FileBase PeterP-2013-10-10_dataset1 ElecNo 23 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 0.21 and 0.31 GB of RAM. Memory request: 0.10 GB would take us to total of 0.10 GB. ---------------------------------------------------------- Loaded 22559 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 22559 points ------ Starting initial clusters from distinct float masks Not enough masks (200) to generate starting clusters (300), so starting with (201) clusters instead. Assigned 201 initial classes from 200 unique masks. Deleting Class 198 (1 points): Lose 12.645851 but Gain 1588.197878 Iteration 0F (2.745351 sec): 200 clusters Score: Raw -817410.778532 + Penalty 193579.531648 = -623831.246884 nChanged 5485 Deleting Class 109 (2 points): Lose 33.614648 but Gain 1565.032462 Iteration 1F (4.759295 sec): 194 clusters Score: Raw -825402.049020 + Penalty 189739.335048 = -635662.713973 nChanged 1858 Deleting Class 146 (1 points): Lose 12.164691 but Gain 1542.439127 Iteration 2F (6.730243 sec): 191 clusters Score: Raw -828369.404314 + Penalty 187955.148174 = -640414.256140 nChanged 1317 Deleting Class 133 (5 points): Lose 90.700226 but Gain 1596.160234 Iteration 3F (8.695804 sec): 190 clusters Score: Raw -829958.375856 + Penalty 186440.514328 = -643517.861528 nChanged 981 Deleting Class 185 (2 points): Lose 42.624733 but Gain 1541.593120 Iteration 4Q (8.926811 sec): 189 clusters Score: Raw -830804.776125 + Penalty 185125.244462 = -645679.531662 nChanged 779 Deleting Class 152 (1 points): Lose 17.546614 but Gain 1489.519848 Iteration 5Q (9.133773 sec): 188 clusters Score: Raw -831347.786749 + Penalty 183867.663655 = -647480.123094 nChanged 670 Deleting Class 157 (2 points): Lose 27.877502 but Gain 1496.970621 Iteration 6Q (9.328181 sec): 187 clusters Score: Raw -831731.650561 + Penalty 182505.671802 = -649225.978759 nChanged 599 Deleting Class 107 (1 points): Lose 27.777163 but Gain 1472.757347 Iteration 7Q (9.512094 sec): 186 clusters Score: Raw -832029.578889 + Penalty 181024.785510 = -651004.793379 nChanged 516 Deleting Class 190 (1 points): Lose 7.274977 but Gain 1438.809008 Iteration 8Q (9.687425 sec): 185 clusters Score: Raw -832286.929892 + Penalty 179071.142436 = -653215.787456 nChanged 455 Deleting Class 180 (2 points): Lose 30.586834 but Gain 1457.267101 Iteration 9Q (9.853899 sec): 183 clusters Score: Raw -832457.771231 + Penalty 177673.042085 = -654784.729146 nChanged 398 Deleting Class 120 (7 points): Lose 134.133297 but Gain 1550.065337 Iteration 10F (11.754272 sec): 182 clusters Score: Raw -832511.227206 + Penalty 176176.286093 = -656334.941113 nChanged 395 Deleting Class 196 (1 points): Lose 18.931778 but Gain 1431.669817 Iteration 11Q (11.916730 sec): 181 clusters Score: Raw -832698.144683 + Penalty 174810.990428 = -657887.154255 nChanged 367 Deleting Class 137 (4 points): Lose 67.300866 but Gain 1465.735797 Iteration 12Q (12.077219 sec): 180 clusters Score: Raw -832793.601601 + Penalty 173372.933985 = -659420.667615 nChanged 314 Deleting Class 195 (1 points): Lose 0.623041 but Gain 1392.234670 Iteration 13Q (12.231758 sec): 179 clusters Score: Raw -832927.569540 + Penalty 171999.961945 = -660927.607595 nChanged 254 Deleting Class 104 (3 points): Lose 48.197452 but Gain 1420.491554 Iteration 14Q (12.386045 sec): 178 clusters Score: Raw -832988.057683 + Penalty 170618.889607 = -662369.168077 nChanged 214 Deleting Class 136 (14 points): Lose 196.437706 but Gain 1535.071067 Iteration 15Q (12.533049 sec): 177 clusters Score: Raw -832879.181051 + Penalty 169130.613292 = -663748.567759 nChanged 202 Deleting Class 22 (2 points): Lose 23.592596 but Gain 1359.792651 Iteration 16Q (12.672546 sec): 176 clusters Score: Raw -832953.078170 + Penalty 167849.612984 = -665103.465186 nChanged 174 Deleting Class 145 (3 points): Lose 33.525703 but Gain 1349.322122 Iteration 17Q (12.808729 sec): 175 clusters Score: Raw -832987.549870 + Penalty 166531.759867 = -666455.790003 nChanged 165 Deleting Class 170 (1 points): Lose 6.911867 but Gain 1305.357229 Iteration 18Q (12.945579 sec): 174 clusters Score: Raw -833040.049012 + Penalty 165300.726701 = -667739.322311 nChanged 119 Deleting Class 193 (3 points): Lose 17.933746 but Gain 1310.354045 Iteration 19Q (13.076965 sec): 173 clusters Score: Raw -833055.372392 + Penalty 164046.674479 = -669008.697913 nChanged 103 Writing temp clu file Memory request: 0.10 GB would take us to total of 0.21 GB. Compute initial score before splitting: Score: Raw -833055.372392 + Penalty 164046.674479 = -669008.697913Memory request: 0.03 GB would take us to total of 0.24 GB. Trying to split cluster 1 (7024 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.187033 sec): 2 clusters Score: Raw -267067.247983 + Penalty 230.877261 = -266836.370722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.200128 sec): 3 clusters Score: Raw -262410.845249 + Penalty 417.961493 = -261992.883756 nChanged 3276 SP:Iteration 1F (13.213024 sec): 3 clusters Score: Raw -265434.375130 + Penalty 405.063074 = -265029.312055 nChanged 1032 SP:Iteration 2F (13.225636 sec): 3 clusters Score: Raw -266604.791846 + Penalty 411.244149 = -266193.547697 nChanged 238 SP:Iteration 3Q (13.238482 sec): 3 clusters Score: Raw -266948.144445 + Penalty 417.591675 = -266530.552771 nChanged 88 SP:Iteration 4Q (13.248925 sec): 3 clusters Score: Raw -267041.283981 + Penalty 419.964107 = -266621.319873 nChanged 56 SP:Iteration 5Q (13.259144 sec): 3 clusters Score: Raw -267081.769982 + Penalty 419.123511 = -266662.646471 nChanged 36 SP:Iteration 6Q (13.269237 sec): 3 clusters Score: Raw -267097.884859 + Penalty 417.296093 = -266680.588766 nChanged 30 SP:Iteration 7Q (13.280001 sec): 3 clusters Score: Raw -267109.489326 + Penalty 417.951143 = -266691.538183 nChanged 20 SP:Iteration 8Q (13.290119 sec): 3 clusters Score: Raw -267119.676250 + Penalty 419.383905 = -266700.292345 nChanged 20 SP:Iteration 9Q (13.300501 sec): 3 clusters Score: Raw -267128.410959 + Penalty 424.688976 = -266703.721983 nChanged 19 SP:Iteration 10F (13.313417 sec): 3 clusters Score: Raw -267133.442360 + Penalty 425.845473 = -266707.596887 nChanged 12 SP:Iteration 11Q (13.323528 sec): 3 clusters Score: Raw -267135.438922 + Penalty 427.039949 = -266708.398974 nChanged 7 SP:Iteration 12Q (13.333492 sec): 3 clusters Score: Raw -267136.709780 + Penalty 425.986232 = -266710.723548 nChanged 5 SP:Iteration 13Q (13.343568 sec): 3 clusters Score: Raw -267137.478288 + Penalty 425.421835 = -266712.056453 nChanged 2 SP:Iteration 14Q (13.353648 sec): 3 clusters Score: Raw -267137.763281 + Penalty 425.421835 = -266712.341446 nChanged 0 SP:Iteration 15F (13.366542 sec): 3 clusters Score: Raw -267137.763281 + Penalty 425.421835 = -266712.341446 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 2 (2291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.380842 sec): 2 clusters Score: Raw -96030.796350 + Penalty 314.068947 = -95716.727403 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.385244 sec): 3 clusters Score: Raw -94575.606835 + Penalty 623.590027 = -93952.016808 nChanged 1007 SP:Iteration 1F (13.389448 sec): 3 clusters Score: Raw -95146.416029 + Penalty 624.874427 = -94521.541602 nChanged 338 SP:Iteration 2F (13.393605 sec): 3 clusters Score: Raw -95388.298255 + Penalty 629.456942 = -94758.841313 nChanged 241 SP:Iteration 3F (13.397722 sec): 3 clusters Score: Raw -95624.286513 + Penalty 639.806544 = -94984.479969 nChanged 186 SP:Iteration 4F (13.401820 sec): 3 clusters Score: Raw -95850.985367 + Penalty 694.160777 = -95156.824590 nChanged 113 SP:Iteration 5Q (13.405955 sec): 3 clusters Score: Raw -95983.343770 + Penalty 744.422592 = -95238.921178 nChanged 31 SP:Iteration 6Q (13.409896 sec): 3 clusters Score: Raw -96016.309110 + Penalty 793.289963 = -95223.019148 nChanged 14 SP:Iteration 7F (13.414232 sec): 3 clusters Score: Raw -96035.545383 + Penalty 826.867997 = -95208.677386 nChanged 8 SP:Iteration 8F (13.418423 sec): 3 clusters Score: Raw -96050.580263 + Penalty 839.316702 = -95211.263561 nChanged 1 SP:Iteration 9Q (13.421686 sec): 3 clusters Score: Raw -96052.473902 + Penalty 839.316702 = -95213.157200 nChanged 0 SP:Iteration 10F (13.425821 sec): 3 clusters Score: Raw -96052.473902 + Penalty 839.316702 = -95213.157200 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 3 (1226 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.431342 sec): 2 clusters Score: Raw -48737.124686 + Penalty 936.682568 = -47800.442118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.433707 sec): 3 clusters Score: Raw -48244.738458 + Penalty 1873.355166 = -46371.383292 nChanged 425 SP:Iteration 1F (13.436032 sec): 3 clusters Score: Raw -48558.809623 + Penalty 1873.366910 = -46685.442713 nChanged 118 SP:Iteration 2F (13.438361 sec): 3 clusters Score: Raw -48663.558177 + Penalty 1873.364271 = -46790.193906 nChanged 70 SP:Iteration 3F (13.440779 sec): 3 clusters Score: Raw -48729.356156 + Penalty 1873.374273 = -46855.981882 nChanged 42 SP:Iteration 4Q (13.443200 sec): 3 clusters Score: Raw -48763.182227 + Penalty 1873.405012 = -46889.777215 nChanged 39 SP:Iteration 5Q (13.445605 sec): 3 clusters Score: Raw -48789.561175 + Penalty 1873.498476 = -46916.062699 nChanged 36 SP:Iteration 6Q (13.447917 sec): 3 clusters Score: Raw -48818.747663 + Penalty 1873.380289 = -46945.367374 nChanged 39 SP:Iteration 7Q (13.450222 sec): 3 clusters Score: Raw -48848.721281 + Penalty 1873.533723 = -46975.187558 nChanged 27 SP:Iteration 8Q (13.452501 sec): 3 clusters Score: Raw -48866.141684 + Penalty 1873.474836 = -46992.666848 nChanged 28 SP:Iteration 9Q (13.454772 sec): 3 clusters Score: Raw -48885.262651 + Penalty 1873.487116 = -47011.775535 nChanged 21 SP:Iteration 10F (13.457129 sec): 3 clusters Score: Raw -48901.006008 + Penalty 1873.816636 = -47027.189372 nChanged 30 SP:Iteration 11Q (13.459488 sec): 3 clusters Score: Raw -48919.599956 + Penalty 1873.874781 = -47045.725174 nChanged 22 SP:Iteration 12Q (13.461761 sec): 3 clusters Score: Raw -48930.645175 + Penalty 1874.034967 = -47056.610208 nChanged 15 SP:Iteration 13Q (13.464031 sec): 3 clusters Score: Raw -48937.366865 + Penalty 1874.329661 = -47063.037204 nChanged 16 SP:Iteration 14Q (13.466300 sec): 3 clusters Score: Raw -48945.120611 + Penalty 1874.814851 = -47070.305760 nChanged 13 SP:Iteration 15Q (13.470828 sec): 3 clusters Score: Raw -48951.263919 + Penalty 1875.141554 = -47076.122364 nChanged 14 SP:Iteration 16Q (13.474636 sec): 3 clusters Score: Raw -48957.455870 + Penalty 1875.045879 = -47082.409991 nChanged 14 SP:Iteration 17Q (13.477506 sec): 3 clusters Score: Raw -48964.978533 + Penalty 1875.140987 = -47089.837546 nChanged 12 SP:Iteration 18Q (13.480018 sec): 3 clusters Score: Raw -48974.680921 + Penalty 1875.302659 = -47099.378262 nChanged 10 SP:Iteration 19Q (13.482440 sec): 3 clusters Score: Raw -48986.106059 + Penalty 1875.436581 = -47110.669478 nChanged 11 SP:Iteration 20F (13.484905 sec): 3 clusters Score: Raw -48995.885917 + Penalty 1875.907750 = -47119.978168 nChanged 12 SP:Iteration 21Q (13.487686 sec): 3 clusters Score: Raw -49017.274821 + Penalty 1876.480973 = -47140.793848 nChanged 15 SP:Iteration 22Q (13.490363 sec): 3 clusters Score: Raw -49035.689816 + Penalty 1876.069596 = -47159.620220 nChanged 15 SP:Iteration 23Q (13.492903 sec): 3 clusters Score: Raw -49048.710872 + Penalty 1875.971117 = -47172.739754 nChanged 14 SP:Iteration 24Q (13.495312 sec): 3 clusters Score: Raw -49065.397038 + Penalty 1876.058809 = -47189.338229 nChanged 10 SP:Iteration 25Q (13.497657 sec): 3 clusters Score: Raw -49075.822974 + Penalty 1876.585664 = -47199.237310 nChanged 15 SP:Iteration 26Q (13.499993 sec): 3 clusters Score: Raw -49099.828796 + Penalty 1876.440951 = -47223.387845 nChanged 16 SP:Iteration 27Q (13.502323 sec): 3 clusters Score: Raw -49129.844390 + Penalty 1876.554505 = -47253.289885 nChanged 18 SP:Iteration 28Q (13.504646 sec): 3 clusters Score: Raw -49157.046583 + Penalty 1877.224454 = -47279.822129 nChanged 22 SP:Iteration 29Q (13.507000 sec): 3 clusters Score: Raw -49182.665739 + Penalty 1876.873129 = -47305.792610 nChanged 13 SP:Iteration 30F (13.509478 sec): 3 clusters Score: Raw -49194.587862 + Penalty 1876.377878 = -47318.209984 nChanged 13 SP:Iteration 31Q (13.511858 sec): 3 clusters Score: Raw -49205.869138 + Penalty 1876.586638 = -47329.282500 nChanged 12 SP:Iteration 32Q (13.514281 sec): 3 clusters Score: Raw -49214.482411 + Penalty 1877.181079 = -47337.301332 nChanged 10 SP:Iteration 33Q (13.516702 sec): 3 clusters Score: Raw -49222.334746 + Penalty 1877.090759 = -47345.243987 nChanged 7 SP:Iteration 34Q (13.522261 sec): 3 clusters Score: Raw -49229.983420 + Penalty 1877.063430 = -47352.919991 nChanged 9 SP:Iteration 35Q (13.526411 sec): 3 clusters Score: Raw -49241.173552 + Penalty 1876.910780 = -47364.262772 nChanged 11 SP:Iteration 36Q (13.529856 sec): 3 clusters Score: Raw -49251.434942 + Penalty 1876.628895 = -47374.806047 nChanged 5 SP:Iteration 37Q (13.532164 sec): 3 clusters Score: Raw -49256.242541 + Penalty 1876.526872 = -47379.715669 nChanged 5 SP:Iteration 38Q (13.534461 sec): 3 clusters Score: Raw -49261.189934 + Penalty 1876.177491 = -47385.012443 nChanged 9 SP:Iteration 39Q (13.536764 sec): 3 clusters Score: Raw -49265.814373 + Penalty 1876.555525 = -47389.258847 nChanged 2 SP:Iteration 40F (13.539141 sec): 3 clusters Score: Raw -49266.657704 + Penalty 1876.487231 = -47390.170473 nChanged 1 SP:Iteration 41Q (13.541451 sec): 3 clusters Score: Raw -49267.024198 + Penalty 1876.487231 = -47390.536967 nChanged 0 SP:Iteration 42F (13.543918 sec): 3 clusters Score: Raw -49267.024198 + Penalty 1876.487231 = -47390.536967 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 4 (1136 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.550912 sec): 2 clusters Score: Raw -43453.337736 + Penalty 185.492050 = -43267.845686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.553148 sec): 3 clusters Score: Raw -42785.983776 + Penalty 369.830254 = -42416.153522 nChanged 486 SP:Iteration 1F (13.555290 sec): 3 clusters Score: Raw -43142.251889 + Penalty 372.538029 = -42769.713860 nChanged 114 SP:Iteration 2F (13.557493 sec): 3 clusters Score: Raw -43213.547122 + Penalty 373.555256 = -42839.991866 nChanged 84 SP:Iteration 3F (13.559755 sec): 3 clusters Score: Raw -43264.872016 + Penalty 375.651727 = -42889.220289 nChanged 69 SP:Iteration 4F (13.562018 sec): 3 clusters Score: Raw -43315.764498 + Penalty 376.908776 = -42938.855722 nChanged 65 SP:Iteration 5F (13.564278 sec): 3 clusters Score: Raw -43370.676873 + Penalty 378.764863 = -42991.912011 nChanged 54 SP:Iteration 6Q (13.566488 sec): 3 clusters Score: Raw -43417.832262 + Penalty 382.982722 = -43034.849540 nChanged 38 SP:Iteration 7Q (13.568664 sec): 3 clusters Score: Raw -43444.883454 + Penalty 382.205724 = -43062.677730 nChanged 25 SP:Iteration 8Q (13.570788 sec): 3 clusters Score: Raw -43460.842483 + Penalty 381.510698 = -43079.331785 nChanged 19 SP:Iteration 9Q (13.572942 sec): 3 clusters Score: Raw -43472.404343 + Penalty 387.146367 = -43085.257976 nChanged 16 SP:Iteration 10F (13.575215 sec): 3 clusters Score: Raw -43482.298217 + Penalty 394.570193 = -43087.728024 nChanged 8 SP:Iteration 11Q (13.577224 sec): 3 clusters Score: Raw -43488.302838 + Penalty 393.715386 = -43094.587451 nChanged 4 SP:Iteration 12Q (13.579174 sec): 3 clusters Score: Raw -43491.316769 + Penalty 394.499934 = -43096.816835 nChanged 1 SP:Iteration 13Q (13.581150 sec): 3 clusters Score: Raw -43491.740392 + Penalty 394.617241 = -43097.123151 nChanged 1 SP:Iteration 14Q (13.583071 sec): 3 clusters Score: Raw -43491.946024 + Penalty 396.097864 = -43095.848160 nChanged 1 SP:Iteration 15F (13.585252 sec): 3 clusters Score: Raw -43491.999691 + Penalty 396.147845 = -43095.851845 nChanged 1 SP:Iteration 16Q (13.587183 sec): 3 clusters Score: Raw -43492.316769 + Penalty 395.429153 = -43096.887616 nChanged 2 SP:Iteration 17Q (13.589178 sec): 3 clusters Score: Raw -43493.248411 + Penalty 397.162316 = -43096.086095 nChanged 2 SP:Iteration 18F (13.591491 sec): 3 clusters Score: Raw -43493.724845 + Penalty 395.719575 = -43098.005270 nChanged 1 SP:Iteration 19Q (13.593376 sec): 3 clusters Score: Raw -43493.791664 + Penalty 394.396668 = -43099.394996 nChanged 1 SP:Iteration 20F (13.595511 sec): 3 clusters Score: Raw -43494.133494 + Penalty 395.490637 = -43098.642857 nChanged 1 SP:Iteration 21F (13.597659 sec): 3 clusters Score: Raw -43494.483175 + Penalty 394.778473 = -43099.704702 nChanged 1 SP:Iteration 22Q (13.599529 sec): 3 clusters Score: Raw -43495.028037 + Penalty 394.778473 = -43100.249564 nChanged 0 SP:Iteration 23F (13.601711 sec): 3 clusters Score: Raw -43495.028037 + Penalty 394.778473 = -43100.249564 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 5 (103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.606085 sec): 2 clusters Score: Raw -4672.676592 + Penalty 364.759250 = -4307.917341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.606510 sec): 3 clusters Score: Raw -4672.744664 + Penalty 728.711300 = -3944.033364 nChanged 10 SP:Iteration 1F (13.606909 sec): 3 clusters Score: Raw -4698.936166 + Penalty 728.865909 = -3970.070257 nChanged 2 SP:Iteration 2Q (13.607292 sec): 3 clusters Score: Raw -4702.103341 + Penalty 728.865909 = -3973.237432 nChanged 0 SP:Iteration 3F (13.607685 sec): 3 clusters Score: Raw -4702.103341 + Penalty 728.865909 = -3973.237432 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 6 (67 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.608313 sec): 2 clusters Score: Raw -2783.926580 + Penalty 352.123102 = -2431.803478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.608647 sec): 3 clusters Score: Raw -2796.035899 + Penalty 712.372808 = -2083.663091 nChanged 4 SP:Iteration 1F (13.608978 sec): 3 clusters Score: Raw -2805.559052 + Penalty 714.724375 = -2090.834677 nChanged 1 SP:Iteration 2Q (13.609309 sec): 3 clusters Score: Raw -2807.325425 + Penalty 714.724375 = -2092.601050 nChanged 0 SP:Iteration 3F (13.609638 sec): 3 clusters Score: Raw -2807.325425 + Penalty 714.724375 = -2092.601050 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 7 (91 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.610331 sec): 2 clusters Score: Raw -4179.571648 + Penalty 403.880689 = -3775.690959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.610705 sec): 3 clusters Score: Raw -4177.352253 + Penalty 801.462658 = -3375.889595 nChanged 13 SP:Iteration 1F (13.611074 sec): 3 clusters Score: Raw -4203.095577 + Penalty 799.948779 = -3403.146798 nChanged 3 SP:Iteration 2Q (13.611437 sec): 3 clusters Score: Raw -4208.639195 + Penalty 799.948779 = -3408.690416 nChanged 0 SP:Iteration 3F (13.611805 sec): 3 clusters Score: Raw -4208.639195 + Penalty 799.948779 = -3408.690416 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 8 (1102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.615469 sec): 2 clusters Score: Raw -43292.878905 + Penalty 302.408514 = -42990.470391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.617655 sec): 3 clusters Score: Raw -42665.539334 + Penalty 604.232133 = -42061.307201 nChanged 450 SP:Iteration 1F (13.619786 sec): 3 clusters Score: Raw -42990.452571 + Penalty 603.601326 = -42386.851245 nChanged 127 SP:Iteration 2F (13.621869 sec): 3 clusters Score: Raw -43068.089971 + Penalty 606.577790 = -42461.512181 nChanged 77 SP:Iteration 3F (13.624009 sec): 3 clusters Score: Raw -43106.643370 + Penalty 609.512639 = -42497.130731 nChanged 51 SP:Iteration 4Q (13.626147 sec): 3 clusters Score: Raw -43132.196066 + Penalty 611.765463 = -42520.430604 nChanged 31 SP:Iteration 5Q (13.628251 sec): 3 clusters Score: Raw -43147.343888 + Penalty 615.286114 = -42532.057774 nChanged 27 SP:Iteration 6Q (13.630314 sec): 3 clusters Score: Raw -43162.712225 + Penalty 618.639123 = -42544.073102 nChanged 21 SP:Iteration 7Q (13.632372 sec): 3 clusters Score: Raw -43175.599720 + Penalty 619.448517 = -42556.151203 nChanged 23 SP:Iteration 8Q (13.634424 sec): 3 clusters Score: Raw -43191.215339 + Penalty 619.898801 = -42571.316538 nChanged 20 SP:Iteration 9Q (13.636461 sec): 3 clusters Score: Raw -43204.878850 + Penalty 621.235345 = -42583.643506 nChanged 16 SP:Iteration 10F (13.638605 sec): 3 clusters Score: Raw -43214.386352 + Penalty 622.052790 = -42592.333562 nChanged 17 SP:Iteration 11Q (13.640662 sec): 3 clusters Score: Raw -43224.134404 + Penalty 622.496999 = -42601.637405 nChanged 16 SP:Iteration 12Q (13.642683 sec): 3 clusters Score: Raw -43229.379510 + Penalty 623.313260 = -42606.066250 nChanged 11 SP:Iteration 13Q (13.644659 sec): 3 clusters Score: Raw -43233.025491 + Penalty 626.778456 = -42606.247036 nChanged 14 SP:Iteration 14Q (13.646689 sec): 3 clusters Score: Raw -43237.720354 + Penalty 629.479843 = -42608.240511 nChanged 10 SP:Iteration 15Q (13.648721 sec): 3 clusters Score: Raw -43240.616285 + Penalty 633.547693 = -42607.068592 nChanged 10 SP:Iteration 16F (13.650847 sec): 3 clusters Score: Raw -43243.346507 + Penalty 633.581122 = -42609.765386 nChanged 11 SP:Iteration 17Q (13.652802 sec): 3 clusters Score: Raw -43246.307263 + Penalty 636.124309 = -42610.182954 nChanged 9 SP:Iteration 18Q (13.654738 sec): 3 clusters Score: Raw -43249.214474 + Penalty 637.284722 = -42611.929753 nChanged 10 SP:Iteration 19Q (13.656671 sec): 3 clusters Score: Raw -43253.353434 + Penalty 639.547470 = -42613.805964 nChanged 9 SP:Iteration 20F (13.661268 sec): 3 clusters Score: Raw -43256.846198 + Penalty 644.054354 = -42612.791843 nChanged 12 SP:Iteration 21F (13.664891 sec): 3 clusters Score: Raw -43260.749773 + Penalty 648.685102 = -42612.064671 nChanged 8 SP:Iteration 22F (13.668048 sec): 3 clusters Score: Raw -43262.901074 + Penalty 649.205998 = -42613.695075 nChanged 8 SP:Iteration 23Q (13.670037 sec): 3 clusters Score: Raw -43265.695963 + Penalty 649.048772 = -42616.647190 nChanged 9 SP:Iteration 24Q (13.671992 sec): 3 clusters Score: Raw -43269.394577 + Penalty 647.656063 = -42621.738514 nChanged 10 SP:Iteration 25Q (13.673925 sec): 3 clusters Score: Raw -43272.544802 + Penalty 648.216609 = -42624.328192 nChanged 5 SP:Iteration 26Q (13.675834 sec): 3 clusters Score: Raw -43276.125703 + Penalty 648.147810 = -42627.977893 nChanged 5 SP:Iteration 27Q (13.677723 sec): 3 clusters Score: Raw -43279.391042 + Penalty 646.308898 = -42633.082144 nChanged 6 SP:Iteration 28Q (13.679611 sec): 3 clusters Score: Raw -43282.365470 + Penalty 644.285015 = -42638.080455 nChanged 8 SP:Iteration 29Q (13.681528 sec): 3 clusters Score: Raw -43285.750075 + Penalty 643.199373 = -42642.550701 nChanged 1 SP:Iteration 30F (13.683779 sec): 3 clusters Score: Raw -43287.267921 + Penalty 643.668989 = -42643.598932 nChanged 1 SP:Iteration 31Q (13.685793 sec): 3 clusters Score: Raw -43288.073446 + Penalty 645.267909 = -42642.805537 nChanged 2 SP:Iteration 32F (13.687924 sec): 3 clusters Score: Raw -43288.405268 + Penalty 646.213201 = -42642.192067 nChanged 1 SP:Iteration 33F (13.690028 sec): 3 clusters Score: Raw -43288.456214 + Penalty 646.213201 = -42642.243014 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 9 (49 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.690666 sec): 2 clusters Score: Raw -2225.017820 + Penalty 186.061852 = -2038.955969 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.690973 sec): 3 clusters Score: Raw -2193.301465 + Penalty 362.379928 = -1830.921537 nChanged 3 SP:Iteration 1F (13.691272 sec): 3 clusters Score: Raw -2194.178178 + Penalty 353.844958 = -1840.333220 nChanged 4 SP:Iteration 2F (13.691568 sec): 3 clusters Score: Raw -2200.509757 + Penalty 404.645298 = -1795.864459 nChanged 10 SP:Iteration 3F (13.691862 sec): 3 clusters Score: Raw -2217.302675 + Penalty 410.863116 = -1806.439559 nChanged 3 SP:Iteration 4F (13.692153 sec): 3 clusters Score: Raw -2220.528041 + Penalty 404.087404 = -1816.440638 nChanged 2 SP:Iteration 5Q (13.692426 sec): 3 clusters Score: Raw -2222.761970 + Penalty 186.061852 = -2036.700118 nChanged 1 SP:Iteration 6Q (13.692678 sec): 2 clusters Score: Raw -2225.017820 + Penalty 186.061852 = -2038.955969 nChanged 0 SP:Iteration 7F (13.692930 sec): 2 clusters Score: Raw -2225.017820 + Penalty 186.061852 = -2038.955969 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 10 (754 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.695449 sec): 2 clusters Score: Raw -32393.743189 + Penalty 515.187139 = -31878.556049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.697019 sec): 3 clusters Score: Raw -31976.785504 + Penalty 1030.554220 = -30946.231284 nChanged 256 SP:Iteration 1F (13.698533 sec): 3 clusters Score: Raw -32127.441698 + Penalty 1032.542507 = -31094.899191 nChanged 85 SP:Iteration 2F (13.700035 sec): 3 clusters Score: Raw -32184.189947 + Penalty 1035.424065 = -31148.765881 nChanged 54 SP:Iteration 3F (13.701515 sec): 3 clusters Score: Raw -32223.200580 + Penalty 1038.659342 = -31184.541238 nChanged 36 SP:Iteration 4Q (13.702997 sec): 3 clusters Score: Raw -32256.933599 + Penalty 1042.513806 = -31214.419793 nChanged 40 SP:Iteration 5F (13.704477 sec): 3 clusters Score: Raw -32284.714846 + Penalty 1044.093177 = -31240.621669 nChanged 24 SP:Iteration 6Q (13.705950 sec): 3 clusters Score: Raw -32295.622101 + Penalty 1044.702347 = -31250.919753 nChanged 12 SP:Iteration 7Q (13.707438 sec): 3 clusters Score: Raw -32301.154498 + Penalty 1045.569523 = -31255.584974 nChanged 7 SP:Iteration 8Q (13.708904 sec): 3 clusters Score: Raw -32304.140789 + Penalty 1046.204307 = -31257.936482 nChanged 5 SP:Iteration 9Q (13.710388 sec): 3 clusters Score: Raw -32305.876338 + Penalty 1046.959615 = -31258.916722 nChanged 6 SP:Iteration 10F (13.711868 sec): 3 clusters Score: Raw -32307.924938 + Penalty 1048.485405 = -31259.439533 nChanged 8 SP:Iteration 11Q (13.713363 sec): 3 clusters Score: Raw -32310.929739 + Penalty 1050.542213 = -31260.387525 nChanged 12 SP:Iteration 12Q (13.714850 sec): 3 clusters Score: Raw -32316.005503 + Penalty 1052.181790 = -31263.823713 nChanged 9 SP:Iteration 13Q (13.716318 sec): 3 clusters Score: Raw -32320.947808 + Penalty 1054.010476 = -31266.937332 nChanged 13 SP:Iteration 14Q (13.717777 sec): 3 clusters Score: Raw -32328.945676 + Penalty 1055.636925 = -31273.308751 nChanged 12 SP:Iteration 15Q (13.719269 sec): 3 clusters Score: Raw -32335.447487 + Penalty 1056.203009 = -31279.244478 nChanged 11 SP:Iteration 16Q (13.720730 sec): 3 clusters Score: Raw -32343.079298 + Penalty 1055.660732 = -31287.418566 nChanged 8 SP:Iteration 17Q (13.722173 sec): 3 clusters Score: Raw -32347.349152 + Penalty 1059.000020 = -31288.349132 nChanged 10 SP:Iteration 18Q (13.723615 sec): 3 clusters Score: Raw -32351.305774 + Penalty 1060.261230 = -31291.044544 nChanged 5 SP:Iteration 19Q (13.725105 sec): 3 clusters Score: Raw -32353.121570 + Penalty 1062.778590 = -31290.342980 nChanged 5 SP:Iteration 20F (13.726607 sec): 3 clusters Score: Raw -32356.705101 + Penalty 1064.098295 = -31292.606806 nChanged 5 SP:Iteration 21Q (13.728040 sec): 3 clusters Score: Raw -32358.862027 + Penalty 1063.884754 = -31294.977273 nChanged 5 SP:Iteration 22Q (13.729454 sec): 3 clusters Score: Raw -32361.697649 + Penalty 1066.546579 = -31295.151069 nChanged 4 SP:Iteration 23Q (13.730896 sec): 3 clusters Score: Raw -32362.464555 + Penalty 1067.717473 = -31294.747081 nChanged 3 SP:Iteration 24F (13.732440 sec): 3 clusters Score: Raw -32365.224374 + Penalty 1072.292221 = -31292.932153 nChanged 8 SP:Iteration 25F (13.733947 sec): 3 clusters Score: Raw -32371.017660 + Penalty 1073.763633 = -31297.254027 nChanged 10 SP:Iteration 26Q (13.735366 sec): 3 clusters Score: Raw -32378.443701 + Penalty 1072.615321 = -31305.828380 nChanged 10 SP:Iteration 27Q (13.736794 sec): 3 clusters Score: Raw -32386.843504 + Penalty 1072.974264 = -31313.869240 nChanged 7 SP:Iteration 28Q (13.738212 sec): 3 clusters Score: Raw -32391.109745 + Penalty 1073.191121 = -31317.918624 nChanged 2 SP:Iteration 29Q (13.739589 sec): 3 clusters Score: Raw -32391.984494 + Penalty 1074.686462 = -31317.298033 nChanged 2 SP:Iteration 30F (13.741099 sec): 3 clusters Score: Raw -32393.181537 + Penalty 1074.686462 = -31318.495076 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 11 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.741623 sec): 2 clusters Score: Raw -527.745021 + Penalty 74.253486 = -453.491535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.741846 sec): 3 clusters Score: Raw -533.605282 + Penalty 133.548796 = -400.056487 nChanged 1 SP:Iteration 1F (13.742065 sec): 3 clusters Score: Raw -539.784864 + Penalty 133.548796 = -406.236068 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 12 (461 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.744775 sec): 2 clusters Score: Raw -21135.373538 + Penalty 405.252023 = -20730.121515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.745791 sec): 3 clusters Score: Raw -20893.363948 + Penalty 810.860731 = -20082.503218 nChanged 150 SP:Iteration 1F (13.746815 sec): 3 clusters Score: Raw -20995.336059 + Penalty 810.064706 = -20185.271353 nChanged 43 SP:Iteration 2F (13.747829 sec): 3 clusters Score: Raw -21023.407744 + Penalty 809.052328 = -20214.355416 nChanged 26 SP:Iteration 3F (13.748827 sec): 3 clusters Score: Raw -21043.399829 + Penalty 809.456397 = -20233.943432 nChanged 13 SP:Iteration 4Q (13.749821 sec): 3 clusters Score: Raw -21055.823793 + Penalty 809.870121 = -20245.953672 nChanged 9 SP:Iteration 5Q (13.750812 sec): 3 clusters Score: Raw -21061.757277 + Penalty 810.240805 = -20251.516472 nChanged 11 SP:Iteration 6Q (13.751801 sec): 3 clusters Score: Raw -21069.480150 + Penalty 810.979849 = -20258.500301 nChanged 4 SP:Iteration 7Q (13.752788 sec): 3 clusters Score: Raw -21070.798774 + Penalty 811.399642 = -20259.399131 nChanged 4 SP:Iteration 8Q (13.753775 sec): 3 clusters Score: Raw -21072.898165 + Penalty 811.214958 = -20261.683207 nChanged 1 SP:Iteration 9Q (13.754762 sec): 3 clusters Score: Raw -21073.069416 + Penalty 811.214958 = -20261.854458 nChanged 0 SP:Iteration 10F (13.755755 sec): 3 clusters Score: Raw -21073.069416 + Penalty 811.214958 = -20261.854458 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 13 (208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.756932 sec): 2 clusters Score: Raw -9649.672218 + Penalty 709.030702 = -8940.641516 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.757510 sec): 3 clusters Score: Raw -9637.485575 + Penalty 1418.096929 = -8219.388646 nChanged 34 SP:Iteration 1F (13.758106 sec): 3 clusters Score: Raw -9729.986557 + Penalty 1418.081487 = -8311.905069 nChanged 13 SP:Iteration 2F (13.758670 sec): 3 clusters Score: Raw -9760.499320 + Penalty 1418.131853 = -8342.367467 nChanged 3 SP:Iteration 3Q (13.759211 sec): 3 clusters Score: Raw -9765.091264 + Penalty 1418.215146 = -8346.876117 nChanged 1 SP:Iteration 4Q (13.759751 sec): 3 clusters Score: Raw -9767.856593 + Penalty 1418.284977 = -8349.571616 nChanged 1 SP:Iteration 5Q (13.760291 sec): 3 clusters Score: Raw -9769.570393 + Penalty 1418.284977 = -8351.285416 nChanged 0 SP:Iteration 6F (13.760855 sec): 3 clusters Score: Raw -9769.570393 + Penalty 1418.284977 = -8351.285416 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 14 (90 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.761567 sec): 2 clusters Score: Raw -3430.706445 + Penalty 433.220974 = -2997.485471 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.761942 sec): 3 clusters Score: Raw -3454.723584 + Penalty 868.569791 = -2586.153793 nChanged 5 SP:Iteration 1F (13.762336 sec): 3 clusters Score: Raw -3467.139462 + Penalty 869.684405 = -2597.455057 nChanged 3 SP:Iteration 2Q (13.762699 sec): 3 clusters Score: Raw -3477.742015 + Penalty 869.684405 = -2608.057611 nChanged 0 SP:Iteration 3F (13.763072 sec): 3 clusters Score: Raw -3477.742015 + Penalty 869.684405 = -2608.057611 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 15 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.763608 sec): 2 clusters Score: Raw -1155.015982 + Penalty 171.429242 = -983.586740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.763873 sec): 3 clusters Score: Raw -1168.399526 + Penalty 339.640405 = -828.759121 nChanged 2 SP:Iteration 1F (13.764135 sec): 3 clusters Score: Raw -1171.807301 + Penalty 339.640405 = -832.166896 nChanged 0 Memory request: 0.02 GB would take us to total of 0.23 GB. Trying to split cluster 16 (3373 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.779813 sec): 2 clusters Score: Raw -143133.254705 + Penalty 361.904534 = -142771.350171 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.786131 sec): 3 clusters Score: Raw -140949.755872 + Penalty 771.170646 = -140178.585226 nChanged 1512 SP:Iteration 1F (13.792187 sec): 3 clusters Score: Raw -142177.661884 + Penalty 803.880752 = -141373.781132 nChanged 436 SP:Iteration 2F (13.798192 sec): 3 clusters Score: Raw -142485.853789 + Penalty 834.207601 = -141651.646188 nChanged 246 SP:Iteration 3F (13.804168 sec): 3 clusters Score: Raw -142698.756076 + Penalty 856.467156 = -141842.288921 nChanged 163 SP:Iteration 4Q (13.810148 sec): 3 clusters Score: Raw -142840.877601 + Penalty 873.961961 = -141966.915639 nChanged 116 SP:Iteration 5Q (13.815972 sec): 3 clusters Score: Raw -142935.610372 + Penalty 883.285830 = -142052.324542 nChanged 73 SP:Iteration 6Q (13.821488 sec): 3 clusters Score: Raw -142999.643750 + Penalty 897.221014 = -142102.422735 nChanged 55 SP:Iteration 7Q (13.826835 sec): 3 clusters Score: Raw -143050.518690 + Penalty 900.803717 = -142149.714974 nChanged 36 SP:Iteration 8Q (13.831954 sec): 3 clusters Score: Raw -143084.190737 + Penalty 898.142384 = -142186.048353 nChanged 23 SP:Iteration 9Q (13.836930 sec): 3 clusters Score: Raw -143103.098142 + Penalty 897.685742 = -142205.412400 nChanged 18 SP:Iteration 10F (13.842934 sec): 3 clusters Score: Raw -143118.988484 + Penalty 904.820409 = -142214.168075 nChanged 14 SP:Iteration 11Q (13.847842 sec): 3 clusters Score: Raw -143130.779025 + Penalty 909.298497 = -142221.480528 nChanged 6 SP:Iteration 12Q (13.852759 sec): 3 clusters Score: Raw -143135.855474 + Penalty 909.376157 = -142226.479317 nChanged 4 SP:Iteration 13Q (13.857641 sec): 3 clusters Score: Raw -143141.623599 + Penalty 910.918555 = -142230.705044 nChanged 3 SP:Iteration 14Q (13.862475 sec): 3 clusters Score: Raw -143143.550183 + Penalty 917.284843 = -142226.265340 nChanged 5 SP:Iteration 15F (13.868514 sec): 3 clusters Score: Raw -143150.184717 + Penalty 922.622705 = -142227.562012 nChanged 4 SP:Iteration 16Q (13.873294 sec): 3 clusters Score: Raw -143153.984511 + Penalty 923.019184 = -142230.965327 nChanged 4 SP:Iteration 17Q (13.878200 sec): 3 clusters Score: Raw -143157.835435 + Penalty 923.019184 = -142234.816251 nChanged 0 SP:Iteration 18F (13.884245 sec): 3 clusters Score: Raw -143157.835435 + Penalty 923.019184 = -142234.816251 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 17 (65 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.887523 sec): 2 clusters Score: Raw -3039.593275 + Penalty 500.694617 = -2538.898658 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.887863 sec): 3 clusters Score: Raw -3093.505340 + Penalty 999.870367 = -2093.634973 nChanged 1 SP:Iteration 1Q (13.888183 sec): 3 clusters Score: Raw -3095.909922 + Penalty 999.870367 = -2096.039555 nChanged 0 SP:Iteration 2F (13.888507 sec): 3 clusters Score: Raw -3095.909922 + Penalty 999.870367 = -2096.039555 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 18 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.889013 sec): 2 clusters Score: Raw -899.176788 + Penalty 344.792434 = -554.384353 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.889256 sec): 3 clusters Score: Raw -947.701985 + Penalty 684.819553 = -262.882433 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 19 (145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.890094 sec): 2 clusters Score: Raw -6385.259129 + Penalty 297.127724 = -6088.131404 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.890572 sec): 3 clusters Score: Raw -6322.507232 + Penalty 612.674202 = -5709.833030 nChanged 31 SP:Iteration 1F (13.891040 sec): 3 clusters Score: Raw -6347.351425 + Penalty 623.205718 = -5724.145707 nChanged 10 SP:Iteration 2F (13.891506 sec): 3 clusters Score: Raw -6360.890952 + Penalty 640.114563 = -5720.776390 nChanged 9 SP:Iteration 3F (13.891970 sec): 3 clusters Score: Raw -6370.332639 + Penalty 645.094017 = -5725.238622 nChanged 4 SP:Iteration 4Q (13.892453 sec): 3 clusters Score: Raw -6374.003882 + Penalty 649.987263 = -5724.016620 nChanged 3 SP:Iteration 5F (13.892919 sec): 3 clusters Score: Raw -6376.176700 + Penalty 642.767760 = -5733.408940 nChanged 3 SP:Iteration 6Q (13.893380 sec): 3 clusters Score: Raw -6377.703348 + Penalty 633.429435 = -5744.273913 nChanged 1 SP:Iteration 7Q (13.893840 sec): 3 clusters Score: Raw -6378.249440 + Penalty 627.575411 = -5750.674029 nChanged 2 SP:Iteration 8Q (13.894310 sec): 3 clusters Score: Raw -6379.366494 + Penalty 631.086133 = -5748.280360 nChanged 2 SP:Iteration 9F (13.894784 sec): 3 clusters Score: Raw -6381.617364 + Penalty 631.086133 = -5750.531231 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 20 (151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.895625 sec): 2 clusters Score: Raw -5029.975282 + Penalty 287.395174 = -4742.580108 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.896112 sec): 3 clusters Score: Raw -4985.104875 + Penalty 570.897308 = -4414.207567 nChanged 25 SP:Iteration 1F (13.896591 sec): 3 clusters Score: Raw -5019.469582 + Penalty 574.748968 = -4444.720614 nChanged 14 SP:Iteration 2F (13.897073 sec): 3 clusters Score: Raw -5041.716531 + Penalty 577.224068 = -4464.492463 nChanged 8 SP:Iteration 3F (13.897551 sec): 3 clusters Score: Raw -5059.147441 + Penalty 574.468538 = -4484.678903 nChanged 3 SP:Iteration 4Q (13.898011 sec): 3 clusters Score: Raw -5062.764786 + Penalty 577.492630 = -4485.272157 nChanged 4 SP:Iteration 5Q (13.898468 sec): 3 clusters Score: Raw -5071.119737 + Penalty 577.407413 = -4493.712325 nChanged 3 SP:Iteration 6Q (13.898950 sec): 3 clusters Score: Raw -5075.101814 + Penalty 576.852717 = -4498.249097 nChanged 1 SP:Iteration 7Q (13.899401 sec): 3 clusters Score: Raw -5077.620101 + Penalty 576.993334 = -4500.626766 nChanged 2 SP:Iteration 8Q (13.899836 sec): 3 clusters Score: Raw -5079.967658 + Penalty 577.832776 = -4502.134882 nChanged 1 SP:Iteration 9Q (13.900275 sec): 3 clusters Score: Raw -5087.061248 + Penalty 579.153948 = -4507.907300 nChanged 1 SP:Iteration 10F (13.900743 sec): 3 clusters Score: Raw -5087.968567 + Penalty 582.763924 = -4505.204643 nChanged 3 SP:Iteration 11F (13.901210 sec): 3 clusters Score: Raw -5094.786515 + Penalty 586.208516 = -4508.577999 nChanged 2 SP:Iteration 12Q (13.901666 sec): 3 clusters Score: Raw -5096.729871 + Penalty 587.781738 = -4508.948133 nChanged 1 SP:Iteration 13Q (13.902111 sec): 3 clusters Score: Raw -5100.147727 + Penalty 587.781738 = -4512.365989 nChanged 0 SP:Iteration 14F (13.902587 sec): 3 clusters Score: Raw -5100.147727 + Penalty 587.781738 = -4512.365989 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 21 (200 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.903570 sec): 2 clusters Score: Raw -6876.779798 + Penalty 809.639760 = -6067.140039 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.904147 sec): 3 clusters Score: Raw -6955.316078 + Penalty 1618.690669 = -5336.625409 nChanged 24 SP:Iteration 1F (13.904716 sec): 3 clusters Score: Raw -7022.021225 + Penalty 1617.220431 = -5404.800794 nChanged 7 SP:Iteration 2Q (13.905249 sec): 3 clusters Score: Raw -7052.594043 + Penalty 1617.892758 = -5434.701285 nChanged 3 SP:Iteration 3Q (13.905768 sec): 3 clusters Score: Raw -7066.192780 + Penalty 1617.449548 = -5448.743232 nChanged 2 SP:Iteration 4Q (13.906275 sec): 3 clusters Score: Raw -7070.716382 + Penalty 1617.343183 = -5453.373199 nChanged 2 SP:Iteration 5Q (13.906793 sec): 3 clusters Score: Raw -7076.223528 + Penalty 1617.402010 = -5458.821518 nChanged 1 SP:Iteration 6Q (13.907312 sec): 3 clusters Score: Raw -7077.651907 + Penalty 1617.402010 = -5460.249896 nChanged 0 SP:Iteration 7F (13.907864 sec): 3 clusters Score: Raw -7077.651907 + Penalty 1617.402010 = -5460.249896 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 23 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.908358 sec): 2 clusters Score: Raw -233.466568 + Penalty 140.620730 = -92.845837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.908575 sec): 3 clusters Score: Raw -230.351178 + Penalty 278.096487 = 47.745309 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 24 (51 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.909157 sec): 2 clusters Score: Raw -2122.651310 + Penalty 339.108819 = -1783.542491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.909458 sec): 3 clusters Score: Raw -2144.379523 + Penalty 678.019793 = -1466.359730 nChanged 2 SP:Iteration 1Q (13.909757 sec): 3 clusters Score: Raw -2154.934172 + Penalty 678.414661 = -1476.519511 nChanged 1 SP:Iteration 2Q (13.910052 sec): 3 clusters Score: Raw -2158.036301 + Penalty 678.414661 = -1479.621639 nChanged 0 SP:Iteration 3F (13.910350 sec): 3 clusters Score: Raw -2158.036301 + Penalty 678.414661 = -1479.621639 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 25 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.910868 sec): 2 clusters Score: Raw -767.182604 + Penalty 254.326749 = -512.855855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.911121 sec): 3 clusters Score: Raw -831.018920 + Penalty 514.031595 = -316.987324 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 26 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.911643 sec): 2 clusters Score: Raw -898.728365 + Penalty 204.759641 = -693.968724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.911889 sec): 3 clusters Score: Raw -894.753756 + Penalty 411.953141 = -482.800616 nChanged 3 SP:Iteration 1F (13.912129 sec): 3 clusters Score: Raw -899.684312 + Penalty 411.953141 = -487.731171 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 27 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.912862 sec): 2 clusters Score: Raw -3849.864258 + Penalty 77.235637 = -3772.628621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.913269 sec): 3 clusters Score: Raw -3802.356581 + Penalty 155.836571 = -3646.520011 nChanged 29 SP:Iteration 1F (13.913670 sec): 3 clusters Score: Raw -3821.736924 + Penalty 160.044051 = -3661.692874 nChanged 12 SP:Iteration 2F (13.914070 sec): 3 clusters Score: Raw -3834.506588 + Penalty 163.274269 = -3671.232320 nChanged 9 SP:Iteration 3F (13.914469 sec): 3 clusters Score: Raw -3848.973385 + Penalty 162.393207 = -3686.580179 nChanged 5 SP:Iteration 4Q (13.914865 sec): 3 clusters Score: Raw -3857.117701 + Penalty 163.416485 = -3693.701216 nChanged 4 SP:Iteration 5Q (13.915258 sec): 3 clusters Score: Raw -3863.312629 + Penalty 161.813769 = -3701.498860 nChanged 1 SP:Iteration 6Q (13.915642 sec): 3 clusters Score: Raw -3864.142996 + Penalty 163.403640 = -3700.739356 nChanged 1 SP:Iteration 7F (13.916041 sec): 3 clusters Score: Raw -3864.815533 + Penalty 163.403640 = -3701.411893 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 28 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.916520 sec): 2 clusters Score: Raw -482.818319 + Penalty 263.729371 = -219.088948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.916745 sec): 3 clusters Score: Raw -495.574437 + Penalty 527.458742 = 31.884305 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 29 (82 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.917421 sec): 2 clusters Score: Raw -3497.231933 + Penalty 554.104151 = -2943.127782 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.917790 sec): 3 clusters Score: Raw -3601.461013 + Penalty 1107.894081 = -2493.566932 nChanged 2 SP:Iteration 1Q (13.918135 sec): 3 clusters Score: Raw -3613.322771 + Penalty 1107.894081 = -2505.428690 nChanged 0 SP:Iteration 2F (13.918498 sec): 3 clusters Score: Raw -3613.322771 + Penalty 1107.894081 = -2505.428690 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 30 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.919033 sec): 2 clusters Score: Raw -1283.504923 + Penalty 256.324446 = -1027.180477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.919298 sec): 3 clusters Score: Raw -1302.278682 + Penalty 514.794276 = -787.484406 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 31 (549 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.922161 sec): 2 clusters Score: Raw -22452.139378 + Penalty 695.132583 = -21757.006796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.923326 sec): 3 clusters Score: Raw -22259.167339 + Penalty 1390.209364 = -20868.957975 nChanged 149 SP:Iteration 1F (13.924500 sec): 3 clusters Score: Raw -22376.260982 + Penalty 1390.268613 = -20985.992369 nChanged 36 SP:Iteration 2F (13.925664 sec): 3 clusters Score: Raw -22417.725604 + Penalty 1390.464897 = -21027.260707 nChanged 36 SP:Iteration 3F (13.926846 sec): 3 clusters Score: Raw -22463.490751 + Penalty 1389.483819 = -21074.006933 nChanged 32 SP:Iteration 4F (13.928016 sec): 3 clusters Score: Raw -22496.805357 + Penalty 1388.781986 = -21108.023370 nChanged 25 SP:Iteration 5Q (13.929154 sec): 3 clusters Score: Raw -22520.850376 + Penalty 1388.604554 = -21132.245822 nChanged 18 SP:Iteration 6Q (13.930303 sec): 3 clusters Score: Raw -22546.687380 + Penalty 1388.724692 = -21157.962688 nChanged 13 SP:Iteration 7Q (13.931423 sec): 3 clusters Score: Raw -22566.334272 + Penalty 1388.062265 = -21178.272007 nChanged 14 SP:Iteration 8Q (13.932562 sec): 3 clusters Score: Raw -22580.222287 + Penalty 1387.892487 = -21192.329800 nChanged 5 SP:Iteration 9Q (13.933688 sec): 3 clusters Score: Raw -22583.108699 + Penalty 1387.555358 = -21195.553342 nChanged 2 SP:Iteration 10F (13.934843 sec): 3 clusters Score: Raw -22584.642534 + Penalty 1387.229500 = -21197.413034 nChanged 3 SP:Iteration 11Q (13.936057 sec): 3 clusters Score: Raw -22587.235176 + Penalty 1387.375047 = -21199.860130 nChanged 1 SP:Iteration 12Q (13.937187 sec): 3 clusters Score: Raw -22587.824589 + Penalty 1387.375047 = -21200.449542 nChanged 0 SP:Iteration 13F (13.938343 sec): 3 clusters Score: Raw -22587.824589 + Penalty 1387.375047 = -21200.449542 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 32 (266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.940349 sec): 2 clusters Score: Raw -11823.822286 + Penalty 508.755744 = -11315.066542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.941026 sec): 3 clusters Score: Raw -11773.347206 + Penalty 1016.978584 = -10756.368622 nChanged 61 SP:Iteration 1F (13.941691 sec): 3 clusters Score: Raw -11832.150709 + Penalty 1018.025662 = -10814.125047 nChanged 8 SP:Iteration 2Q (13.942348 sec): 3 clusters Score: Raw -11854.025084 + Penalty 1018.156394 = -10835.868689 nChanged 7 SP:Iteration 3Q (13.942999 sec): 3 clusters Score: Raw -11869.844487 + Penalty 1018.198012 = -10851.646474 nChanged 2 SP:Iteration 4Q (13.943648 sec): 3 clusters Score: Raw -11872.335174 + Penalty 1018.144540 = -10854.190635 nChanged 1 SP:Iteration 5Q (13.944293 sec): 3 clusters Score: Raw -11872.854666 + Penalty 1018.144540 = -10854.710126 nChanged 0 SP:Iteration 6F (13.944957 sec): 3 clusters Score: Raw -11872.854666 + Penalty 1018.144540 = -10854.710126 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 33 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.945570 sec): 2 clusters Score: Raw -2188.344894 + Penalty 213.871809 = -1974.473084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.945888 sec): 3 clusters Score: Raw -2192.602423 + Penalty 429.806675 = -1762.795748 nChanged 10 SP:Iteration 1F (13.946200 sec): 3 clusters Score: Raw -2205.724582 + Penalty 435.271029 = -1770.453552 nChanged 3 SP:Iteration 2Q (13.946509 sec): 3 clusters Score: Raw -2208.531225 + Penalty 435.107197 = -1773.424028 nChanged 1 SP:Iteration 3Q (13.946818 sec): 3 clusters Score: Raw -2215.598004 + Penalty 437.583817 = -1778.014187 nChanged 1 SP:Iteration 4Q (13.947130 sec): 3 clusters Score: Raw -2216.824429 + Penalty 437.583817 = -1779.240612 nChanged 0 SP:Iteration 5F (13.947443 sec): 3 clusters Score: Raw -2216.824429 + Penalty 437.583817 = -1779.240612 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 34 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.947977 sec): 2 clusters Score: Raw -1160.199998 + Penalty 469.458654 = -690.741344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.948257 sec): 3 clusters Score: Raw -1290.691641 + Penalty 938.403764 = -352.287877 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 35 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.948780 sec): 2 clusters Score: Raw -1169.900868 + Penalty 397.607048 = -772.293820 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.949037 sec): 3 clusters Score: Raw -1231.247118 + Penalty 796.584356 = -434.662762 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 36 (456 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.950890 sec): 2 clusters Score: Raw -21293.434458 + Penalty 642.756065 = -20650.678393 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.951957 sec): 3 clusters Score: Raw -21125.914812 + Penalty 1286.578410 = -19839.336402 nChanged 116 SP:Iteration 1F (13.952999 sec): 3 clusters Score: Raw -21255.179018 + Penalty 1286.582016 = -19968.597001 nChanged 36 SP:Iteration 2F (13.954038 sec): 3 clusters Score: Raw -21291.890933 + Penalty 1286.848969 = -20005.041964 nChanged 13 SP:Iteration 3Q (13.955053 sec): 3 clusters Score: Raw -21300.996682 + Penalty 1287.298694 = -20013.697987 nChanged 6 SP:Iteration 4Q (13.956068 sec): 3 clusters Score: Raw -21304.481418 + Penalty 1287.312315 = -20017.169103 nChanged 1 SP:Iteration 5Q (13.957083 sec): 3 clusters Score: Raw -21305.087038 + Penalty 1287.312315 = -20017.774722 nChanged 0 SP:Iteration 6F (13.958109 sec): 3 clusters Score: Raw -21305.087038 + Penalty 1287.312315 = -20017.774722 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 37 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.958635 sec): 2 clusters Score: Raw -727.478347 + Penalty 202.266473 = -525.211874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.958882 sec): 3 clusters Score: Raw -758.149317 + Penalty 412.057259 = -346.092058 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 38 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.959404 sec): 2 clusters Score: Raw -935.700752 + Penalty 357.325455 = -578.375296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.959657 sec): 3 clusters Score: Raw -989.191247 + Penalty 713.940340 = -275.250908 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 39 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.960144 sec): 2 clusters Score: Raw -672.837503 + Penalty 245.286196 = -427.551306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.960377 sec): 3 clusters Score: Raw -675.168318 + Penalty 482.774773 = -192.393545 nChanged 1 SP:Iteration 1F (13.960605 sec): 3 clusters Score: Raw -679.847830 + Penalty 482.774773 = -197.073057 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 40 (169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.961786 sec): 2 clusters Score: Raw -7266.810646 + Penalty 405.659296 = -6861.151350 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.962307 sec): 3 clusters Score: Raw -7223.420030 + Penalty 811.966236 = -6411.453794 nChanged 36 SP:Iteration 1F (13.962817 sec): 3 clusters Score: Raw -7261.959828 + Penalty 813.704784 = -6448.255043 nChanged 5 SP:Iteration 2Q (13.963324 sec): 3 clusters Score: Raw -7267.774532 + Penalty 814.457545 = -6453.316986 nChanged 2 SP:Iteration 3Q (13.963817 sec): 3 clusters Score: Raw -7269.926498 + Penalty 815.508251 = -6454.418247 nChanged 1 SP:Iteration 4Q (13.964309 sec): 3 clusters Score: Raw -7270.376876 + Penalty 815.508251 = -6454.868625 nChanged 0 SP:Iteration 5F (13.964808 sec): 3 clusters Score: Raw -7270.376876 + Penalty 815.508251 = -6454.868625 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 41 (160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.965708 sec): 2 clusters Score: Raw -6717.998545 + Penalty 488.342484 = -6229.656061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.966200 sec): 3 clusters Score: Raw -6709.718460 + Penalty 976.684968 = -5733.033492 nChanged 22 SP:Iteration 1F (13.966684 sec): 3 clusters Score: Raw -6743.226115 + Penalty 976.332930 = -5766.893185 nChanged 5 SP:Iteration 2Q (13.967162 sec): 3 clusters Score: Raw -6751.431886 + Penalty 975.970959 = -5775.460927 nChanged 3 SP:Iteration 3Q (13.967636 sec): 3 clusters Score: Raw -6758.821418 + Penalty 975.479919 = -5783.341500 nChanged 3 SP:Iteration 4Q (13.968137 sec): 3 clusters Score: Raw -6761.891793 + Penalty 974.626001 = -5787.265791 nChanged 2 SP:Iteration 5Q (13.968609 sec): 3 clusters Score: Raw -6763.987053 + Penalty 974.398171 = -5789.588882 nChanged 3 SP:Iteration 6Q (13.969079 sec): 3 clusters Score: Raw -6768.826795 + Penalty 974.398171 = -5794.428624 nChanged 0 SP:Iteration 7F (13.969560 sec): 3 clusters Score: Raw -6768.826795 + Penalty 974.398171 = -5794.428624 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 42 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.970087 sec): 2 clusters Score: Raw -862.319380 + Penalty 271.419924 = -590.899456 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.970328 sec): 3 clusters Score: Raw -868.354838 + Penalty 542.839847 = -325.514991 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 43 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.970818 sec): 2 clusters Score: Raw -694.378821 + Penalty 181.681776 = -512.697045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.971055 sec): 3 clusters Score: Raw -690.542213 + Penalty 359.467124 = -331.075089 nChanged 1 SP:Iteration 1F (13.971286 sec): 3 clusters Score: Raw -691.954327 + Penalty 360.928488 = -331.025839 nChanged 1 SP:Iteration 2F (13.971517 sec): 3 clusters Score: Raw -694.505539 + Penalty 360.928488 = -333.577052 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 44 (175 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.972785 sec): 2 clusters Score: Raw -8092.289961 + Penalty 670.751881 = -7421.538079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.973315 sec): 3 clusters Score: Raw -8100.326354 + Penalty 1341.569003 = -6758.757351 nChanged 22 SP:Iteration 1F (13.973832 sec): 3 clusters Score: Raw -8147.197856 + Penalty 1341.473244 = -6805.724612 nChanged 4 SP:Iteration 2Q (13.974348 sec): 3 clusters Score: Raw -8152.202000 + Penalty 1341.473244 = -6810.728756 nChanged 0 SP:Iteration 3F (13.974858 sec): 3 clusters Score: Raw -8152.202000 + Penalty 1341.473244 = -6810.728756 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 45 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.975390 sec): 2 clusters Score: Raw -413.149560 + Penalty 175.075914 = -238.073646 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.975623 sec): 3 clusters Score: Raw -422.784340 + Penalty 339.246344 = -83.537996 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 46 (85 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.976294 sec): 2 clusters Score: Raw -3256.045827 + Penalty 550.117680 = -2705.928147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.976659 sec): 3 clusters Score: Raw -3350.210549 + Penalty 1100.927816 = -2249.282733 nChanged 3 SP:Iteration 1Q (13.977002 sec): 3 clusters Score: Raw -3359.006134 + Penalty 1100.927816 = -2258.078318 nChanged 0 SP:Iteration 2F (13.977360 sec): 3 clusters Score: Raw -3359.006134 + Penalty 1100.927816 = -2258.078318 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 47 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.977840 sec): 2 clusters Score: Raw -520.930440 + Penalty 201.807784 = -319.122656 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.978068 sec): 3 clusters Score: Raw -522.098552 + Penalty 407.466866 = -114.631686 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 48 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.978575 sec): 2 clusters Score: Raw -1017.116953 + Penalty 304.679729 = -712.437224 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.978848 sec): 3 clusters Score: Raw -1050.719042 + Penalty 598.385298 = -452.333745 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 49 (45 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.979412 sec): 2 clusters Score: Raw -1693.640940 + Penalty 232.966171 = -1460.674769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.979711 sec): 3 clusters Score: Raw -1691.255382 + Penalty 472.845013 = -1218.410369 nChanged 3 SP:Iteration 1F (13.979996 sec): 3 clusters Score: Raw -1700.800173 + Penalty 474.518694 = -1226.281479 nChanged 2 SP:Iteration 2Q (13.980279 sec): 3 clusters Score: Raw -1707.025884 + Penalty 474.518694 = -1232.507190 nChanged 0 SP:Iteration 3F (13.980563 sec): 3 clusters Score: Raw -1707.025884 + Penalty 474.518694 = -1232.507190 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 50 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.981053 sec): 2 clusters Score: Raw -681.379698 + Penalty 174.953443 = -506.426255 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.981290 sec): 3 clusters Score: Raw -693.959867 + Penalty 355.759732 = -338.200135 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 51 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.981814 sec): 2 clusters Score: Raw -1255.172443 + Penalty 302.682348 = -952.490095 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.982078 sec): 3 clusters Score: Raw -1282.278739 + Penalty 603.558328 = -678.720412 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 52 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.982544 sec): 2 clusters Score: Raw -280.900015 + Penalty 165.729053 = -115.170962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.982756 sec): 3 clusters Score: Raw -280.737719 + Penalty 297.402336 = 16.664617 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 53 (82 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.983448 sec): 2 clusters Score: Raw -3743.398738 + Penalty 385.820330 = -3357.578408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.983818 sec): 3 clusters Score: Raw -3745.229097 + Penalty 773.694864 = -2971.534233 nChanged 8 SP:Iteration 1F (13.984183 sec): 3 clusters Score: Raw -3762.415921 + Penalty 774.209831 = -2988.206090 nChanged 1 SP:Iteration 2Q (13.984541 sec): 3 clusters Score: Raw -3763.351241 + Penalty 774.209831 = -2989.141410 nChanged 0 SP:Iteration 3F (13.984904 sec): 3 clusters Score: Raw -3763.351241 + Penalty 774.209831 = -2989.141410 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 54 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.985370 sec): 2 clusters Score: Raw -247.167358 + Penalty 120.983650 = -126.183708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.985586 sec): 3 clusters Score: Raw -249.311854 + Penalty 241.967300 = -7.344554 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 55 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.986118 sec): 2 clusters Score: Raw -1391.308149 + Penalty 260.098516 = -1131.209633 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.986386 sec): 3 clusters Score: Raw -1434.582662 + Penalty 513.504873 = -921.077789 nChanged 1 SP:Iteration 1Q (13.986642 sec): 3 clusters Score: Raw -1438.022596 + Penalty 513.504873 = -924.517724 nChanged 0 SP:Iteration 2F (13.986909 sec): 3 clusters Score: Raw -1438.022596 + Penalty 513.504873 = -924.517724 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 56 (135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.987723 sec): 2 clusters Score: Raw -4156.075595 + Penalty 199.196005 = -3956.879591 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.988183 sec): 3 clusters Score: Raw -4143.541260 + Penalty 398.430418 = -3745.110842 nChanged 33 SP:Iteration 1F (13.988637 sec): 3 clusters Score: Raw -4208.898051 + Penalty 397.675345 = -3811.222706 nChanged 5 SP:Iteration 2Q (13.989072 sec): 3 clusters Score: Raw -4223.459795 + Penalty 396.364426 = -3827.095369 nChanged 3 SP:Iteration 3Q (13.989504 sec): 3 clusters Score: Raw -4227.223365 + Penalty 395.109845 = -3832.113520 nChanged 1 SP:Iteration 4Q (13.989934 sec): 3 clusters Score: Raw -4230.002392 + Penalty 393.705509 = -3836.296883 nChanged 1 SP:Iteration 5Q (13.990362 sec): 3 clusters Score: Raw -4237.862077 + Penalty 393.705509 = -3844.156569 nChanged 0 SP:Iteration 6F (13.990809 sec): 3 clusters Score: Raw -4237.862077 + Penalty 393.705509 = -3844.156569 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 57 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.991281 sec): 2 clusters Score: Raw -258.582257 + Penalty 102.737042 = -155.845215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.991493 sec): 3 clusters Score: Raw -261.473287 + Penalty 187.225239 = -74.248048 nChanged 1 SP:Iteration 1F (13.991701 sec): 3 clusters Score: Raw -264.075008 + Penalty 187.225239 = -76.849770 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 58 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.992216 sec): 2 clusters Score: Raw -1158.835830 + Penalty 387.893034 = -770.942797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.992470 sec): 3 clusters Score: Raw -1227.795374 + Penalty 775.290452 = -452.504922 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 59 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.992944 sec): 2 clusters Score: Raw -464.775502 + Penalty 239.875807 = -224.899695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.993167 sec): 3 clusters Score: Raw -461.215982 + Penalty 447.632698 = -13.583284 nChanged 1 SP:Iteration 1F (13.993386 sec): 3 clusters Score: Raw -464.340754 + Penalty 447.632698 = -16.708056 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 60 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.993927 sec): 2 clusters Score: Raw -1683.976068 + Penalty 430.747941 = -1253.228128 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.994201 sec): 3 clusters Score: Raw -1764.862942 + Penalty 857.776290 = -907.086652 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 61 (73 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.994842 sec): 2 clusters Score: Raw -3331.262717 + Penalty 465.778251 = -2865.484465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.995184 sec): 3 clusters Score: Raw -3361.570244 + Penalty 931.280130 = -2430.290114 nChanged 4 SP:Iteration 1F (13.995520 sec): 3 clusters Score: Raw -3372.072002 + Penalty 931.293947 = -2440.778055 nChanged 1 SP:Iteration 2Q (13.995848 sec): 3 clusters Score: Raw -3376.747891 + Penalty 931.062805 = -2445.685086 nChanged 1 SP:Iteration 3Q (13.996176 sec): 3 clusters Score: Raw -3379.430770 + Penalty 931.062805 = -2448.367965 nChanged 0 SP:Iteration 4F (13.996515 sec): 3 clusters Score: Raw -3379.430770 + Penalty 931.062805 = -2448.367965 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 62 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.996979 sec): 2 clusters Score: Raw -187.903487 + Penalty 108.680729 = -79.222758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.997210 sec): 3 clusters Score: Raw -179.876792 + Penalty 244.210369 = 64.333577 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 63 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.997728 sec): 2 clusters Score: Raw -1188.667787 + Penalty 355.794360 = -832.873427 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.997988 sec): 3 clusters Score: Raw -1240.608755 + Penalty 712.092472 = -528.516284 nChanged 1 SP:Iteration 1Q (13.998234 sec): 3 clusters Score: Raw -1249.121496 + Penalty 712.092472 = -537.029025 nChanged 0 SP:Iteration 2F (13.998489 sec): 3 clusters Score: Raw -1249.121496 + Penalty 712.092472 = -537.029025 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 64 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.998995 sec): 2 clusters Score: Raw -1059.646970 + Penalty 344.264943 = -715.382026 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.999243 sec): 3 clusters Score: Raw -1113.410302 + Penalty 688.529887 = -424.880416 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 65 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.999694 sec): 2 clusters Score: Raw -81.618495 + Penalty 41.057397 = -40.561098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.999894 sec): 3 clusters Score: Raw -78.540610 + Penalty 82.114794 = 3.574184 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 66 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.000364 sec): 2 clusters Score: Raw -358.005498 + Penalty 175.986705 = -182.018793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.000586 sec): 3 clusters Score: Raw -369.416942 + Penalty 352.209045 = -17.207897 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 67 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.001060 sec): 2 clusters Score: Raw -467.809576 + Penalty 258.221436 = -209.588140 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.001285 sec): 3 clusters Score: Raw -484.885972 + Penalty 537.460500 = 52.574528 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 68 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.001771 sec): 2 clusters Score: Raw -728.587987 + Penalty 312.599025 = -415.988962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.002008 sec): 3 clusters Score: Raw -752.850845 + Penalty 629.012207 = -123.838638 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 69 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.002507 sec): 2 clusters Score: Raw -807.579852 + Penalty 290.086816 = -517.493036 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.002749 sec): 3 clusters Score: Raw -861.889397 + Penalty 578.534549 = -283.354848 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 70 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.003248 sec): 2 clusters Score: Raw -873.515145 + Penalty 320.088587 = -553.426558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.003492 sec): 3 clusters Score: Raw -924.982412 + Penalty 652.517860 = -272.464552 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 71 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.004108 sec): 2 clusters Score: Raw -3150.905074 + Penalty 538.206171 = -2612.698904 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.004443 sec): 3 clusters Score: Raw -3232.907591 + Penalty 1075.809079 = -2157.098512 nChanged 2 SP:Iteration 1Q (14.004765 sec): 3 clusters Score: Raw -3251.247905 + Penalty 1075.809079 = -2175.438825 nChanged 0 SP:Iteration 2F (14.005085 sec): 3 clusters Score: Raw -3251.247905 + Penalty 1075.809079 = -2175.438825 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 72 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.005589 sec): 2 clusters Score: Raw -972.895748 + Penalty 402.656076 = -570.239672 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.005835 sec): 3 clusters Score: Raw -1067.955071 + Penalty 807.784835 = -260.170235 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 73 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.006347 sec): 2 clusters Score: Raw -993.398075 + Penalty 255.187249 = -738.210826 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.006598 sec): 3 clusters Score: Raw -1025.390884 + Penalty 513.755883 = -511.635002 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 74 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.007112 sec): 2 clusters Score: Raw -1024.641101 + Penalty 381.106703 = -643.534398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.007365 sec): 3 clusters Score: Raw -1112.071584 + Penalty 766.196989 = -345.874595 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 75 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.007844 sec): 2 clusters Score: Raw -548.403547 + Penalty 288.487885 = -259.915663 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.008072 sec): 3 clusters Score: Raw -570.932087 + Penalty 576.183363 = 5.251275 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 76 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.008531 sec): 2 clusters Score: Raw -174.329140 + Penalty 92.087694 = -82.241445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.008741 sec): 3 clusters Score: Raw -170.924050 + Penalty 186.442174 = 15.518124 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 77 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.009216 sec): 2 clusters Score: Raw -453.030909 + Penalty 217.638937 = -235.391971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.009442 sec): 3 clusters Score: Raw -468.156075 + Penalty 444.471066 = -23.685009 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 78 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.009905 sec): 2 clusters Score: Raw -254.404815 + Penalty 167.345379 = -87.059436 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.010120 sec): 3 clusters Score: Raw -245.703732 + Penalty 335.304058 = 89.600326 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 79 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.010595 sec): 2 clusters Score: Raw -364.775527 + Penalty 211.490903 = -153.284624 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.010818 sec): 3 clusters Score: Raw -392.860243 + Penalty 440.426857 = 47.566614 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 81 (63 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.011418 sec): 2 clusters Score: Raw -2247.776687 + Penalty 260.802969 = -1986.973718 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.011745 sec): 3 clusters Score: Raw -2254.302639 + Penalty 545.067741 = -1709.234898 nChanged 4 SP:Iteration 1F (14.012063 sec): 3 clusters Score: Raw -2259.948307 + Penalty 557.827937 = -1702.120369 nChanged 2 SP:Iteration 2F (14.012398 sec): 3 clusters Score: Raw -2265.105952 + Penalty 563.484552 = -1701.621400 nChanged 1 SP:Iteration 3F (14.012721 sec): 3 clusters Score: Raw -2269.346020 + Penalty 582.514409 = -1686.831611 nChanged 2 SP:Iteration 4F (14.013040 sec): 3 clusters Score: Raw -2278.524264 + Penalty 582.514409 = -1696.009854 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 82 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.013504 sec): 2 clusters Score: Raw -210.402865 + Penalty 190.240886 = -20.161979 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.013698 sec): 2 clusters Score: Raw -210.402865 + Penalty 190.240886 = -20.161979 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 83 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.014171 sec): 2 clusters Score: Raw -514.213833 + Penalty 302.240479 = -211.973354 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.014397 sec): 3 clusters Score: Raw -528.763368 + Penalty 596.100176 = 67.336809 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 84 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.014871 sec): 2 clusters Score: Raw -477.357972 + Penalty 216.884914 = -260.473058 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.015095 sec): 3 clusters Score: Raw -486.734817 + Penalty 433.769828 = -52.964989 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 86 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.015569 sec): 2 clusters Score: Raw -480.322883 + Penalty 204.938338 = -275.384545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.015796 sec): 3 clusters Score: Raw -477.839258 + Penalty 395.295613 = -82.543644 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 87 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.016292 sec): 2 clusters Score: Raw -762.361289 + Penalty 352.209833 = -410.151456 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.016555 sec): 3 clusters Score: Raw -795.423322 + Penalty 704.058943 = -91.364379 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 88 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.017244 sec): 2 clusters Score: Raw -376.356916 + Penalty 167.468691 = -208.888225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.017551 sec): 3 clusters Score: Raw -384.724213 + Penalty 338.268683 = -46.455530 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 89 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.018242 sec): 2 clusters Score: Raw -227.479954 + Penalty 120.806751 = -106.673203 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.018543 sec): 3 clusters Score: Raw -226.523257 + Penalty 252.332700 = 25.809443 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 90 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.019181 sec): 2 clusters Score: Raw -312.140035 + Penalty 161.701524 = -150.438511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.019478 sec): 3 clusters Score: Raw -314.732579 + Penalty 336.754089 = 22.021511 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 91 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.020226 sec): 2 clusters Score: Raw -1070.444037 + Penalty 463.263163 = -607.180874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.020580 sec): 3 clusters Score: Raw -1192.479841 + Penalty 923.790320 = -268.689521 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 92 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.021250 sec): 2 clusters Score: Raw -370.616184 + Penalty 190.416741 = -180.199443 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.021529 sec): 3 clusters Score: Raw -397.428643 + Penalty 376.979892 = -20.448751 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 93 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.022095 sec): 2 clusters Score: Raw -848.360533 + Penalty 313.996390 = -534.364143 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.022358 sec): 3 clusters Score: Raw -875.691171 + Penalty 627.473339 = -248.217832 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 94 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.022856 sec): 2 clusters Score: Raw -283.012146 + Penalty 183.416991 = -99.595156 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.023060 sec): 2 clusters Score: Raw -283.012146 + Penalty 183.416991 = -99.595156 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 95 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.023550 sec): 2 clusters Score: Raw -280.363170 + Penalty 127.749632 = -152.613538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.023788 sec): 3 clusters Score: Raw -285.006441 + Penalty 264.182806 = -20.823636 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 96 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.024265 sec): 2 clusters Score: Raw -102.612070 + Penalty 87.863085 = -14.748985 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.024472 sec): 3 clusters Score: Raw -91.328690 + Penalty 175.726170 = 84.397481 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 97 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.024985 sec): 2 clusters Score: Raw -814.538989 + Penalty 309.926696 = -504.612293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.025225 sec): 3 clusters Score: Raw -847.334400 + Penalty 620.387846 = -226.946554 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 98 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.025724 sec): 2 clusters Score: Raw -538.254643 + Penalty 248.133177 = -290.121466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.025955 sec): 3 clusters Score: Raw -546.548063 + Penalty 497.481710 = -49.066353 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 99 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.026467 sec): 2 clusters Score: Raw -186.470478 + Penalty 105.664207 = -80.806271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.026687 sec): 3 clusters Score: Raw -179.527247 + Penalty 211.328413 = 31.801166 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 100 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.027186 sec): 2 clusters Score: Raw -447.374324 + Penalty 147.124679 = -300.249645 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.027414 sec): 3 clusters Score: Raw -457.154789 + Penalty 287.217433 = -169.937356 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 101 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.027883 sec): 2 clusters Score: Raw -334.911264 + Penalty 189.357162 = -145.554102 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.028103 sec): 3 clusters Score: Raw -330.248851 + Penalty 383.215596 = 52.966744 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 102 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.028591 sec): 2 clusters Score: Raw -268.513885 + Penalty 206.241351 = -62.272534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.028806 sec): 3 clusters Score: Raw -256.256060 + Penalty 412.017948 = 155.761888 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 103 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.029280 sec): 2 clusters Score: Raw -407.443598 + Penalty 246.588986 = -160.854612 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.029503 sec): 3 clusters Score: Raw -409.596989 + Penalty 493.177972 = 83.580983 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 105 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.029994 sec): 2 clusters Score: Raw -735.373949 + Penalty 345.886642 = -389.487307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.030231 sec): 3 clusters Score: Raw -790.719456 + Penalty 695.038981 = -95.680475 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 106 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.030709 sec): 2 clusters Score: Raw -505.203391 + Penalty 292.325651 = -212.877740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.030936 sec): 3 clusters Score: Raw -537.632020 + Penalty 589.526104 = 51.894084 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 108 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.031386 sec): 2 clusters Score: Raw -42.741527 + Penalty 0.000000 = -42.741527 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.031575 sec): 2 clusters Score: Raw -42.741527 + Penalty 0.000000 = -42.741527 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 110 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.032033 sec): 2 clusters Score: Raw -203.536218 + Penalty 159.934173 = -43.602045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.032245 sec): 3 clusters Score: Raw -193.453973 + Penalty 327.915161 = 134.461188 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 111 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.032729 sec): 2 clusters Score: Raw -617.164258 + Penalty 256.259687 = -360.904572 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.032962 sec): 3 clusters Score: Raw -648.032442 + Penalty 511.908450 = -136.123992 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 112 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.033430 sec): 2 clusters Score: Raw -404.866564 + Penalty 234.799604 = -170.066961 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.033649 sec): 3 clusters Score: Raw -401.713448 + Penalty 464.672368 = 62.958920 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 113 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.034142 sec): 2 clusters Score: Raw -780.944521 + Penalty 254.631330 = -526.313191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.034380 sec): 3 clusters Score: Raw -801.171461 + Penalty 506.370892 = -294.800570 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 114 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.034850 sec): 2 clusters Score: Raw -405.305698 + Penalty 201.826559 = -203.479139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.035067 sec): 3 clusters Score: Raw -416.536392 + Penalty 401.825278 = -14.711114 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 115 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.035571 sec): 2 clusters Score: Raw -603.784756 + Penalty 236.234640 = -367.550117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.035805 sec): 3 clusters Score: Raw -639.360846 + Penalty 470.527993 = -168.832853 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 116 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.036271 sec): 2 clusters Score: Raw -315.572553 + Penalty 209.818193 = -105.754361 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.036491 sec): 3 clusters Score: Raw -307.360214 + Penalty 419.636385 = 112.276171 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 117 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.036948 sec): 2 clusters Score: Raw -147.350683 + Penalty 114.472919 = -32.877764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.037143 sec): 2 clusters Score: Raw -147.350683 + Penalty 114.472919 = -32.877764 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 118 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.037637 sec): 2 clusters Score: Raw -855.301110 + Penalty 327.725601 = -527.575509 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.037877 sec): 3 clusters Score: Raw -900.051367 + Penalty 662.450834 = -237.600533 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 119 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.038344 sec): 2 clusters Score: Raw -310.308901 + Penalty 194.773108 = -115.535793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.038563 sec): 3 clusters Score: Raw -316.299901 + Penalty 395.892084 = 79.592184 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 121 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.039035 sec): 2 clusters Score: Raw -438.461360 + Penalty 238.528409 = -199.932951 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.039257 sec): 3 clusters Score: Raw -441.819507 + Penalty 471.134554 = 29.315047 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 122 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.039747 sec): 2 clusters Score: Raw -807.238709 + Penalty 308.349917 = -498.888793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.039985 sec): 3 clusters Score: Raw -822.349108 + Penalty 616.699833 = -205.649275 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 123 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.040455 sec): 2 clusters Score: Raw -437.172611 + Penalty 247.157437 = -190.015175 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.040677 sec): 3 clusters Score: Raw -421.459597 + Penalty 501.315744 = 79.856147 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 124 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.041154 sec): 2 clusters Score: Raw -494.171947 + Penalty 214.578833 = -279.593114 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.041382 sec): 3 clusters Score: Raw -502.929898 + Penalty 415.341347 = -87.588551 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 125 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.041846 sec): 2 clusters Score: Raw -325.286225 + Penalty 213.500387 = -111.785838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.042076 sec): 3 clusters Score: Raw -311.264316 + Penalty 421.572417 = 110.308101 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 126 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.042526 sec): 2 clusters Score: Raw -45.248889 + Penalty 0.000000 = -45.248889 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.042715 sec): 2 clusters Score: Raw -45.248889 + Penalty 0.000000 = -45.248889 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 127 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.043183 sec): 2 clusters Score: Raw -373.929956 + Penalty 204.128947 = -169.801009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.043401 sec): 3 clusters Score: Raw -376.846977 + Penalty 409.630466 = 32.783489 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 128 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.043867 sec): 2 clusters Score: Raw -272.157057 + Penalty 181.687579 = -90.469477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.044085 sec): 3 clusters Score: Raw -275.720592 + Penalty 363.375159 = 87.654567 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 129 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.044577 sec): 2 clusters Score: Raw -749.334262 + Penalty 302.714690 = -446.619572 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.044814 sec): 3 clusters Score: Raw -790.950100 + Penalty 605.858242 = -185.091859 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 130 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.045279 sec): 2 clusters Score: Raw -282.159812 + Penalty 154.838311 = -127.321501 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.045498 sec): 3 clusters Score: Raw -277.510738 + Penalty 309.657260 = 32.146522 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 131 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.045998 sec): 2 clusters Score: Raw -1017.217469 + Penalty 358.308883 = -658.908586 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.046247 sec): 3 clusters Score: Raw -1025.970837 + Penalty 710.333091 = -315.637746 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 132 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.046716 sec): 2 clusters Score: Raw -339.981353 + Penalty 222.888477 = -117.092876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.046934 sec): 3 clusters Score: Raw -336.719349 + Penalty 480.455551 = 143.736202 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 134 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.047387 sec): 2 clusters Score: Raw -95.179986 + Penalty 71.473091 = -23.706895 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.047591 sec): 3 clusters Score: Raw -87.225449 + Penalty 142.946183 = 55.720734 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 135 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.048048 sec): 2 clusters Score: Raw -144.010855 + Penalty 105.667638 = -38.343217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.048258 sec): 3 clusters Score: Raw -136.158388 + Penalty 211.137359 = 74.978972 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 138 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.048751 sec): 2 clusters Score: Raw -828.637571 + Penalty 232.963753 = -595.673818 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.049002 sec): 3 clusters Score: Raw -826.070061 + Penalty 468.060088 = -358.009973 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 139 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.049497 sec): 2 clusters Score: Raw -584.940489 + Penalty 264.215782 = -320.724707 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.049734 sec): 3 clusters Score: Raw -614.724165 + Penalty 546.074201 = -68.649964 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 140 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.050208 sec): 2 clusters Score: Raw -370.201206 + Penalty 187.222773 = -182.978433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.050431 sec): 3 clusters Score: Raw -373.753633 + Penalty 364.133494 = -9.620139 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 141 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.050907 sec): 2 clusters Score: Raw -423.045186 + Penalty 242.902492 = -180.142694 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.051131 sec): 3 clusters Score: Raw -415.528569 + Penalty 483.398318 = 67.869750 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 142 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.051590 sec): 2 clusters Score: Raw -187.017834 + Penalty 108.222722 = -78.795112 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.051800 sec): 3 clusters Score: Raw -181.706718 + Penalty 227.106635 = 45.399917 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 143 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.052258 sec): 2 clusters Score: Raw -154.559917 + Penalty 145.128556 = -9.431361 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.052452 sec): 2 clusters Score: Raw -154.559917 + Penalty 145.128556 = -9.431361 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 144 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.052908 sec): 2 clusters Score: Raw -147.664996 + Penalty 110.432349 = -37.232647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.053116 sec): 3 clusters Score: Raw -137.869727 + Penalty 218.527691 = 80.657964 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 147 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.053572 sec): 2 clusters Score: Raw -144.722966 + Penalty 109.700825 = -35.022141 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.053780 sec): 3 clusters Score: Raw -136.912789 + Penalty 225.254043 = 88.341255 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 148 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.054242 sec): 2 clusters Score: Raw -218.768593 + Penalty 117.023627 = -101.744965 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.054460 sec): 3 clusters Score: Raw -218.083226 + Penalty 239.911678 = 21.828452 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 149 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.055010 sec): 2 clusters Score: Raw -1796.231636 + Penalty 415.410985 = -1380.820650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.055284 sec): 3 clusters Score: Raw -1820.723975 + Penalty 830.830349 = -989.893626 nChanged 1 SP:Iteration 1Q (14.055553 sec): 3 clusters Score: Raw -1824.096815 + Penalty 831.150621 = -992.946193 nChanged 1 SP:Iteration 2Q (14.055820 sec): 3 clusters Score: Raw -1828.588620 + Penalty 831.150621 = -997.437999 nChanged 0 SP:Iteration 3F (14.056113 sec): 3 clusters Score: Raw -1828.588620 + Penalty 831.150621 = -997.437999 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 150 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.056585 sec): 2 clusters Score: Raw -334.249477 + Penalty 229.077729 = -105.171748 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.056803 sec): 3 clusters Score: Raw -318.499036 + Penalty 458.155458 = 139.656422 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 151 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.057268 sec): 2 clusters Score: Raw -293.081643 + Penalty 175.460862 = -117.620780 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.057482 sec): 3 clusters Score: Raw -291.346967 + Penalty 333.242919 = 41.895952 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 153 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.057933 sec): 2 clusters Score: Raw -87.114368 + Penalty 34.310914 = -52.803454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.058122 sec): 2 clusters Score: Raw -87.114368 + Penalty 34.310914 = -52.803454 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 154 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.058577 sec): 2 clusters Score: Raw -141.291189 + Penalty 97.652372 = -43.638817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.058786 sec): 3 clusters Score: Raw -134.341030 + Penalty 190.461267 = 56.120237 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 155 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.059252 sec): 2 clusters Score: Raw -286.601909 + Penalty 189.319704 = -97.282205 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.059469 sec): 3 clusters Score: Raw -284.754449 + Penalty 374.247611 = 89.493162 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 156 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.059922 sec): 2 clusters Score: Raw -98.217968 + Penalty 77.579616 = -20.638352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.060128 sec): 3 clusters Score: Raw -88.710051 + Penalty 155.159233 = 66.449182 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 158 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.060585 sec): 2 clusters Score: Raw -201.105506 + Penalty 152.983810 = -48.121696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.060798 sec): 3 clusters Score: Raw -191.360531 + Penalty 305.967620 = 114.607089 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 161 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.061254 sec): 2 clusters Score: Raw -146.466563 + Penalty 112.869883 = -33.596680 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.061464 sec): 3 clusters Score: Raw -137.768730 + Penalty 229.456753 = 91.688023 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 162 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.061913 sec): 2 clusters Score: Raw -44.592847 + Penalty 0.000000 = -44.592847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.062102 sec): 2 clusters Score: Raw -44.592847 + Penalty 0.000000 = -44.592847 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 163 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.062577 sec): 2 clusters Score: Raw -521.637258 + Penalty 255.581876 = -266.055382 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.062815 sec): 3 clusters Score: Raw -516.519646 + Penalty 511.182191 = -5.337455 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 164 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.063284 sec): 2 clusters Score: Raw -368.379618 + Penalty 241.853510 = -126.526107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.063504 sec): 3 clusters Score: Raw -358.808525 + Penalty 481.963985 = 123.155461 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 165 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.063958 sec): 2 clusters Score: Raw -98.458636 + Penalty 75.988023 = -22.470613 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.064165 sec): 3 clusters Score: Raw -88.436453 + Penalty 151.976045 = 63.539592 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 166 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.064624 sec): 2 clusters Score: Raw -196.430045 + Penalty 134.209500 = -62.220545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.064834 sec): 3 clusters Score: Raw -188.532396 + Penalty 268.419001 = 79.886605 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 167 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.065287 sec): 2 clusters Score: Raw -97.674212 + Penalty 78.637607 = -19.036605 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.065492 sec): 3 clusters Score: Raw -88.596944 + Penalty 157.275214 = 68.678270 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 168 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.065945 sec): 2 clusters Score: Raw -95.082857 + Penalty 66.897217 = -28.185640 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.066148 sec): 3 clusters Score: Raw -86.120586 + Penalty 133.794433 = 47.673847 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 169 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.066610 sec): 2 clusters Score: Raw -168.900939 + Penalty 59.106709 = -109.794230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.066824 sec): 3 clusters Score: Raw -165.664074 + Penalty 118.213418 = -47.450655 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 171 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.067285 sec): 2 clusters Score: Raw -253.104666 + Penalty 166.792327 = -86.312339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.067501 sec): 3 clusters Score: Raw -242.928179 + Penalty 334.888620 = 91.960441 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 172 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.067946 sec): 2 clusters Score: Raw -41.467253 + Penalty 0.000000 = -41.467253 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.068134 sec): 2 clusters Score: Raw -41.467253 + Penalty 0.000000 = -41.467253 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 173 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.068579 sec): 2 clusters Score: Raw -40.780129 + Penalty 0.000000 = -40.780129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.068766 sec): 2 clusters Score: Raw -40.780129 + Penalty 0.000000 = -40.780129 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 174 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.069223 sec): 2 clusters Score: Raw -171.748001 + Penalty 83.018649 = -88.729351 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.069446 sec): 3 clusters Score: Raw -170.125104 + Penalty 166.037299 = -4.087805 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 175 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.069900 sec): 2 clusters Score: Raw -98.149548 + Penalty 81.372091 = -16.777456 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.070104 sec): 3 clusters Score: Raw -89.194411 + Penalty 162.744183 = 73.549772 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 176 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.070549 sec): 2 clusters Score: Raw -149.243610 + Penalty 8.992706 = -140.250904 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.070741 sec): 3 clusters Score: Raw -146.452564 + Penalty 17.985412 = -128.467152 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 177 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.071193 sec): 2 clusters Score: Raw -92.332283 + Penalty 74.296811 = -18.035472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.071382 sec): 2 clusters Score: Raw -92.332283 + Penalty 74.296811 = -18.035472 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 178 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.071830 sec): 2 clusters Score: Raw -45.288087 + Penalty 0.000000 = -45.288087 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.072020 sec): 2 clusters Score: Raw -45.288087 + Penalty 0.000000 = -45.288087 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 179 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.072467 sec): 2 clusters Score: Raw -43.159614 + Penalty 0.000000 = -43.159614 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.072657 sec): 2 clusters Score: Raw -43.159614 + Penalty 0.000000 = -43.159614 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 181 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.073108 sec): 2 clusters Score: Raw -99.459303 + Penalty 86.734579 = -12.724724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.073300 sec): 2 clusters Score: Raw -99.459303 + Penalty 86.734579 = -12.724724 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 184 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.073746 sec): 2 clusters Score: Raw -40.838965 + Penalty 0.000000 = -40.838965 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.073933 sec): 2 clusters Score: Raw -40.838965 + Penalty 0.000000 = -40.838965 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 186 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.074378 sec): 2 clusters Score: Raw -44.218801 + Penalty 0.000000 = -44.218801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.074564 sec): 2 clusters Score: Raw -44.218801 + Penalty 0.000000 = -44.218801 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 187 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.075008 sec): 2 clusters Score: Raw -44.318059 + Penalty 0.000000 = -44.318059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.075195 sec): 2 clusters Score: Raw -44.318059 + Penalty 0.000000 = -44.318059 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 188 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.075651 sec): 2 clusters Score: Raw -145.302590 + Penalty 128.895574 = -16.407016 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.075874 sec): 3 clusters Score: Raw -136.749886 + Penalty 263.382810 = 126.632924 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 191 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.076330 sec): 2 clusters Score: Raw -145.612470 + Penalty 103.268214 = -42.344256 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.076539 sec): 3 clusters Score: Raw -136.219585 + Penalty 214.862812 = 78.643227 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 192 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.076987 sec): 2 clusters Score: Raw -44.968514 + Penalty 0.000000 = -44.968514 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.077176 sec): 2 clusters Score: Raw -44.968514 + Penalty 0.000000 = -44.968514 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 194 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.077628 sec): 2 clusters Score: Raw -98.980049 + Penalty 91.827229 = -7.152821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.077834 sec): 3 clusters Score: Raw -90.150295 + Penalty 183.654458 = 93.504162 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 197 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.078281 sec): 2 clusters Score: Raw -42.556514 + Penalty 0.000000 = -42.556514 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.078470 sec): 2 clusters Score: Raw -42.556514 + Penalty 0.000000 = -42.556514 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 199 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.078917 sec): 2 clusters Score: Raw -43.283240 + Penalty 0.000000 = -43.283240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.079106 sec): 2 clusters Score: Raw -43.283240 + Penalty 0.000000 = -43.283240 nChanged 0 Deleting Class 194 (2 points): Lose 35.951801 but Gain 1327.951710 Iteration 20F (15.905552 sec): 172 clusters Score: Raw -833062.751317 + Penalty 162926.815216 = -670135.936101 nChanged 81 Deleting Class 181 (3 points): Lose 50.012213 but Gain 1329.736812 Iteration 21Q (16.033299 sec): 171 clusters Score: Raw -833071.105516 + Penalty 161740.203907 = -671330.901610 nChanged 76 Deleting Class 143 (3 points): Lose 45.496068 but Gain 1324.172874 Iteration 22Q (16.159449 sec): 170 clusters Score: Raw -833063.497556 + Penalty 160452.792283 = -672610.705272 nChanged 56 Deleting Class 82 (4 points): Lose 96.953899 but Gain 1375.576252 Iteration 23Q (16.286575 sec): 169 clusters Score: Raw -832988.924195 + Penalty 159188.524313 = -673800.399882 nChanged 55 Deleting Class 96 (2 points): Lose 16.284475 but Gain 1270.624581 Iteration 24Q (16.410902 sec): 168 clusters Score: Raw -833025.047391 + Penalty 157948.231914 = -675076.815477 nChanged 43 Deleting Class 91 (23 points): Lose 246.541929 but Gain 1481.010132 Iteration 25Q (16.533673 sec): 167 clusters Score: Raw -832786.681047 + Penalty 156510.370444 = -676276.310603 nChanged 51 Deleting Class 102 (5 points): Lose 67.533774 but Gain 1284.510869 Iteration 26Q (16.657089 sec): 166 clusters Score: Raw -832793.122540 + Penalty 155361.514344 = -677431.608196 nChanged 34 Deleting Class 150 (6 points): Lose 70.187156 but Gain 1281.561423 Iteration 27Q (16.778781 sec): 165 clusters Score: Raw -832772.050089 + Penalty 154121.517847 = -678650.532242 nChanged 27 Deleting Class 87 (15 points): Lose 100.267900 but Gain 1303.710102 Iteration 28Q (16.903144 sec): 164 clusters Score: Raw -832701.455321 + Penalty 152842.726680 = -679858.728641 nChanged 28 Deleting Class 34 (27 points): Lose 234.362956 but Gain 1427.801741 Iteration 29Q (17.023748 sec): 163 clusters Score: Raw -832494.002354 + Penalty 151604.108671 = -680889.893683 nChanged 47 Deleting Class 156 (3 points): Lose 37.702334 but Gain 1240.668979 Iteration 30F (18.705593 sec): 162 clusters Score: Raw -832553.590000 + Penalty 150371.080320 = -682182.509679 nChanged 29 Deleting Class 83 (10 points): Lose 123.733150 but Gain 1315.749475 Iteration 31Q (18.825485 sec): 161 clusters Score: Raw -832446.255397 + Penalty 149200.589037 = -683245.666359 nChanged 26 Deleting Class 162 (1 points): Lose 11.662976 but Gain 1193.397990 Iteration 32Q (18.944780 sec): 160 clusters Score: Raw -832479.774019 + Penalty 148087.747325 = -684392.026694 nChanged 19 Deleting Class 164 (7 points): Lose 71.379895 but Gain 1245.850346 Iteration 33Q (19.063020 sec): 159 clusters Score: Raw -832425.973233 + Penalty 146969.028191 = -685456.945043 nChanged 23 Deleting Class 72 (21 points): Lose 155.683686 but Gain 1325.718580 Iteration 34Q (19.180774 sec): 158 clusters Score: Raw -832317.470118 + Penalty 145716.988559 = -686600.481559 nChanged 42 Deleting Class 178 (1 points): Lose 1.456914 but Gain 1168.248849 Iteration 35Q (19.301743 sec): 157 clusters Score: Raw -832396.079471 + Penalty 144547.359335 = -687848.720137 nChanged 18 Deleting Class 175 (2 points): Lose 17.559338 but Gain 1176.755624 Iteration 36Q (19.419301 sec): 156 clusters Score: Raw -832400.181205 + Penalty 143375.609060 = -689024.572145 nChanged 17 Deleting Class 126 (1 points): Lose 2.713260 but Gain 1140.157075 Iteration 37Q (19.536872 sec): 155 clusters Score: Raw -832406.793247 + Penalty 142241.799770 = -690164.993477 nChanged 19 Deleting Class 188 (3 points): Lose 41.304220 but Gain 1176.060920 Iteration 38Q (19.654844 sec): 154 clusters Score: Raw -832377.736438 + Penalty 141081.917449 = -691295.818990 nChanged 20 Deleting Class 110 (4 points): Lose 27.623754 but Gain 1156.437264 Iteration 39Q (19.770703 sec): 153 clusters Score: Raw -832362.687421 + Penalty 139929.201388 = -692433.486033 nChanged 24 Deleting Class 123 (8 points): Lose 65.524965 but Gain 1191.415461 Iteration 40F (21.347767 sec): 152 clusters Score: Raw -832307.013828 + Penalty 138731.806540 = -693575.207287 nChanged 37 Deleting Class 167 (2 points): Lose 12.659591 but Gain 1137.211108 Iteration 41Q (21.465474 sec): 151 clusters Score: Raw -832317.931761 + Penalty 137607.842531 = -694710.089230 nChanged 30 Deleting Class 116 (6 points): Lose 49.886682 but Gain 1173.815117 Iteration 42Q (21.581578 sec): 150 clusters Score: Raw -832276.804234 + Penalty 136551.624872 = -695725.179362 nChanged 35 Deleting Class 125 (6 points): Lose 70.633375 but Gain 1194.414931 Iteration 43Q (21.700126 sec): 149 clusters Score: Raw -832231.809085 + Penalty 135379.329553 = -696852.479533 nChanged 34 Deleting Class 106 (13 points): Lose 132.690163 but Gain 1251.988050 Iteration 44Q (21.816728 sec): 148 clusters Score: Raw -832127.776905 + Penalty 134163.362720 = -697964.414185 nChanged 32 Deleting Class 105 (16 points): Lose 131.065743 but Gain 1250.502610 Iteration 45Q (21.934438 sec): 147 clusters Score: Raw -832032.995612 + Penalty 132964.322698 = -699068.672914 nChanged 41 Deleting Class 141 (8 points): Lose 56.042043 but Gain 1170.904620 Iteration 46Q (22.053006 sec): 146 clusters Score: Raw -832020.628781 + Penalty 131864.189490 = -700156.439291 nChanged 32 Deleting Class 75 (11 points): Lose 91.740822 but Gain 1205.962027 Iteration 47Q (22.167524 sec): 145 clusters Score: Raw -831952.110344 + Penalty 130735.866548 = -701216.243796 nChanged 37 Deleting Class 131 (21 points): Lose 96.855349 but Gain 1198.515558 Iteration 48Q (22.282374 sec): 144 clusters Score: Raw -831883.119313 + Penalty 129550.051771 = -702333.067542 nChanged 41 Deleting Class 103 (8 points): Lose 102.519983 but Gain 1188.675261 Iteration 49Q (22.397010 sec): 143 clusters Score: Raw -831818.796481 + Penalty 128375.898624 = -703442.897858 nChanged 26 Deleting Class 165 (2 points): Lose 12.926804 but Gain 1098.894367 Iteration 50F (23.869726 sec): 142 clusters Score: Raw -831823.901601 + Penalty 127280.472755 = -704543.428846 nChanged 18 Deleting Class 179 (1 points): Lose 6.688199 but Gain 1088.917784 Iteration 51Q (23.983100 sec): 141 clusters Score: Raw -831824.607836 + Penalty 126195.565629 = -705629.042208 nChanged 16 Deleting Class 28 (10 points): Lose 69.370066 but Gain 1148.098303 Iteration 52Q (24.097151 sec): 140 clusters Score: Raw -831760.673845 + Penalty 125087.123570 = -706673.550275 nChanged 21 Deleting Class 35 (26 points): Lose 152.435359 but Gain 1230.602744 Iteration 53Q (24.211597 sec): 139 clusters Score: Raw -831628.541984 + Penalty 123890.481018 = -707738.060966 nChanged 43 Deleting Class 186 (2 points): Lose 17.960320 but Gain 1090.361842 Iteration 54Q (24.326293 sec): 138 clusters Score: Raw -831682.079218 + Penalty 122810.153866 = -708871.925353 nChanged 17 Deleting Class 132 (7 points): Lose 75.775806 but Gain 1148.156527 Iteration 55Q (24.439570 sec): 137 clusters Score: Raw -831628.011590 + Penalty 121702.482514 = -709925.529076 nChanged 22 Deleting Class 158 (5 points): Lose 40.518048 but Gain 1110.233271 Iteration 56Q (24.553705 sec): 136 clusters Score: Raw -831613.589521 + Penalty 120634.495221 = -710979.094300 nChanged 20 Deleting Class 18 (23 points): Lose 121.792181 but Gain 1188.169510 Iteration 57Q (24.664710 sec): 135 clusters Score: Raw -831515.839962 + Penalty 119525.661241 = -711990.178721 nChanged 35 Deleting Class 112 (9 points): Lose 78.035396 but Gain 1168.223345 Iteration 58Q (24.776709 sec): 134 clusters Score: Raw -831498.814073 + Penalty 118386.100163 = -713112.713910 nChanged 17 Deleting Class 71 (60 points): Lose 234.658950 but Gain 1300.055779 Iteration 59Q (24.886419 sec): 133 clusters Score: Raw -831292.761141 + Penalty 117139.246049 = -714153.515093 nChanged 70 Deleting Class 177 (2 points): Lose 13.896962 but Gain 1074.437051 Iteration 60F (26.266723 sec): 132 clusters Score: Raw -831374.649126 + Penalty 116097.293310 = -715277.355816 nChanged 15 Deleting Class 59 (9 points): Lose 33.804688 but Gain 1094.329900 Iteration 61Q (26.377417 sec): 131 clusters Score: Raw -831356.688185 + Penalty 114995.871270 = -716360.816916 nChanged 21 Deleting Class 68 (15 points): Lose 100.932254 but Gain 1157.090087 Iteration 62Q (26.487189 sec): 130 clusters Score: Raw -831277.524102 + Penalty 113871.297928 = -717406.226173 nChanged 31 Deleting Class 192 (1 points): Lose 8.210346 but Gain 1063.299652 Iteration 63Q (26.598448 sec): 129 clusters Score: Raw -831314.182626 + Penalty 112827.860734 = -718486.321893 nChanged 14 Deleting Class 163 (10 points): Lose 62.586454 but Gain 1112.629652 Iteration 64Q (26.707696 sec): 128 clusters Score: Raw -831285.086766 + Penalty 111741.705157 = -719543.381610 nChanged 24 Deleting Class 58 (27 points): Lose 140.998367 but Gain 1186.944010 Iteration 65Q (26.817381 sec): 127 clusters Score: Raw -831188.839521 + Penalty 110634.378776 = -720554.460745 nChanged 50 Deleting Class 93 (22 points): Lose 85.701540 but Gain 1128.194276 Iteration 66Q (26.929224 sec): 126 clusters Score: Raw -831206.998688 + Penalty 109548.190645 = -721658.808043 nChanged 42 Deleting Class 173 (1 points): Lose 18.922987 but Gain 1060.836533 Iteration 67Q (27.040175 sec): 125 clusters Score: Raw -831239.782795 + Penalty 108496.475544 = -722743.307251 nChanged 17 Deleting Class 121 (9 points): Lose 60.789534 but Gain 1088.182979 Iteration 68Q (27.148996 sec): 124 clusters Score: Raw -831204.991197 + Penalty 107412.823081 = -723792.168116 nChanged 17 Deleting Class 118 (18 points): Lose 110.168303 but Gain 1136.561469 Iteration 69Q (27.255981 sec): 123 clusters Score: Raw -831111.794004 + Penalty 106287.753825 = -724824.040179 nChanged 28 Deleting Class 134 (2 points): Lose 13.099024 but Gain 1033.602072 Iteration 70F (28.524916 sec): 122 clusters Score: Raw -831134.769268 + Penalty 105265.977285 = -725868.791983 nChanged 12 Deleting Class 122 (18 points): Lose 116.463055 but Gain 1136.521228 Iteration 71Q (28.631617 sec): 121 clusters Score: Raw -831042.222676 + Penalty 104256.391678 = -726785.830998 nChanged 32 Deleting Class 144 (4 points): Lose 35.768585 but Gain 1080.181063 Iteration 72Q (28.739427 sec): 120 clusters Score: Raw -831075.355925 + Penalty 103182.144485 = -727893.211441 nChanged 18 Deleting Class 74 (29 points): Lose 214.890667 but Gain 1233.190181 Iteration 73Q (28.846094 sec): 119 clusters Score: Raw -830884.572334 + Penalty 102042.990357 = -728841.581977 nChanged 40 Deleting Class 67 (11 points): Lose 131.639359 but Gain 1146.647619 Iteration 74Q (28.952944 sec): 118 clusters Score: Raw -830848.650878 + Penalty 101002.535389 = -729846.115489 nChanged 24 Deleting Class 154 (6 points): Lose 61.547820 but Gain 1076.633630 Iteration 75Q (29.066607 sec): 117 clusters Score: Raw -830847.471807 + Penalty 99974.811851 = -730872.659956 nChanged 17 Deleting Class 149 (37 points): Lose 163.610028 but Gain 1177.655165 Iteration 76Q (29.175368 sec): 116 clusters Score: Raw -830717.937021 + Penalty 98847.811975 = -731870.125046 nChanged 48 Deleting Class 171 (6 points): Lose 36.836049 but Gain 1047.065671 Iteration 77Q (29.284121 sec): 115 clusters Score: Raw -830747.272364 + Penalty 97841.634638 = -732905.637726 nChanged 21 Deleting Class 161 (3 points): Lose 27.560440 but Gain 1029.840310 Iteration 78Q (29.390795 sec): 114 clusters Score: Raw -830739.119412 + Penalty 96818.560926 = -733920.558486 nChanged 17 Deleting Class 97 (18 points): Lose 121.378378 but Gain 1123.538255 Iteration 79Q (29.497461 sec): 113 clusters Score: Raw -830625.595738 + Penalty 95719.010685 = -734906.585053 nChanged 31 Deleting Class 78 (5 points): Lose 40.213341 but Gain 1042.259262 Iteration 80F (30.663967 sec): 112 clusters Score: Raw -830624.898055 + Penalty 94696.773737 = -735928.124318 nChanged 26 Deleting Class 155 (6 points): Lose 60.593905 but Gain 1059.137570 Iteration 81Q (30.768606 sec): 111 clusters Score: Raw -830588.631033 + Penalty 93644.724054 = -736943.906979 nChanged 18 Deleting Class 60 (39 points): Lose 199.173236 but Gain 1191.633140 Iteration 82Q (30.872629 sec): 110 clusters Score: Raw -830420.868214 + Penalty 92499.548422 = -737921.319792 nChanged 52 Deleting Class 64 (26 points): Lose 145.674407 but Gain 1137.855162 Iteration 83Q (30.976960 sec): 109 clusters Score: Raw -830363.971598 + Penalty 91435.878885 = -738928.092714 nChanged 51 Deleting Class 117 (4 points): Lose 70.993122 but Gain 1060.403283 Iteration 84Q (31.080811 sec): 108 clusters Score: Raw -830365.414324 + Penalty 90414.715939 = -739950.698386 nChanged 28 Deleting Class 135 (4 points): Lose 56.148895 but Gain 1041.649753 Iteration 85Q (31.183979 sec): 107 clusters Score: Raw -830353.124586 + Penalty 89397.641302 = -740955.483284 nChanged 21 Deleting Class 187 (2 points): Lose 23.470262 but Gain 1008.698718 Iteration 86Q (31.286844 sec): 106 clusters Score: Raw -830348.353782 + Penalty 88401.900817 = -741946.452965 nChanged 14 Deleting Class 147 (3 points): Lose 17.918718 but Gain 1000.925388 Iteration 87Q (31.387419 sec): 105 clusters Score: Raw -830350.964274 + Penalty 87399.576825 = -742951.387449 nChanged 17 Deleting Class 98 (11 points): Lose 57.525413 but Gain 1037.267784 Iteration 88Q (31.487602 sec): 104 clusters Score: Raw -830308.568468 + Penalty 86383.308101 = -743925.260367 nChanged 22 Deleting Class 129 (18 points): Lose 103.699903 but Gain 1077.355213 Iteration 89Q (31.588066 sec): 103 clusters Score: Raw -830222.678577 + Penalty 85344.705083 = -744877.973494 nChanged 28 Deleting Class 63 (31 points): Lose 161.797172 but Gain 1132.131201 Iteration 90F (32.648447 sec): 102 clusters Score: Raw -830105.443909 + Penalty 84338.685532 = -745766.758377 nChanged 47 Deleting Class 128 (6 points): Lose 46.218394 but Gain 1016.440113 Iteration 91Q (32.749901 sec): 101 clusters Score: Raw -830153.384063 + Penalty 83383.006084 = -746770.377979 nChanged 25 Deleting Class 127 (11 points): Lose 67.909348 but Gain 1036.148938 Iteration 92Q (32.849624 sec): 100 clusters Score: Raw -830114.036904 + Penalty 82362.494378 = -747751.542526 nChanged 25 Deleting Class 168 (2 points): Lose 1.728711 but Gain 967.428445 Iteration 93Q (32.948923 sec): 99 clusters Score: Raw -830140.798822 + Penalty 81489.999191 = -748650.799631 nChanged 15 Deleting Class 101 (7 points): Lose 14.431347 but Gain 975.428000 Iteration 94Q (33.048398 sec): 98 clusters Score: Raw -830138.102140 + Penalty 80519.325488 = -749618.776652 nChanged 11 Deleting Class 38 (26 points): Lose 158.516008 but Gain 1118.551078 Iteration 95Q (33.146180 sec): 97 clusters Score: Raw -829993.145974 + Penalty 79457.556198 = -750535.589775 nChanged 29 Deleting Class 151 (8 points): Lose 67.516134 but Gain 1022.975916 Iteration 96Q (33.254362 sec): 96 clusters Score: Raw -829999.940365 + Penalty 78462.520052 = -751537.420313 nChanged 15 Deleting Class 17 (68 points): Lose 255.782160 but Gain 1207.698822 Iteration 97Q (33.352684 sec): 95 clusters Score: Raw -829773.743986 + Penalty 77400.987390 = -752372.756596 nChanged 80 Deleting Class 70 (19 points): Lose 115.243323 but Gain 1058.521410 Iteration 98Q (33.453869 sec): 94 clusters Score: Raw -829792.302419 + Penalty 76444.346677 = -753347.955742 nChanged 40 Deleting Class 94 (7 points): Lose 88.218206 but Gain 1031.427263 Iteration 99Q (33.553040 sec): 93 clusters Score: Raw -829777.681642 + Penalty 75465.090369 = -754312.591273 nChanged 32 Deleting Class 90 (11 points): Lose 65.518010 but Gain 1004.982147 Iteration 100F (34.524760 sec): 92 clusters Score: Raw -829757.579161 + Penalty 74584.422741 = -755173.156419 nChanged 41 Deleting Class 166 (4 points): Lose 32.090451 but Gain 970.429674 Iteration 101Q (34.624360 sec): 91 clusters Score: Raw -829766.002830 + Penalty 73621.917674 = -756144.085156 nChanged 34 Deleting Class 191 (3 points): Lose 6.692983 but Gain 942.233361 Iteration 102Q (34.721721 sec): 90 clusters Score: Raw -829778.733349 + Penalty 72699.836219 = -757078.897131 nChanged 22 Deleting Class 119 (7 points): Lose 77.222233 but Gain 1003.326946 Iteration 103Q (34.817858 sec): 89 clusters Score: Raw -829707.726283 + Penalty 71754.171007 = -757953.555277 nChanged 22 Deleting Class 111 (16 points): Lose 88.989394 but Gain 1013.432107 Iteration 104Q (34.913988 sec): 88 clusters Score: Raw -829640.741738 + Penalty 70772.926921 = -758867.814818 nChanged 25 Deleting Class 44 (152 points): Lose 391.931631 but Gain 1307.956166 Iteration 105Q (35.009784 sec): 87 clusters Score: Raw -829275.435181 + Penalty 69605.086486 = -759670.348696 nChanged 170 Deleting Class 42 (22 points): Lose 65.301476 but Gain 993.586086 Iteration 106Q (35.112235 sec): 86 clusters Score: Raw -829461.902847 + Penalty 68729.103782 = -760732.799064 nChanged 69 Deleting Class 199 (1 points): Lose 8.788606 but Gain 912.052480 Iteration 107Q (35.207938 sec): 85 clusters Score: Raw -829515.421974 + Penalty 67825.419154 = -761690.002821 nChanged 37 Deleting Class 139 (13 points): Lose 114.647745 but Gain 1017.323100 Iteration 108Q (35.302508 sec): 84 clusters Score: Raw -829417.815462 + Penalty 66641.691775 = -762776.123687 nChanged 43 Deleting Class 69 (27 points): Lose 162.859332 but Gain 1060.811446 Iteration 109Q (35.398686 sec): 83 clusters Score: Raw -829313.666017 + Penalty 65622.352192 = -763691.313825 nChanged 51 Deleting Class 79 (9 points): Lose 67.856351 but Gain 964.836020 Iteration 110F (36.262105 sec): 82 clusters Score: Raw -829327.633429 + Penalty 64723.989247 = -764603.644182 nChanged 43 Deleting Class 52 (8 points): Lose 72.047516 but Gain 967.111605 Iteration 111Q (36.356852 sec): 81 clusters Score: Raw -829301.016781 + Penalty 63772.258164 = -765528.758617 nChanged 31 Deleting Class 39 (13 points): Lose 53.393384 but Gain 945.221317 Iteration 112Q (36.452257 sec): 80 clusters Score: Raw -829271.107418 + Penalty 62858.403398 = -766412.704020 nChanged 30 Deleting Class 84 (10 points): Lose 53.732482 but Gain 944.169400 Iteration 113Q (36.545970 sec): 79 clusters Score: Raw -829242.937806 + Penalty 61935.282201 = -767307.655605 nChanged 25 Deleting Class 29 (81 points): Lose 381.128536 but Gain 1265.216667 Iteration 114Q (36.639018 sec): 78 clusters Score: Raw -828885.361038 + Penalty 60748.699970 = -768136.661068 nChanged 105 Deleting Class 114 (9 points): Lose 37.009899 but Gain 920.746618 Iteration 115Q (36.736884 sec): 77 clusters Score: Raw -829028.190201 + Penalty 59868.002118 = -769160.188083 nChanged 39 Deleting Class 86 (12 points): Lose 38.513698 but Gain 916.845401 Iteration 116Q (36.832773 sec): 76 clusters Score: Raw -829024.372103 + Penalty 58972.767771 = -770051.604331 nChanged 27 Deleting Class 108 (1 points): Lose 16.540723 but Gain 893.754842 Iteration 117Q (36.924225 sec): 75 clusters Score: Raw -829035.278078 + Penalty 58080.729810 = -770954.548268 nChanged 14 Deleting Class 77 (11 points): Lose 84.850423 but Gain 957.983518 Iteration 118Q (37.016216 sec): 74 clusters Score: Raw -828955.997046 + Penalty 57163.798062 = -771792.198984 nChanged 21 Writing temp clu file Memory request: 0.10 GB would take us to total of 0.21 GB. Compute initial score before splitting: Score: Raw -828955.997046 + Penalty 57163.798062 = -771792.198984Memory request: 0.04 GB would take us to total of 0.24 GB. Trying to split cluster 1 (7440 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.093148 sec): 2 clusters Score: Raw -284182.485107 + Penalty 244.061958 = -283938.423149 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.107310 sec): 3 clusters Score: Raw -279243.754773 + Penalty 500.222929 = -278743.531844 nChanged 3529 SP:Iteration 1F (37.121368 sec): 3 clusters Score: Raw -282565.539911 + Penalty 499.175732 = -282066.364179 nChanged 876 SP:Iteration 2F (37.135666 sec): 3 clusters Score: Raw -283454.955327 + Penalty 489.269913 = -282965.685415 nChanged 392 SP:Iteration 3F (37.149672 sec): 3 clusters Score: Raw -283828.260258 + Penalty 480.728113 = -283347.532146 nChanged 197 SP:Iteration 4Q (37.163668 sec): 3 clusters Score: Raw -283988.359911 + Penalty 462.236309 = -283526.123602 nChanged 113 SP:Iteration 5Q (37.175840 sec): 3 clusters Score: Raw -284082.017143 + Penalty 443.639245 = -283638.377897 nChanged 61 SP:Iteration 6Q (37.187448 sec): 3 clusters Score: Raw -284192.059085 + Penalty 430.834323 = -283761.224762 nChanged 25 SP:Iteration 7Q (37.198896 sec): 3 clusters Score: Raw -284266.423077 + Penalty 424.675111 = -283841.747966 nChanged 24 SP:Iteration 8Q (37.210139 sec): 3 clusters Score: Raw -284276.899572 + Penalty 426.276101 = -283850.623471 nChanged 7 SP:Iteration 9Q (37.221623 sec): 3 clusters Score: Raw -284278.345648 + Penalty 426.962187 = -283851.383461 nChanged 3 SP:Iteration 10F (37.236092 sec): 3 clusters Score: Raw -284278.485354 + Penalty 427.379888 = -283851.105466 nChanged 1 SP:Iteration 11F (37.250168 sec): 3 clusters Score: Raw -284278.510526 + Penalty 427.556596 = -283850.953931 nChanged 1 SP:Iteration 12F (37.264702 sec): 3 clusters Score: Raw -284278.540061 + Penalty 427.979385 = -283850.560676 nChanged 1 SP:Iteration 13F (37.278764 sec): 3 clusters Score: Raw -284278.582712 + Penalty 428.186644 = -283850.396068 nChanged 1 SP:Iteration 14F (37.292652 sec): 3 clusters Score: Raw -284278.622224 + Penalty 428.186644 = -283850.435580 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 2 (1955 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.306016 sec): 2 clusters Score: Raw -82491.750842 + Penalty 332.775647 = -82158.975195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.309725 sec): 3 clusters Score: Raw -81266.165798 + Penalty 668.547457 = -80597.618341 nChanged 850 SP:Iteration 1F (37.313431 sec): 3 clusters Score: Raw -81751.274978 + Penalty 677.995896 = -81073.279081 nChanged 257 SP:Iteration 2F (37.317211 sec): 3 clusters Score: Raw -81895.804726 + Penalty 692.649642 = -81203.155084 nChanged 168 SP:Iteration 3F (37.321185 sec): 3 clusters Score: Raw -82030.713411 + Penalty 707.384829 = -81323.328582 nChanged 122 SP:Iteration 4F (37.325012 sec): 3 clusters Score: Raw -82161.012895 + Penalty 720.687450 = -81440.325445 nChanged 101 SP:Iteration 5F (37.328687 sec): 3 clusters Score: Raw -82288.001321 + Penalty 729.167957 = -81558.833364 nChanged 61 SP:Iteration 6Q (37.332238 sec): 3 clusters Score: Raw -82329.965000 + Penalty 736.715301 = -81593.249699 nChanged 42 SP:Iteration 7Q (37.335759 sec): 3 clusters Score: Raw -82357.724170 + Penalty 741.142672 = -81616.581498 nChanged 43 SP:Iteration 8Q (37.339414 sec): 3 clusters Score: Raw -82385.321581 + Penalty 755.456130 = -81629.865450 nChanged 44 SP:Iteration 9Q (37.342959 sec): 3 clusters Score: Raw -82417.428676 + Penalty 764.405607 = -81653.023069 nChanged 30 SP:Iteration 10F (37.346708 sec): 3 clusters Score: Raw -82435.951991 + Penalty 781.708373 = -81654.243618 nChanged 26 SP:Iteration 11Q (37.349918 sec): 3 clusters Score: Raw -82454.748953 + Penalty 802.628769 = -81652.120184 nChanged 26 SP:Iteration 12F (37.353619 sec): 3 clusters Score: Raw -82472.399361 + Penalty 817.451454 = -81654.947907 nChanged 13 SP:Iteration 13Q (37.356754 sec): 3 clusters Score: Raw -82479.888116 + Penalty 833.790222 = -81646.097894 nChanged 11 SP:Iteration 14F (37.360612 sec): 3 clusters Score: Raw -82487.323003 + Penalty 845.986210 = -81641.336792 nChanged 9 SP:Iteration 15F (37.364487 sec): 3 clusters Score: Raw -82494.155759 + Penalty 857.637705 = -81636.518054 nChanged 5 SP:Iteration 16F (37.368214 sec): 3 clusters Score: Raw -82499.130609 + Penalty 868.192074 = -81630.938535 nChanged 5 SP:Iteration 17F (37.372092 sec): 3 clusters Score: Raw -82502.427396 + Penalty 873.596161 = -81628.831236 nChanged 5 SP:Iteration 18F (37.376299 sec): 3 clusters Score: Raw -82504.583632 + Penalty 876.559186 = -81628.024447 nChanged 4 SP:Iteration 19F (37.380460 sec): 3 clusters Score: Raw -82506.283314 + Penalty 875.130382 = -81631.152931 nChanged 1 SP:Iteration 20F (37.384153 sec): 3 clusters Score: Raw -82506.633915 + Penalty 875.130382 = -81631.503532 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 3 (1397 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.390192 sec): 2 clusters Score: Raw -55380.519503 + Penalty 946.865053 = -54433.654450 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.392882 sec): 3 clusters Score: Raw -54803.792901 + Penalty 1893.352371 = -52910.440530 nChanged 494 SP:Iteration 1F (37.395539 sec): 3 clusters Score: Raw -55181.297004 + Penalty 1893.561476 = -53287.735528 nChanged 132 SP:Iteration 2F (37.398356 sec): 3 clusters Score: Raw -55315.444138 + Penalty 1893.700731 = -53421.743407 nChanged 99 SP:Iteration 3F (37.401018 sec): 3 clusters Score: Raw -55419.129689 + Penalty 1893.518425 = -53525.611264 nChanged 71 SP:Iteration 4F (37.403648 sec): 3 clusters Score: Raw -55503.165851 + Penalty 1893.750738 = -53609.415113 nChanged 56 SP:Iteration 5Q (37.406239 sec): 3 clusters Score: Raw -55552.099153 + Penalty 1894.274324 = -53657.824829 nChanged 34 SP:Iteration 6Q (37.408923 sec): 3 clusters Score: Raw -55583.812251 + Penalty 1894.334108 = -53689.478144 nChanged 31 SP:Iteration 7Q (37.411492 sec): 3 clusters Score: Raw -55605.555118 + Penalty 1894.284983 = -53711.270134 nChanged 16 SP:Iteration 8Q (37.414152 sec): 3 clusters Score: Raw -55615.090908 + Penalty 1894.684911 = -53720.405997 nChanged 12 SP:Iteration 9Q (37.416793 sec): 3 clusters Score: Raw -55620.390582 + Penalty 1894.631605 = -53725.758977 nChanged 6 SP:Iteration 10F (37.419414 sec): 3 clusters Score: Raw -55623.972320 + Penalty 1894.553264 = -53729.419056 nChanged 4 SP:Iteration 11Q (37.421984 sec): 3 clusters Score: Raw -55625.289681 + Penalty 1894.729841 = -53730.559840 nChanged 1 SP:Iteration 12Q (37.424552 sec): 3 clusters Score: Raw -55625.566021 + Penalty 1894.729841 = -53730.836181 nChanged 2 SP:Iteration 13Q (37.427119 sec): 3 clusters Score: Raw -55626.347799 + Penalty 1894.719692 = -53731.628107 nChanged 3 SP:Iteration 14Q (37.429735 sec): 3 clusters Score: Raw -55629.324254 + Penalty 1894.973077 = -53734.351178 nChanged 5 SP:Iteration 15Q (37.432357 sec): 3 clusters Score: Raw -55632.777038 + Penalty 1895.079880 = -53737.697159 nChanged 5 SP:Iteration 16Q (37.434927 sec): 3 clusters Score: Raw -55639.308621 + Penalty 1894.895802 = -53744.412819 nChanged 5 SP:Iteration 17Q (37.437715 sec): 3 clusters Score: Raw -55644.483750 + Penalty 1894.593634 = -53749.890116 nChanged 8 SP:Iteration 18Q (37.440402 sec): 3 clusters Score: Raw -55655.186135 + Penalty 1894.148274 = -53761.037861 nChanged 9 SP:Iteration 19Q (37.443145 sec): 3 clusters Score: Raw -55659.476948 + Penalty 1894.544904 = -53764.932045 nChanged 5 SP:Iteration 20F (37.445923 sec): 3 clusters Score: Raw -55664.173169 + Penalty 1894.329704 = -53769.843465 nChanged 7 SP:Iteration 21Q (37.448480 sec): 3 clusters Score: Raw -55667.653639 + Penalty 1894.362297 = -53773.291343 nChanged 4 SP:Iteration 22Q (37.451067 sec): 3 clusters Score: Raw -55670.808976 + Penalty 1894.679343 = -53776.129633 nChanged 5 SP:Iteration 23Q (37.453638 sec): 3 clusters Score: Raw -55673.559808 + Penalty 1894.944375 = -53778.615434 nChanged 6 SP:Iteration 24Q (37.456209 sec): 3 clusters Score: Raw -55677.704707 + Penalty 1894.770896 = -53782.933811 nChanged 2 SP:Iteration 25Q (37.458770 sec): 3 clusters Score: Raw -55678.920627 + Penalty 1894.770896 = -53784.149731 nChanged 2 SP:Iteration 26Q (37.461330 sec): 3 clusters Score: Raw -55679.523299 + Penalty 1894.703121 = -53784.820178 nChanged 2 SP:Iteration 27Q (37.464014 sec): 3 clusters Score: Raw -55680.281647 + Penalty 1894.619524 = -53785.662123 nChanged 2 SP:Iteration 28Q (37.466627 sec): 3 clusters Score: Raw -55680.822325 + Penalty 1894.619524 = -53786.202802 nChanged 0 SP:Iteration 29F (37.469319 sec): 3 clusters Score: Raw -55680.822325 + Penalty 1894.619524 = -53786.202802 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 4 (1530 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.475397 sec): 2 clusters Score: Raw -58031.179251 + Penalty 208.964432 = -57822.214819 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.478309 sec): 3 clusters Score: Raw -57104.349153 + Penalty 426.419827 = -56677.929326 nChanged 679 SP:Iteration 1F (37.481179 sec): 3 clusters Score: Raw -57556.339004 + Penalty 428.814248 = -57127.524756 nChanged 171 SP:Iteration 2F (37.484026 sec): 3 clusters Score: Raw -57693.521266 + Penalty 431.033165 = -57262.488101 nChanged 123 SP:Iteration 3F (37.486906 sec): 3 clusters Score: Raw -57804.924406 + Penalty 434.085868 = -57370.838538 nChanged 79 SP:Iteration 4F (37.489827 sec): 3 clusters Score: Raw -57863.725395 + Penalty 437.489303 = -57426.236092 nChanged 57 SP:Iteration 5Q (37.492644 sec): 3 clusters Score: Raw -57897.247751 + Penalty 439.904981 = -57457.342769 nChanged 38 SP:Iteration 6Q (37.495415 sec): 3 clusters Score: Raw -57924.631469 + Penalty 441.820843 = -57482.810627 nChanged 31 SP:Iteration 7Q (37.498404 sec): 3 clusters Score: Raw -57959.812779 + Penalty 441.216626 = -57518.596152 nChanged 33 SP:Iteration 8Q (37.501397 sec): 3 clusters Score: Raw -57988.632232 + Penalty 440.644265 = -57547.987967 nChanged 24 SP:Iteration 9Q (37.504208 sec): 3 clusters Score: Raw -58000.867054 + Penalty 439.630487 = -57561.236567 nChanged 17 SP:Iteration 10F (37.507398 sec): 3 clusters Score: Raw -58006.595850 + Penalty 438.400619 = -57568.195231 nChanged 9 SP:Iteration 11Q (37.510078 sec): 3 clusters Score: Raw -58009.827290 + Penalty 436.415389 = -57573.411901 nChanged 8 SP:Iteration 12Q (37.512760 sec): 3 clusters Score: Raw -58013.157406 + Penalty 435.999221 = -57577.158185 nChanged 8 SP:Iteration 13Q (37.515479 sec): 3 clusters Score: Raw -58015.992503 + Penalty 435.926044 = -57580.066460 nChanged 9 SP:Iteration 14Q (37.518151 sec): 3 clusters Score: Raw -58019.544600 + Penalty 435.414970 = -57584.129630 nChanged 5 SP:Iteration 15Q (37.520776 sec): 3 clusters Score: Raw -58021.493797 + Penalty 432.581456 = -57588.912342 nChanged 10 SP:Iteration 16Q (37.523405 sec): 3 clusters Score: Raw -58023.613981 + Penalty 432.869252 = -57590.744729 nChanged 5 SP:Iteration 17Q (37.526025 sec): 3 clusters Score: Raw -58024.131485 + Penalty 433.777209 = -57590.354276 nChanged 7 SP:Iteration 18F (37.528842 sec): 3 clusters Score: Raw -58024.744221 + Penalty 434.077693 = -57590.666528 nChanged 1 SP:Iteration 19Q (37.531575 sec): 3 clusters Score: Raw -58024.772236 + Penalty 434.380624 = -57590.391612 nChanged 1 SP:Iteration 20F (37.534390 sec): 3 clusters Score: Raw -58024.790935 + Penalty 434.326507 = -57590.464428 nChanged 1 SP:Iteration 21Q (37.537053 sec): 3 clusters Score: Raw -58025.373838 + Penalty 434.326507 = -57591.047332 nChanged 0 SP:Iteration 22F (37.540152 sec): 3 clusters Score: Raw -58025.373838 + Penalty 434.326507 = -57591.047332 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 5 (114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.541976 sec): 2 clusters Score: Raw -5165.549990 + Penalty 390.872391 = -4774.677599 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.542397 sec): 3 clusters Score: Raw -5172.976718 + Penalty 784.874608 = -4388.102110 nChanged 13 SP:Iteration 1F (37.542814 sec): 3 clusters Score: Raw -5189.542153 + Penalty 785.083441 = -4404.458713 nChanged 2 SP:Iteration 2Q (37.543221 sec): 3 clusters Score: Raw -5193.352346 + Penalty 785.083441 = -4408.268905 nChanged 0 SP:Iteration 3F (37.543634 sec): 3 clusters Score: Raw -5193.352346 + Penalty 785.083441 = -4408.268905 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 6 (77 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.544287 sec): 2 clusters Score: Raw -3216.785176 + Penalty 382.781835 = -2834.003341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.544636 sec): 3 clusters Score: Raw -3214.718532 + Penalty 765.439521 = -2449.279011 nChanged 8 SP:Iteration 1F (37.544984 sec): 3 clusters Score: Raw -3234.608768 + Penalty 765.473952 = -2469.134816 nChanged 3 SP:Iteration 2Q (37.545322 sec): 3 clusters Score: Raw -3237.767062 + Penalty 765.473952 = -2472.293110 nChanged 0 SP:Iteration 3F (37.545665 sec): 3 clusters Score: Raw -3237.767062 + Penalty 765.473952 = -2472.293110 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 7 (107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.546427 sec): 2 clusters Score: Raw -4886.734813 + Penalty 452.033829 = -4434.700984 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.546843 sec): 3 clusters Score: Raw -4876.859196 + Penalty 904.692632 = -3972.166564 nChanged 12 SP:Iteration 1F (37.547253 sec): 3 clusters Score: Raw -4900.774525 + Penalty 908.899986 = -3991.874540 nChanged 8 SP:Iteration 2F (37.547660 sec): 3 clusters Score: Raw -4916.088520 + Penalty 913.326743 = -4002.761777 nChanged 4 SP:Iteration 3Q (37.548059 sec): 3 clusters Score: Raw -4922.841130 + Penalty 914.985676 = -4007.855454 nChanged 1 SP:Iteration 4Q (37.548456 sec): 3 clusters Score: Raw -4923.556816 + Penalty 916.529005 = -4007.027811 nChanged 1 SP:Iteration 5F (37.548861 sec): 3 clusters Score: Raw -4924.966548 + Penalty 918.025008 = -4006.941540 nChanged 1 SP:Iteration 6F (37.549265 sec): 3 clusters Score: Raw -4925.943042 + Penalty 918.025008 = -4007.918035 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 8 (1027 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.553237 sec): 2 clusters Score: Raw -40432.097979 + Penalty 315.981356 = -40116.116624 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.555401 sec): 3 clusters Score: Raw -39820.198607 + Penalty 638.657642 = -39181.540965 nChanged 427 SP:Iteration 1F (37.557439 sec): 3 clusters Score: Raw -40161.082545 + Penalty 649.830957 = -39511.251588 nChanged 135 SP:Iteration 2F (37.559488 sec): 3 clusters Score: Raw -40248.697612 + Penalty 665.015221 = -39583.682391 nChanged 67 SP:Iteration 3F (37.561504 sec): 3 clusters Score: Raw -40294.424921 + Penalty 678.488348 = -39615.936573 nChanged 43 SP:Iteration 4Q (37.563570 sec): 3 clusters Score: Raw -40329.304144 + Penalty 689.613678 = -39639.690466 nChanged 33 SP:Iteration 5Q (37.565651 sec): 3 clusters Score: Raw -40351.299469 + Penalty 699.199217 = -39652.100252 nChanged 30 SP:Iteration 6Q (37.567677 sec): 3 clusters Score: Raw -40372.971202 + Penalty 705.335441 = -39667.635761 nChanged 15 SP:Iteration 7Q (37.569687 sec): 3 clusters Score: Raw -40380.575534 + Penalty 710.086998 = -39670.488536 nChanged 11 SP:Iteration 8Q (37.571657 sec): 3 clusters Score: Raw -40390.284272 + Penalty 714.673783 = -39675.610489 nChanged 13 SP:Iteration 9Q (37.573622 sec): 3 clusters Score: Raw -40398.519790 + Penalty 715.337475 = -39683.182314 nChanged 4 SP:Iteration 10F (37.575604 sec): 3 clusters Score: Raw -40401.038124 + Penalty 715.413627 = -39685.624497 nChanged 5 SP:Iteration 11Q (37.577497 sec): 3 clusters Score: Raw -40406.764944 + Penalty 717.149177 = -39689.615767 nChanged 4 SP:Iteration 12Q (37.579355 sec): 3 clusters Score: Raw -40412.557015 + Penalty 719.694515 = -39692.862501 nChanged 6 SP:Iteration 13Q (37.581263 sec): 3 clusters Score: Raw -40420.417121 + Penalty 716.119505 = -39704.297616 nChanged 5 SP:Iteration 14Q (37.583083 sec): 3 clusters Score: Raw -40422.886873 + Penalty 713.896063 = -39708.990810 nChanged 3 SP:Iteration 15Q (37.584888 sec): 3 clusters Score: Raw -40425.737927 + Penalty 716.558925 = -39709.179003 nChanged 2 SP:Iteration 16Q (37.586676 sec): 3 clusters Score: Raw -40426.175717 + Penalty 716.249678 = -39709.926039 nChanged 4 SP:Iteration 17Q (37.588459 sec): 3 clusters Score: Raw -40427.277528 + Penalty 717.682612 = -39709.594915 nChanged 4 SP:Iteration 18F (37.590431 sec): 3 clusters Score: Raw -40428.506817 + Penalty 717.682612 = -39710.824204 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 9 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.591920 sec): 2 clusters Score: Raw -142.560533 + Penalty 95.624841 = -46.935692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.592132 sec): 3 clusters Score: Raw -133.803602 + Penalty 195.618164 = 61.814562 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 10 (853 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.596742 sec): 2 clusters Score: Raw -36541.601362 + Penalty 538.183795 = -36003.417567 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.598560 sec): 3 clusters Score: Raw -36087.058712 + Penalty 1085.562016 = -35001.496696 nChanged 292 SP:Iteration 1F (37.600449 sec): 3 clusters Score: Raw -36264.585833 + Penalty 1096.720430 = -35167.865404 nChanged 102 SP:Iteration 2F (37.602594 sec): 3 clusters Score: Raw -36339.080038 + Penalty 1109.293258 = -35229.786780 nChanged 64 SP:Iteration 3F (37.604629 sec): 3 clusters Score: Raw -36391.438776 + Penalty 1119.729982 = -35271.708794 nChanged 46 SP:Iteration 4F (37.606454 sec): 3 clusters Score: Raw -36433.364690 + Penalty 1130.532852 = -35302.831839 nChanged 28 SP:Iteration 5Q (37.608266 sec): 3 clusters Score: Raw -36458.057795 + Penalty 1143.970153 = -35314.087642 nChanged 26 SP:Iteration 6Q (37.610083 sec): 3 clusters Score: Raw -36487.581028 + Penalty 1155.196794 = -35332.384234 nChanged 23 SP:Iteration 7Q (37.611902 sec): 3 clusters Score: Raw -36510.522084 + Penalty 1165.527847 = -35344.994237 nChanged 12 SP:Iteration 8Q (37.613773 sec): 3 clusters Score: Raw -36522.589672 + Penalty 1173.734083 = -35348.855589 nChanged 11 SP:Iteration 9Q (37.615621 sec): 3 clusters Score: Raw -36537.613877 + Penalty 1180.756108 = -35356.857769 nChanged 6 SP:Iteration 10F (37.617478 sec): 3 clusters Score: Raw -36546.957295 + Penalty 1190.953196 = -35356.004099 nChanged 6 SP:Iteration 11F (37.619345 sec): 3 clusters Score: Raw -36553.223290 + Penalty 1195.306191 = -35357.917100 nChanged 4 SP:Iteration 12Q (37.621141 sec): 3 clusters Score: Raw -36558.538415 + Penalty 1194.702459 = -35363.835956 nChanged 2 SP:Iteration 13Q (37.622873 sec): 3 clusters Score: Raw -36559.428473 + Penalty 1194.702459 = -35364.726014 nChanged 0 SP:Iteration 14F (37.624697 sec): 3 clusters Score: Raw -36559.428473 + Penalty 1194.702459 = -35364.726014 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 11 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.628386 sec): 2 clusters Score: Raw -559.783241 + Penalty 75.305218 = -484.478023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.628623 sec): 3 clusters Score: Raw -562.245976 + Penalty 148.025150 = -414.220826 nChanged 1 SP:Iteration 1F (37.628851 sec): 3 clusters Score: Raw -565.357687 + Penalty 148.025150 = -417.332537 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 12 (365 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.630435 sec): 2 clusters Score: Raw -16714.945009 + Penalty 398.907298 = -16316.037711 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.631360 sec): 3 clusters Score: Raw -16544.522560 + Penalty 797.943587 = -15746.578974 nChanged 97 SP:Iteration 1F (37.632274 sec): 3 clusters Score: Raw -16620.392146 + Penalty 798.407939 = -15821.984207 nChanged 26 SP:Iteration 2F (37.633185 sec): 3 clusters Score: Raw -16647.939817 + Penalty 797.304496 = -15850.635321 nChanged 19 SP:Iteration 3F (37.634056 sec): 3 clusters Score: Raw -16667.801292 + Penalty 796.700709 = -15871.100584 nChanged 9 SP:Iteration 4Q (37.634924 sec): 3 clusters Score: Raw -16679.709565 + Penalty 796.777162 = -15882.932403 nChanged 7 SP:Iteration 5Q (37.635787 sec): 3 clusters Score: Raw -16686.195898 + Penalty 797.150364 = -15889.045534 nChanged 2 SP:Iteration 6Q (37.636649 sec): 3 clusters Score: Raw -16686.709502 + Penalty 797.125296 = -15889.584207 nChanged 2 SP:Iteration 7Q (37.637508 sec): 3 clusters Score: Raw -16687.479601 + Penalty 797.104177 = -15890.375423 nChanged 2 SP:Iteration 8Q (37.638366 sec): 3 clusters Score: Raw -16690.030251 + Penalty 797.328212 = -15892.702039 nChanged 1 SP:Iteration 9Q (37.639224 sec): 3 clusters Score: Raw -16690.640335 + Penalty 797.328212 = -15893.312123 nChanged 0 SP:Iteration 10F (37.640095 sec): 3 clusters Score: Raw -16690.640335 + Penalty 797.328212 = -15893.312123 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 13 (224 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.641177 sec): 2 clusters Score: Raw -10609.161058 + Penalty 721.511692 = -9887.649367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.641810 sec): 3 clusters Score: Raw -10629.685494 + Penalty 1441.120027 = -9188.565467 nChanged 30 SP:Iteration 1F (37.642433 sec): 3 clusters Score: Raw -10696.939863 + Penalty 1441.316772 = -9255.623091 nChanged 11 SP:Iteration 2Q (37.643055 sec): 3 clusters Score: Raw -10718.022863 + Penalty 1441.529884 = -9276.492980 nChanged 1 SP:Iteration 3Q (37.643677 sec): 3 clusters Score: Raw -10719.727499 + Penalty 1441.529884 = -9278.197615 nChanged 0 SP:Iteration 4F (37.644319 sec): 3 clusters Score: Raw -10719.727499 + Penalty 1441.529884 = -9278.197615 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 14 (118 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.645124 sec): 2 clusters Score: Raw -4473.588762 + Penalty 518.950093 = -3954.638669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.645557 sec): 3 clusters Score: Raw -4483.458441 + Penalty 1042.647704 = -3440.810738 nChanged 14 SP:Iteration 1F (37.645983 sec): 3 clusters Score: Raw -4514.086179 + Penalty 1048.662852 = -3465.423327 nChanged 4 SP:Iteration 2Q (37.646394 sec): 3 clusters Score: Raw -4523.123752 + Penalty 1049.863385 = -3473.260366 nChanged 1 SP:Iteration 3Q (37.646803 sec): 3 clusters Score: Raw -4524.324080 + Penalty 1051.453519 = -3472.870560 nChanged 1 SP:Iteration 4F (37.647225 sec): 3 clusters Score: Raw -4526.088670 + Penalty 1053.999977 = -3472.088693 nChanged 1 SP:Iteration 5F (37.647648 sec): 3 clusters Score: Raw -4528.869821 + Penalty 1053.999977 = -3474.869844 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 15 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.648204 sec): 2 clusters Score: Raw -1034.254985 + Penalty 187.092523 = -847.162461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.648462 sec): 3 clusters Score: Raw -1050.783440 + Penalty 374.441311 = -676.342129 nChanged 1 SP:Iteration 1Q (37.648712 sec): 3 clusters Score: Raw -1052.200350 + Penalty 374.441311 = -677.759040 nChanged 0 SP:Iteration 2F (37.648965 sec): 3 clusters Score: Raw -1052.200350 + Penalty 374.441311 = -677.759040 nChanged 0 Memory request: 0.02 GB would take us to total of 0.23 GB. Trying to split cluster 16 (3358 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37.665399 sec): 2 clusters Score: Raw -142872.583162 + Penalty 372.715921 = -142499.867242 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37.672521 sec): 3 clusters Score: Raw -140679.087355 + Penalty 746.501212 = -139932.586142 nChanged 1519 SP:Iteration 1F (37.679055 sec): 3 clusters Score: Raw -141580.719691 + Penalty 745.745582 = -140834.974109 nChanged 530 SP:Iteration 2F (37.685550 sec): 3 clusters Score: Raw -142049.079990 + Penalty 742.948823 = -141306.131167 nChanged 267 SP:Iteration 3F (37.691980 sec): 3 clusters Score: Raw -142248.019315 + Penalty 741.683452 = -141506.335863 nChanged 144 SP:Iteration 4Q (37.698497 sec): 3 clusters Score: Raw -142316.834917 + Penalty 740.823422 = -141576.011495 nChanged 78 SP:Iteration 5Q (37.705013 sec): 3 clusters Score: Raw -142342.089819 + Penalty 740.355494 = -141601.734325 nChanged 58 SP:Iteration 6Q (37.711338 sec): 3 clusters Score: Raw -142356.655095 + Penalty 740.325038 = -141616.330056 nChanged 55 SP:Iteration 7Q (37.717831 sec): 3 clusters Score: Raw -142367.409106 + Penalty 740.423503 = -141626.985603 nChanged 36 SP:Iteration 8Q (37.724234 sec): 3 clusters Score: Raw -142373.217418 + Penalty 740.563734 = -141632.653684 nChanged 25 SP:Iteration 9Q (37.730677 sec): 3 clusters Score: Raw -142376.905198 + Penalty 740.517435 = -141636.387763 nChanged 19 SP:Iteration 10F (37.737151 sec): 3 clusters Score: Raw -142379.198712 + Penalty 740.610355 = -141638.588357 nChanged 13 SP:Iteration 11Q (37.743869 sec): 3 clusters Score: Raw -142380.621154 + Penalty 740.605566 = -141640.015589 nChanged 14 SP:Iteration 12Q (37.750600 sec): 3 clusters Score: Raw -142381.249451 + Penalty 740.794713 = -141640.454738 nChanged 4 SP:Iteration 13Q (37.757203 sec): 3 clusters Score: Raw -142381.606074 + Penalty 740.920745 = -141640.685329 nChanged 8 SP:Iteration 14Q (37.763654 sec): 3 clusters Score: Raw -142382.281583 + Penalty 741.162461 = -141641.119121 nChanged 7 SP:Iteration 15Q (37.770240 sec): 3 clusters Score: Raw -142382.840891 + Penalty 741.363697 = -141641.477194 nChanged 8 SP:Iteration 16Q (37.776641 sec): 3 clusters Score: Raw -142383.170663 + Penalty 741.537569 = -141641.633094 nChanged 6 SP:Iteration 17Q (37.783050 sec): 3 clusters Score: Raw -142383.779517 + Penalty 741.898161 = -141641.881356 nChanged 12 SP:Iteration 18Q (37.789322 sec): 3 clusters Score: Raw -142385.657292 + Penalty 742.479325 = -141643.177968 nChanged 13 SP:Iteration 19Q (37.795666 sec): 3 clusters Score: Raw -142388.508490 + Penalty 743.526740 = -141644.981750 nChanged 26 SP:Iteration 20F (37.802327 sec): 3 clusters Score: Raw -142394.380535 + Penalty 744.538737 = -141649.841798 nChanged 24 SP:Iteration 21Q (37.808758 sec): 3 clusters Score: Raw -142399.055599 + Penalty 745.942859 = -141653.112740 nChanged 33 SP:Iteration 22Q (37.815088 sec): 3 clusters Score: Raw -142406.478247 + Penalty 747.795604 = -141658.682642 nChanged 46 SP:Iteration 23Q (37.821382 sec): 3 clusters Score: Raw -142418.404056 + Penalty 750.270344 = -141668.133711 nChanged 48 SP:Iteration 24Q (37.828095 sec): 3 clusters Score: Raw -142431.764720 + Penalty 752.532284 = -141679.232436 nChanged 51 SP:Iteration 25Q (37.834548 sec): 3 clusters Score: Raw -142445.114240 + Penalty 754.327383 = -141690.786857 nChanged 42 SP:Iteration 26Q (37.840854 sec): 3 clusters Score: Raw -142453.657126 + Penalty 756.476770 = -141697.180357 nChanged 41 SP:Iteration 27Q (37.847466 sec): 3 clusters Score: Raw -142463.102163 + Penalty 758.899300 = -141704.202863 nChanged 40 SP:Iteration 28Q (37.853812 sec): 3 clusters Score: Raw -142472.594006 + Penalty 760.891242 = -141711.702764 nChanged 35 SP:Iteration 29Q (37.860104 sec): 3 clusters Score: Raw -142478.673497 + Penalty 762.405838 = -141716.267659 nChanged 26 SP:Iteration 30F (37.866596 sec): 3 clusters Score: Raw -142482.353262 + Penalty 763.510800 = -141718.842462 nChanged 19 SP:Iteration 31Q (37.872955 sec): 3 clusters Score: Raw -142484.567891 + Penalty 764.210424 = -141720.357467 nChanged 17 SP:Iteration 32Q (37.879635 sec): 3 clusters Score: Raw -142485.858257 + Penalty 764.616312 = -141721.241944 nChanged 8 SP:Iteration 33Q (37.886404 sec): 3 clusters Score: Raw -142486.522605 + Penalty 765.183224 = -141721.339381 nChanged 7 SP:Iteration 34Q (37.892618 sec): 3 clusters Score: Raw -142487.262081 + Penalty 765.579042 = -141721.683039 nChanged 9 SP:Iteration 35Q (37.898915 sec): 3 clusters Score: Raw -142488.615917 + Penalty 766.130621 = -141722.485296 nChanged 15 SP:Iteration 36Q (37.905053 sec): 3 clusters Score: Raw -142491.364241 + Penalty 766.763572 = -141724.600669 nChanged 18 SP:Iteration 37Q (37.911226 sec): 3 clusters Score: Raw -142496.394643 + Penalty 767.886233 = -141728.508410 nChanged 23 SP:Iteration 38Q (37.917405 sec): 3 clusters Score: Raw -142502.013953 + Penalty 769.878540 = -141732.135413 nChanged 38 SP:Iteration 39Q (37.923496 sec): 3 clusters Score: Raw -142510.836235 + Penalty 771.010756 = -141739.825479 nChanged 24 SP:Iteration 40F (37.929836 sec): 3 clusters Score: Raw -142515.177160 + Penalty 771.491592 = -141743.685569 nChanged 17 SP:Iteration 41Q (37.936088 sec): 3 clusters Score: Raw -142519.706422 + Penalty 771.591683 = -141748.114739 nChanged 22 SP:Iteration 42Q (37.942161 sec): 3 clusters Score: Raw -142525.643248 + Penalty 772.391114 = -141753.252134 nChanged 18 SP:Iteration 43Q (37.948355 sec): 3 clusters Score: Raw -142528.743305 + Penalty 772.910837 = -141755.832468 nChanged 21 SP:Iteration 44Q (37.954727 sec): 3 clusters Score: Raw -142531.029957 + Penalty 773.620385 = -141757.409571 nChanged 17 SP:Iteration 45Q (37.966793 sec): 3 clusters Score: Raw -142534.024261 + Penalty 774.912192 = -141759.112069 nChanged 23 SP:Iteration 46Q (37.973555 sec): 3 clusters Score: Raw -142538.523473 + Penalty 776.159634 = -141762.363839 nChanged 26 SP:Iteration 47Q (37.979832 sec): 3 clusters Score: Raw -142543.918796 + Penalty 777.403953 = -141766.514843 nChanged 23 SP:Iteration 48Q (37.986081 sec): 3 clusters Score: Raw -142548.254545 + Penalty 778.994817 = -141769.259729 nChanged 28 SP:Iteration 49Q (37.992277 sec): 3 clusters Score: Raw -142553.725409 + Penalty 780.333634 = -141773.391774 nChanged 28 SP:Iteration 50F (37.998839 sec): 3 clusters Score: Raw -142558.888142 + Penalty 781.486507 = -141777.401635 nChanged 21 SP:Iteration 51Q (38.005069 sec): 3 clusters Score: Raw -142562.420333 + Penalty 782.200839 = -141780.219495 nChanged 14 SP:Iteration 52Q (38.011357 sec): 3 clusters Score: Raw -142565.304156 + Penalty 782.768407 = -141782.535749 nChanged 15 SP:Iteration 53Q (38.017627 sec): 3 clusters Score: Raw -142567.343932 + Penalty 784.182203 = -141783.161729 nChanged 12 SP:Iteration 54Q (38.023842 sec): 3 clusters Score: Raw -142568.514609 + Penalty 784.230181 = -141784.284428 nChanged 10 SP:Iteration 55Q (38.030035 sec): 3 clusters Score: Raw -142569.410021 + Penalty 784.703731 = -141784.706290 nChanged 9 SP:Iteration 56Q (38.036205 sec): 3 clusters Score: Raw -142570.066895 + Penalty 785.320979 = -141784.745916 nChanged 6 SP:Iteration 57Q (38.042361 sec): 3 clusters Score: Raw -142570.606694 + Penalty 786.016752 = -141784.589942 nChanged 9 SP:Iteration 58F (38.048945 sec): 3 clusters Score: Raw -142572.074456 + Penalty 786.918255 = -141785.156201 nChanged 12 SP:Iteration 59Q (38.055232 sec): 3 clusters Score: Raw -142573.960245 + Penalty 787.601028 = -141786.359218 nChanged 12 SP:Iteration 60F (38.061828 sec): 3 clusters Score: Raw -142575.767080 + Penalty 788.594858 = -141787.172222 nChanged 15 SP:Iteration 61Q (38.068024 sec): 3 clusters Score: Raw -142578.491626 + Penalty 789.734023 = -141788.757603 nChanged 19 SP:Iteration 62Q (38.074236 sec): 3 clusters Score: Raw -142581.792152 + Penalty 791.173961 = -141790.618191 nChanged 12 SP:Iteration 63Q (38.080439 sec): 3 clusters Score: Raw -142583.356795 + Penalty 792.919195 = -141790.437600 nChanged 16 SP:Iteration 64F (38.087393 sec): 3 clusters Score: Raw -142585.765154 + Penalty 794.595878 = -141791.169276 nChanged 16 SP:Iteration 65Q (38.093543 sec): 3 clusters Score: Raw -142588.577697 + Penalty 795.814144 = -141792.763554 nChanged 12 SP:Iteration 66Q (38.099722 sec): 3 clusters Score: Raw -142590.003441 + Penalty 796.190326 = -141793.813115 nChanged 9 SP:Iteration 67Q (38.105867 sec): 3 clusters Score: Raw -142590.817363 + Penalty 796.631295 = -141794.186068 nChanged 4 SP:Iteration 68Q (38.112018 sec): 3 clusters Score: Raw -142591.187342 + Penalty 796.754685 = -141794.432656 nChanged 3 SP:Iteration 69Q (38.118298 sec): 3 clusters Score: Raw -142591.402028 + Penalty 796.907683 = -141794.494345 nChanged 5 SP:Iteration 70F (38.124902 sec): 3 clusters Score: Raw -142591.995481 + Penalty 797.806373 = -141794.189108 nChanged 11 SP:Iteration 71F (38.131501 sec): 3 clusters Score: Raw -142593.389946 + Penalty 798.871877 = -141794.518069 nChanged 10 SP:Iteration 72Q (38.137599 sec): 3 clusters Score: Raw -142594.386384 + Penalty 799.538651 = -141794.847732 nChanged 9 SP:Iteration 73Q (38.143687 sec): 3 clusters Score: Raw -142595.781087 + Penalty 801.003278 = -141794.777809 nChanged 10 SP:Iteration 74F (38.150330 sec): 3 clusters Score: Raw -142596.999067 + Penalty 801.952496 = -141795.046570 nChanged 10 SP:Iteration 75Q (38.156506 sec): 3 clusters Score: Raw -142598.839153 + Penalty 802.791692 = -141796.047461 nChanged 12 SP:Iteration 76Q (38.162654 sec): 3 clusters Score: Raw -142600.587082 + Penalty 803.887063 = -141796.700019 nChanged 11 SP:Iteration 77Q (38.168776 sec): 3 clusters Score: Raw -142602.445905 + Penalty 804.672403 = -141797.773503 nChanged 10 SP:Iteration 78Q (38.174874 sec): 3 clusters Score: Raw -142603.987006 + Penalty 806.200108 = -141797.786898 nChanged 14 SP:Iteration 79Q (38.181378 sec): 3 clusters Score: Raw -142606.351060 + Penalty 807.040701 = -141799.310358 nChanged 11 SP:Iteration 80F (38.187976 sec): 3 clusters Score: Raw -142607.802076 + Penalty 808.119871 = -141799.682205 nChanged 14 SP:Iteration 81Q (38.194036 sec): 3 clusters Score: Raw -142609.857891 + Penalty 809.038332 = -141800.819559 nChanged 15 SP:Iteration 82Q (38.200158 sec): 3 clusters Score: Raw -142611.726755 + Penalty 809.983778 = -141801.742977 nChanged 12 SP:Iteration 83Q (38.206209 sec): 3 clusters Score: Raw -142613.729918 + Penalty 811.162674 = -141802.567244 nChanged 13 SP:Iteration 84Q (38.212237 sec): 3 clusters Score: Raw -142615.216415 + Penalty 813.817049 = -141801.399366 nChanged 16 SP:Iteration 85F (38.219034 sec): 3 clusters Score: Raw -142618.368335 + Penalty 816.144663 = -141802.223672 nChanged 23 SP:Iteration 86Q (38.225091 sec): 3 clusters Score: Raw -142623.326227 + Penalty 818.219012 = -141805.107214 nChanged 20 SP:Iteration 87Q (38.231143 sec): 3 clusters Score: Raw -142628.447775 + Penalty 820.491607 = -141807.956167 nChanged 13 SP:Iteration 88Q (38.237189 sec): 3 clusters Score: Raw -142630.424932 + Penalty 821.890511 = -141808.534421 nChanged 7 SP:Iteration 89Q (38.243183 sec): 3 clusters Score: Raw -142631.210285 + Penalty 821.874275 = -141809.336010 nChanged 4 SP:Iteration 90F (38.249854 sec): 3 clusters Score: Raw -142631.696298 + Penalty 822.239931 = -141809.456367 nChanged 4 SP:Iteration 91Q (38.255863 sec): 3 clusters Score: Raw -142631.925461 + Penalty 822.669348 = -141809.256113 nChanged 2 SP:Iteration 92F (38.262566 sec): 3 clusters Score: Raw -142632.144821 + Penalty 823.112111 = -141809.032710 nChanged 3 SP:Iteration 93F (38.269316 sec): 3 clusters Score: Raw -142632.480498 + Penalty 824.194543 = -141808.285955 nChanged 8 SP:Iteration 94F (38.276010 sec): 3 clusters Score: Raw -142633.731837 + Penalty 826.002231 = -141807.729606 nChanged 16 SP:Iteration 95F (38.282805 sec): 3 clusters Score: Raw -142636.603086 + Penalty 830.235673 = -141806.367413 nChanged 21 SP:Iteration 96F (38.289449 sec): 3 clusters Score: Raw -142640.792295 + Penalty 832.579098 = -141808.213196 nChanged 15 SP:Iteration 97Q (38.295417 sec): 3 clusters Score: Raw -142643.712018 + Penalty 834.385953 = -141809.326064 nChanged 12 SP:Iteration 98Q (38.301402 sec): 3 clusters Score: Raw -142645.890514 + Penalty 835.607343 = -141810.283171 nChanged 12 SP:Iteration 99Q (38.307345 sec): 3 clusters Score: Raw -142648.780485 + Penalty 835.622400 = -141813.158085 nChanged 11 SP:Iteration 100F (38.314035 sec): 3 clusters Score: Raw -142651.950569 + Penalty 837.101478 = -141814.849091 nChanged 16 SP:Iteration 101Q (38.320147 sec): 3 clusters Score: Raw -142655.816259 + Penalty 837.554200 = -141818.262059 nChanged 11 SP:Iteration 102Q (38.326090 sec): 3 clusters Score: Raw -142658.352863 + Penalty 838.712999 = -141819.639864 nChanged 9 SP:Iteration 103Q (38.332059 sec): 3 clusters Score: Raw -142659.889945 + Penalty 838.968020 = -141820.921925 nChanged 6 SP:Iteration 104Q (38.337970 sec): 3 clusters Score: Raw -142660.382982 + Penalty 840.358415 = -141820.024566 nChanged 4 SP:Iteration 105F (38.344695 sec): 3 clusters Score: Raw -142660.712976 + Penalty 841.484170 = -141819.228806 nChanged 4 SP:Iteration 106F (38.351430 sec): 3 clusters Score: Raw -142660.899927 + Penalty 841.484170 = -141819.415756 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 19 (156 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.355020 sec): 2 clusters Score: Raw -6860.069958 + Penalty 318.732568 = -6541.337390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.355515 sec): 3 clusters Score: Raw -6799.037945 + Penalty 637.689221 = -6161.348725 nChanged 30 SP:Iteration 1F (38.356001 sec): 3 clusters Score: Raw -6831.098415 + Penalty 638.150638 = -6192.947777 nChanged 13 SP:Iteration 2F (38.356479 sec): 3 clusters Score: Raw -6843.101271 + Penalty 641.708204 = -6201.393067 nChanged 9 SP:Iteration 3F (38.356957 sec): 3 clusters Score: Raw -6852.497037 + Penalty 644.044863 = -6208.452174 nChanged 6 SP:Iteration 4Q (38.357431 sec): 3 clusters Score: Raw -6857.925381 + Penalty 645.846573 = -6212.078809 nChanged 2 SP:Iteration 5Q (38.357903 sec): 3 clusters Score: Raw -6858.307126 + Penalty 645.846573 = -6212.460553 nChanged 0 SP:Iteration 6F (38.358378 sec): 3 clusters Score: Raw -6858.307126 + Penalty 645.846573 = -6212.460553 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 20 (173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.359587 sec): 2 clusters Score: Raw -5724.426049 + Penalty 343.336863 = -5381.089186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.360124 sec): 3 clusters Score: Raw -5678.670553 + Penalty 684.905966 = -4993.764588 nChanged 38 SP:Iteration 1F (38.360645 sec): 3 clusters Score: Raw -5727.520531 + Penalty 686.525033 = -5040.995498 nChanged 11 SP:Iteration 2F (38.361163 sec): 3 clusters Score: Raw -5740.250048 + Penalty 686.184094 = -5054.065954 nChanged 6 SP:Iteration 3Q (38.361672 sec): 3 clusters Score: Raw -5746.710551 + Penalty 686.622375 = -5060.088177 nChanged 5 SP:Iteration 4Q (38.362180 sec): 3 clusters Score: Raw -5751.527111 + Penalty 686.622375 = -5064.904736 nChanged 0 SP:Iteration 5F (38.362698 sec): 3 clusters Score: Raw -5751.527111 + Penalty 686.622375 = -5064.904736 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 21 (267 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.363937 sec): 2 clusters Score: Raw -9140.020992 + Penalty 832.595022 = -8307.425969 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.364675 sec): 3 clusters Score: Raw -9166.207309 + Penalty 1664.609252 = -7501.598057 nChanged 35 SP:Iteration 1F (38.365372 sec): 3 clusters Score: Raw -9236.535230 + Penalty 1662.363060 = -7574.172169 nChanged 16 SP:Iteration 2F (38.366064 sec): 3 clusters Score: Raw -9288.709894 + Penalty 1661.422256 = -7627.287638 nChanged 13 SP:Iteration 3Q (38.366726 sec): 3 clusters Score: Raw -9342.519214 + Penalty 1659.228511 = -7683.290703 nChanged 7 SP:Iteration 4Q (38.367367 sec): 3 clusters Score: Raw -9364.774507 + Penalty 1659.247237 = -7705.527270 nChanged 4 SP:Iteration 5Q (38.367992 sec): 3 clusters Score: Raw -9376.704711 + Penalty 1658.304382 = -7718.400330 nChanged 4 SP:Iteration 6Q (38.368614 sec): 3 clusters Score: Raw -9389.760858 + Penalty 1658.167554 = -7731.593304 nChanged 2 SP:Iteration 7Q (38.369232 sec): 3 clusters Score: Raw -9393.248145 + Penalty 1658.259472 = -7734.988673 nChanged 1 SP:Iteration 8Q (38.369869 sec): 3 clusters Score: Raw -9396.004222 + Penalty 1658.845956 = -7737.158266 nChanged 1 SP:Iteration 9Q (38.370490 sec): 3 clusters Score: Raw -9398.191291 + Penalty 1658.845956 = -7739.345335 nChanged 0 SP:Iteration 10F (38.371156 sec): 3 clusters Score: Raw -9398.191291 + Penalty 1658.845956 = -7739.345335 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 23 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.371639 sec): 2 clusters Score: Raw -233.466568 + Penalty 140.620730 = -92.845837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.371862 sec): 3 clusters Score: Raw -229.388322 + Penalty 289.923991 = 60.535668 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 24 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.372491 sec): 2 clusters Score: Raw -2477.980663 + Penalty 390.027085 = -2087.953578 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.372811 sec): 3 clusters Score: Raw -2496.869457 + Penalty 786.194780 = -1710.674677 nChanged 2 SP:Iteration 1Q (38.373119 sec): 3 clusters Score: Raw -2503.646497 + Penalty 788.090345 = -1715.556152 nChanged 1 SP:Iteration 2Q (38.373425 sec): 3 clusters Score: Raw -2505.169013 + Penalty 788.090345 = -1717.078668 nChanged 0 SP:Iteration 3F (38.373736 sec): 3 clusters Score: Raw -2505.169013 + Penalty 788.090345 = -1717.078668 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 25 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.374256 sec): 2 clusters Score: Raw -904.850709 + Penalty 303.100634 = -601.750075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.374511 sec): 3 clusters Score: Raw -982.044935 + Penalty 606.201268 = -375.843667 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 26 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.375013 sec): 2 clusters Score: Raw -858.850082 + Penalty 207.816490 = -651.033592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.375255 sec): 3 clusters Score: Raw -854.470696 + Penalty 420.726812 = -433.743884 nChanged 1 SP:Iteration 1F (38.375494 sec): 3 clusters Score: Raw -854.929540 + Penalty 445.092527 = -409.837013 nChanged 1 SP:Iteration 2F (38.375732 sec): 3 clusters Score: Raw -855.593504 + Penalty 445.092527 = -410.500977 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 27 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.376462 sec): 2 clusters Score: Raw -3828.705669 + Penalty 82.782613 = -3745.923055 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.376871 sec): 3 clusters Score: Raw -3783.473119 + Penalty 166.220315 = -3617.252804 nChanged 36 SP:Iteration 1F (38.377274 sec): 3 clusters Score: Raw -3826.877862 + Penalty 158.469270 = -3668.408591 nChanged 7 SP:Iteration 2F (38.377710 sec): 3 clusters Score: Raw -3837.723936 + Penalty 158.469270 = -3679.254666 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 30 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.378241 sec): 2 clusters Score: Raw -1194.364526 + Penalty 253.938911 = -940.425615 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.378502 sec): 3 clusters Score: Raw -1214.835644 + Penalty 503.239301 = -711.596343 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 31 (579 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.380660 sec): 2 clusters Score: Raw -23531.489738 + Penalty 716.223134 = -22815.266604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.381870 sec): 3 clusters Score: Raw -23322.067715 + Penalty 1432.160344 = -21889.907371 nChanged 149 SP:Iteration 1F (38.383060 sec): 3 clusters Score: Raw -23449.522780 + Penalty 1433.123626 = -22016.399154 nChanged 42 SP:Iteration 2F (38.384276 sec): 3 clusters Score: Raw -23492.824068 + Penalty 1433.671519 = -22059.152549 nChanged 29 SP:Iteration 3F (38.385488 sec): 3 clusters Score: Raw -23534.682122 + Penalty 1434.164632 = -22100.517490 nChanged 28 SP:Iteration 4Q (38.386698 sec): 3 clusters Score: Raw -23568.975693 + Penalty 1436.349394 = -22132.626299 nChanged 23 SP:Iteration 5Q (38.387885 sec): 3 clusters Score: Raw -23593.338134 + Penalty 1438.997658 = -22154.340476 nChanged 21 SP:Iteration 6Q (38.389068 sec): 3 clusters Score: Raw -23615.826547 + Penalty 1438.729258 = -22177.097288 nChanged 16 SP:Iteration 7Q (38.390250 sec): 3 clusters Score: Raw -23629.367747 + Penalty 1440.709820 = -22188.657927 nChanged 11 SP:Iteration 8Q (38.391431 sec): 3 clusters Score: Raw -23637.428133 + Penalty 1441.533372 = -22195.894761 nChanged 5 SP:Iteration 9Q (38.392617 sec): 3 clusters Score: Raw -23642.937452 + Penalty 1441.845045 = -22201.092407 nChanged 6 SP:Iteration 10F (38.393819 sec): 3 clusters Score: Raw -23646.180842 + Penalty 1441.708966 = -22204.471877 nChanged 2 SP:Iteration 11Q (38.395009 sec): 3 clusters Score: Raw -23648.322721 + Penalty 1441.834664 = -22206.488058 nChanged 1 SP:Iteration 12Q (38.396199 sec): 3 clusters Score: Raw -23649.010922 + Penalty 1441.834664 = -22207.176258 nChanged 0 SP:Iteration 13F (38.397425 sec): 3 clusters Score: Raw -23649.010922 + Penalty 1441.834664 = -22207.176258 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 32 (267 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.398626 sec): 2 clusters Score: Raw -11803.749419 + Penalty 518.737191 = -11285.012228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.399339 sec): 3 clusters Score: Raw -11745.624058 + Penalty 1038.588218 = -10707.035839 nChanged 54 SP:Iteration 1F (38.400041 sec): 3 clusters Score: Raw -11829.012695 + Penalty 1040.907588 = -10788.105108 nChanged 22 SP:Iteration 2F (38.400771 sec): 3 clusters Score: Raw -11856.780652 + Penalty 1043.107399 = -10813.673253 nChanged 9 SP:Iteration 3Q (38.401498 sec): 3 clusters Score: Raw -11867.974371 + Penalty 1044.058777 = -10823.915594 nChanged 4 SP:Iteration 4Q (38.402186 sec): 3 clusters Score: Raw -11871.931863 + Penalty 1045.441866 = -10826.489997 nChanged 4 SP:Iteration 5Q (38.402868 sec): 3 clusters Score: Raw -11877.137305 + Penalty 1046.993374 = -10830.143931 nChanged 3 SP:Iteration 6Q (38.403540 sec): 3 clusters Score: Raw -11878.621390 + Penalty 1047.905729 = -10830.715662 nChanged 1 SP:Iteration 7Q (38.404216 sec): 3 clusters Score: Raw -11879.575714 + Penalty 1048.411545 = -10831.164169 nChanged 1 SP:Iteration 8Q (38.404892 sec): 3 clusters Score: Raw -11880.392123 + Penalty 1048.848636 = -10831.543487 nChanged 2 SP:Iteration 9Q (38.405573 sec): 3 clusters Score: Raw -11883.097111 + Penalty 1049.420651 = -10833.676460 nChanged 1 SP:Iteration 10F (38.406259 sec): 3 clusters Score: Raw -11886.982171 + Penalty 1048.885331 = -10838.096840 nChanged 1 SP:Iteration 11Q (38.406957 sec): 3 clusters Score: Raw -11888.790442 + Penalty 1048.885331 = -10839.905111 nChanged 0 SP:Iteration 12F (38.407644 sec): 3 clusters Score: Raw -11888.790442 + Penalty 1048.885331 = -10839.905111 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 33 (67 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.408284 sec): 2 clusters Score: Raw -2432.046772 + Penalty 232.061606 = -2199.985166 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.408619 sec): 3 clusters Score: Raw -2446.734458 + Penalty 503.038209 = -1943.696249 nChanged 11 SP:Iteration 1F (38.408947 sec): 3 clusters Score: Raw -2479.646442 + Penalty 530.899751 = -1948.746692 nChanged 4 SP:Iteration 2F (38.409272 sec): 3 clusters Score: Raw -2493.663861 + Penalty 537.010581 = -1956.653280 nChanged 1 SP:Iteration 3Q (38.409577 sec): 3 clusters Score: Raw -2497.576684 + Penalty 537.010581 = -1960.566103 nChanged 0 SP:Iteration 4F (38.409910 sec): 3 clusters Score: Raw -2497.576684 + Penalty 537.010581 = -1960.566103 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 36 (620 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.412131 sec): 2 clusters Score: Raw -28803.074957 + Penalty 726.347349 = -28076.727608 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.413498 sec): 3 clusters Score: Raw -28551.315730 + Penalty 1452.667507 = -27098.648224 nChanged 181 SP:Iteration 1F (38.414799 sec): 3 clusters Score: Raw -28699.593855 + Penalty 1452.703040 = -27246.890815 nChanged 42 SP:Iteration 2F (38.416098 sec): 3 clusters Score: Raw -28741.573762 + Penalty 1452.448202 = -27289.125560 nChanged 25 SP:Iteration 3Q (38.417405 sec): 3 clusters Score: Raw -28765.933609 + Penalty 1452.410023 = -27313.523585 nChanged 13 SP:Iteration 4Q (38.418721 sec): 3 clusters Score: Raw -28778.163598 + Penalty 1452.367206 = -27325.796392 nChanged 11 SP:Iteration 5Q (38.420012 sec): 3 clusters Score: Raw -28788.890570 + Penalty 1452.229248 = -27336.661323 nChanged 12 SP:Iteration 6Q (38.421316 sec): 3 clusters Score: Raw -28802.017036 + Penalty 1452.341604 = -27349.675432 nChanged 5 SP:Iteration 7Q (38.422615 sec): 3 clusters Score: Raw -28805.690435 + Penalty 1452.434298 = -27353.256137 nChanged 4 SP:Iteration 8Q (38.423889 sec): 3 clusters Score: Raw -28807.859926 + Penalty 1452.434298 = -27355.425628 nChanged 0 SP:Iteration 9F (38.425189 sec): 3 clusters Score: Raw -28807.859926 + Penalty 1452.434298 = -27355.425628 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 37 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.425763 sec): 2 clusters Score: Raw -903.039077 + Penalty 246.797209 = -656.241868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.426026 sec): 3 clusters Score: Raw -936.173292 + Penalty 493.761209 = -442.412082 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 40 (255 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.427182 sec): 2 clusters Score: Raw -10742.541626 + Penalty 511.172373 = -10231.369253 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.427864 sec): 3 clusters Score: Raw -10656.081339 + Penalty 1023.549168 = -9632.532171 nChanged 55 SP:Iteration 1F (38.428508 sec): 3 clusters Score: Raw -10715.330414 + Penalty 1027.963214 = -9687.367200 nChanged 17 SP:Iteration 2F (38.429158 sec): 3 clusters Score: Raw -10736.321605 + Penalty 1033.032175 = -9703.289429 nChanged 8 SP:Iteration 3Q (38.429809 sec): 3 clusters Score: Raw -10745.893015 + Penalty 1035.377860 = -9710.515155 nChanged 6 SP:Iteration 4Q (38.430440 sec): 3 clusters Score: Raw -10753.680522 + Penalty 1036.857181 = -9716.823341 nChanged 2 SP:Iteration 5Q (38.431070 sec): 3 clusters Score: Raw -10756.474285 + Penalty 1039.607453 = -9716.866832 nChanged 3 SP:Iteration 6Q (38.431729 sec): 3 clusters Score: Raw -10759.504106 + Penalty 1041.575102 = -9717.929004 nChanged 3 SP:Iteration 7Q (38.432357 sec): 3 clusters Score: Raw -10760.741593 + Penalty 1041.575102 = -9719.166491 nChanged 0 SP:Iteration 8F (38.432997 sec): 3 clusters Score: Raw -10760.741593 + Penalty 1041.575102 = -9719.166491 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 41 (205 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.433968 sec): 2 clusters Score: Raw -8520.837156 + Penalty 540.725002 = -7980.112154 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.434537 sec): 3 clusters Score: Raw -8492.870585 + Penalty 1080.746981 = -7412.123604 nChanged 39 SP:Iteration 1F (38.435100 sec): 3 clusters Score: Raw -8546.560771 + Penalty 1079.723381 = -7466.837390 nChanged 9 SP:Iteration 2Q (38.435650 sec): 3 clusters Score: Raw -8559.983207 + Penalty 1079.402109 = -7480.581097 nChanged 3 SP:Iteration 3Q (38.436199 sec): 3 clusters Score: Raw -8565.919020 + Penalty 1079.401003 = -7486.518017 nChanged 2 SP:Iteration 4Q (38.436746 sec): 3 clusters Score: Raw -8571.153561 + Penalty 1079.320253 = -7491.833308 nChanged 2 SP:Iteration 5Q (38.437291 sec): 3 clusters Score: Raw -8573.169537 + Penalty 1079.320253 = -7493.849284 nChanged 0 SP:Iteration 6F (38.437850 sec): 3 clusters Score: Raw -8573.169537 + Penalty 1079.320253 = -7493.849284 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 43 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.438344 sec): 2 clusters Score: Raw -502.505518 + Penalty 175.256817 = -327.248701 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.438579 sec): 3 clusters Score: Raw -497.720304 + Penalty 351.260525 = -146.459779 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 45 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.439065 sec): 2 clusters Score: Raw -455.253113 + Penalty 183.002228 = -272.250885 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.439294 sec): 3 clusters Score: Raw -463.883779 + Penalty 362.682677 = -101.201102 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 46 (114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.440047 sec): 2 clusters Score: Raw -4202.778723 + Penalty 574.742521 = -3628.036202 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.440464 sec): 3 clusters Score: Raw -4268.433274 + Penalty 1152.405510 = -3116.027764 nChanged 3 SP:Iteration 1Q (38.440859 sec): 3 clusters Score: Raw -4283.984276 + Penalty 1152.405510 = -3131.578766 nChanged 0 SP:Iteration 2F (38.441268 sec): 3 clusters Score: Raw -4283.984276 + Penalty 1152.405510 = -3131.578766 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 47 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.441759 sec): 2 clusters Score: Raw -718.724133 + Penalty 250.598451 = -468.125682 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.441994 sec): 3 clusters Score: Raw -727.094119 + Penalty 504.323403 = -222.770715 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 48 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.442509 sec): 2 clusters Score: Raw -1155.259260 + Penalty 322.122093 = -833.137167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.442764 sec): 3 clusters Score: Raw -1210.860729 + Penalty 646.887272 = -563.973458 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 49 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.443357 sec): 2 clusters Score: Raw -2051.522473 + Penalty 297.339825 = -1754.182648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.443690 sec): 3 clusters Score: Raw -2059.856127 + Penalty 594.365127 = -1465.491000 nChanged 6 SP:Iteration 1F (38.444008 sec): 3 clusters Score: Raw -2077.717769 + Penalty 594.365127 = -1483.352642 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 50 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.444497 sec): 2 clusters Score: Raw -603.220390 + Penalty 177.196441 = -426.023949 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.444730 sec): 3 clusters Score: Raw -608.312727 + Penalty 354.758667 = -253.554060 nChanged 1 SP:Iteration 1F (38.444962 sec): 3 clusters Score: Raw -610.837376 + Penalty 354.758667 = -256.078709 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 51 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.445503 sec): 2 clusters Score: Raw -1416.648428 + Penalty 322.951903 = -1093.696524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.445772 sec): 3 clusters Score: Raw -1449.513970 + Penalty 645.903807 = -803.610163 nChanged 1 SP:Iteration 1Q (38.446031 sec): 3 clusters Score: Raw -1451.875865 + Penalty 645.903807 = -805.972058 nChanged 0 SP:Iteration 2F (38.446296 sec): 3 clusters Score: Raw -1451.875865 + Penalty 645.903807 = -805.972058 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 53 (120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.447078 sec): 2 clusters Score: Raw -5582.215721 + Penalty 456.569916 = -5125.645805 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.447509 sec): 3 clusters Score: Raw -5581.696897 + Penalty 929.613061 = -4652.083836 nChanged 14 SP:Iteration 1F (38.447934 sec): 3 clusters Score: Raw -5602.628279 + Penalty 936.755743 = -4665.872536 nChanged 3 SP:Iteration 2Q (38.448348 sec): 3 clusters Score: Raw -5606.011935 + Penalty 936.755743 = -4669.256192 nChanged 0 SP:Iteration 3F (38.448771 sec): 3 clusters Score: Raw -5606.011935 + Penalty 936.755743 = -4669.256192 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 54 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.449254 sec): 2 clusters Score: Raw -512.944639 + Penalty 213.356071 = -299.588568 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.449483 sec): 3 clusters Score: Raw -521.130200 + Penalty 418.493871 = -102.636329 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 55 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.450018 sec): 2 clusters Score: Raw -1431.919478 + Penalty 260.819850 = -1171.099628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.450287 sec): 3 clusters Score: Raw -1473.036661 + Penalty 521.639700 = -951.396962 nChanged 1 SP:Iteration 1Q (38.450545 sec): 3 clusters Score: Raw -1474.490882 + Penalty 521.639700 = -952.851182 nChanged 0 SP:Iteration 2F (38.450814 sec): 3 clusters Score: Raw -1474.490882 + Penalty 521.639700 = -952.851182 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 56 (190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.451751 sec): 2 clusters Score: Raw -5564.272983 + Penalty 281.320899 = -5282.952084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.452310 sec): 3 clusters Score: Raw -5530.320671 + Penalty 563.505685 = -4966.814986 nChanged 45 SP:Iteration 1F (38.452841 sec): 3 clusters Score: Raw -5579.992292 + Penalty 564.164059 = -5015.828233 nChanged 13 SP:Iteration 2F (38.453375 sec): 3 clusters Score: Raw -5601.095434 + Penalty 565.537838 = -5035.557596 nChanged 5 SP:Iteration 3Q (38.453897 sec): 3 clusters Score: Raw -5607.335377 + Penalty 567.491540 = -5039.843838 nChanged 5 SP:Iteration 4Q (38.454437 sec): 3 clusters Score: Raw -5614.260394 + Penalty 570.319337 = -5043.941057 nChanged 4 SP:Iteration 5Q (38.454956 sec): 3 clusters Score: Raw -5618.101872 + Penalty 571.364519 = -5046.737353 nChanged 3 SP:Iteration 6Q (38.455503 sec): 3 clusters Score: Raw -5622.001815 + Penalty 573.575550 = -5048.426265 nChanged 5 SP:Iteration 7Q (38.456060 sec): 3 clusters Score: Raw -5629.277375 + Penalty 578.837926 = -5050.439449 nChanged 3 SP:Iteration 8Q (38.456608 sec): 3 clusters Score: Raw -5634.114820 + Penalty 583.263292 = -5050.851528 nChanged 4 SP:Iteration 9Q (38.457153 sec): 3 clusters Score: Raw -5637.149306 + Penalty 584.162532 = -5052.986774 nChanged 1 SP:Iteration 10F (38.457717 sec): 3 clusters Score: Raw -5637.987491 + Penalty 586.023707 = -5051.963784 nChanged 2 SP:Iteration 11F (38.458282 sec): 3 clusters Score: Raw -5640.072096 + Penalty 587.296639 = -5052.775457 nChanged 1 SP:Iteration 12Q (38.458826 sec): 3 clusters Score: Raw -5640.744574 + Penalty 586.645422 = -5054.099152 nChanged 2 SP:Iteration 13Q (38.459404 sec): 3 clusters Score: Raw -5644.152594 + Penalty 586.645422 = -5057.507172 nChanged 0 SP:Iteration 14F (38.459989 sec): 3 clusters Score: Raw -5644.152594 + Penalty 586.645422 = -5057.507172 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 57 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.460483 sec): 2 clusters Score: Raw -303.255384 + Penalty 116.676549 = -186.578835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.460711 sec): 3 clusters Score: Raw -301.130103 + Penalty 237.985575 = -63.144528 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 61 (80 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.461377 sec): 2 clusters Score: Raw -3641.759235 + Penalty 482.235634 = -3159.523601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.461733 sec): 3 clusters Score: Raw -3657.464423 + Penalty 965.453552 = -2692.010871 nChanged 4 SP:Iteration 1Q (38.462079 sec): 3 clusters Score: Raw -3665.945248 + Penalty 965.863605 = -2700.081643 nChanged 3 SP:Iteration 2Q (38.462422 sec): 3 clusters Score: Raw -3680.394169 + Penalty 965.997969 = -2714.396200 nChanged 3 SP:Iteration 3Q (38.462761 sec): 3 clusters Score: Raw -3690.290340 + Penalty 966.616769 = -2723.673571 nChanged 1 SP:Iteration 4Q (38.463101 sec): 3 clusters Score: Raw -3693.392415 + Penalty 966.616769 = -2726.775646 nChanged 0 SP:Iteration 5F (38.463451 sec): 3 clusters Score: Raw -3693.392415 + Penalty 966.616769 = -2726.775646 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 62 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.463933 sec): 2 clusters Score: Raw -187.903487 + Penalty 108.680729 = -79.222758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.464140 sec): 3 clusters Score: Raw -182.141307 + Penalty 196.827951 = 14.686644 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 65 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.464609 sec): 2 clusters Score: Raw -81.618495 + Penalty 41.057397 = -40.561098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.464801 sec): 2 clusters Score: Raw -81.618495 + Penalty 41.057397 = -40.561098 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 66 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.465271 sec): 2 clusters Score: Raw -315.915330 + Penalty 165.459098 = -150.456232 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.465491 sec): 3 clusters Score: Raw -317.832835 + Penalty 352.846741 = 35.013906 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 73 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.466030 sec): 2 clusters Score: Raw -1026.402917 + Penalty 265.021106 = -761.381811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.466285 sec): 3 clusters Score: Raw -1056.525208 + Penalty 520.723117 = -535.802090 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 76 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.466752 sec): 2 clusters Score: Raw -270.380494 + Penalty 147.070958 = -123.309536 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.466971 sec): 3 clusters Score: Raw -270.659764 + Penalty 294.141915 = 23.482151 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 81 (153 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.467814 sec): 2 clusters Score: Raw -5318.885210 + Penalty 480.272368 = -4838.612842 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.468305 sec): 3 clusters Score: Raw -5294.960804 + Penalty 970.543366 = -4324.417438 nChanged 22 SP:Iteration 1F (38.468790 sec): 3 clusters Score: Raw -5334.482864 + Penalty 967.833806 = -4366.649058 nChanged 5 SP:Iteration 2Q (38.469267 sec): 3 clusters Score: Raw -5349.494982 + Penalty 968.017486 = -4381.477497 nChanged 1 SP:Iteration 3Q (38.469738 sec): 3 clusters Score: Raw -5357.048784 + Penalty 968.017486 = -4389.031298 nChanged 0 SP:Iteration 4F (38.470220 sec): 3 clusters Score: Raw -5357.048784 + Penalty 968.017486 = -4389.031298 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 88 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.470700 sec): 2 clusters Score: Raw -420.047038 + Penalty 184.665048 = -235.381990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.470928 sec): 3 clusters Score: Raw -435.664467 + Penalty 369.330095 = -66.334372 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 89 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.471395 sec): 2 clusters Score: Raw -280.026557 + Penalty 149.577569 = -130.448988 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.471595 sec): 2 clusters Score: Raw -280.026557 + Penalty 149.577569 = -130.448988 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 92 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.472068 sec): 2 clusters Score: Raw -370.616184 + Penalty 190.416741 = -180.199443 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.472292 sec): 3 clusters Score: Raw -396.806977 + Penalty 384.873822 = -11.933156 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 95 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.472759 sec): 2 clusters Score: Raw -280.363170 + Penalty 127.749632 = -152.613538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.472976 sec): 3 clusters Score: Raw -291.289785 + Penalty 258.258574 = -33.031211 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 99 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.473434 sec): 2 clusters Score: Raw -186.470478 + Penalty 105.664207 = -80.806271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.473645 sec): 3 clusters Score: Raw -178.114493 + Penalty 105.664207 = -72.450287 nChanged 1 SP:Iteration 1F (38.473837 sec): 2 clusters Score: Raw -186.470478 + Penalty 105.664207 = -80.806271 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 100 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.474337 sec): 2 clusters Score: Raw -741.179728 + Penalty 220.590228 = -520.589500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.474584 sec): 3 clusters Score: Raw -754.546101 + Penalty 441.180456 = -313.365646 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 113 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.475097 sec): 2 clusters Score: Raw -736.316746 + Penalty 246.091631 = -490.225115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.475332 sec): 3 clusters Score: Raw -755.152610 + Penalty 489.996075 = -265.156535 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 115 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.475840 sec): 2 clusters Score: Raw -917.614501 + Penalty 292.084964 = -625.529537 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.476093 sec): 3 clusters Score: Raw -951.048829 + Penalty 585.094283 = -365.954546 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 124 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.476572 sec): 2 clusters Score: Raw -497.087654 + Penalty 218.648877 = -278.438778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.476802 sec): 3 clusters Score: Raw -506.058400 + Penalty 432.853581 = -73.204819 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 130 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.477269 sec): 2 clusters Score: Raw -282.159812 + Penalty 154.838311 = -127.321501 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.477486 sec): 3 clusters Score: Raw -277.316503 + Penalty 313.531291 = 36.214788 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 138 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.477984 sec): 2 clusters Score: Raw -931.008784 + Penalty 253.179742 = -677.829042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.478230 sec): 3 clusters Score: Raw -936.953788 + Penalty 508.505414 = -428.448374 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 140 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.478705 sec): 2 clusters Score: Raw -370.201206 + Penalty 187.222773 = -182.978433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.478930 sec): 3 clusters Score: Raw -370.669976 + Penalty 337.930382 = -32.739594 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 142 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.479398 sec): 2 clusters Score: Raw -240.854230 + Penalty 142.333193 = -98.521038 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.479616 sec): 3 clusters Score: Raw -234.308145 + Penalty 279.167925 = 44.859780 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 148 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.480081 sec): 2 clusters Score: Raw -218.768593 + Penalty 117.023627 = -101.744965 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.480302 sec): 3 clusters Score: Raw -213.987175 + Penalty 230.486559 = 16.499384 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 153 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.480753 sec): 2 clusters Score: Raw -87.114368 + Penalty 34.310914 = -52.803454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.480944 sec): 2 clusters Score: Raw -87.114368 + Penalty 34.310914 = -52.803454 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 169 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.481407 sec): 2 clusters Score: Raw -168.900939 + Penalty 59.106709 = -109.794230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.481639 sec): 3 clusters Score: Raw -165.664074 + Penalty 118.213418 = -47.450655 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 172 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.482088 sec): 2 clusters Score: Raw -41.467253 + Penalty 0.000000 = -41.467253 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.482276 sec): 2 clusters Score: Raw -41.467253 + Penalty 0.000000 = -41.467253 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 174 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.482734 sec): 2 clusters Score: Raw -171.748001 + Penalty 83.018649 = -88.729351 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.482942 sec): 3 clusters Score: Raw -168.612923 + Penalty 138.094088 = -30.518835 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 176 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.483388 sec): 2 clusters Score: Raw -149.243610 + Penalty 8.992706 = -140.250904 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.483579 sec): 3 clusters Score: Raw -146.721752 + Penalty 16.860229 = -129.861523 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 184 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.484026 sec): 2 clusters Score: Raw -40.838965 + Penalty 0.000000 = -40.838965 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.484213 sec): 2 clusters Score: Raw -40.838965 + Penalty 0.000000 = -40.838965 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 197 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.484662 sec): 2 clusters Score: Raw -42.556514 + Penalty 0.000000 = -42.556514 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.484852 sec): 2 clusters Score: Raw -42.556514 + Penalty 0.000000 = -42.556514 nChanged 0 Deleting Class 47 (15 points): Lose 56.194461 but Gain 927.594013 Iteration 119Q (38.594793 sec): 73 clusters Score: Raw -828933.474344 + Penalty 56252.520571 = -772680.953773 nChanged 26 Deleting Class 124 (11 points): Lose 46.069073 but Gain 914.014960 Iteration 120F (39.361435 sec): 72 clusters Score: Raw -828915.597788 + Penalty 55357.503813 = -773558.093975 nChanged 23 Deleting Class 130 (7 points): Lose 26.948501 but Gain 886.928264 Iteration 121Q (39.452007 sec): 71 clusters Score: Raw -828912.653344 + Penalty 54486.059153 = -774426.594191 nChanged 13 Deleting Class 9 (3 points): Lose 14.029353 but Gain 872.494181 Iteration 122Q (39.542589 sec): 70 clusters Score: Raw -828910.040657 + Penalty 53620.467116 = -775289.573542 nChanged 8 Deleting Class 142 (5 points): Lose 29.473348 but Gain 886.478545 Iteration 123Q (39.634045 sec): 69 clusters Score: Raw -828886.048296 + Penalty 52735.321363 = -776150.726933 nChanged 10 Deleting Class 61 (80 points): Lose 247.017422 but Gain 1103.114392 Iteration 124Q (39.724182 sec): 68 clusters Score: Raw -828645.696455 + Penalty 51658.255859 = -776987.440596 nChanged 88 Deleting Class 140 (8 points): Lose 47.538636 but Gain 902.502103 Iteration 125Q (39.815480 sec): 67 clusters Score: Raw -828720.370896 + Penalty 50779.996457 = -777940.374439 nChanged 34 Deleting Class 23 (5 points): Lose 22.819611 but Gain 875.812999 Iteration 126Q (39.904688 sec): 66 clusters Score: Raw -828721.978783 + Penalty 49916.874899 = -778805.103884 nChanged 30 Deleting Class 138 (19 points): Lose 47.059580 but Gain 893.566812 Iteration 127Q (39.992283 sec): 65 clusters Score: Raw -828690.450531 + Penalty 49044.780496 = -779645.670035 nChanged 42 Deleting Class 48 (25 points): Lose 162.307939 but Gain 993.987799 Iteration 128Q (40.097722 sec): 64 clusters Score: Raw -828561.021602 + Penalty 48060.832909 = -780500.188693 nChanged 50 Deleting Class 113 (16 points): Lose 65.800277 but Gain 889.708331 Iteration 129Q (40.242505 sec): 63 clusters Score: Raw -828558.007951 + Penalty 47194.362417 = -781363.645534 nChanged 41 Deleting Class 66 (7 points): Lose 32.178954 but Gain 852.322854 Iteration 130F (41.022514 sec): 62 clusters Score: Raw -828560.546850 + Penalty 46340.277677 = -782220.269173 nChanged 20 Deleting Class 115 (22 points): Lose 113.495020 but Gain 931.485479 Iteration 131Q (41.118765 sec): 61 clusters Score: Raw -828461.785438 + Penalty 45424.042642 = -783037.742796 nChanged 41 Deleting Class 92 (9 points): Lose 57.129259 but Gain 868.694245 Iteration 132Q (41.210126 sec): 60 clusters Score: Raw -828451.131606 + Penalty 44564.027457 = -783887.104150 nChanged 26 Deleting Class 89 (6 points): Lose 35.886542 but Gain 836.802615 Iteration 133Q (41.300155 sec): 59 clusters Score: Raw -828441.738225 + Penalty 43724.656790 = -784717.081435 nChanged 29 Deleting Class 197 (1 points): Lose 7.261559 but Gain 806.233777 Iteration 134Q (41.390646 sec): 58 clusters Score: Raw -828450.418783 + Penalty 42918.004069 = -785532.414714 nChanged 25 Deleting Class 24 (63 points): Lose 160.918346 but Gain 956.892457 Iteration 135Q (41.478400 sec): 57 clusters Score: Raw -828302.335725 + Penalty 41988.824282 = -786313.511443 nChanged 87 Deleting Class 54 (12 points): Lose 70.212833 but Gain 860.659154 Iteration 136Q (41.568712 sec): 56 clusters Score: Raw -828336.173965 + Penalty 41156.430172 = -787179.743793 nChanged 52 Deleting Class 76 (6 points): Lose 47.344997 but Gain 822.779527 Iteration 137Q (41.656678 sec): 55 clusters Score: Raw -828315.903031 + Penalty 40336.957037 = -787978.945994 nChanged 45 Deleting Class 51 (34 points): Lose 152.968084 but Gain 918.009980 Iteration 138Q (41.743624 sec): 54 clusters Score: Raw -828177.196481 + Penalty 39586.305136 = -788590.891345 nChanged 65 Deleting Class 184 (2 points): Lose 20.362776 but Gain 872.919070 Iteration 139Q (41.830638 sec): 53 clusters Score: Raw -828225.422278 + Penalty 38709.167227 = -789516.255052 nChanged 36 Deleting Class 88 (11 points): Lose 42.527330 but Gain 807.539960 Iteration 140F (42.393789 sec): 52 clusters Score: Raw -828194.593703 + Penalty 37907.904348 = -790286.689355 nChanged 41 Deleting Class 62 (4 points): Lose 24.249520 but Gain 785.838591 Iteration 141Q (42.481822 sec): 51 clusters Score: Raw -828187.575135 + Penalty 37109.692033 = -791077.883101 nChanged 35 Deleting Class 25 (27 points): Lose 185.034016 but Gain 937.496241 Iteration 142Q (42.567544 sec): 50 clusters Score: Raw -828014.827074 + Penalty 36218.020839 = -791796.806235 nChanged 59 Deleting Class 99 (4 points): Lose 18.866958 but Gain 764.026997 Iteration 143Q (42.651973 sec): 49 clusters Score: Raw -828077.904942 + Penalty 35464.915200 = -792612.989742 nChanged 40 Deleting Class 45 (11 points): Lose 47.153770 but Gain 765.001752 Iteration 144Q (42.736612 sec): 48 clusters Score: Raw -828045.958186 + Penalty 34727.205054 = -793318.753132 nChanged 35 Deleting Class 148 (5 points): Lose 15.760655 but Gain 728.845695 Iteration 145Q (42.824039 sec): 47 clusters Score: Raw -828051.534694 + Penalty 33999.961421 = -794051.573273 nChanged 17 Deleting Class 30 (31 points): Lose 112.157614 but Gain 814.526969 Iteration 146Q (42.907373 sec): 46 clusters Score: Raw -827947.298503 + Penalty 33200.751319 = -794746.547184 nChanged 39 Deleting Class 43 (11 points): Lose 36.658517 but Gain 732.623718 Iteration 147Q (42.990012 sec): 45 clusters Score: Raw -827976.226220 + Penalty 32488.611637 = -795487.614583 nChanged 33 Deleting Class 73 (28 points): Lose 146.085654 but Gain 832.530834 Iteration 148Q (43.071883 sec): 44 clusters Score: Raw -827856.402161 + Penalty 31675.736938 = -796180.665223 nChanged 42 Deleting Class 6 (78 points): Lose 211.921024 but Gain 882.243523 Iteration 149Q (43.151153 sec): 43 clusters Score: Raw -827704.874393 + Penalty 30816.827272 = -796888.047121 nChanged 101 Deleting Class 37 (27 points): Lose 136.425030 but Gain 802.560783 Iteration 150F (43.603620 sec): 42 clusters Score: Raw -827716.819233 + Penalty 30063.855516 = -797652.963717 nChanged 61 Deleting Class 7 (112 points): Lose 316.103600 but Gain 972.830886 Iteration 151Q (43.684651 sec): 41 clusters Score: Raw -827474.422978 + Penalty 29106.673763 = -798367.749215 nChanged 135 Deleting Class 100 (20 points): Lose 89.218559 but Gain 738.107361 Iteration 152Q (43.765531 sec): 40 clusters Score: Raw -827603.499269 + Penalty 28405.616142 = -799197.883128 nChanged 59 Deleting Class 53 (135 points): Lose 332.494681 but Gain 966.531961 Iteration 153Q (43.843856 sec): 39 clusters Score: Raw -827326.225836 + Penalty 27504.147224 = -799822.078612 nChanged 160 Deleting Class 46 (112 points): Lose 584.846061 but Gain 1214.190365 Iteration 154Q (43.923278 sec): 38 clusters Score: Raw -826937.891500 + Penalty 26354.357555 = -800583.533945 nChanged 157 Deleting Class 95 (7 points): Lose 29.368969 but Gain 658.071589 Iteration 155Q (44.001750 sec): 37 clusters Score: Raw -827196.407479 + Penalty 25715.248338 = -801481.159141 nChanged 71 Deleting Class 26 (19 points): Lose 71.496356 but Gain 695.897691 Iteration 156Q (44.077325 sec): 36 clusters Score: Raw -827167.231050 + Penalty 25026.700240 = -802140.530811 nChanged 54 Deleting Class 65 (3 points): Lose 22.964047 but Gain 630.646142 Iteration 157Q (44.154123 sec): 35 clusters Score: Raw -827188.625060 + Penalty 24404.499030 = -802784.126030 nChanged 37 Deleting Class 172 (1 points): Lose 4.620699 but Gain 602.666462 Iteration 158Q (44.229420 sec): 34 clusters Score: Raw -827200.655919 + Penalty 23802.553323 = -803398.102596 nChanged 31 Deleting Class 14 (161 points): Lose 520.305867 but Gain 1102.685139 Iteration 159Q (44.304244 sec): 33 clusters Score: Raw -826691.912055 + Penalty 22770.462002 = -803921.450053 nChanged 191 Deleting Class 49 (77 points): Lose 231.062025 but Gain 822.568250 Iteration 160F (44.654475 sec): 32 clusters Score: Raw -826753.102473 + Penalty 22025.188821 = -804727.913653 nChanged 127 Deleting Class 57 (7 points): Lose 25.848160 but Gain 601.031256 Iteration 161Q (44.732220 sec): 31 clusters Score: Raw -826876.556966 + Penalty 21426.304791 = -805450.252175 nChanged 55 Deleting Class 55 (33 points): Lose 161.426804 but Gain 735.175815 Iteration 162Q (44.808325 sec): 30 clusters Score: Raw -826738.750831 + Penalty 20751.034791 = -805987.716040 nChanged 64 Deleting Class 174 (3 points): Lose 13.386076 but Gain 583.129398 Iteration 163Q (44.890298 sec): 29 clusters Score: Raw -826817.892227 + Penalty 20218.092989 = -806599.799238 nChanged 39 Deleting Class 50 (21 points): Lose 105.392800 but Gain 652.607626 Iteration 164Q (44.964615 sec): 28 clusters Score: Raw -826740.152730 + Penalty 19587.582935 = -807152.569795 nChanged 50 Deleting Class 15 (45 points): Lose 183.950830 but Gain 677.263909 Iteration 165Q (45.037277 sec): 27 clusters Score: Raw -826617.476006 + Penalty 18923.790516 = -807693.685489 nChanged 72 Deleting Class 13 (225 points): Lose 849.534055 but Gain 1337.996462 Iteration 166Q (45.110128 sec): 26 clusters Score: Raw -825857.705940 + Penalty 17648.828024 = -808208.877916 nChanged 252 Deleting Class 153 (2 points): Lose 8.966762 but Gain 496.184385 Iteration 167Q (45.183847 sec): 25 clusters Score: Raw -826233.975023 + Penalty 17159.952575 = -809074.022448 nChanged 64 Deleting Class 5 (155 points): Lose 420.382095 but Gain 881.805066 Iteration 168Q (45.254964 sec): 24 clusters Score: Raw -825854.590851 + Penalty 16293.520590 = -809561.070261 nChanged 201 Deleting Class 169 (4 points): Lose 23.211793 but Gain 427.383340 Iteration 169Q (45.328476 sec): 23 clusters Score: Raw -826080.257408 + Penalty 15874.426743 = -810205.830665 nChanged 64 Deleting Class 33 (104 points): Lose 296.451945 but Gain 618.466255 Iteration 170F (45.578497 sec): 22 clusters Score: Raw -825807.343134 + Penalty 15389.190173 = -810418.152960 nChanged 153 Deleting Class 19 (183 points): Lose 436.539215 but Gain 674.572932 Iteration 171Q (45.651322 sec): 21 clusters Score: Raw -825562.816916 + Penalty 14739.928061 = -810822.888855 nChanged 271 Deleting Class 11 (49 points): Lose 238.992460 but Gain 477.083961 Iteration 172Q (45.722803 sec): 20 clusters Score: Raw -825677.675030 + Penalty 14259.984324 = -811417.690707 nChanged 189 Deleting Class 176 (6 points): Lose 51.791972 but Gain 208.465901 Iteration 173Q (45.793974 sec): 19 clusters Score: Raw -825757.922865 + Penalty 14057.975927 = -811699.946937 nChanged 114 Deleting Class 41 (318 points): Lose 1003.828116 but Gain 1021.935075 Iteration 174Q (45.864489 sec): 18 clusters Score: Raw -824790.703342 + Penalty 13086.755161 = -811703.948181 nChanged 407 Iteration 175Q (45.933853 sec): 18 clusters Score: Raw -825490.497514 + Penalty 13118.736795 = -812371.760719 nChanged 157 Iteration 176Q (46.001098 sec): 18 clusters Score: Raw -825550.863575 + Penalty 13140.232480 = -812410.631095 nChanged 120 Iteration 177Q (46.076741 sec): 18 clusters Score: Raw -825593.366161 + Penalty 13161.847835 = -812431.518326 nChanged 116 Iteration 178Q (46.144895 sec): 18 clusters Score: Raw -825633.636247 + Penalty 13183.780043 = -812449.856204 nChanged 98 Iteration 179Q (46.210852 sec): 18 clusters Score: Raw -825659.059472 + Penalty 13208.562273 = -812450.497199 nChanged 110 Iteration 180F (46.412909 sec): 18 clusters Score: Raw -825691.276615 + Penalty 13229.878427 = -812461.398188 nChanged 93 Iteration 181Q (46.483190 sec): 18 clusters Score: Raw -825717.823022 + Penalty 13251.863304 = -812465.959718 nChanged 98 Iteration 182Q (46.554267 sec): 18 clusters Score: Raw -825750.609709 + Penalty 13276.232224 = -812474.377485 nChanged 82 Iteration 183Q (46.622230 sec): 18 clusters Score: Raw -825771.226955 + Penalty 13293.723681 = -812477.503274 nChanged 79 Iteration 184Q (46.690822 sec): 18 clusters Score: Raw -825786.420743 + Penalty 13305.453933 = -812480.966810 nChanged 62 Iteration 185Q (46.759260 sec): 18 clusters Score: Raw -825796.966230 + Penalty 13313.510348 = -812483.455882 nChanged 62 Iteration 186Q (46.826786 sec): 18 clusters Score: Raw -825806.267849 + Penalty 13320.766265 = -812485.501583 nChanged 52 Iteration 187Q (46.894918 sec): 18 clusters Score: Raw -825813.868811 + Penalty 13328.892267 = -812484.976544 nChanged 47 Iteration 188F (47.096186 sec): 18 clusters Score: Raw -825821.641088 + Penalty 13336.283970 = -812485.357118 nChanged 44 Iteration 189Q (47.164311 sec): 18 clusters Score: Raw -825829.716315 + Penalty 13344.363730 = -812485.352585 nChanged 44 Iteration 190F (47.365220 sec): 18 clusters Score: Raw -825836.418451 + Penalty 13350.400445 = -812486.018006 nChanged 38 Iteration 191Q (47.432712 sec): 18 clusters Score: Raw -825843.519136 + Penalty 13360.624426 = -812482.894710 nChanged 51 Iteration 192F (47.634512 sec): 18 clusters Score: Raw -825857.013729 + Penalty 13372.454577 = -812484.559152 nChanged 60 Iteration 193Q (47.703674 sec): 18 clusters Score: Raw -825871.577439 + Penalty 13378.688113 = -812492.889327 nChanged 49 Iteration 194Q (47.771997 sec): 18 clusters Score: Raw -825882.605008 + Penalty 13383.788847 = -812498.816160 nChanged 49 Iteration 195Q (47.839656 sec): 18 clusters Score: Raw -825892.148022 + Penalty 13392.064118 = -812500.083904 nChanged 50 Iteration 196Q (47.907592 sec): 18 clusters Score: Raw -825901.007271 + Penalty 13400.086172 = -812500.921098 nChanged 49 Iteration 197Q (47.975366 sec): 18 clusters Score: Raw -825910.306397 + Penalty 13407.297421 = -812503.008975 nChanged 59 Iteration 198Q (48.043289 sec): 18 clusters Score: Raw -825920.171553 + Penalty 13417.715295 = -812502.456259 nChanged 56 Iteration 199F (48.244526 sec): 18 clusters Score: Raw -825928.380902 + Penalty 13425.642546 = -812502.738356 nChanged 51 Iteration 200F (48.446705 sec): 18 clusters Score: Raw -825937.074301 + Penalty 13431.716883 = -812505.357418 nChanged 50 Iteration 201Q (48.515420 sec): 18 clusters Score: Raw -825944.890381 + Penalty 13436.828510 = -812508.061872 nChanged 43 Iteration 202Q (48.583045 sec): 18 clusters Score: Raw -825950.897372 + Penalty 13439.314674 = -812511.582698 nChanged 36 Iteration 203Q (48.651134 sec): 18 clusters Score: Raw -825957.413466 + Penalty 13443.184315 = -812514.229151 nChanged 32 Iteration 204Q (48.719152 sec): 18 clusters Score: Raw -825965.403683 + Penalty 13444.149507 = -812521.254177 nChanged 24 Iteration 205Q (48.786769 sec): 18 clusters Score: Raw -825969.894725 + Penalty 13444.287433 = -812525.607292 nChanged 17 Iteration 206Q (48.854567 sec): 18 clusters Score: Raw -825972.739428 + Penalty 13445.467435 = -812527.271993 nChanged 14 Iteration 207Q (48.922039 sec): 18 clusters Score: Raw -825975.597648 + Penalty 13444.942307 = -812530.655341 nChanged 11 Iteration 208Q (48.989345 sec): 18 clusters Score: Raw -825977.874824 + Penalty 13445.138546 = -812532.736278 nChanged 19 Iteration 209Q (49.057225 sec): 18 clusters Score: Raw -825981.386056 + Penalty 13447.327142 = -812534.058914 nChanged 18 Iteration 210F (49.258839 sec): 18 clusters Score: Raw -825985.445577 + Penalty 13449.188005 = -812536.257572 nChanged 13 Iteration 211Q (49.326697 sec): 18 clusters Score: Raw -825989.079617 + Penalty 13449.576715 = -812539.502902 nChanged 11 Iteration 212Q (49.395485 sec): 18 clusters Score: Raw -825991.507247 + Penalty 13450.053714 = -812541.453533 nChanged 9 Iteration 213Q (49.463751 sec): 18 clusters Score: Raw -825993.267699 + Penalty 13449.544262 = -812543.723437 nChanged 4 Iteration 214Q (49.532252 sec): 18 clusters Score: Raw -825993.535474 + Penalty 13448.311258 = -812545.224215 nChanged 5 Iteration 215Q (49.600561 sec): 18 clusters Score: Raw -825994.054178 + Penalty 13448.170309 = -812545.883870 nChanged 2 Iteration 216Q (49.668557 sec): 18 clusters Score: Raw -825994.256933 + Penalty 13447.862515 = -812546.394418 nChanged 3 Iteration 217Q (49.736858 sec): 18 clusters Score: Raw -825994.407133 + Penalty 13447.729926 = -812546.677207 nChanged 1 Iteration 218Q (49.804404 sec): 18 clusters Score: Raw -825994.446119 + Penalty 13447.143423 = -812547.302696 nChanged 1 Writing temp clu file Memory request: 0.10 GB would take us to total of 0.21 GB. Compute initial score before splitting: Score: Raw -825994.446119 + Penalty 13447.143423 = -812547.302696Memory request: 0.04 GB would take us to total of 0.25 GB. Trying to split cluster 1 (8817 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.886890 sec): 2 clusters Score: Raw -340507.453558 + Penalty 274.442207 = -340233.011351 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.902998 sec): 3 clusters Score: Raw -334600.419542 + Penalty 568.618472 = -334031.801069 nChanged 4106 SP:Iteration 1F (49.919163 sec): 3 clusters Score: Raw -337351.906482 + Penalty 589.622533 = -336762.283949 nChanged 1722 SP:Iteration 2F (49.935316 sec): 3 clusters Score: Raw -339367.019595 + Penalty 649.657795 = -338717.361800 nChanged 793 SP:Iteration 3F (49.951124 sec): 3 clusters Score: Raw -340302.182005 + Penalty 795.931792 = -339506.250212 nChanged 173 SP:Iteration 4Q (49.965146 sec): 3 clusters Score: Raw -340503.177817 + Penalty 894.060637 = -339609.117180 nChanged 13 SP:Iteration 5Q (49.977579 sec): 3 clusters Score: Raw -340521.421821 + Penalty 908.845310 = -339612.576511 nChanged 1 SP:Iteration 6Q (49.989752 sec): 3 clusters Score: Raw -340524.829371 + Penalty 916.067443 = -339608.761928 nChanged 2 SP:Iteration 7F (50.005709 sec): 3 clusters Score: Raw -340532.624001 + Penalty 943.098105 = -339589.525897 nChanged 1 SP:Iteration 8F (50.021575 sec): 3 clusters Score: Raw -340534.436711 + Penalty 943.098105 = -339591.338606 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 2 (866 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.030557 sec): 2 clusters Score: Raw -37378.556778 + Penalty 438.117417 = -36940.439361 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.032383 sec): 3 clusters Score: Raw -36881.148361 + Penalty 876.971847 = -36004.176514 nChanged 314 SP:Iteration 1F (50.034117 sec): 3 clusters Score: Raw -37042.595510 + Penalty 895.139323 = -36147.456187 nChanged 128 SP:Iteration 2F (50.035837 sec): 3 clusters Score: Raw -37154.056129 + Penalty 920.011640 = -36234.044488 nChanged 90 SP:Iteration 3F (50.037534 sec): 3 clusters Score: Raw -37230.764354 + Penalty 940.323562 = -36290.440792 nChanged 55 SP:Iteration 4F (50.039256 sec): 3 clusters Score: Raw -37269.870608 + Penalty 959.038147 = -36310.832461 nChanged 39 SP:Iteration 5Q (50.041081 sec): 3 clusters Score: Raw -37306.113598 + Penalty 975.968907 = -36330.144691 nChanged 38 SP:Iteration 6Q (50.042731 sec): 3 clusters Score: Raw -37346.011003 + Penalty 989.672341 = -36356.338662 nChanged 19 SP:Iteration 7Q (50.044329 sec): 3 clusters Score: Raw -37366.377407 + Penalty 998.228237 = -36368.149171 nChanged 12 SP:Iteration 8Q (50.045890 sec): 3 clusters Score: Raw -37381.428683 + Penalty 1000.389523 = -36381.039160 nChanged 6 SP:Iteration 9Q (50.047546 sec): 3 clusters Score: Raw -37391.060347 + Penalty 1002.513783 = -36388.546565 nChanged 9 SP:Iteration 10F (50.049282 sec): 3 clusters Score: Raw -37403.782944 + Penalty 1007.149244 = -36396.633700 nChanged 7 SP:Iteration 11Q (50.050815 sec): 3 clusters Score: Raw -37416.108448 + Penalty 1008.482604 = -36407.625844 nChanged 8 SP:Iteration 12Q (50.052292 sec): 3 clusters Score: Raw -37427.249572 + Penalty 1010.227626 = -36417.021946 nChanged 8 SP:Iteration 13Q (50.053770 sec): 3 clusters Score: Raw -37439.488933 + Penalty 1009.892358 = -36429.596575 nChanged 5 SP:Iteration 14Q (50.055223 sec): 3 clusters Score: Raw -37444.335146 + Penalty 1010.574385 = -36433.760761 nChanged 2 SP:Iteration 15Q (50.056721 sec): 3 clusters Score: Raw -37446.936032 + Penalty 1006.109691 = -36440.826341 nChanged 3 SP:Iteration 16Q (50.058207 sec): 3 clusters Score: Raw -37448.505317 + Penalty 1008.160013 = -36440.345304 nChanged 1 SP:Iteration 17F (50.059896 sec): 3 clusters Score: Raw -37449.641338 + Penalty 1008.160013 = -36441.481325 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 3 (1469 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.067819 sec): 2 clusters Score: Raw -57434.782615 + Penalty 944.444964 = -56490.337651 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.070590 sec): 3 clusters Score: Raw -56801.344423 + Penalty 1889.149822 = -54912.194601 nChanged 513 SP:Iteration 1F (50.073450 sec): 3 clusters Score: Raw -57182.643535 + Penalty 1889.989415 = -55292.654121 nChanged 144 SP:Iteration 2F (50.076238 sec): 3 clusters Score: Raw -57353.015629 + Penalty 1891.686848 = -55461.328781 nChanged 120 SP:Iteration 3F (50.078919 sec): 3 clusters Score: Raw -57501.840229 + Penalty 1891.948853 = -55609.891377 nChanged 93 SP:Iteration 4F (50.081612 sec): 3 clusters Score: Raw -57624.520877 + Penalty 1889.297415 = -55735.223462 nChanged 75 SP:Iteration 5F (50.084289 sec): 3 clusters Score: Raw -57716.199051 + Penalty 1888.126093 = -55828.072957 nChanged 63 SP:Iteration 6Q (50.086936 sec): 3 clusters Score: Raw -57771.910453 + Penalty 1888.047487 = -55883.862967 nChanged 38 SP:Iteration 7Q (50.089562 sec): 3 clusters Score: Raw -57803.917507 + Penalty 1888.024757 = -55915.892750 nChanged 26 SP:Iteration 8Q (50.092269 sec): 3 clusters Score: Raw -57824.603624 + Penalty 1887.239497 = -55937.364126 nChanged 10 SP:Iteration 9Q (50.094955 sec): 3 clusters Score: Raw -57833.739632 + Penalty 1886.690677 = -55947.048955 nChanged 5 SP:Iteration 10F (50.097678 sec): 3 clusters Score: Raw -57836.951985 + Penalty 1886.977566 = -55949.974419 nChanged 2 SP:Iteration 11Q (50.100310 sec): 3 clusters Score: Raw -57838.040813 + Penalty 1886.901626 = -55951.139187 nChanged 1 SP:Iteration 12Q (50.102960 sec): 3 clusters Score: Raw -57838.325168 + Penalty 1886.901626 = -55951.423542 nChanged 0 SP:Iteration 13F (50.105633 sec): 3 clusters Score: Raw -57838.325168 + Penalty 1886.901626 = -55951.423542 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 4 (1855 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.119118 sec): 2 clusters Score: Raw -69941.014046 + Penalty 214.163705 = -69726.850341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.122575 sec): 3 clusters Score: Raw -68800.752505 + Penalty 427.931275 = -68372.821230 nChanged 813 SP:Iteration 1F (50.126121 sec): 3 clusters Score: Raw -69280.684699 + Penalty 428.253257 = -68852.431443 nChanged 146 SP:Iteration 2F (50.129781 sec): 3 clusters Score: Raw -69343.096799 + Penalty 428.378534 = -68914.718266 nChanged 118 SP:Iteration 3F (50.133311 sec): 3 clusters Score: Raw -69399.446550 + Penalty 428.801839 = -68970.644711 nChanged 95 SP:Iteration 4F (50.136766 sec): 3 clusters Score: Raw -69447.667117 + Penalty 429.813717 = -69017.853400 nChanged 86 SP:Iteration 5Q (50.140112 sec): 3 clusters Score: Raw -69488.158765 + Penalty 431.441378 = -69056.717386 nChanged 77 SP:Iteration 6Q (50.143615 sec): 3 clusters Score: Raw -69522.976221 + Penalty 432.241135 = -69090.735086 nChanged 67 SP:Iteration 7Q (50.146990 sec): 3 clusters Score: Raw -69556.770295 + Penalty 434.099344 = -69122.670950 nChanged 52 SP:Iteration 8Q (50.150460 sec): 3 clusters Score: Raw -69581.678630 + Penalty 436.852339 = -69144.826290 nChanged 46 SP:Iteration 9Q (50.153923 sec): 3 clusters Score: Raw -69609.866503 + Penalty 438.935419 = -69170.931084 nChanged 48 SP:Iteration 10F (50.157328 sec): 3 clusters Score: Raw -69636.423795 + Penalty 441.467443 = -69194.956352 nChanged 45 SP:Iteration 11Q (50.160657 sec): 3 clusters Score: Raw -69672.313841 + Penalty 446.082807 = -69226.231034 nChanged 62 SP:Iteration 12Q (50.164091 sec): 3 clusters Score: Raw -69734.647029 + Penalty 448.337031 = -69286.309998 nChanged 57 SP:Iteration 13Q (50.167441 sec): 3 clusters Score: Raw -69785.438569 + Penalty 449.119966 = -69336.318602 nChanged 42 SP:Iteration 14Q (50.170769 sec): 3 clusters Score: Raw -69805.220026 + Penalty 450.977940 = -69354.242086 nChanged 31 SP:Iteration 15Q (50.174012 sec): 3 clusters Score: Raw -69823.398447 + Penalty 452.319339 = -69371.079107 nChanged 24 SP:Iteration 16Q (50.177612 sec): 3 clusters Score: Raw -69833.194422 + Penalty 452.953720 = -69380.240702 nChanged 24 SP:Iteration 17Q (50.180955 sec): 3 clusters Score: Raw -69843.353971 + Penalty 452.635706 = -69390.718265 nChanged 23 SP:Iteration 18Q (50.184127 sec): 3 clusters Score: Raw -69852.760597 + Penalty 452.973691 = -69399.786906 nChanged 21 SP:Iteration 19Q (50.187353 sec): 3 clusters Score: Raw -69858.806871 + Penalty 454.031696 = -69404.775175 nChanged 12 SP:Iteration 20F (50.190729 sec): 3 clusters Score: Raw -69862.664637 + Penalty 453.520961 = -69409.143676 nChanged 16 SP:Iteration 21Q (50.193979 sec): 3 clusters Score: Raw -69869.090023 + Penalty 450.988760 = -69418.101263 nChanged 15 SP:Iteration 22Q (50.197115 sec): 3 clusters Score: Raw -69875.327091 + Penalty 451.202122 = -69424.124968 nChanged 11 SP:Iteration 23Q (50.200233 sec): 3 clusters Score: Raw -69877.643111 + Penalty 451.658340 = -69425.984771 nChanged 6 SP:Iteration 24Q (50.203403 sec): 3 clusters Score: Raw -69878.394291 + Penalty 452.157144 = -69426.237147 nChanged 9 SP:Iteration 25Q (50.206497 sec): 3 clusters Score: Raw -69879.649866 + Penalty 451.100351 = -69428.549514 nChanged 8 SP:Iteration 26Q (50.209641 sec): 3 clusters Score: Raw -69880.811415 + Penalty 451.475744 = -69429.335671 nChanged 5 SP:Iteration 27Q (50.212728 sec): 3 clusters Score: Raw -69881.390408 + Penalty 452.243616 = -69429.146792 nChanged 3 SP:Iteration 28F (50.216128 sec): 3 clusters Score: Raw -69881.984315 + Penalty 452.002568 = -69429.981747 nChanged 2 SP:Iteration 29Q (50.219174 sec): 3 clusters Score: Raw -69882.512321 + Penalty 451.905726 = -69430.606595 nChanged 2 SP:Iteration 30F (50.222559 sec): 3 clusters Score: Raw -69882.659591 + Penalty 451.722455 = -69430.937136 nChanged 3 SP:Iteration 31Q (50.225596 sec): 3 clusters Score: Raw -69882.803768 + Penalty 452.457439 = -69430.346329 nChanged 4 SP:Iteration 32F (50.228971 sec): 3 clusters Score: Raw -69883.269171 + Penalty 452.384526 = -69430.884645 nChanged 3 SP:Iteration 33Q (50.232091 sec): 3 clusters Score: Raw -69883.494589 + Penalty 452.555765 = -69430.938824 nChanged 3 SP:Iteration 34Q (50.235583 sec): 3 clusters Score: Raw -69883.836341 + Penalty 452.514130 = -69431.322211 nChanged 2 SP:Iteration 35Q (50.238705 sec): 3 clusters Score: Raw -69884.386386 + Penalty 451.871610 = -69432.514776 nChanged 4 SP:Iteration 36Q (50.241779 sec): 3 clusters Score: Raw -69885.445129 + Penalty 451.938739 = -69433.506390 nChanged 5 SP:Iteration 37Q (50.244946 sec): 3 clusters Score: Raw -69886.294566 + Penalty 452.307936 = -69433.986631 nChanged 5 SP:Iteration 38Q (50.248069 sec): 3 clusters Score: Raw -69887.016339 + Penalty 452.964089 = -69434.052250 nChanged 6 SP:Iteration 39Q (50.251233 sec): 3 clusters Score: Raw -69888.036113 + Penalty 452.593250 = -69435.442863 nChanged 5 SP:Iteration 40F (50.254709 sec): 3 clusters Score: Raw -69888.956278 + Penalty 451.454709 = -69437.501568 nChanged 6 SP:Iteration 41Q (50.257794 sec): 3 clusters Score: Raw -69891.690908 + Penalty 450.529388 = -69441.161520 nChanged 9 SP:Iteration 42Q (50.260825 sec): 3 clusters Score: Raw -69894.586643 + Penalty 450.757965 = -69443.828677 nChanged 5 SP:Iteration 43Q (50.263840 sec): 3 clusters Score: Raw -69896.349579 + Penalty 451.829928 = -69444.519651 nChanged 4 SP:Iteration 44Q (50.266854 sec): 3 clusters Score: Raw -69897.167974 + Penalty 450.975084 = -69446.192890 nChanged 4 SP:Iteration 45Q (50.269855 sec): 3 clusters Score: Raw -69897.862587 + Penalty 449.439367 = -69448.423220 nChanged 1 SP:Iteration 46Q (50.272875 sec): 3 clusters Score: Raw -69899.064690 + Penalty 446.463002 = -69452.601688 nChanged 2 SP:Iteration 47Q (50.275899 sec): 3 clusters Score: Raw -69899.581024 + Penalty 446.463002 = -69453.118022 nChanged 0 SP:Iteration 48F (50.279356 sec): 3 clusters Score: Raw -69899.581024 + Penalty 446.463002 = -69453.118022 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 8 (1077 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.284919 sec): 2 clusters Score: Raw -42216.184499 + Penalty 325.622360 = -41890.562139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.287001 sec): 3 clusters Score: Raw -41621.806716 + Penalty 632.284093 = -40989.522623 nChanged 431 SP:Iteration 1F (50.289021 sec): 3 clusters Score: Raw -41928.176052 + Penalty 639.922113 = -41288.253939 nChanged 131 SP:Iteration 2F (50.291039 sec): 3 clusters Score: Raw -42045.170863 + Penalty 678.717618 = -41366.453245 nChanged 82 SP:Iteration 3F (50.293055 sec): 3 clusters Score: Raw -42131.719361 + Penalty 749.376855 = -41382.342507 nChanged 46 SP:Iteration 4Q (50.295119 sec): 3 clusters Score: Raw -42178.896549 + Penalty 788.181644 = -41390.714905 nChanged 20 SP:Iteration 5Q (50.297194 sec): 3 clusters Score: Raw -42202.867709 + Penalty 858.881480 = -41343.986228 nChanged 14 SP:Iteration 6F (50.299248 sec): 3 clusters Score: Raw -42227.076908 + Penalty 899.766507 = -41327.310401 nChanged 6 SP:Iteration 7F (50.301263 sec): 3 clusters Score: Raw -42241.668334 + Penalty 911.107593 = -41330.560741 nChanged 2 SP:Iteration 8Q (50.303092 sec): 3 clusters Score: Raw -42246.541763 + Penalty 911.107593 = -41335.434170 nChanged 0 SP:Iteration 9F (50.305296 sec): 3 clusters Score: Raw -42246.541763 + Penalty 911.107593 = -41335.434170 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 10 (928 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.308388 sec): 2 clusters Score: Raw -39502.268367 + Penalty 550.810992 = -38951.457374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.310258 sec): 3 clusters Score: Raw -39015.758784 + Penalty 1101.069607 = -37914.689176 nChanged 327 SP:Iteration 1F (50.312236 sec): 3 clusters Score: Raw -39187.096861 + Penalty 1101.144361 = -38085.952499 nChanged 85 SP:Iteration 2F (50.314168 sec): 3 clusters Score: Raw -39238.402633 + Penalty 1101.831419 = -38136.571213 nChanged 46 SP:Iteration 3Q (50.315972 sec): 3 clusters Score: Raw -39257.425123 + Penalty 1103.500567 = -38153.924556 nChanged 32 SP:Iteration 4Q (50.317743 sec): 3 clusters Score: Raw -39276.258889 + Penalty 1105.678414 = -38170.580475 nChanged 36 SP:Iteration 5Q (50.319548 sec): 3 clusters Score: Raw -39299.020513 + Penalty 1108.043322 = -38190.977192 nChanged 35 SP:Iteration 6Q (50.321307 sec): 3 clusters Score: Raw -39316.232861 + Penalty 1110.101501 = -38206.131360 nChanged 28 SP:Iteration 7Q (50.323072 sec): 3 clusters Score: Raw -39329.268517 + Penalty 1112.189629 = -38217.078889 nChanged 22 SP:Iteration 8Q (50.324892 sec): 3 clusters Score: Raw -39342.667506 + Penalty 1116.926075 = -38225.741430 nChanged 30 SP:Iteration 9Q (50.326694 sec): 3 clusters Score: Raw -39368.310521 + Penalty 1125.071053 = -38243.239469 nChanged 32 SP:Iteration 10F (50.328452 sec): 3 clusters Score: Raw -39395.056495 + Penalty 1128.748137 = -38266.308357 nChanged 24 SP:Iteration 11Q (50.330224 sec): 3 clusters Score: Raw -39411.331185 + Penalty 1135.137528 = -38276.193657 nChanged 22 SP:Iteration 12Q (50.331971 sec): 3 clusters Score: Raw -39423.699344 + Penalty 1139.993259 = -38283.706084 nChanged 18 SP:Iteration 13Q (50.333734 sec): 3 clusters Score: Raw -39433.331946 + Penalty 1144.299719 = -38289.032227 nChanged 15 SP:Iteration 14Q (50.335464 sec): 3 clusters Score: Raw -39439.769898 + Penalty 1145.567912 = -38294.201987 nChanged 6 SP:Iteration 15Q (50.337230 sec): 3 clusters Score: Raw -39443.943135 + Penalty 1147.277974 = -38296.665160 nChanged 8 SP:Iteration 16Q (50.338993 sec): 3 clusters Score: Raw -39448.594646 + Penalty 1149.567179 = -38299.027468 nChanged 9 SP:Iteration 17Q (50.340743 sec): 3 clusters Score: Raw -39454.863320 + Penalty 1152.109976 = -38302.753344 nChanged 10 SP:Iteration 18Q (50.342486 sec): 3 clusters Score: Raw -39463.035464 + Penalty 1157.620043 = -38305.415421 nChanged 9 SP:Iteration 19Q (50.344220 sec): 3 clusters Score: Raw -39468.076487 + Penalty 1160.153812 = -38307.922675 nChanged 7 SP:Iteration 20F (50.345985 sec): 3 clusters Score: Raw -39471.616558 + Penalty 1162.734984 = -38308.881574 nChanged 9 SP:Iteration 21Q (50.350417 sec): 3 clusters Score: Raw -39475.835524 + Penalty 1166.550968 = -38309.284556 nChanged 8 SP:Iteration 22Q (50.353850 sec): 3 clusters Score: Raw -39479.557336 + Penalty 1169.674939 = -38309.882397 nChanged 10 SP:Iteration 23Q (50.356756 sec): 3 clusters Score: Raw -39484.747671 + Penalty 1170.940780 = -38313.806891 nChanged 7 SP:Iteration 24Q (50.359288 sec): 3 clusters Score: Raw -39491.519206 + Penalty 1170.435950 = -38321.083257 nChanged 5 SP:Iteration 25Q (50.361034 sec): 3 clusters Score: Raw -39496.255653 + Penalty 1170.350239 = -38325.905414 nChanged 2 SP:Iteration 26Q (50.362783 sec): 3 clusters Score: Raw -39498.936506 + Penalty 1169.538953 = -38329.397553 nChanged 5 SP:Iteration 27Q (50.364511 sec): 3 clusters Score: Raw -39502.602567 + Penalty 1168.691576 = -38333.910990 nChanged 3 SP:Iteration 28Q (50.366235 sec): 3 clusters Score: Raw -39505.361432 + Penalty 1168.397857 = -38336.963575 nChanged 1 SP:Iteration 29Q (50.367955 sec): 3 clusters Score: Raw -39505.793667 + Penalty 1170.715736 = -38335.077931 nChanged 2 SP:Iteration 30F (50.369797 sec): 3 clusters Score: Raw -39507.646271 + Penalty 1170.492745 = -38337.153526 nChanged 2 SP:Iteration 31Q (50.371489 sec): 3 clusters Score: Raw -39509.554701 + Penalty 1170.240751 = -38339.313949 nChanged 1 SP:Iteration 32Q (50.373161 sec): 3 clusters Score: Raw -39509.734060 + Penalty 1170.240751 = -38339.493309 nChanged 0 SP:Iteration 33F (50.375005 sec): 3 clusters Score: Raw -39509.734060 + Penalty 1170.240751 = -38339.493309 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 12 (623 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.378562 sec): 2 clusters Score: Raw -26144.329894 + Penalty 630.402272 = -25513.927621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.379876 sec): 3 clusters Score: Raw -25876.814318 + Penalty 1260.097875 = -24616.716443 nChanged 182 SP:Iteration 1F (50.381178 sec): 3 clusters Score: Raw -26022.258451 + Penalty 1259.473903 = -24762.784548 nChanged 41 SP:Iteration 2F (50.382458 sec): 3 clusters Score: Raw -26058.818283 + Penalty 1259.549654 = -24799.268628 nChanged 32 SP:Iteration 3F (50.383863 sec): 3 clusters Score: Raw -26088.323922 + Penalty 1258.806900 = -24829.517022 nChanged 24 SP:Iteration 4Q (50.385183 sec): 3 clusters Score: Raw -26105.281999 + Penalty 1260.681348 = -24844.600651 nChanged 16 SP:Iteration 5Q (50.387018 sec): 3 clusters Score: Raw -26117.025389 + Penalty 1261.721526 = -24855.303863 nChanged 10 SP:Iteration 6Q (50.389564 sec): 3 clusters Score: Raw -26123.279390 + Penalty 1262.907097 = -24860.372293 nChanged 10 SP:Iteration 7Q (50.391435 sec): 3 clusters Score: Raw -26128.852439 + Penalty 1262.716238 = -24866.136201 nChanged 9 SP:Iteration 8Q (50.393633 sec): 3 clusters Score: Raw -26138.510628 + Penalty 1263.365240 = -24875.145388 nChanged 10 SP:Iteration 9Q (50.395604 sec): 3 clusters Score: Raw -26148.254511 + Penalty 1265.918560 = -24882.335951 nChanged 12 SP:Iteration 10F (50.397166 sec): 3 clusters Score: Raw -26156.276567 + Penalty 1266.706924 = -24889.569643 nChanged 8 SP:Iteration 11Q (50.398416 sec): 3 clusters Score: Raw -26163.831277 + Penalty 1267.042299 = -24896.788977 nChanged 3 SP:Iteration 12Q (50.399656 sec): 3 clusters Score: Raw -26165.570011 + Penalty 1267.789926 = -24897.780085 nChanged 4 SP:Iteration 13Q (50.400894 sec): 3 clusters Score: Raw -26168.062987 + Penalty 1268.043412 = -24900.019576 nChanged 1 SP:Iteration 14Q (50.402165 sec): 3 clusters Score: Raw -26169.005132 + Penalty 1268.043412 = -24900.961720 nChanged 0 SP:Iteration 15F (50.403454 sec): 3 clusters Score: Raw -26169.005132 + Penalty 1268.043412 = -24900.961720 nChanged 0 Memory request: 0.02 GB would take us to total of 0.23 GB. Trying to split cluster 16 (3341 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.420112 sec): 2 clusters Score: Raw -142718.441390 + Penalty 380.617553 = -142337.823838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.426369 sec): 3 clusters Score: Raw -140610.046101 + Penalty 787.483814 = -139822.562288 nChanged 1496 SP:Iteration 1F (50.432391 sec): 3 clusters Score: Raw -141759.661430 + Penalty 813.828937 = -140945.832494 nChanged 410 SP:Iteration 2F (50.438408 sec): 3 clusters Score: Raw -142076.085639 + Penalty 843.322087 = -141232.763552 nChanged 244 SP:Iteration 3F (50.444467 sec): 3 clusters Score: Raw -142319.354507 + Penalty 866.258657 = -141453.095851 nChanged 184 SP:Iteration 4F (50.455482 sec): 3 clusters Score: Raw -142500.210478 + Penalty 878.423925 = -141621.786553 nChanged 117 SP:Iteration 5Q (50.462964 sec): 3 clusters Score: Raw -142580.127015 + Penalty 879.660065 = -141700.466950 nChanged 54 SP:Iteration 6Q (50.468914 sec): 3 clusters Score: Raw -142607.885943 + Penalty 883.686192 = -141724.199751 nChanged 40 SP:Iteration 7Q (50.474803 sec): 3 clusters Score: Raw -142626.919213 + Penalty 887.556495 = -141739.362718 nChanged 26 SP:Iteration 8Q (50.480689 sec): 3 clusters Score: Raw -142638.483267 + Penalty 889.841297 = -141748.641970 nChanged 21 SP:Iteration 9Q (50.486642 sec): 3 clusters Score: Raw -142646.266416 + Penalty 889.180442 = -141757.085974 nChanged 22 SP:Iteration 10F (50.493313 sec): 3 clusters Score: Raw -142656.804953 + Penalty 889.230026 = -141767.574927 nChanged 24 SP:Iteration 11Q (50.499150 sec): 3 clusters Score: Raw -142663.466932 + Penalty 888.432767 = -141775.034165 nChanged 14 SP:Iteration 12Q (50.505043 sec): 3 clusters Score: Raw -142668.828548 + Penalty 887.608470 = -141781.220078 nChanged 13 SP:Iteration 13Q (50.510945 sec): 3 clusters Score: Raw -142674.459474 + Penalty 886.754103 = -141787.705372 nChanged 16 SP:Iteration 14Q (50.516865 sec): 3 clusters Score: Raw -142682.951041 + Penalty 882.367558 = -141800.583483 nChanged 20 SP:Iteration 15Q (50.522711 sec): 3 clusters Score: Raw -142692.807273 + Penalty 879.461495 = -141813.345778 nChanged 17 SP:Iteration 16Q (50.528471 sec): 3 clusters Score: Raw -142698.405230 + Penalty 877.972928 = -141820.432302 nChanged 10 SP:Iteration 17Q (50.534576 sec): 3 clusters Score: Raw -142702.263842 + Penalty 875.653014 = -141826.610828 nChanged 15 SP:Iteration 18Q (50.540894 sec): 3 clusters Score: Raw -142707.513278 + Penalty 875.546744 = -141831.966534 nChanged 15 SP:Iteration 19Q (50.552515 sec): 3 clusters Score: Raw -142713.487203 + Penalty 874.662125 = -141838.825078 nChanged 12 SP:Iteration 20F (50.559770 sec): 3 clusters Score: Raw -142717.155767 + Penalty 874.370382 = -141842.785385 nChanged 10 SP:Iteration 21Q (50.567000 sec): 3 clusters Score: Raw -142719.631723 + Penalty 874.441969 = -141845.189754 nChanged 8 SP:Iteration 22Q (50.574212 sec): 3 clusters Score: Raw -142720.508837 + Penalty 875.502170 = -141845.006667 nChanged 4 SP:Iteration 23F (50.581441 sec): 3 clusters Score: Raw -142721.009628 + Penalty 875.539866 = -141845.469762 nChanged 4 SP:Iteration 24Q (50.587576 sec): 3 clusters Score: Raw -142722.618091 + Penalty 875.163231 = -141847.454860 nChanged 5 SP:Iteration 25Q (50.593657 sec): 3 clusters Score: Raw -142723.213200 + Penalty 873.907592 = -141849.305608 nChanged 6 SP:Iteration 26Q (50.599959 sec): 3 clusters Score: Raw -142724.683181 + Penalty 873.189223 = -141851.493958 nChanged 10 SP:Iteration 27Q (50.606361 sec): 3 clusters Score: Raw -142726.900022 + Penalty 873.522973 = -141853.377049 nChanged 9 SP:Iteration 28Q (50.612664 sec): 3 clusters Score: Raw -142729.317020 + Penalty 875.173741 = -141854.143278 nChanged 9 SP:Iteration 29Q (50.618946 sec): 3 clusters Score: Raw -142731.784343 + Penalty 874.712231 = -141857.072112 nChanged 6 SP:Iteration 30F (50.626058 sec): 3 clusters Score: Raw -142735.061334 + Penalty 872.483926 = -141862.577408 nChanged 9 SP:Iteration 31Q (50.632187 sec): 3 clusters Score: Raw -142737.858982 + Penalty 872.501612 = -141865.357369 nChanged 7 SP:Iteration 32Q (50.638310 sec): 3 clusters Score: Raw -142739.186807 + Penalty 871.895754 = -141867.291053 nChanged 5 SP:Iteration 33Q (50.644500 sec): 3 clusters Score: Raw -142739.826777 + Penalty 871.319008 = -141868.507769 nChanged 2 SP:Iteration 34Q (50.650607 sec): 3 clusters Score: Raw -142740.156525 + Penalty 871.478025 = -141868.678500 nChanged 2 SP:Iteration 35Q (50.656729 sec): 3 clusters Score: Raw -142740.359706 + Penalty 872.097070 = -141868.262636 nChanged 4 SP:Iteration 36F (50.663831 sec): 3 clusters Score: Raw -142741.587415 + Penalty 872.361851 = -141869.225564 nChanged 6 SP:Iteration 37Q (50.670093 sec): 3 clusters Score: Raw -142743.482426 + Penalty 873.048621 = -141870.433806 nChanged 4 SP:Iteration 38Q (50.676427 sec): 3 clusters Score: Raw -142744.008299 + Penalty 872.731827 = -141871.276472 nChanged 4 SP:Iteration 39Q (50.682562 sec): 3 clusters Score: Raw -142744.859962 + Penalty 873.926991 = -141870.932971 nChanged 4 SP:Iteration 40F (50.689804 sec): 3 clusters Score: Raw -142745.724214 + Penalty 874.112887 = -141871.611327 nChanged 3 SP:Iteration 41Q (50.695882 sec): 3 clusters Score: Raw -142746.573339 + Penalty 874.797572 = -141871.775767 nChanged 2 SP:Iteration 42Q (50.702117 sec): 3 clusters Score: Raw -142747.221272 + Penalty 876.167484 = -141871.053788 nChanged 2 SP:Iteration 43F (50.709362 sec): 3 clusters Score: Raw -142748.063525 + Penalty 876.443284 = -141871.620241 nChanged 3 SP:Iteration 44Q (50.715576 sec): 3 clusters Score: Raw -142749.251639 + Penalty 876.385599 = -141872.866040 nChanged 5 SP:Iteration 45Q (50.721914 sec): 3 clusters Score: Raw -142750.855524 + Penalty 875.606792 = -141875.248732 nChanged 3 SP:Iteration 46Q (50.728120 sec): 3 clusters Score: Raw -142751.692264 + Penalty 875.654416 = -141876.037848 nChanged 3 SP:Iteration 47Q (50.734486 sec): 3 clusters Score: Raw -142752.445807 + Penalty 875.250650 = -141877.195158 nChanged 4 SP:Iteration 48Q (50.740732 sec): 3 clusters Score: Raw -142754.810258 + Penalty 873.880274 = -141880.929984 nChanged 7 SP:Iteration 49Q (50.746904 sec): 3 clusters Score: Raw -142756.585180 + Penalty 873.329946 = -141883.255234 nChanged 1 SP:Iteration 50F (50.754138 sec): 3 clusters Score: Raw -142756.738366 + Penalty 872.674281 = -141884.064086 nChanged 2 SP:Iteration 51Q (50.760278 sec): 3 clusters Score: Raw -142757.189481 + Penalty 873.671677 = -141883.517804 nChanged 3 SP:Iteration 52F (50.767430 sec): 3 clusters Score: Raw -142757.332955 + Penalty 873.110900 = -141884.222055 nChanged 1 SP:Iteration 53Q (50.773629 sec): 3 clusters Score: Raw -142757.680361 + Penalty 872.955039 = -141884.725322 nChanged 2 SP:Iteration 54Q (50.779718 sec): 3 clusters Score: Raw -142757.992406 + Penalty 872.955039 = -141885.037367 nChanged 0 SP:Iteration 55F (50.787119 sec): 3 clusters Score: Raw -142757.992406 + Penalty 872.955039 = -141885.037367 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 20 (238 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.791137 sec): 2 clusters Score: Raw -7764.440397 + Penalty 419.299444 = -7345.140953 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.791793 sec): 3 clusters Score: Raw -7709.996116 + Penalty 840.343610 = -6869.652506 nChanged 58 SP:Iteration 1F (50.792434 sec): 3 clusters Score: Raw -7761.081263 + Penalty 838.814681 = -6922.266582 nChanged 14 SP:Iteration 2F (50.793071 sec): 3 clusters Score: Raw -7779.716119 + Penalty 838.195212 = -6941.520907 nChanged 9 SP:Iteration 3Q (50.793698 sec): 3 clusters Score: Raw -7797.348225 + Penalty 838.276894 = -6959.071331 nChanged 6 SP:Iteration 4Q (50.794319 sec): 3 clusters Score: Raw -7803.496834 + Penalty 838.452715 = -6965.044120 nChanged 1 SP:Iteration 5Q (50.794946 sec): 3 clusters Score: Raw -7804.172015 + Penalty 838.598888 = -6965.573127 nChanged 1 SP:Iteration 6Q (50.795573 sec): 3 clusters Score: Raw -7804.291200 + Penalty 838.598888 = -6965.692312 nChanged 0 SP:Iteration 7F (50.796207 sec): 3 clusters Score: Raw -7804.291200 + Penalty 838.598888 = -6965.692312 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 21 (287 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.798429 sec): 2 clusters Score: Raw -9713.567594 + Penalty 838.830801 = -8874.736794 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.799168 sec): 3 clusters Score: Raw -9765.170587 + Penalty 1675.070301 = -8090.100287 nChanged 60 SP:Iteration 1F (50.799902 sec): 3 clusters Score: Raw -9878.027722 + Penalty 1673.489097 = -8204.538625 nChanged 16 SP:Iteration 2F (50.800631 sec): 3 clusters Score: Raw -9919.959390 + Penalty 1672.821782 = -8247.137608 nChanged 5 SP:Iteration 3Q (50.801320 sec): 3 clusters Score: Raw -9930.532586 + Penalty 1673.040367 = -8257.492219 nChanged 3 SP:Iteration 4Q (50.802003 sec): 3 clusters Score: Raw -9941.420512 + Penalty 1672.808936 = -8268.611577 nChanged 4 SP:Iteration 5Q (50.802683 sec): 3 clusters Score: Raw -9952.967612 + Penalty 1672.808936 = -8280.158676 nChanged 0 SP:Iteration 6F (50.803414 sec): 3 clusters Score: Raw -9952.967612 + Penalty 1672.808936 = -8280.158676 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 27 (178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.804825 sec): 2 clusters Score: Raw -6262.377000 + Penalty 84.052026 = -6178.324975 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.805367 sec): 3 clusters Score: Raw -6187.170645 + Penalty 179.561761 = -6007.608884 nChanged 62 SP:Iteration 1F (50.805900 sec): 3 clusters Score: Raw -6276.271617 + Penalty 182.908288 = -6093.363329 nChanged 18 SP:Iteration 2F (50.806431 sec): 3 clusters Score: Raw -6304.211761 + Penalty 184.000554 = -6120.211208 nChanged 6 SP:Iteration 3Q (50.806948 sec): 3 clusters Score: Raw -6316.130329 + Penalty 181.700866 = -6134.429464 nChanged 4 SP:Iteration 4Q (50.807427 sec): 3 clusters Score: Raw -6320.319283 + Penalty 181.700866 = -6138.618417 nChanged 2 SP:Iteration 5Q (50.807901 sec): 3 clusters Score: Raw -6321.460670 + Penalty 180.086180 = -6141.374490 nChanged 1 SP:Iteration 6Q (50.808371 sec): 3 clusters Score: Raw -6327.098250 + Penalty 180.464854 = -6146.633397 nChanged 1 SP:Iteration 7Q (50.808872 sec): 3 clusters Score: Raw -6327.629822 + Penalty 180.464854 = -6147.164968 nChanged 0 SP:Iteration 8F (50.809405 sec): 3 clusters Score: Raw -6327.629822 + Penalty 180.464854 = -6147.164968 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 31 (723 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.813865 sec): 2 clusters Score: Raw -29838.091998 + Penalty 773.450523 = -29064.641475 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.815449 sec): 3 clusters Score: Raw -29548.566856 + Penalty 1545.206654 = -28003.360202 nChanged 207 SP:Iteration 1F (50.816988 sec): 3 clusters Score: Raw -29717.074052 + Penalty 1540.389701 = -28176.684351 nChanged 74 SP:Iteration 2F (50.818556 sec): 3 clusters Score: Raw -29831.048385 + Penalty 1537.739697 = -28293.308688 nChanged 59 SP:Iteration 3F (50.820136 sec): 3 clusters Score: Raw -29924.596063 + Penalty 1537.475918 = -28387.120146 nChanged 46 SP:Iteration 4F (50.821699 sec): 3 clusters Score: Raw -29998.459312 + Penalty 1537.711783 = -28460.747529 nChanged 40 SP:Iteration 5F (50.823248 sec): 3 clusters Score: Raw -30050.651133 + Penalty 1537.734740 = -28512.916393 nChanged 25 SP:Iteration 6Q (50.824733 sec): 3 clusters Score: Raw -30082.216313 + Penalty 1538.076189 = -28544.140124 nChanged 16 SP:Iteration 7Q (50.826218 sec): 3 clusters Score: Raw -30103.476145 + Penalty 1539.140837 = -28564.335308 nChanged 11 SP:Iteration 8Q (50.827687 sec): 3 clusters Score: Raw -30118.189449 + Penalty 1540.150036 = -28578.039414 nChanged 13 SP:Iteration 9Q (50.829126 sec): 3 clusters Score: Raw -30132.648209 + Penalty 1542.235753 = -28590.412456 nChanged 10 SP:Iteration 10F (50.830687 sec): 3 clusters Score: Raw -30143.448692 + Penalty 1543.043913 = -28600.404779 nChanged 5 SP:Iteration 11Q (50.832142 sec): 3 clusters Score: Raw -30149.403486 + Penalty 1544.070251 = -28605.333235 nChanged 6 SP:Iteration 12Q (50.833587 sec): 3 clusters Score: Raw -30155.747388 + Penalty 1545.112781 = -28610.634607 nChanged 4 SP:Iteration 13Q (50.835022 sec): 3 clusters Score: Raw -30162.755467 + Penalty 1546.085150 = -28616.670317 nChanged 4 SP:Iteration 14Q (50.836470 sec): 3 clusters Score: Raw -30166.934481 + Penalty 1547.461056 = -28619.473425 nChanged 6 SP:Iteration 15Q (50.837930 sec): 3 clusters Score: Raw -30173.661120 + Penalty 1547.931844 = -28625.729276 nChanged 2 SP:Iteration 16Q (50.839420 sec): 3 clusters Score: Raw -30174.959641 + Penalty 1548.161870 = -28626.797771 nChanged 1 SP:Iteration 17Q (50.840850 sec): 3 clusters Score: Raw -30175.447111 + Penalty 1548.386282 = -28627.060829 nChanged 1 SP:Iteration 18Q (50.842298 sec): 3 clusters Score: Raw -30176.046888 + Penalty 1548.822578 = -28627.224310 nChanged 2 SP:Iteration 19Q (50.843748 sec): 3 clusters Score: Raw -30180.740994 + Penalty 1549.271137 = -28631.469856 nChanged 2 SP:Iteration 20F (50.845233 sec): 3 clusters Score: Raw -30182.353496 + Penalty 1549.753317 = -28632.600179 nChanged 4 SP:Iteration 21Q (50.846587 sec): 3 clusters Score: Raw -30187.640723 + Penalty 1550.516796 = -28637.123926 nChanged 5 SP:Iteration 22Q (50.847946 sec): 3 clusters Score: Raw -30192.204770 + Penalty 1550.445426 = -28641.759344 nChanged 4 SP:Iteration 23Q (50.849310 sec): 3 clusters Score: Raw -30197.250787 + Penalty 1551.114663 = -28646.136125 nChanged 3 SP:Iteration 24Q (50.850748 sec): 3 clusters Score: Raw -30199.551041 + Penalty 1551.578728 = -28647.972313 nChanged 4 SP:Iteration 25Q (50.852216 sec): 3 clusters Score: Raw -30201.759282 + Penalty 1551.578728 = -28650.180553 nChanged 0 SP:Iteration 26F (50.853846 sec): 3 clusters Score: Raw -30201.759282 + Penalty 1551.578728 = -28650.180553 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 32 (332 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.857486 sec): 2 clusters Score: Raw -14248.844625 + Penalty 518.051737 = -13730.792888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.858348 sec): 3 clusters Score: Raw -14170.921048 + Penalty 1036.759739 = -13134.161310 nChanged 83 SP:Iteration 1F (50.859192 sec): 3 clusters Score: Raw -14258.914835 + Penalty 1036.898883 = -13222.015952 nChanged 27 SP:Iteration 2F (50.860031 sec): 3 clusters Score: Raw -14293.281969 + Penalty 1036.807357 = -13256.474613 nChanged 13 SP:Iteration 3Q (50.860827 sec): 3 clusters Score: Raw -14307.863430 + Penalty 1036.479031 = -13271.384399 nChanged 6 SP:Iteration 4Q (50.861620 sec): 3 clusters Score: Raw -14312.892907 + Penalty 1035.994461 = -13276.898446 nChanged 5 SP:Iteration 5Q (50.862410 sec): 3 clusters Score: Raw -14321.928207 + Penalty 1035.352484 = -13286.575723 nChanged 4 SP:Iteration 6Q (50.863200 sec): 3 clusters Score: Raw -14325.395196 + Penalty 1035.452612 = -13289.942583 nChanged 4 SP:Iteration 7Q (50.864020 sec): 3 clusters Score: Raw -14328.937977 + Penalty 1035.200359 = -13293.737618 nChanged 3 SP:Iteration 8Q (50.864843 sec): 3 clusters Score: Raw -14332.369224 + Penalty 1036.873142 = -13295.496082 nChanged 7 SP:Iteration 9Q (50.865663 sec): 3 clusters Score: Raw -14339.088119 + Penalty 1036.757865 = -13302.330255 nChanged 5 SP:Iteration 10F (50.866492 sec): 3 clusters Score: Raw -14344.632504 + Penalty 1036.708796 = -13307.923709 nChanged 1 SP:Iteration 11Q (50.867290 sec): 3 clusters Score: Raw -14344.946408 + Penalty 1036.708796 = -13308.237613 nChanged 0 SP:Iteration 12F (50.868081 sec): 3 clusters Score: Raw -14344.946408 + Penalty 1036.708796 = -13308.237613 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 36 (753 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.872304 sec): 2 clusters Score: Raw -34678.135550 + Penalty 766.139535 = -33911.996015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.873927 sec): 3 clusters Score: Raw -34346.609969 + Penalty 1533.197932 = -32813.412037 nChanged 224 SP:Iteration 1F (50.875543 sec): 3 clusters Score: Raw -34502.540704 + Penalty 1535.417502 = -32967.123202 nChanged 71 SP:Iteration 2F (50.877120 sec): 3 clusters Score: Raw -34568.284675 + Penalty 1538.806665 = -33029.478009 nChanged 43 SP:Iteration 3F (50.878748 sec): 3 clusters Score: Raw -34608.262771 + Penalty 1541.699587 = -33066.563183 nChanged 34 SP:Iteration 4Q (50.880378 sec): 3 clusters Score: Raw -34639.972032 + Penalty 1545.447619 = -33094.524414 nChanged 27 SP:Iteration 5Q (50.881981 sec): 3 clusters Score: Raw -34675.506400 + Penalty 1547.894595 = -33127.611805 nChanged 26 SP:Iteration 6Q (50.883580 sec): 3 clusters Score: Raw -34701.801491 + Penalty 1550.608281 = -33151.193210 nChanged 19 SP:Iteration 7Q (50.886797 sec): 3 clusters Score: Raw -34722.063097 + Penalty 1553.219375 = -33168.843721 nChanged 15 SP:Iteration 8Q (50.889518 sec): 3 clusters Score: Raw -34735.597591 + Penalty 1556.156512 = -33179.441079 nChanged 10 SP:Iteration 9Q (50.892231 sec): 3 clusters Score: Raw -34747.015992 + Penalty 1555.787845 = -33191.228147 nChanged 7 SP:Iteration 10F (50.894788 sec): 3 clusters Score: Raw -34752.451408 + Penalty 1556.511230 = -33195.940179 nChanged 5 SP:Iteration 11Q (50.896944 sec): 3 clusters Score: Raw -34757.323226 + Penalty 1556.958124 = -33200.365102 nChanged 7 SP:Iteration 12Q (50.898603 sec): 3 clusters Score: Raw -34764.610538 + Penalty 1556.837681 = -33207.772857 nChanged 9 SP:Iteration 13Q (50.900246 sec): 3 clusters Score: Raw -34772.759054 + Penalty 1556.435222 = -33216.323832 nChanged 7 SP:Iteration 14Q (50.901862 sec): 3 clusters Score: Raw -34778.955463 + Penalty 1556.472428 = -33222.483035 nChanged 2 SP:Iteration 15Q (50.903521 sec): 3 clusters Score: Raw -34782.093311 + Penalty 1556.893370 = -33225.199941 nChanged 1 SP:Iteration 16Q (50.905163 sec): 3 clusters Score: Raw -34783.889318 + Penalty 1557.569842 = -33226.319476 nChanged 2 SP:Iteration 17Q (50.906824 sec): 3 clusters Score: Raw -34784.914621 + Penalty 1557.569842 = -33227.344779 nChanged 0 SP:Iteration 18F (50.908534 sec): 3 clusters Score: Raw -34784.914621 + Penalty 1557.569842 = -33227.344779 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 40 (340 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.912102 sec): 2 clusters Score: Raw -13774.696374 + Penalty 551.379194 = -13223.317180 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.912948 sec): 3 clusters Score: Raw -13653.717501 + Penalty 1103.811638 = -12549.905863 nChanged 90 SP:Iteration 1F (50.913819 sec): 3 clusters Score: Raw -13724.725475 + Penalty 1104.032522 = -12620.692953 nChanged 17 SP:Iteration 2Q (50.914669 sec): 3 clusters Score: Raw -13738.929541 + Penalty 1103.506250 = -12635.423291 nChanged 12 SP:Iteration 3Q (50.915495 sec): 3 clusters Score: Raw -13759.187923 + Penalty 1102.944034 = -12656.243889 nChanged 11 SP:Iteration 4Q (50.916318 sec): 3 clusters Score: Raw -13773.701934 + Penalty 1102.538252 = -12671.163682 nChanged 7 SP:Iteration 5Q (50.917143 sec): 3 clusters Score: Raw -13779.344901 + Penalty 1102.258146 = -12677.086755 nChanged 2 SP:Iteration 6Q (50.918304 sec): 3 clusters Score: Raw -13779.970631 + Penalty 1102.516139 = -12677.454492 nChanged 1 SP:Iteration 7Q (50.919341 sec): 3 clusters Score: Raw -13781.314430 + Penalty 1102.516139 = -12678.798291 nChanged 0 SP:Iteration 8F (50.920236 sec): 3 clusters Score: Raw -13781.314430 + Penalty 1102.516139 = -12678.798291 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 56 (476 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.922502 sec): 2 clusters Score: Raw -14112.824603 + Penalty 370.035054 = -13742.789549 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.923605 sec): 3 clusters Score: Raw -13966.287795 + Penalty 744.031670 = -13222.256125 nChanged 138 SP:Iteration 1F (50.924686 sec): 3 clusters Score: Raw -14117.309611 + Penalty 742.995458 = -13374.314154 nChanged 44 SP:Iteration 2F (50.925777 sec): 3 clusters Score: Raw -14169.944059 + Penalty 743.502320 = -13426.441739 nChanged 24 SP:Iteration 3F (50.926852 sec): 3 clusters Score: Raw -14226.293588 + Penalty 740.787598 = -13485.505990 nChanged 25 SP:Iteration 4F (50.927924 sec): 3 clusters Score: Raw -14256.698615 + Penalty 739.508279 = -13517.190336 nChanged 23 SP:Iteration 5Q (50.928940 sec): 3 clusters Score: Raw -14294.300424 + Penalty 739.251435 = -13555.048988 nChanged 12 SP:Iteration 6Q (50.929945 sec): 3 clusters Score: Raw -14317.375859 + Penalty 739.170184 = -13578.205675 nChanged 9 SP:Iteration 7Q (50.930922 sec): 3 clusters Score: Raw -14324.352679 + Penalty 739.286576 = -13585.066103 nChanged 2 SP:Iteration 8Q (50.931921 sec): 3 clusters Score: Raw -14325.049802 + Penalty 739.446657 = -13585.603145 nChanged 2 SP:Iteration 9Q (50.932910 sec): 3 clusters Score: Raw -14325.920633 + Penalty 739.426869 = -13586.493764 nChanged 1 SP:Iteration 10F (50.933979 sec): 3 clusters Score: Raw -14326.245961 + Penalty 739.426869 = -13586.819092 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 81 (256 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.935128 sec): 2 clusters Score: Raw -8779.176505 + Penalty 545.491183 = -8233.685323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.935805 sec): 3 clusters Score: Raw -8711.361297 + Penalty 1105.030273 = -7606.331024 nChanged 51 SP:Iteration 1F (50.936474 sec): 3 clusters Score: Raw -8785.805301 + Penalty 1119.365358 = -7666.439943 nChanged 21 SP:Iteration 2F (50.937140 sec): 3 clusters Score: Raw -8820.184725 + Penalty 1125.711438 = -7694.473286 nChanged 6 SP:Iteration 3Q (50.937788 sec): 3 clusters Score: Raw -8829.309855 + Penalty 1130.797322 = -7698.512532 nChanged 6 SP:Iteration 4Q (50.938434 sec): 3 clusters Score: Raw -8842.851678 + Penalty 1133.716546 = -7709.135131 nChanged 2 SP:Iteration 5Q (50.939070 sec): 3 clusters Score: Raw -8848.079014 + Penalty 1140.054207 = -7708.024807 nChanged 4 SP:Iteration 6F (50.939770 sec): 3 clusters Score: Raw -8855.558645 + Penalty 1141.065754 = -7714.492892 nChanged 1 SP:Iteration 7Q (50.940404 sec): 3 clusters Score: Raw -8856.156407 + Penalty 1141.065754 = -7715.090654 nChanged 0 SP:Iteration 8F (50.941070 sec): 3 clusters Score: Raw -8856.156407 + Penalty 1141.065754 = -7715.090654 nChanged 0 Iteration 219Q (51.035272 sec): 18 clusters Score: Raw -825994.495119 + Penalty 13446.574072 = -812547.921047 nChanged 1 Iteration 220F (51.247973 sec): 18 clusters Score: Raw -825994.640368 + Penalty 13446.942895 = -812547.697472 nChanged 1 Iteration 221F (51.457395 sec): 18 clusters Score: Raw -825994.685327 + Penalty 13446.942895 = -812547.742432 nChanged 0 Writing temp clu file Memory request: 0.10 GB would take us to total of 0.21 GB. Compute initial score before splitting: Score: Raw -825994.685327 + Penalty 13446.942895 = -812547.742432Memory request: 0.04 GB would take us to total of 0.25 GB. Trying to split cluster 1 (8818 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.542457 sec): 2 clusters Score: Raw -340544.208572 + Penalty 274.448811 = -340269.759762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.560667 sec): 3 clusters Score: Raw -334651.353644 + Penalty 550.422991 = -334100.930653 nChanged 4137 SP:Iteration 1F (51.578473 sec): 3 clusters Score: Raw -336354.815842 + Penalty 549.663036 = -335805.152806 nChanged 1272 SP:Iteration 2F (51.595783 sec): 3 clusters Score: Raw -336813.639198 + Penalty 547.907672 = -336265.731527 nChanged 669 SP:Iteration 3F (51.613441 sec): 3 clusters Score: Raw -337017.250286 + Penalty 546.780427 = -336470.469859 nChanged 328 SP:Iteration 4Q (51.631805 sec): 3 clusters Score: Raw -337075.465574 + Penalty 546.759251 = -336528.706323 nChanged 209 SP:Iteration 5Q (51.649948 sec): 3 clusters Score: Raw -337110.245938 + Penalty 548.121873 = -336562.124065 nChanged 215 SP:Iteration 6Q (51.668486 sec): 3 clusters Score: Raw -337183.073933 + Penalty 552.183128 = -336630.890805 nChanged 352 SP:Iteration 7Q (51.686687 sec): 3 clusters Score: Raw -337395.315970 + Penalty 560.578038 = -336834.737932 nChanged 560 SP:Iteration 8F (51.704247 sec): 3 clusters Score: Raw -337975.663444 + Penalty 571.644736 = -337404.018708 nChanged 666 SP:Iteration 9F (51.721070 sec): 3 clusters Score: Raw -338923.251614 + Penalty 579.499725 = -338343.751889 nChanged 469 SP:Iteration 10F (51.738429 sec): 3 clusters Score: Raw -339668.929491 + Penalty 581.945500 = -339086.983991 nChanged 237 SP:Iteration 11Q (51.755128 sec): 3 clusters Score: Raw -339797.901937 + Penalty 582.943211 = -339214.958726 nChanged 174 SP:Iteration 12Q (51.771108 sec): 3 clusters Score: Raw -339867.577068 + Penalty 584.380445 = -339283.196623 nChanged 135 SP:Iteration 13Q (51.786438 sec): 3 clusters Score: Raw -339907.731466 + Penalty 585.367281 = -339322.364186 nChanged 108 SP:Iteration 14Q (51.801783 sec): 3 clusters Score: Raw -339933.187784 + Penalty 585.749806 = -339347.437979 nChanged 86 SP:Iteration 15Q (51.817034 sec): 3 clusters Score: Raw -339951.223338 + Penalty 587.633088 = -339363.590251 nChanged 81 SP:Iteration 16Q (51.832365 sec): 3 clusters Score: Raw -339967.652550 + Penalty 588.516137 = -339379.136413 nChanged 70 SP:Iteration 17Q (51.847501 sec): 3 clusters Score: Raw -339982.301615 + Penalty 589.182830 = -339393.118785 nChanged 72 SP:Iteration 18Q (51.862617 sec): 3 clusters Score: Raw -339995.858101 + Penalty 588.892356 = -339406.965744 nChanged 60 SP:Iteration 19Q (51.877701 sec): 3 clusters Score: Raw -340007.579104 + Penalty 590.372619 = -339417.206485 nChanged 73 SP:Iteration 20F (51.895240 sec): 3 clusters Score: Raw -340023.614511 + Penalty 592.175074 = -339431.439437 nChanged 78 SP:Iteration 21Q (51.910224 sec): 3 clusters Score: Raw -340042.371973 + Penalty 595.013949 = -339447.358025 nChanged 80 SP:Iteration 22Q (51.925180 sec): 3 clusters Score: Raw -340062.547752 + Penalty 595.542533 = -339467.005219 nChanged 81 SP:Iteration 23Q (51.940102 sec): 3 clusters Score: Raw -340085.960303 + Penalty 598.628045 = -339487.332258 nChanged 84 SP:Iteration 24Q (51.954969 sec): 3 clusters Score: Raw -340111.840017 + Penalty 601.624397 = -339510.215619 nChanged 83 SP:Iteration 25Q (51.969722 sec): 3 clusters Score: Raw -340134.501044 + Penalty 603.254017 = -339531.247027 nChanged 78 SP:Iteration 26Q (51.984674 sec): 3 clusters Score: Raw -340156.869319 + Penalty 603.197506 = -339553.671813 nChanged 84 SP:Iteration 27Q (52.010041 sec): 3 clusters Score: Raw -340182.361332 + Penalty 606.586657 = -339575.774674 nChanged 89 SP:Iteration 28Q (52.027562 sec): 3 clusters Score: Raw -340213.941021 + Penalty 608.280727 = -339605.660294 nChanged 109 SP:Iteration 29Q (52.045008 sec): 3 clusters Score: Raw -340260.059066 + Penalty 609.923239 = -339650.135827 nChanged 97 SP:Iteration 30F (52.062483 sec): 3 clusters Score: Raw -340304.881234 + Penalty 609.646995 = -339695.234240 nChanged 91 SP:Iteration 31Q (52.076765 sec): 3 clusters Score: Raw -340348.881735 + Penalty 613.459019 = -339735.422715 nChanged 90 SP:Iteration 32Q (52.090935 sec): 3 clusters Score: Raw -340396.801736 + Penalty 620.987044 = -339775.814692 nChanged 69 SP:Iteration 33Q (52.105181 sec): 3 clusters Score: Raw -340432.547479 + Penalty 629.368665 = -339803.178815 nChanged 51 SP:Iteration 34Q (52.119505 sec): 3 clusters Score: Raw -340456.762209 + Penalty 629.349437 = -339827.412772 nChanged 43 SP:Iteration 35Q (52.134658 sec): 3 clusters Score: Raw -340482.169290 + Penalty 636.996800 = -339845.172489 nChanged 36 SP:Iteration 36Q (52.148955 sec): 3 clusters Score: Raw -340500.079135 + Penalty 644.744957 = -339855.334178 nChanged 23 SP:Iteration 37Q (52.163303 sec): 3 clusters Score: Raw -340511.688591 + Penalty 653.510365 = -339858.178225 nChanged 19 SP:Iteration 38Q (52.178060 sec): 3 clusters Score: Raw -340521.726983 + Penalty 647.115400 = -339874.611584 nChanged 13 SP:Iteration 39Q (52.191998 sec): 3 clusters Score: Raw -340528.110445 + Penalty 640.295035 = -339887.815410 nChanged 7 SP:Iteration 40F (52.209341 sec): 3 clusters Score: Raw -340530.742122 + Penalty 641.761930 = -339888.980192 nChanged 4 SP:Iteration 41Q (52.222901 sec): 3 clusters Score: Raw -340531.221428 + Penalty 637.770812 = -339893.450616 nChanged 2 SP:Iteration 42Q (52.236626 sec): 3 clusters Score: Raw -340531.424078 + Penalty 640.125712 = -339891.298366 nChanged 2 SP:Iteration 43F (52.253961 sec): 3 clusters Score: Raw -340531.552989 + Penalty 636.082324 = -339895.470665 nChanged 2 SP:Iteration 44Q (52.267586 sec): 3 clusters Score: Raw -340531.890874 + Penalty 637.529410 = -339894.361465 nChanged 1 SP:Iteration 45F (52.284944 sec): 3 clusters Score: Raw -340531.753385 + Penalty 637.934464 = -339893.818921 nChanged 1 SP:Iteration 46F (52.302274 sec): 3 clusters Score: Raw -340531.865788 + Penalty 637.934464 = -339893.931325 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 2 (864 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.311305 sec): 2 clusters Score: Raw -37299.271803 + Penalty 438.277045 = -36860.994758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.313210 sec): 3 clusters Score: Raw -36830.662470 + Penalty 903.966742 = -35926.695728 nChanged 320 SP:Iteration 1F (52.315057 sec): 3 clusters Score: Raw -37121.419992 + Penalty 927.308115 = -36194.111877 nChanged 90 SP:Iteration 2F (52.316901 sec): 3 clusters Score: Raw -37216.608896 + Penalty 947.476778 = -36269.132118 nChanged 57 SP:Iteration 3F (52.318748 sec): 3 clusters Score: Raw -37284.611546 + Penalty 961.978228 = -36322.633318 nChanged 33 SP:Iteration 4Q (52.320524 sec): 3 clusters Score: Raw -37319.629356 + Penalty 975.167840 = -36344.461516 nChanged 19 SP:Iteration 5Q (52.322228 sec): 3 clusters Score: Raw -37344.423909 + Penalty 987.059678 = -36357.364231 nChanged 13 SP:Iteration 6Q (52.323892 sec): 3 clusters Score: Raw -37357.683374 + Penalty 989.937285 = -36367.746089 nChanged 6 SP:Iteration 7Q (52.325529 sec): 3 clusters Score: Raw -37362.652071 + Penalty 992.945282 = -36369.706789 nChanged 2 SP:Iteration 8Q (52.327192 sec): 3 clusters Score: Raw -37363.191025 + Penalty 992.945282 = -36370.245742 nChanged 0 SP:Iteration 9F (52.329015 sec): 3 clusters Score: Raw -37363.191025 + Penalty 992.945282 = -36370.245742 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 3 (1469 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.337236 sec): 2 clusters Score: Raw -57434.782615 + Penalty 944.444964 = -56490.337651 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.340327 sec): 3 clusters Score: Raw -56807.310924 + Penalty 1888.892831 = -54918.418093 nChanged 510 SP:Iteration 1F (52.343365 sec): 3 clusters Score: Raw -57127.199546 + Penalty 1888.867092 = -55238.332454 nChanged 114 SP:Iteration 2F (52.346398 sec): 3 clusters Score: Raw -57233.216850 + Penalty 1888.880876 = -55344.335974 nChanged 94 SP:Iteration 3F (52.349425 sec): 3 clusters Score: Raw -57310.205375 + Penalty 1888.915235 = -55421.290140 nChanged 62 SP:Iteration 4Q (52.352442 sec): 3 clusters Score: Raw -57358.665204 + Penalty 1889.103612 = -55469.561592 nChanged 56 SP:Iteration 5Q (52.355526 sec): 3 clusters Score: Raw -57409.550520 + Penalty 1889.288522 = -55520.261998 nChanged 57 SP:Iteration 6Q (52.358590 sec): 3 clusters Score: Raw -57451.205872 + Penalty 1890.172870 = -55561.033002 nChanged 58 SP:Iteration 7Q (52.361644 sec): 3 clusters Score: Raw -57503.224534 + Penalty 1890.685329 = -55612.539205 nChanged 49 SP:Iteration 8Q (52.364703 sec): 3 clusters Score: Raw -57540.392112 + Penalty 1891.856348 = -55648.535764 nChanged 57 SP:Iteration 9Q (52.367763 sec): 3 clusters Score: Raw -57584.509952 + Penalty 1892.888198 = -55691.621754 nChanged 55 SP:Iteration 10F (52.370892 sec): 3 clusters Score: Raw -57628.908495 + Penalty 1894.504444 = -55734.404051 nChanged 48 SP:Iteration 11Q (52.373970 sec): 3 clusters Score: Raw -57662.114735 + Penalty 1895.446347 = -55766.668389 nChanged 35 SP:Iteration 12Q (52.377012 sec): 3 clusters Score: Raw -57684.795559 + Penalty 1896.589293 = -55788.206266 nChanged 21 SP:Iteration 13Q (52.380028 sec): 3 clusters Score: Raw -57696.576950 + Penalty 1898.030487 = -55798.546464 nChanged 18 SP:Iteration 14Q (52.383035 sec): 3 clusters Score: Raw -57707.544724 + Penalty 1898.410154 = -55809.134570 nChanged 17 SP:Iteration 15Q (52.386042 sec): 3 clusters Score: Raw -57717.157819 + Penalty 1898.684461 = -55818.473358 nChanged 16 SP:Iteration 16Q (52.389054 sec): 3 clusters Score: Raw -57724.370376 + Penalty 1899.283160 = -55825.087216 nChanged 13 SP:Iteration 17Q (52.392127 sec): 3 clusters Score: Raw -57730.143944 + Penalty 1898.882446 = -55831.261499 nChanged 7 SP:Iteration 18Q (52.395195 sec): 3 clusters Score: Raw -57733.601596 + Penalty 1898.658974 = -55834.942622 nChanged 10 SP:Iteration 19Q (52.398206 sec): 3 clusters Score: Raw -57740.371879 + Penalty 1898.954022 = -55841.417857 nChanged 11 SP:Iteration 20F (52.401113 sec): 3 clusters Score: Raw -57747.444181 + Penalty 1899.855950 = -55847.588231 nChanged 9 SP:Iteration 21Q (52.404249 sec): 3 clusters Score: Raw -57753.057709 + Penalty 1899.421020 = -55853.636690 nChanged 10 SP:Iteration 22Q (52.407290 sec): 3 clusters Score: Raw -57758.439058 + Penalty 1899.499569 = -55858.939489 nChanged 7 SP:Iteration 23Q (52.410023 sec): 3 clusters Score: Raw -57762.674999 + Penalty 1899.588757 = -55863.086242 nChanged 11 SP:Iteration 24Q (52.412806 sec): 3 clusters Score: Raw -57776.235518 + Penalty 1899.347744 = -55876.887773 nChanged 8 SP:Iteration 25Q (52.415469 sec): 3 clusters Score: Raw -57780.887133 + Penalty 1899.076174 = -55881.810959 nChanged 6 SP:Iteration 26Q (52.418160 sec): 3 clusters Score: Raw -57783.387625 + Penalty 1899.924492 = -55883.463133 nChanged 5 SP:Iteration 27Q (52.420835 sec): 3 clusters Score: Raw -57785.442244 + Penalty 1900.603478 = -55884.838766 nChanged 3 SP:Iteration 28Q (52.423492 sec): 3 clusters Score: Raw -57787.122670 + Penalty 1900.766330 = -55886.356341 nChanged 1 SP:Iteration 29Q (52.426210 sec): 3 clusters Score: Raw -57787.588858 + Penalty 1900.766330 = -55886.822528 nChanged 0 SP:Iteration 30F (52.428927 sec): 3 clusters Score: Raw -57787.588858 + Penalty 1900.766330 = -55886.822528 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 4 (1855 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.442383 sec): 2 clusters Score: Raw -69941.014046 + Penalty 214.163705 = -69726.850341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.445906 sec): 3 clusters Score: Raw -68808.933132 + Penalty 429.730476 = -68379.202656 nChanged 831 SP:Iteration 1F (52.449387 sec): 3 clusters Score: Raw -69329.953532 + Penalty 433.304713 = -68896.648819 nChanged 213 SP:Iteration 2F (52.452856 sec): 3 clusters Score: Raw -69487.707318 + Penalty 437.597756 = -69050.109562 nChanged 165 SP:Iteration 3F (52.456338 sec): 3 clusters Score: Raw -69610.583189 + Penalty 438.782716 = -69171.800472 nChanged 112 SP:Iteration 4F (52.459801 sec): 3 clusters Score: Raw -69679.441580 + Penalty 440.839361 = -69238.602219 nChanged 74 SP:Iteration 5Q (52.463499 sec): 3 clusters Score: Raw -69728.442531 + Penalty 443.183850 = -69285.258680 nChanged 63 SP:Iteration 6Q (52.467060 sec): 3 clusters Score: Raw -69757.543473 + Penalty 443.239981 = -69314.303492 nChanged 42 SP:Iteration 7Q (52.470609 sec): 3 clusters Score: Raw -69775.454753 + Penalty 443.816938 = -69331.637815 nChanged 35 SP:Iteration 8Q (52.474176 sec): 3 clusters Score: Raw -69791.605391 + Penalty 444.826492 = -69346.778899 nChanged 35 SP:Iteration 9Q (52.477864 sec): 3 clusters Score: Raw -69802.288962 + Penalty 446.105233 = -69356.183729 nChanged 25 SP:Iteration 10F (52.481475 sec): 3 clusters Score: Raw -69809.603539 + Penalty 445.714948 = -69363.888591 nChanged 19 SP:Iteration 11Q (52.485055 sec): 3 clusters Score: Raw -69816.763796 + Penalty 447.466858 = -69369.296938 nChanged 18 SP:Iteration 12Q (52.488531 sec): 3 clusters Score: Raw -69821.300344 + Penalty 448.705139 = -69372.595205 nChanged 16 SP:Iteration 13Q (52.492111 sec): 3 clusters Score: Raw -69826.656282 + Penalty 449.664482 = -69376.991800 nChanged 28 SP:Iteration 14Q (52.495418 sec): 3 clusters Score: Raw -69842.659348 + Penalty 449.105324 = -69393.554023 nChanged 34 SP:Iteration 15Q (52.498718 sec): 3 clusters Score: Raw -69866.389498 + Penalty 449.070049 = -69417.319448 nChanged 35 SP:Iteration 16Q (52.502151 sec): 3 clusters Score: Raw -69890.017897 + Penalty 448.589843 = -69441.428054 nChanged 27 SP:Iteration 17Q (52.505930 sec): 3 clusters Score: Raw -69904.034293 + Penalty 446.677854 = -69457.356439 nChanged 15 SP:Iteration 18Q (52.509932 sec): 3 clusters Score: Raw -69910.583968 + Penalty 445.650377 = -69464.933590 nChanged 13 SP:Iteration 19Q (52.513885 sec): 3 clusters Score: Raw -69916.258765 + Penalty 447.112995 = -69469.145770 nChanged 16 SP:Iteration 20F (52.517912 sec): 3 clusters Score: Raw -69921.470082 + Penalty 447.884211 = -69473.585871 nChanged 15 SP:Iteration 21Q (52.521495 sec): 3 clusters Score: Raw -69924.962337 + Penalty 449.155588 = -69475.806748 nChanged 11 SP:Iteration 22Q (52.525047 sec): 3 clusters Score: Raw -69928.524440 + Penalty 448.700075 = -69479.824365 nChanged 13 SP:Iteration 23Q (52.528535 sec): 3 clusters Score: Raw -69933.869314 + Penalty 447.095191 = -69486.774123 nChanged 11 SP:Iteration 24Q (52.531987 sec): 3 clusters Score: Raw -69936.518379 + Penalty 447.116421 = -69489.401958 nChanged 7 SP:Iteration 25Q (52.535459 sec): 3 clusters Score: Raw -69938.631768 + Penalty 445.681826 = -69492.949942 nChanged 11 SP:Iteration 26Q (52.538985 sec): 3 clusters Score: Raw -69941.472651 + Penalty 445.761843 = -69495.710808 nChanged 11 SP:Iteration 27Q (52.542522 sec): 3 clusters Score: Raw -69943.436355 + Penalty 446.442001 = -69496.994354 nChanged 6 SP:Iteration 28Q (52.545898 sec): 3 clusters Score: Raw -69944.593335 + Penalty 447.466393 = -69497.126942 nChanged 11 SP:Iteration 29Q (52.549268 sec): 3 clusters Score: Raw -69947.573722 + Penalty 448.205121 = -69499.368601 nChanged 8 SP:Iteration 30F (52.553016 sec): 3 clusters Score: Raw -69948.914462 + Penalty 446.635782 = -69502.278680 nChanged 3 SP:Iteration 31Q (52.556482 sec): 3 clusters Score: Raw -69949.546918 + Penalty 446.626265 = -69502.920654 nChanged 2 SP:Iteration 32Q (52.559955 sec): 3 clusters Score: Raw -69949.949959 + Penalty 447.131191 = -69502.818768 nChanged 3 SP:Iteration 33F (52.563604 sec): 3 clusters Score: Raw -69950.231644 + Penalty 447.787246 = -69502.444398 nChanged 3 SP:Iteration 34F (52.567323 sec): 3 clusters Score: Raw -69950.568701 + Penalty 448.099333 = -69502.469367 nChanged 4 SP:Iteration 35Q (52.570786 sec): 3 clusters Score: Raw -69950.975312 + Penalty 449.154349 = -69501.820963 nChanged 4 SP:Iteration 36F (52.574565 sec): 3 clusters Score: Raw -69951.279048 + Penalty 449.588508 = -69501.690540 nChanged 2 SP:Iteration 37F (52.578397 sec): 3 clusters Score: Raw -69951.403337 + Penalty 446.932049 = -69504.471287 nChanged 3 SP:Iteration 38Q (52.581656 sec): 3 clusters Score: Raw -69952.048872 + Penalty 447.275434 = -69504.773438 nChanged 1 SP:Iteration 39Q (52.584751 sec): 3 clusters Score: Raw -69952.086892 + Penalty 447.275434 = -69504.811458 nChanged 0 SP:Iteration 40F (52.588215 sec): 3 clusters Score: Raw -69952.086892 + Penalty 447.275434 = -69504.811458 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 8 (1077 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.593701 sec): 2 clusters Score: Raw -42216.184499 + Penalty 325.622360 = -41890.562139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.595773 sec): 3 clusters Score: Raw -41603.338476 + Penalty 634.723240 = -40968.615236 nChanged 435 SP:Iteration 1F (52.597803 sec): 3 clusters Score: Raw -41883.028720 + Penalty 624.048480 = -41258.980240 nChanged 126 SP:Iteration 2F (52.599884 sec): 3 clusters Score: Raw -41972.692919 + Penalty 624.491082 = -41348.201837 nChanged 91 SP:Iteration 3F (52.602015 sec): 3 clusters Score: Raw -42058.920937 + Penalty 640.031573 = -41418.889364 nChanged 77 SP:Iteration 4F (52.604112 sec): 3 clusters Score: Raw -42133.128692 + Penalty 645.295396 = -41487.833295 nChanged 39 SP:Iteration 5Q (52.606164 sec): 3 clusters Score: Raw -42168.745187 + Penalty 655.087860 = -41513.657327 nChanged 24 SP:Iteration 6Q (52.608100 sec): 3 clusters Score: Raw -42194.275928 + Penalty 660.678887 = -41533.597041 nChanged 15 SP:Iteration 7Q (52.609962 sec): 3 clusters Score: Raw -42204.973104 + Penalty 660.299696 = -41544.673408 nChanged 11 SP:Iteration 8Q (52.611761 sec): 3 clusters Score: Raw -42214.825389 + Penalty 661.892528 = -41552.932860 nChanged 10 SP:Iteration 9Q (52.613538 sec): 3 clusters Score: Raw -42224.253036 + Penalty 665.725489 = -41558.527547 nChanged 6 SP:Iteration 10F (52.615559 sec): 3 clusters Score: Raw -42226.731490 + Penalty 665.082101 = -41561.649389 nChanged 3 SP:Iteration 11Q (52.617311 sec): 3 clusters Score: Raw -42227.691798 + Penalty 665.909950 = -41561.781849 nChanged 1 SP:Iteration 12Q (52.619043 sec): 3 clusters Score: Raw -42228.175764 + Penalty 666.276434 = -41561.899331 nChanged 1 SP:Iteration 13Q (52.620793 sec): 3 clusters Score: Raw -42228.243302 + Penalty 666.276434 = -41561.966868 nChanged 0 SP:Iteration 14F (52.622815 sec): 3 clusters Score: Raw -42228.243302 + Penalty 666.276434 = -41561.966868 nChanged 0 Memory request: 0.01 GB would take us to total of 0.22 GB. Trying to split cluster 10 (928 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.625852 sec): 2 clusters Score: Raw -39502.268367 + Penalty 550.810992 = -38951.457374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.627695 sec): 3 clusters Score: Raw -38996.756734 + Penalty 1100.737225 = -37896.019509 nChanged 338 SP:Iteration 1F (52.629466 sec): 3 clusters Score: Raw -39184.899127 + Penalty 1099.241869 = -38085.657258 nChanged 115 SP:Iteration 2F (52.631278 sec): 3 clusters Score: Raw -39284.882404 + Penalty 1098.075817 = -38186.806587 nChanged 89 SP:Iteration 3F (52.633084 sec): 3 clusters Score: Raw -39354.863650 + Penalty 1098.005865 = -38256.857785 nChanged 53 SP:Iteration 4F (52.634956 sec): 3 clusters Score: Raw -39395.278872 + Penalty 1096.450515 = -38298.828358 nChanged 33 SP:Iteration 5Q (52.636801 sec): 3 clusters Score: Raw -39422.111953 + Penalty 1098.249768 = -38323.862185 nChanged 23 SP:Iteration 6Q (52.638592 sec): 3 clusters Score: Raw -39434.719249 + Penalty 1102.378748 = -38332.340501 nChanged 17 SP:Iteration 7Q (52.640366 sec): 3 clusters Score: Raw -39443.887043 + Penalty 1108.038109 = -38335.848934 nChanged 15 SP:Iteration 8Q (52.642133 sec): 3 clusters Score: Raw -39454.232128 + Penalty 1117.445712 = -38336.786416 nChanged 17 SP:Iteration 9Q (52.643892 sec): 3 clusters Score: Raw -39468.798555 + Penalty 1126.414203 = -38342.384352 nChanged 21 SP:Iteration 10F (52.645737 sec): 3 clusters Score: Raw -39485.020045 + Penalty 1135.609808 = -38349.410238 nChanged 14 SP:Iteration 11Q (52.647503 sec): 3 clusters Score: Raw -39498.634813 + Penalty 1140.826969 = -38357.807844 nChanged 12 SP:Iteration 12Q (52.649221 sec): 3 clusters Score: Raw -39511.914326 + Penalty 1145.302838 = -38366.611488 nChanged 7 SP:Iteration 13Q (52.650924 sec): 3 clusters Score: Raw -39518.189829 + Penalty 1144.183676 = -38374.006153 nChanged 3 SP:Iteration 14Q (52.652582 sec): 3 clusters Score: Raw -39519.450349 + Penalty 1145.606167 = -38373.844182 nChanged 2 SP:Iteration 15F (52.654367 sec): 3 clusters Score: Raw -39520.299977 + Penalty 1145.774352 = -38374.525625 nChanged 1 SP:Iteration 16Q (52.656019 sec): 3 clusters Score: Raw -39520.760830 + Penalty 1146.281606 = -38374.479224 nChanged 2 SP:Iteration 17F (52.657841 sec): 3 clusters Score: Raw -39522.208139 + Penalty 1147.512320 = -38374.695819 nChanged 3 SP:Iteration 18Q (52.659514 sec): 3 clusters Score: Raw -39523.276886 + Penalty 1145.850057 = -38377.426829 nChanged 1 SP:Iteration 19Q (52.661174 sec): 3 clusters Score: Raw -39524.349130 + Penalty 1145.850057 = -38378.499073 nChanged 0 SP:Iteration 20F (52.662946 sec): 3 clusters Score: Raw -39524.349130 + Penalty 1145.850057 = -38378.499073 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 12 (624 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.666362 sec): 2 clusters Score: Raw -26184.962298 + Penalty 630.133896 = -25554.828402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.667798 sec): 3 clusters Score: Raw -25904.930287 + Penalty 1260.971473 = -24643.958814 nChanged 176 SP:Iteration 1F (52.669263 sec): 3 clusters Score: Raw -26025.073988 + Penalty 1263.075396 = -24761.998592 nChanged 53 SP:Iteration 2F (52.670710 sec): 3 clusters Score: Raw -26063.688920 + Penalty 1263.942785 = -24799.746135 nChanged 22 SP:Iteration 3Q (52.672123 sec): 3 clusters Score: Raw -26082.143123 + Penalty 1265.577864 = -24816.565259 nChanged 19 SP:Iteration 4Q (52.673477 sec): 3 clusters Score: Raw -26098.780048 + Penalty 1267.165108 = -24831.614940 nChanged 19 SP:Iteration 5Q (52.674776 sec): 3 clusters Score: Raw -26114.818486 + Penalty 1267.809929 = -24847.008556 nChanged 16 SP:Iteration 6Q (52.676083 sec): 3 clusters Score: Raw -26126.220187 + Penalty 1268.493203 = -24857.726984 nChanged 14 SP:Iteration 7Q (52.677405 sec): 3 clusters Score: Raw -26134.076021 + Penalty 1268.511288 = -24865.564732 nChanged 9 SP:Iteration 8Q (52.678689 sec): 3 clusters Score: Raw -26140.619967 + Penalty 1268.276350 = -24872.343617 nChanged 10 SP:Iteration 9Q (52.679977 sec): 3 clusters Score: Raw -26148.722248 + Penalty 1268.425504 = -24880.296744 nChanged 10 SP:Iteration 10F (52.681306 sec): 3 clusters Score: Raw -26157.396913 + Penalty 1268.869962 = -24888.526951 nChanged 11 SP:Iteration 11Q (52.682588 sec): 3 clusters Score: Raw -26167.310613 + Penalty 1268.594399 = -24898.716215 nChanged 10 SP:Iteration 12Q (52.683897 sec): 3 clusters Score: Raw -26175.825937 + Penalty 1270.625214 = -24905.200723 nChanged 12 SP:Iteration 13Q (52.685184 sec): 3 clusters Score: Raw -26184.166586 + Penalty 1273.265343 = -24910.901244 nChanged 7 SP:Iteration 14Q (52.686451 sec): 3 clusters Score: Raw -26189.955872 + Penalty 1274.093128 = -24915.862744 nChanged 5 SP:Iteration 15Q (52.687734 sec): 3 clusters Score: Raw -26193.975654 + Penalty 1275.664831 = -24918.310823 nChanged 6 SP:Iteration 16Q (52.689003 sec): 3 clusters Score: Raw -26198.873793 + Penalty 1277.230983 = -24921.642810 nChanged 7 SP:Iteration 17Q (52.690275 sec): 3 clusters Score: Raw -26204.752209 + Penalty 1281.150387 = -24923.601822 nChanged 7 SP:Iteration 18Q (52.691538 sec): 3 clusters Score: Raw -26209.781861 + Penalty 1281.816408 = -24927.965453 nChanged 1 SP:Iteration 19Q (52.692810 sec): 3 clusters Score: Raw -26210.264064 + Penalty 1283.661415 = -24926.602649 nChanged 2 SP:Iteration 20F (52.694114 sec): 3 clusters Score: Raw -26211.111531 + Penalty 1284.368389 = -24926.743142 nChanged 1 SP:Iteration 21Q (52.695463 sec): 3 clusters Score: Raw -26211.835104 + Penalty 1284.207328 = -24927.627777 nChanged 2 SP:Iteration 22Q (52.696725 sec): 3 clusters Score: Raw -26213.184938 + Penalty 1286.809983 = -24926.374955 nChanged 4 SP:Iteration 23F (52.698019 sec): 3 clusters Score: Raw -26218.896646 + Penalty 1288.852083 = -24930.044563 nChanged 2 SP:Iteration 24Q (52.699296 sec): 3 clusters Score: Raw -26219.786393 + Penalty 1289.064173 = -24930.722220 nChanged 1 SP:Iteration 25Q (52.700601 sec): 3 clusters Score: Raw -26221.265620 + Penalty 1290.069385 = -24931.196235 nChanged 1 SP:Iteration 26Q (52.701897 sec): 3 clusters Score: Raw -26222.268019 + Penalty 1291.108788 = -24931.159231 nChanged 1 SP:Iteration 27F (52.703193 sec): 3 clusters Score: Raw -26222.785009 + Penalty 1291.108788 = -24931.676221 nChanged 0 Memory request: 0.02 GB would take us to total of 0.23 GB. Trying to split cluster 16 (3341 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.718680 sec): 2 clusters Score: Raw -142718.441390 + Penalty 380.617553 = -142337.823838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.724973 sec): 3 clusters Score: Raw -140569.949584 + Penalty 777.408197 = -139792.541387 nChanged 1492 SP:Iteration 1F (52.731031 sec): 3 clusters Score: Raw -141843.902820 + Penalty 803.102336 = -141040.800484 nChanged 501 SP:Iteration 2F (52.737329 sec): 3 clusters Score: Raw -142333.280301 + Penalty 813.128193 = -141520.152108 nChanged 233 SP:Iteration 3F (52.743413 sec): 3 clusters Score: Raw -142542.854965 + Penalty 817.938252 = -141724.916713 nChanged 104 SP:Iteration 4Q (52.749215 sec): 3 clusters Score: Raw -142586.458982 + Penalty 821.302606 = -141765.156376 nChanged 57 SP:Iteration 5Q (52.754984 sec): 3 clusters Score: Raw -142607.940741 + Penalty 825.290612 = -141782.650129 nChanged 45 SP:Iteration 6Q (52.760635 sec): 3 clusters Score: Raw -142622.257184 + Penalty 830.804784 = -141791.452400 nChanged 46 SP:Iteration 7Q (52.766245 sec): 3 clusters Score: Raw -142635.830911 + Penalty 834.378944 = -141801.451967 nChanged 43 SP:Iteration 8Q (52.772266 sec): 3 clusters Score: Raw -142649.686736 + Penalty 838.409236 = -141811.277500 nChanged 33 SP:Iteration 9Q (52.777875 sec): 3 clusters Score: Raw -142658.975767 + Penalty 842.896687 = -141816.079081 nChanged 34 SP:Iteration 10F (52.784090 sec): 3 clusters Score: Raw -142667.317408 + Penalty 846.497222 = -141820.820186 nChanged 23 SP:Iteration 11Q (52.789598 sec): 3 clusters Score: Raw -142672.086320 + Penalty 848.393191 = -141823.693129 nChanged 20 SP:Iteration 12Q (52.795133 sec): 3 clusters Score: Raw -142675.136998 + Penalty 850.447690 = -141824.689308 nChanged 15 SP:Iteration 13Q (52.801199 sec): 3 clusters Score: Raw -142677.257080 + Penalty 852.877094 = -141824.379986 nChanged 16 SP:Iteration 14F (52.807719 sec): 3 clusters Score: Raw -142680.650448 + Penalty 855.284073 = -141825.366376 nChanged 15 SP:Iteration 15Q (52.813528 sec): 3 clusters Score: Raw -142684.293622 + Penalty 857.442108 = -141826.851515 nChanged 15 SP:Iteration 16Q (52.819964 sec): 3 clusters Score: Raw -142689.212261 + Penalty 859.478277 = -141829.733984 nChanged 13 SP:Iteration 17Q (52.826014 sec): 3 clusters Score: Raw -142692.485525 + Penalty 861.531273 = -141830.954252 nChanged 13 SP:Iteration 18Q (52.833778 sec): 3 clusters Score: Raw -142697.665867 + Penalty 862.180422 = -141835.485445 nChanged 17 SP:Iteration 19Q (52.842203 sec): 3 clusters Score: Raw -142702.732666 + Penalty 861.550602 = -141841.182065 nChanged 12 SP:Iteration 20F (52.848590 sec): 3 clusters Score: Raw -142705.120831 + Penalty 861.560784 = -141843.560047 nChanged 13 SP:Iteration 21Q (52.853972 sec): 3 clusters Score: Raw -142707.020634 + Penalty 863.238534 = -141843.782099 nChanged 12 SP:Iteration 22Q (52.859249 sec): 3 clusters Score: Raw -142709.280225 + Penalty 865.053071 = -141844.227154 nChanged 16 SP:Iteration 23Q (52.864495 sec): 3 clusters Score: Raw -142713.558875 + Penalty 864.917464 = -141848.641411 nChanged 13 SP:Iteration 24Q (52.870036 sec): 3 clusters Score: Raw -142716.849622 + Penalty 869.097814 = -141847.751809 nChanged 17 SP:Iteration 25F (52.876172 sec): 3 clusters Score: Raw -142719.867979 + Penalty 870.434491 = -141849.433488 nChanged 12 SP:Iteration 26Q (52.881462 sec): 3 clusters Score: Raw -142722.262289 + Penalty 870.330748 = -141851.931541 nChanged 12 SP:Iteration 27Q (52.886681 sec): 3 clusters Score: Raw -142725.565721 + Penalty 871.026938 = -141854.538783 nChanged 8 SP:Iteration 28Q (52.892080 sec): 3 clusters Score: Raw -142726.675336 + Penalty 871.689823 = -141854.985513 nChanged 4 SP:Iteration 29Q (52.897402 sec): 3 clusters Score: Raw -142727.666816 + Penalty 871.821334 = -141855.845482 nChanged 2 SP:Iteration 30F (52.903608 sec): 3 clusters Score: Raw -142728.054061 + Penalty 871.786222 = -141856.267839 nChanged 2 SP:Iteration 31Q (52.908933 sec): 3 clusters Score: Raw -142728.220650 + Penalty 871.786222 = -141856.434428 nChanged 0 SP:Iteration 32F (52.914958 sec): 3 clusters Score: Raw -142728.220650 + Penalty 871.786222 = -141856.434428 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 20 (238 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.918939 sec): 2 clusters Score: Raw -7764.440397 + Penalty 419.299444 = -7345.140953 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.919581 sec): 3 clusters Score: Raw -7712.802440 + Penalty 866.234604 = -6846.567836 nChanged 52 SP:Iteration 1F (52.920218 sec): 3 clusters Score: Raw -7783.517857 + Penalty 888.333940 = -6895.183917 nChanged 17 SP:Iteration 2F (52.920855 sec): 3 clusters Score: Raw -7823.638673 + Penalty 897.766723 = -6925.871950 nChanged 11 SP:Iteration 3Q (52.921460 sec): 3 clusters Score: Raw -7853.660976 + Penalty 905.948982 = -6947.711994 nChanged 7 SP:Iteration 4Q (52.922054 sec): 3 clusters Score: Raw -7865.842245 + Penalty 909.720170 = -6956.122075 nChanged 3 SP:Iteration 5Q (52.922647 sec): 3 clusters Score: Raw -7868.702815 + Penalty 909.720170 = -6958.982644 nChanged 0 SP:Iteration 6F (52.923276 sec): 3 clusters Score: Raw -7868.702815 + Penalty 909.720170 = -6958.982644 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 21 (287 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.925420 sec): 2 clusters Score: Raw -9713.567594 + Penalty 838.830801 = -8874.736794 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.926146 sec): 3 clusters Score: Raw -9727.148076 + Penalty 1676.830933 = -8050.317143 nChanged 53 SP:Iteration 1F (52.926861 sec): 3 clusters Score: Raw -9831.483569 + Penalty 1676.632364 = -8154.851205 nChanged 14 SP:Iteration 2Q (52.927551 sec): 3 clusters Score: Raw -9865.976836 + Penalty 1676.915642 = -8189.061195 nChanged 10 SP:Iteration 3Q (52.928234 sec): 3 clusters Score: Raw -9903.046006 + Penalty 1677.350159 = -8225.695847 nChanged 7 SP:Iteration 4Q (52.928941 sec): 3 clusters Score: Raw -9945.682390 + Penalty 1677.366683 = -8268.315707 nChanged 3 SP:Iteration 5Q (52.929615 sec): 3 clusters Score: Raw -9957.526952 + Penalty 1677.380070 = -8280.146882 nChanged 3 SP:Iteration 6Q (52.930289 sec): 3 clusters Score: Raw -9965.680400 + Penalty 1677.302800 = -8288.377600 nChanged 1 SP:Iteration 7Q (52.930956 sec): 3 clusters Score: Raw -9967.139029 + Penalty 1677.302800 = -8289.836229 nChanged 0 SP:Iteration 8F (52.931670 sec): 3 clusters Score: Raw -9967.139029 + Penalty 1677.302800 = -8289.836229 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 27 (178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.932999 sec): 2 clusters Score: Raw -6262.377000 + Penalty 84.052026 = -6178.324975 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.933559 sec): 3 clusters Score: Raw -6175.533053 + Penalty 168.484766 = -6007.048287 nChanged 73 SP:Iteration 1F (52.934105 sec): 3 clusters Score: Raw -6238.630205 + Penalty 168.478956 = -6070.151249 nChanged 24 SP:Iteration 2F (52.934661 sec): 3 clusters Score: Raw -6261.272851 + Penalty 169.071067 = -6092.201784 nChanged 11 SP:Iteration 3F (52.935198 sec): 3 clusters Score: Raw -6273.378274 + Penalty 168.826242 = -6104.552031 nChanged 4 SP:Iteration 4Q (52.935720 sec): 3 clusters Score: Raw -6276.208678 + Penalty 168.919195 = -6107.289483 nChanged 5 SP:Iteration 5Q (52.936240 sec): 3 clusters Score: Raw -6282.482645 + Penalty 168.697499 = -6113.785145 nChanged 3 SP:Iteration 6Q (52.936756 sec): 3 clusters Score: Raw -6283.708145 + Penalty 168.310364 = -6115.397781 nChanged 3 SP:Iteration 7Q (52.937273 sec): 3 clusters Score: Raw -6284.668396 + Penalty 168.004726 = -6116.663670 nChanged 3 SP:Iteration 8Q (52.937791 sec): 3 clusters Score: Raw -6285.565976 + Penalty 167.927265 = -6117.638711 nChanged 1 SP:Iteration 9Q (52.938291 sec): 3 clusters Score: Raw -6285.624279 + Penalty 167.927265 = -6117.697014 nChanged 0 SP:Iteration 10F (52.938811 sec): 3 clusters Score: Raw -6285.624279 + Penalty 167.927265 = -6117.697014 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 31 (723 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.943204 sec): 2 clusters Score: Raw -29838.091998 + Penalty 773.450523 = -29064.641475 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.944706 sec): 3 clusters Score: Raw -29554.637439 + Penalty 1544.543329 = -28010.094109 nChanged 219 SP:Iteration 1F (52.946182 sec): 3 clusters Score: Raw -29740.974781 + Penalty 1544.006187 = -28196.968594 nChanged 56 SP:Iteration 2F (52.947711 sec): 3 clusters Score: Raw -29803.017467 + Penalty 1541.166692 = -28261.850775 nChanged 32 SP:Iteration 3Q (52.949214 sec): 3 clusters Score: Raw -29832.574046 + Penalty 1538.313996 = -28294.260050 nChanged 18 SP:Iteration 4Q (52.950703 sec): 3 clusters Score: Raw -29851.788595 + Penalty 1536.829362 = -28314.959232 nChanged 13 SP:Iteration 5Q (52.952165 sec): 3 clusters Score: Raw -29863.409862 + Penalty 1536.589190 = -28326.820672 nChanged 9 SP:Iteration 6Q (52.953665 sec): 3 clusters Score: Raw -29870.942311 + Penalty 1536.074711 = -28334.867600 nChanged 11 SP:Iteration 7Q (52.955143 sec): 3 clusters Score: Raw -29875.049885 + Penalty 1535.178535 = -28339.871350 nChanged 5 SP:Iteration 8Q (52.956606 sec): 3 clusters Score: Raw -29877.790614 + Penalty 1534.889992 = -28342.900622 nChanged 5 SP:Iteration 9Q (52.958059 sec): 3 clusters Score: Raw -29882.267949 + Penalty 1534.339540 = -28347.928410 nChanged 6 SP:Iteration 10F (52.959583 sec): 3 clusters Score: Raw -29885.217703 + Penalty 1534.021176 = -28351.196527 nChanged 5 SP:Iteration 11Q (52.961059 sec): 3 clusters Score: Raw -29889.363064 + Penalty 1531.911058 = -28357.452007 nChanged 9 SP:Iteration 12Q (52.962518 sec): 3 clusters Score: Raw -29897.001425 + Penalty 1529.973463 = -28367.027962 nChanged 12 SP:Iteration 13Q (52.963965 sec): 3 clusters Score: Raw -29905.507452 + Penalty 1530.001967 = -28375.505485 nChanged 8 SP:Iteration 14Q (52.965482 sec): 3 clusters Score: Raw -29910.393626 + Penalty 1529.712841 = -28380.680785 nChanged 12 SP:Iteration 15Q (52.966970 sec): 3 clusters Score: Raw -29924.827355 + Penalty 1529.313007 = -28395.514348 nChanged 11 SP:Iteration 16Q (52.968537 sec): 3 clusters Score: Raw -29933.891742 + Penalty 1528.885031 = -28405.006712 nChanged 13 SP:Iteration 17Q (52.970109 sec): 3 clusters Score: Raw -29945.757737 + Penalty 1528.118147 = -28417.639590 nChanged 18 SP:Iteration 18Q (52.971644 sec): 3 clusters Score: Raw -29964.609173 + Penalty 1526.525085 = -28438.084088 nChanged 11 SP:Iteration 19Q (52.973104 sec): 3 clusters Score: Raw -29977.065647 + Penalty 1527.436745 = -28449.628901 nChanged 11 SP:Iteration 20F (52.974612 sec): 3 clusters Score: Raw -29989.351876 + Penalty 1526.670947 = -28462.680928 nChanged 7 SP:Iteration 21Q (52.976062 sec): 3 clusters Score: Raw -29996.234429 + Penalty 1525.373855 = -28470.860574 nChanged 6 SP:Iteration 22Q (52.977522 sec): 3 clusters Score: Raw -30003.021398 + Penalty 1526.004545 = -28477.016852 nChanged 5 SP:Iteration 23Q (52.979088 sec): 3 clusters Score: Raw -30009.057782 + Penalty 1526.518092 = -28482.539691 nChanged 3 SP:Iteration 24Q (52.980616 sec): 3 clusters Score: Raw -30014.401061 + Penalty 1526.847819 = -28487.553242 nChanged 2 SP:Iteration 25Q (52.982161 sec): 3 clusters Score: Raw -30015.658362 + Penalty 1527.482093 = -28488.176269 nChanged 1 SP:Iteration 26Q (52.983652 sec): 3 clusters Score: Raw -30016.585238 + Penalty 1527.852239 = -28488.732999 nChanged 1 SP:Iteration 27Q (52.985092 sec): 3 clusters Score: Raw -30016.813709 + Penalty 1527.852239 = -28488.961470 nChanged 0 SP:Iteration 28F (52.986586 sec): 3 clusters Score: Raw -30016.813709 + Penalty 1527.852239 = -28488.961470 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 32 (332 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.990114 sec): 2 clusters Score: Raw -14248.844625 + Penalty 518.051737 = -13730.792888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.990922 sec): 3 clusters Score: Raw -14164.146623 + Penalty 1035.705793 = -13128.440830 nChanged 83 SP:Iteration 1F (52.991715 sec): 3 clusters Score: Raw -14279.393881 + Penalty 1034.119822 = -13245.274059 nChanged 19 SP:Iteration 2F (52.992505 sec): 3 clusters Score: Raw -14297.086309 + Penalty 1032.064911 = -13265.021398 nChanged 11 SP:Iteration 3Q (52.993278 sec): 3 clusters Score: Raw -14315.659629 + Penalty 1032.360327 = -13283.299302 nChanged 8 SP:Iteration 4Q (52.994044 sec): 3 clusters Score: Raw -14333.488504 + Penalty 1031.738008 = -13301.750496 nChanged 8 SP:Iteration 5Q (52.994808 sec): 3 clusters Score: Raw -14339.353250 + Penalty 1033.531833 = -13305.821418 nChanged 7 SP:Iteration 6Q (52.995571 sec): 3 clusters Score: Raw -14347.570361 + Penalty 1032.965572 = -13314.604789 nChanged 5 SP:Iteration 7Q (52.996350 sec): 3 clusters Score: Raw -14355.280221 + Penalty 1033.152329 = -13322.127892 nChanged 2 SP:Iteration 8Q (52.997162 sec): 3 clusters Score: Raw -14356.192132 + Penalty 1033.567143 = -13322.624990 nChanged 1 SP:Iteration 9Q (52.997933 sec): 3 clusters Score: Raw -14356.792114 + Penalty 1033.567143 = -13323.224971 nChanged 0 SP:Iteration 10F (52.998720 sec): 3 clusters Score: Raw -14356.792114 + Penalty 1033.567143 = -13323.224971 nChanged 0 Memory request: 0.01 GB would take us to total of 0.21 GB. Trying to split cluster 36 (753 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.002996 sec): 2 clusters Score: Raw -34678.135550 + Penalty 766.139535 = -33911.996015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.004687 sec): 3 clusters Score: Raw -34366.211635 + Penalty 1532.000214 = -32834.211422 nChanged 226 SP:Iteration 1F (53.006279 sec): 3 clusters Score: Raw -34518.970404 + Penalty 1532.002719 = -32986.967685 nChanged 62 SP:Iteration 2F (53.007851 sec): 3 clusters Score: Raw -34569.492764 + Penalty 1531.663575 = -33037.829189 nChanged 25 SP:Iteration 3Q (53.009441 sec): 3 clusters Score: Raw -34589.145025 + Penalty 1531.872336 = -33057.272689 nChanged 19 SP:Iteration 4Q (53.010982 sec): 3 clusters Score: Raw -34602.639974 + Penalty 1531.713888 = -33070.926087 nChanged 12 SP:Iteration 5Q (53.012584 sec): 3 clusters Score: Raw -34608.764827 + Penalty 1531.614253 = -33077.150574 nChanged 5 SP:Iteration 6Q (53.014194 sec): 3 clusters Score: Raw -34611.728623 + Penalty 1531.727813 = -33080.000810 nChanged 8 SP:Iteration 7Q (53.015753 sec): 3 clusters Score: Raw -34616.334277 + Penalty 1531.727962 = -33084.606315 nChanged 7 SP:Iteration 8Q (53.017286 sec): 3 clusters Score: Raw -34621.871177 + Penalty 1532.123763 = -33089.747413 nChanged 10 SP:Iteration 9Q (53.018944 sec): 3 clusters Score: Raw -34627.588799 + Penalty 1532.143199 = -33095.445600 nChanged 9 SP:Iteration 10F (53.020669 sec): 3 clusters Score: Raw -34633.058194 + Penalty 1532.276669 = -33100.781526 nChanged 5 SP:Iteration 11Q (53.022283 sec): 3 clusters Score: Raw -34636.191182 + Penalty 1532.216904 = -33103.974278 nChanged 1 SP:Iteration 12Q (53.023817 sec): 3 clusters Score: Raw -34636.446849 + Penalty 1532.208863 = -33104.237986 nChanged 1 SP:Iteration 13Q (53.025348 sec): 3 clusters Score: Raw -34636.643492 + Penalty 1532.094306 = -33104.549186 nChanged 2 SP:Iteration 14Q (53.026857 sec): 3 clusters Score: Raw -34637.948047 + Penalty 1532.015847 = -33105.932201 nChanged 2 SP:Iteration 15Q (53.028359 sec): 3 clusters Score: Raw -34639.060548 + Penalty 1531.992265 = -33107.068283 nChanged 1 SP:Iteration 16Q (53.029863 sec): 3 clusters Score: Raw -34639.302112 + Penalty 1531.906014 = -33107.396098 nChanged 1 SP:Iteration 17Q (53.031405 sec): 3 clusters Score: Raw -34639.478248 + Penalty 1531.906014 = -33107.572233 nChanged 0 SP:Iteration 18F (53.032946 sec): 3 clusters Score: Raw -34639.478248 + Penalty 1531.906014 = -33107.572233 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 40 (340 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.036448 sec): 2 clusters Score: Raw -13774.696374 + Penalty 551.379194 = -13223.317180 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.037271 sec): 3 clusters Score: Raw -13656.437824 + Penalty 1104.658841 = -12551.778983 nChanged 93 SP:Iteration 1F (53.038078 sec): 3 clusters Score: Raw -13744.806949 + Penalty 1111.075856 = -12633.731094 nChanged 29 SP:Iteration 2F (53.038905 sec): 3 clusters Score: Raw -13777.724964 + Penalty 1126.887561 = -12650.837403 nChanged 21 SP:Iteration 3F (53.039727 sec): 3 clusters Score: Raw -13809.221297 + Penalty 1149.637160 = -12659.584136 nChanged 23 SP:Iteration 4F (53.040580 sec): 3 clusters Score: Raw -13842.045368 + Penalty 1163.196982 = -12678.848386 nChanged 9 SP:Iteration 5Q (53.041423 sec): 3 clusters Score: Raw -13849.895712 + Penalty 1169.304321 = -12680.591391 nChanged 5 SP:Iteration 6Q (53.042248 sec): 3 clusters Score: Raw -13856.833575 + Penalty 1168.822049 = -12688.011526 nChanged 1 SP:Iteration 7Q (53.043147 sec): 3 clusters Score: Raw -13859.872718 + Penalty 1173.273888 = -12686.598829 nChanged 3 SP:Iteration 8F (53.044023 sec): 3 clusters Score: Raw -13862.858400 + Penalty 1174.215030 = -12688.643370 nChanged 1 SP:Iteration 9Q (53.044844 sec): 3 clusters Score: Raw -13864.126761 + Penalty 1174.938969 = -12689.187792 nChanged 1 SP:Iteration 10F (53.045683 sec): 3 clusters Score: Raw -13864.693210 + Penalty 1176.087660 = -12688.605550 nChanged 1 SP:Iteration 11F (53.046526 sec): 3 clusters Score: Raw -13865.726538 + Penalty 1176.087660 = -12689.638878 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 56 (476 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.048742 sec): 2 clusters Score: Raw -14112.824603 + Penalty 370.035054 = -13742.789549 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.049895 sec): 3 clusters Score: Raw -13965.170819 + Penalty 738.045353 = -13227.125466 nChanged 151 SP:Iteration 1F (53.050987 sec): 3 clusters Score: Raw -14139.597077 + Penalty 739.673628 = -13399.923449 nChanged 29 SP:Iteration 2F (53.052074 sec): 3 clusters Score: Raw -14180.862168 + Penalty 743.460245 = -13437.401922 nChanged 17 SP:Iteration 3Q (53.053082 sec): 3 clusters Score: Raw -14201.303630 + Penalty 746.587666 = -13454.715964 nChanged 15 SP:Iteration 4Q (53.054100 sec): 3 clusters Score: Raw -14214.888366 + Penalty 745.366932 = -13469.521434 nChanged 10 SP:Iteration 5Q (53.055099 sec): 3 clusters Score: Raw -14231.839755 + Penalty 746.251627 = -13485.588128 nChanged 9 SP:Iteration 6Q (53.056104 sec): 3 clusters Score: Raw -14247.454321 + Penalty 746.058796 = -13501.395525 nChanged 8 SP:Iteration 7Q (53.057093 sec): 3 clusters Score: Raw -14256.305315 + Penalty 746.864884 = -13509.440430 nChanged 6 SP:Iteration 8Q (53.058080 sec): 3 clusters Score: Raw -14262.082838 + Penalty 747.990718 = -13514.092120 nChanged 7 SP:Iteration 9Q (53.059064 sec): 3 clusters Score: Raw -14268.922356 + Penalty 749.148913 = -13519.773444 nChanged 3 SP:Iteration 10F (53.060108 sec): 3 clusters Score: Raw -14270.782100 + Penalty 750.302883 = -13520.479217 nChanged 3 SP:Iteration 11Q (53.061089 sec): 3 clusters Score: Raw -14272.141444 + Penalty 751.733961 = -13520.407483 nChanged 2 SP:Iteration 12F (53.062129 sec): 3 clusters Score: Raw -14273.380129 + Penalty 753.421830 = -13519.958299 nChanged 2 SP:Iteration 13F (53.063169 sec): 3 clusters Score: Raw -14274.752507 + Penalty 754.227354 = -13520.525153 nChanged 1 SP:Iteration 14Q (53.064150 sec): 3 clusters Score: Raw -14275.404071 + Penalty 754.750803 = -13520.653268 nChanged 1 SP:Iteration 15Q (53.065129 sec): 3 clusters Score: Raw -14275.696328 + Penalty 754.750803 = -13520.945524 nChanged 0 SP:Iteration 16F (53.066168 sec): 3 clusters Score: Raw -14275.696328 + Penalty 754.750803 = -13520.945524 nChanged 0 Memory request: 0.00 GB would take us to total of 0.21 GB. Trying to split cluster 81 (256 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.067399 sec): 2 clusters Score: Raw -8779.176505 + Penalty 545.491183 = -8233.685323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.068094 sec): 3 clusters Score: Raw -8708.659400 + Penalty 1091.256971 = -7617.402429 nChanged 55 SP:Iteration 1F (53.068796 sec): 3 clusters Score: Raw -8766.912586 + Penalty 1092.845585 = -7674.067000 nChanged 19 SP:Iteration 2F (53.069481 sec): 3 clusters Score: Raw -8789.370378 + Penalty 1092.581173 = -7696.789205 nChanged 5 SP:Iteration 3Q (53.070157 sec): 3 clusters Score: Raw -8797.452549 + Penalty 1092.352270 = -7705.100278 nChanged 3 SP:Iteration 4Q (53.070828 sec): 3 clusters Score: Raw -8800.880602 + Penalty 1092.352270 = -7708.528331 nChanged 0 SP:Iteration 5F (53.071508 sec): 3 clusters Score: Raw -8800.880602 + Penalty 1092.352270 = -7708.528331 nChanged 0 Time taken for this iteration:52.445613 seconds. 300->18 Clusters: Score -812547.742432, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 222 (time per iteration =239.184559 ms) Total iterations: 2117 (time per iteration =25.082179 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 4628356250.000000 (time per metric unit =11.472533ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 115708906250.000000 (time per metric unit=458.901339ps) That took 53.098972 seconds.