): 3 clusters Score: Raw -44522.829359 + Penalty 1250.582641 = -43272.246717 nChanged 9 SP:Iteration 6F (72.199229 sec): 3 clusters Score: Raw -44528.722482 + Penalty 1259.285574 = -43269.436908 nChanged 7 SP:Iteration 7F (72.200696 sec): 3 clusters Score: Raw -44531.021980 + Penalty 1276.306587 = -43254.715393 nChanged 4 SP:Iteration 8F (72.202144 sec): 3 clusters Score: Raw -44528.620083 + Penalty 1282.834150 = -43245.785933 nChanged 2 SP:Iteration 9F (72.203581 sec): 3 clusters Score: Raw -44528.839709 + Penalty 1282.834150 = -43246.005560 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 32 (448 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.206475 sec): 2 clusters Score: Raw -25511.663974 + Penalty 567.938323 = -24943.725651 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.207468 sec): 3 clusters Score: Raw -25128.151093 + Penalty 1137.579624 = -23990.571468 nChanged 137 SP:Iteration 1F (72.208444 sec): 3 clusters Score: Raw -25286.372186 + Penalty 1144.037390 = -24142.334796 nChanged 50 SP:Iteration 2F (72.209419 sec): 3 clusters Score: Raw -25367.318077 + Penalty 1163.052682 = -24204.265395 nChanged 47 SP:Iteration 3F (72.210391 sec): 3 clusters Score: Raw -25434.295542 + Penalty 1190.064702 = -24244.230840 nChanged 40 SP:Iteration 4F (72.211362 sec): 3 clusters Score: Raw -25489.271083 + Penalty 1203.780727 = -24285.490356 nChanged 21 SP:Iteration 5Q (72.212277 sec): 3 clusters Score: Raw -25513.797791 + Penalty 1222.038382 = -24291.759409 nChanged 15 SP:Iteration 6Q (72.213157 sec): 3 clusters Score: Raw -25524.038753 + Penalty 1222.341078 = -24301.697674 nChanged 14 SP:Iteration 7Q (72.214006 sec): 3 clusters Score: Raw -25539.552526 + Penalty 1240.526232 = -24299.026294 nChanged 13 SP:Iteration 8F (72.214975 sec): 3 clusters Score: Raw -25548.710154 + Penalty 1262.111442 = -24286.598712 nChanged 4 SP:Iteration 9F (72.215978 sec): 3 clusters Score: Raw -25557.853715 + Penalty 1311.231755 = -24246.621960 nChanged 4 SP:Iteration 10F (72.216979 sec): 3 clusters Score: Raw -25574.945454 + Penalty 1335.209209 = -24239.736245 nChanged 1 SP:Iteration 11F (72.217979 sec): 3 clusters Score: Raw -25583.552658 + Penalty 1335.209209 = -24248.343449 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 33 (315 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.220002 sec): 2 clusters Score: Raw -16298.293499 + Penalty 452.575877 = -15845.717622 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.220761 sec): 3 clusters Score: Raw -16022.500111 + Penalty 952.933016 = -15069.567095 nChanged 99 SP:Iteration 1F (72.221507 sec): 3 clusters Score: Raw -16179.773933 + Penalty 1047.094304 = -15132.679629 nChanged 47 SP:Iteration 2F (72.222251 sec): 3 clusters Score: Raw -16320.078189 + Penalty 1112.459400 = -15207.618789 nChanged 19 SP:Iteration 3F (72.222993 sec): 3 clusters Score: Raw -16355.294121 + Penalty 1113.884649 = -15241.409472 nChanged 4 SP:Iteration 4Q (72.223630 sec): 3 clusters Score: Raw -16364.111847 + Penalty 1122.368434 = -15241.743414 nChanged 2 SP:Iteration 5Q (72.224258 sec): 3 clusters Score: Raw -16369.236911 + Penalty 1122.368434 = -15246.868478 nChanged 0 SP:Iteration 6F (72.225000 sec): 3 clusters Score: Raw -16369.236911 + Penalty 1122.368434 = -15246.868478 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 38 (278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.226257 sec): 2 clusters Score: Raw -12054.884101 + Penalty 207.523438 = -11847.360662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.226957 sec): 3 clusters Score: Raw -11948.296817 + Penalty 405.357089 = -11542.939728 nChanged 89 SP:Iteration 1F (72.227645 sec): 3 clusters Score: Raw -12016.558821 + Penalty 396.560246 = -11619.998575 nChanged 22 SP:Iteration 2F (72.228338 sec): 3 clusters Score: Raw -12035.100422 + Penalty 392.226594 = -11642.873828 nChanged 11 SP:Iteration 3Q (72.229029 sec): 3 clusters Score: Raw -12046.267656 + Penalty 392.195449 = -11654.072207 nChanged 4 SP:Iteration 4Q (72.229744 sec): 3 clusters Score: Raw -12049.783526 + Penalty 390.488022 = -11659.295504 nChanged 2 SP:Iteration 5Q (72.230417 sec): 3 clusters Score: Raw -12050.369697 + Penalty 390.279642 = -11660.090055 nChanged 1 SP:Iteration 6Q (72.231092 sec): 3 clusters Score: Raw -12050.525502 + Penalty 390.279642 = -11660.245861 nChanged 0 SP:Iteration 7F (72.231777 sec): 3 clusters Score: Raw -12050.525502 + Penalty 390.279642 = -11660.245861 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 42 (307 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.233077 sec): 2 clusters Score: Raw -16202.192110 + Penalty 584.243418 = -15617.948691 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.233823 sec): 3 clusters Score: Raw -15979.191156 + Penalty 1172.644343 = -14806.546813 nChanged 75 SP:Iteration 1F (72.234556 sec): 3 clusters Score: Raw -16084.263560 + Penalty 1192.548913 = -14891.714647 nChanged 41 SP:Iteration 2F (72.235289 sec): 3 clusters Score: Raw -16161.534294 + Penalty 1222.148082 = -14939.386212 nChanged 29 SP:Iteration 3F (72.236024 sec): 3 clusters Score: Raw -16210.971263 + Penalty 1246.613724 = -14964.357539 nChanged 15 SP:Iteration 4Q (72.236717 sec): 3 clusters Score: Raw -16248.726550 + Penalty 1250.204341 = -14998.522209 nChanged 11 SP:Iteration 5Q (72.237370 sec): 3 clusters Score: Raw -16277.187204 + Penalty 1248.990736 = -15028.196468 nChanged 10 SP:Iteration 6Q (72.238002 sec): 3 clusters Score: Raw -16292.630421 + Penalty 1237.773588 = -15054.856833 nChanged 4 SP:Iteration 7Q (72.238621 sec): 3 clusters Score: Raw -16303.367051 + Penalty 1231.731908 = -15071.635143 nChanged 1 SP:Iteration 8Q (72.239237 sec): 3 clusters Score: Raw -16305.279685 + Penalty 1231.731908 = -15073.547777 nChanged 0 SP:Iteration 9F (72.239968 sec): 3 clusters Score: Raw -16305.279685 + Penalty 1231.731908 = -15073.547777 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 46 (252 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.241113 sec): 2 clusters Score: Raw -9452.391284 + Penalty 282.199324 = -9170.191960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.241792 sec): 3 clusters Score: Raw -9392.178702 + Penalty 562.834855 = -8829.343847 nChanged 78 SP:Iteration 1F (72.242432 sec): 3 clusters Score: Raw -9467.780935 + Penalty 561.387838 = -8906.393098 nChanged 15 SP:Iteration 2F (72.243072 sec): 3 clusters Score: Raw -9482.665089 + Penalty 560.561324 = -8922.103765 nChanged 15 SP:Iteration 3F (72.243710 sec): 3 clusters Score: Raw -9516.494043 + Penalty 558.236795 = -8958.257249 nChanged 15 SP:Iteration 4F (72.244349 sec): 3 clusters Score: Raw -9573.467352 + Penalty 560.982910 = -9012.484442 nChanged 22 SP:Iteration 5F (72.244987 sec): 3 clusters Score: Raw -9631.119090 + Penalty 562.425400 = -9068.693690 nChanged 9 SP:Iteration 6Q (72.245610 sec): 3 clusters Score: Raw -9649.446564 + Penalty 561.181858 = -9088.264706 nChanged 5 SP:Iteration 7Q (72.246202 sec): 3 clusters Score: Raw -9654.675026 + Penalty 559.571499 = -9095.103526 nChanged 3 SP:Iteration 8Q (72.246790 sec): 3 clusters Score: Raw -9658.253197 + Penalty 557.253535 = -9100.999663 nChanged 3 SP:Iteration 9Q (72.247374 sec): 3 clusters Score: Raw -9661.492525 + Penalty 554.589890 = -9106.902635 nChanged 3 SP:Iteration 10F (72.248011 sec): 3 clusters Score: Raw -9663.303989 + Penalty 554.589890 = -9108.714099 nChanged 0 Memory request: 0.01 GB would take us to total of 0.44 GB. Trying to split cluster 51 (598 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.250123 sec): 2 clusters Score: Raw -28311.870547 + Penalty 273.124134 = -28038.746413 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.251439 sec): 3 clusters Score: Raw -27983.358734 + Penalty 537.178013 = -27446.180721 nChanged 222 SP:Iteration 1F (72.252683 sec): 3 clusters Score: Raw -28177.636123 + Penalty 542.601950 = -27635.034173 nChanged 64 SP:Iteration 2F (72.253935 sec): 3 clusters Score: Raw -28236.631164 + Penalty 551.548829 = -27685.082335 nChanged 38 SP:Iteration 3F (72.255245 sec): 3 clusters Score: Raw -28269.549738 + Penalty 564.342128 = -27705.207610 nChanged 28 SP:Iteration 4Q (72.256480 sec): 3 clusters Score: Raw -28298.041485 + Penalty 587.712067 = -27710.329418 nChanged 25 SP:Iteration 5Q (72.257678 sec): 3 clusters Score: Raw -28324.039157 + Penalty 624.117757 = -27699.921400 nChanged 24 SP:Iteration 6F (72.258933 sec): 3 clusters Score: Raw -28351.310652 + Penalty 667.571655 = -27683.738998 nChanged 24 SP:Iteration 7F (72.260244 sec): 3 clusters Score: Raw -28376.173697 + Penalty 720.673476 = -27655.500222 nChanged 13 SP:Iteration 8F (72.261489 sec): 3 clusters Score: Raw -28388.588616 + Penalty 751.570798 = -27637.017817 nChanged 6 SP:Iteration 9F (72.262732 sec): 3 clusters Score: Raw -28391.244644 + Penalty 757.758046 = -27633.486598 nChanged 1 SP:Iteration 10F (72.263976 sec): 3 clusters Score: Raw -28393.679001 + Penalty 757.758046 = -27635.920955 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 61 (499 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.265718 sec): 2 clusters Score: Raw -23107.210520 + Penalty 232.664763 = -22874.545757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.266796 sec): 3 clusters Score: Raw -22863.211499 + Penalty 466.214589 = -22396.996910 nChanged 197 SP:Iteration 1F (72.267856 sec): 3 clusters Score: Raw -23183.278416 + Penalty 479.318734 = -22703.959682 nChanged 66 SP:Iteration 2F (72.268921 sec): 3 clusters Score: Raw -23290.534293 + Penalty 495.840655 = -22794.693637 nChanged 29 SP:Iteration 3F (72.270094 sec): 3 clusters Score: Raw -23326.878638 + Penalty 503.952460 = -22822.926179 nChanged 13 SP:Iteration 4Q (72.271280 sec): 3 clusters Score: Raw -23337.123800 + Penalty 511.143986 = -22825.979815 nChanged 9 SP:Iteration 5Q (72.272553 sec): 3 clusters Score: Raw -23342.008173 + Penalty 513.347069 = -22828.661104 nChanged 4 SP:Iteration 6Q (72.273756 sec): 3 clusters Score: Raw -23343.088846 + Penalty 514.075887 = -22829.012959 nChanged 1 SP:Iteration 7Q (72.274943 sec): 3 clusters Score: Raw -23343.386931 + Penalty 515.069546 = -22828.317385 nChanged 1 SP:Iteration 8F (72.276298 sec): 3 clusters Score: Raw -23343.951148 + Penalty 514.974786 = -22828.976362 nChanged 1 SP:Iteration 9Q (72.277534 sec): 3 clusters Score: Raw -23344.241695 + Penalty 514.974786 = -22829.266908 nChanged 0 SP:Iteration 10F (72.278839 sec): 3 clusters Score: Raw -23344.241695 + Penalty 514.974786 = -22829.266908 nChanged 0 Memory request: 0.00 GB would take us to total of 0.44 GB. Trying to split cluster 82 (405 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.280698 sec): 2 clusters Score: Raw -19466.411185 + Penalty 151.055525 = -19315.355660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.281874 sec): 3 clusters Score: Raw -19110.724688 + Penalty 318.265408 = -18792.459280 nChanged 160 SP:Iteration 1F (72.283071 sec): 3 clusters Score: Raw -19295.069357 + Penalty 334.699090 = -18960.370268 nChanged 53 SP:Iteration 2F (72.284256 sec): 3 clusters Score: Raw -19361.762623 + Penalty 351.583737 = -19010.178885 nChanged 37 SP:Iteration 3F (72.285439 sec): 3 clusters Score: Raw -19415.643061 + Penalty 325.922344 = -19089.720717 nChanged 19 SP:Iteration 4Q (72.286588 sec): 3 clusters Score: Raw -19447.627711 + Penalty 315.489454 = -19132.138256 nChanged 10 SP:Iteration 5Q (72.287596 sec): 3 clusters Score: Raw -19463.750047 + Penalty 301.140628 = -19162.609419 nChanged 4 SP:Iteration 6Q (72.288587 sec): 3 clusters Score: Raw -19474.441248 + Penalty 304.849196 = -19169.592052 nChanged 1 SP:Iteration 7Q (72.289608 sec): 3 clusters Score: Raw -19474.344052 + Penalty 309.043824 = -19165.300228 nChanged 1 SP:Iteration 8F (72.290840 sec): 3 clusters Score: Raw -19474.487280 + Penalty 309.901043 = -19164.586238 nChanged 1 SP:Iteration 9F (72.292077 sec): 3 clusters Score: Raw -19474.185760 + Penalty 308.196930 = -19165.988830 nChanged 1 SP:Iteration 10F (72.293301 sec): 3 clusters Score: Raw -19473.874368 + Penalty 308.196930 = -19165.677437 nChanged 0 Time taken for this iteration:71.004249 seconds. 300->32 Clusters: Score -2277905.263352, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 138 (time per iteration =524.277739 ms) Total iterations: 1978 (time per iteration =36.577517 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 6723458750.000000 (time per metric unit =10.760879ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 168086468750.000000 (time per metric unit=430.435171ps) That took 72.350328 seconds.