FileBase PeterP-2013-09-04_dataset1 ElecNo 11 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 0.17 and 0.25 GB of RAM. Memory request: 0.08 GB would take us to total of 0.08 GB. ---------------------------------------------------------- Loaded 18149 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 18149 points ------ Starting initial clusters from distinct float masks Not enough masks (186) to generate starting clusters (300), so starting with (187) clusters instead. Assigned 187 initial classes from 186 unique masks. Deleting Class 167 (6 points): Lose 29.778015 but Gain 1570.545784 Iteration 0F (2.073208 sec): 186 clusters Score: Raw -582554.698706 + Penalty 174764.561346 = -407790.137360 nChanged 3385 Deleting Class 102 (2 points): Lose 29.879231 but Gain 1552.159758 Iteration 1F (3.591461 sec): 180 clusters Score: Raw -586355.450019 + Penalty 173269.549017 = -413085.901002 nChanged 1060 Deleting Class 161 (1 points): Lose 3.545159 but Gain 1519.407492 Iteration 2F (5.077170 sec): 179 clusters Score: Raw -587567.551748 + Penalty 170184.575355 = -417382.976393 nChanged 688 Deleting Class 178 (1 points): Lose 1.942122 but Gain 1515.734213 Iteration 3Q (5.232387 sec): 176 clusters Score: Raw -588215.711240 + Penalty 167973.336846 = -420242.374394 nChanged 513 Deleting Class 79 (2 points): Lose 21.393508 but Gain 1522.029562 Iteration 4Q (5.371688 sec): 174 clusters Score: Raw -588642.154324 + Penalty 166529.286610 = -422112.867714 nChanged 459 Deleting Class 150 (4 points): Lose 68.829747 but Gain 1560.366099 Iteration 5Q (5.505057 sec): 173 clusters Score: Raw -588939.784372 + Penalty 164933.224393 = -424006.559979 nChanged 419 Deleting Class 144 (1 points): Lose 9.992841 but Gain 1493.324094 Iteration 6Q (5.633020 sec): 172 clusters Score: Raw -589286.105948 + Penalty 163472.192852 = -425813.913096 nChanged 362 Deleting Class 26 (2 points): Lose 29.294819 but Gain 1495.636300 Iteration 7Q (5.755926 sec): 171 clusters Score: Raw -589527.691620 + Penalty 162034.571629 = -427493.119991 nChanged 322 Deleting Class 171 (4 points): Lose 74.456098 but Gain 1492.556024 Iteration 8Q (5.874137 sec): 170 clusters Score: Raw -589654.638318 + Penalty 160589.400030 = -429065.238288 nChanged 293 Deleting Class 143 (2 points): Lose 16.887395 but Gain 1409.619569 Iteration 9Q (5.990367 sec): 169 clusters Score: Raw -589819.149937 + Penalty 159183.319762 = -430635.830175 nChanged 233 Deleting Class 96 (4 points): Lose 68.892067 but Gain 1455.739448 Iteration 10F (7.380254 sec): 168 clusters Score: Raw -589857.309548 + Penalty 157755.198573 = -432102.110975 nChanged 209 Deleting Class 176 (1 points): Lose 41.621459 but Gain 1427.453948 Iteration 11Q (7.491175 sec): 167 clusters Score: Raw -589924.158672 + Penalty 156704.674272 = -433219.484400 nChanged 156 Deleting Class 155 (2 points): Lose 6.795965 but Gain 1377.601790 Iteration 12Q (7.596662 sec): 166 clusters Score: Raw -589963.599048 + Penalty 155322.961760 = -434640.637288 nChanged 144 Deleting Class 56 (2 points): Lose 22.924735 but Gain 1382.929285 Iteration 13Q (7.702050 sec): 165 clusters Score: Raw -590002.607037 + Penalty 153957.575342 = -436045.031695 nChanged 141 Deleting Class 186 (1 points): Lose 2.068619 but Gain 1362.035960 Iteration 14Q (7.806317 sec): 164 clusters Score: Raw -590084.656151 + Penalty 152778.800629 = -437305.855522 nChanged 126 Deleting Class 108 (1 points): Lose 3.376004 but Gain 1355.161906 Iteration 15Q (7.908680 sec): 163 clusters Score: Raw -590135.452635 + Penalty 151461.044649 = -438674.407986 nChanged 103 Deleting Class 125 (4 points): Lose 88.891116 but Gain 1432.697151 Iteration 16Q (8.009081 sec): 162 clusters Score: Raw -590085.553546 + Penalty 150260.438381 = -439825.115165 nChanged 111 Deleting Class 119 (3 points): Lose 52.982502 but Gain 1387.472275 Iteration 17Q (8.109821 sec): 161 clusters Score: Raw -590109.038592 + Penalty 149000.696100 = -441108.342492 nChanged 102 Deleting Class 99 (2 points): Lose 32.951848 but Gain 1338.751245 Iteration 18Q (8.208691 sec): 160 clusters Score: Raw -590139.657516 + Penalty 147691.802342 = -442447.855173 nChanged 115 Deleting Class 162 (1 points): Lose 4.344700 but Gain 1293.724316 Iteration 19Q (8.308177 sec): 159 clusters Score: Raw -590169.210431 + Penalty 146409.538995 = -443759.671437 nChanged 100 Writing temp clu file Memory request: 0.08 GB would take us to total of 0.17 GB. Compute initial score before splitting: Score: Raw -590169.210431 + Penalty 146409.538995 = -443759.671437Memory request: 0.01 GB would take us to total of 0.17 GB. Trying to split cluster 1 (654 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.374303 sec): 2 clusters Score: Raw -23340.248120 + Penalty 218.594232 = -23121.653888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.375695 sec): 3 clusters Score: Raw -22953.222822 + Penalty 437.604838 = -22515.617984 nChanged 268 SP:Iteration 1F (8.377040 sec): 3 clusters Score: Raw -23194.400032 + Penalty 435.516690 = -22758.883342 nChanged 85 SP:Iteration 2F (8.378403 sec): 3 clusters Score: Raw -23246.398169 + Penalty 431.102462 = -22815.295706 nChanged 50 SP:Iteration 3F (8.379764 sec): 3 clusters Score: Raw -23285.154895 + Penalty 427.523483 = -22857.631411 nChanged 28 SP:Iteration 4Q (8.381074 sec): 3 clusters Score: Raw -23312.029728 + Penalty 418.593143 = -22893.436585 nChanged 27 SP:Iteration 5Q (8.382357 sec): 3 clusters Score: Raw -23325.837137 + Penalty 415.222755 = -22910.614382 nChanged 17 SP:Iteration 6Q (8.383627 sec): 3 clusters Score: Raw -23333.783592 + Penalty 412.254733 = -22921.528859 nChanged 12 SP:Iteration 7Q (8.384882 sec): 3 clusters Score: Raw -23338.454171 + Penalty 407.769353 = -22930.684818 nChanged 9 SP:Iteration 8Q (8.386108 sec): 3 clusters Score: Raw -23342.954428 + Penalty 404.276186 = -22938.678242 nChanged 10 SP:Iteration 9Q (8.387335 sec): 3 clusters Score: Raw -23351.642271 + Penalty 390.659126 = -22960.983145 nChanged 17 SP:Iteration 10F (8.388693 sec): 3 clusters Score: Raw -23376.385172 + Penalty 383.184699 = -22993.200473 nChanged 10 SP:Iteration 11Q (8.389907 sec): 3 clusters Score: Raw -23386.288753 + Penalty 374.016594 = -23012.272158 nChanged 10 SP:Iteration 12Q (8.391108 sec): 3 clusters Score: Raw -23401.043921 + Penalty 364.673251 = -23036.370670 nChanged 14 SP:Iteration 13Q (8.392304 sec): 3 clusters Score: Raw -23416.603161 + Penalty 359.484913 = -23057.118248 nChanged 5 SP:Iteration 14Q (8.393486 sec): 3 clusters Score: Raw -23419.654647 + Penalty 359.484913 = -23060.169734 nChanged 0 SP:Iteration 15F (8.394824 sec): 3 clusters Score: Raw -23419.654647 + Penalty 359.484913 = -23060.169734 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 2 (1861 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.403786 sec): 2 clusters Score: Raw -71379.390432 + Penalty 326.459895 = -71052.930537 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.407267 sec): 3 clusters Score: Raw -70292.410934 + Penalty 654.241549 = -69638.169385 nChanged 772 SP:Iteration 1F (8.410711 sec): 3 clusters Score: Raw -70728.201442 + Penalty 655.990087 = -70072.211354 nChanged 196 SP:Iteration 2F (8.414125 sec): 3 clusters Score: Raw -70897.068303 + Penalty 657.671814 = -70239.396489 nChanged 173 SP:Iteration 3F (8.417523 sec): 3 clusters Score: Raw -71062.910070 + Penalty 659.902187 = -70403.007883 nChanged 154 SP:Iteration 4F (8.420928 sec): 3 clusters Score: Raw -71294.650855 + Penalty 659.474815 = -70635.176040 nChanged 124 SP:Iteration 5F (8.424317 sec): 3 clusters Score: Raw -71568.219522 + Penalty 654.886521 = -70913.333001 nChanged 114 SP:Iteration 6F (8.427697 sec): 3 clusters Score: Raw -71652.619770 + Penalty 650.288919 = -71002.330851 nChanged 69 SP:Iteration 7Q (8.430928 sec): 3 clusters Score: Raw -71685.247207 + Penalty 646.932450 = -71038.314757 nChanged 41 SP:Iteration 8Q (8.434144 sec): 3 clusters Score: Raw -71700.727571 + Penalty 644.031818 = -71056.695753 nChanged 36 SP:Iteration 9Q (8.437365 sec): 3 clusters Score: Raw -71718.045144 + Penalty 639.742872 = -71078.302272 nChanged 53 SP:Iteration 10F (8.440751 sec): 3 clusters Score: Raw -71748.307802 + Penalty 635.756790 = -71112.551012 nChanged 62 SP:Iteration 11Q (8.443950 sec): 3 clusters Score: Raw -71783.126549 + Penalty 632.295009 = -71150.831540 nChanged 61 SP:Iteration 12Q (8.447129 sec): 3 clusters Score: Raw -71820.134863 + Penalty 629.099488 = -71191.035375 nChanged 61 SP:Iteration 13Q (8.450293 sec): 3 clusters Score: Raw -71857.061624 + Penalty 626.333844 = -71230.727780 nChanged 52 SP:Iteration 14Q (8.453427 sec): 3 clusters Score: Raw -71885.256026 + Penalty 626.177694 = -71259.078332 nChanged 52 SP:Iteration 15Q (8.456542 sec): 3 clusters Score: Raw -71918.416696 + Penalty 625.331466 = -71293.085230 nChanged 43 SP:Iteration 16Q (8.459636 sec): 3 clusters Score: Raw -71948.787537 + Penalty 626.751776 = -71322.035761 nChanged 44 SP:Iteration 17Q (8.462785 sec): 3 clusters Score: Raw -71975.813401 + Penalty 629.313741 = -71346.499660 nChanged 31 SP:Iteration 18Q (8.465941 sec): 3 clusters Score: Raw -71996.273657 + Penalty 633.437718 = -71362.835939 nChanged 33 SP:Iteration 19Q (8.469216 sec): 3 clusters Score: Raw -72027.908821 + Penalty 641.651478 = -71386.257343 nChanged 41 SP:Iteration 20F (8.472754 sec): 3 clusters Score: Raw -72103.312370 + Penalty 652.221601 = -71451.090769 nChanged 35 SP:Iteration 21Q (8.475689 sec): 3 clusters Score: Raw -72220.588648 + Penalty 654.032350 = -71566.556298 nChanged 14 SP:Iteration 22Q (8.478355 sec): 3 clusters Score: Raw -72259.123908 + Penalty 655.124283 = -71603.999625 nChanged 4 SP:Iteration 23Q (8.480974 sec): 3 clusters Score: Raw -72266.177325 + Penalty 654.882985 = -71611.294341 nChanged 2 SP:Iteration 24Q (8.483585 sec): 3 clusters Score: Raw -72268.032729 + Penalty 654.882985 = -71613.149744 nChanged 0 SP:Iteration 25F (8.486990 sec): 3 clusters Score: Raw -72268.032729 + Penalty 654.882985 = -71613.149744 nChanged 0 Score: Raw -606493.771312 + Penalty 146837.310877 = -459656.460435 Splitting cluster 2 changes total score from -443759.671437 to -459656.460435 So it's getting split into cluster 26. Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 3 (229 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.793541 sec): 2 clusters Score: Raw -8183.072492 + Penalty 141.017434 = -8042.055058 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.794161 sec): 3 clusters Score: Raw -8056.843256 + Penalty 285.554291 = -7771.288964 nChanged 91 SP:Iteration 1F (9.794762 sec): 3 clusters Score: Raw -8148.977395 + Penalty 316.153087 = -7832.824308 nChanged 26 SP:Iteration 2F (9.795360 sec): 3 clusters Score: Raw -8181.957378 + Penalty 332.982630 = -7848.974748 nChanged 5 SP:Iteration 3Q (9.795960 sec): 3 clusters Score: Raw -8186.350635 + Penalty 335.512646 = -7850.837988 nChanged 1 SP:Iteration 4Q (9.796552 sec): 3 clusters Score: Raw -8187.925622 + Penalty 335.512646 = -7852.412976 nChanged 0 SP:Iteration 5F (9.797207 sec): 3 clusters Score: Raw -8187.925622 + Penalty 335.512646 = -7852.412976 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 4 (1512 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.801753 sec): 2 clusters Score: Raw -52924.989516 + Penalty 122.150577 = -52802.838940 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.804652 sec): 3 clusters Score: Raw -51948.314319 + Penalty 248.915903 = -51699.398416 nChanged 688 SP:Iteration 1F (9.807405 sec): 3 clusters Score: Raw -52601.746337 + Penalty 250.135208 = -52351.611129 nChanged 198 SP:Iteration 2F (9.810159 sec): 3 clusters Score: Raw -52739.667929 + Penalty 250.257257 = -52489.410672 nChanged 84 SP:Iteration 3F (9.812905 sec): 3 clusters Score: Raw -52782.237609 + Penalty 250.240743 = -52531.996866 nChanged 47 SP:Iteration 4Q (9.815642 sec): 3 clusters Score: Raw -52798.426522 + Penalty 250.383885 = -52548.042637 nChanged 24 SP:Iteration 5Q (9.818375 sec): 3 clusters Score: Raw -52804.747572 + Penalty 250.165043 = -52554.582529 nChanged 15 SP:Iteration 6Q (9.821134 sec): 3 clusters Score: Raw -52808.324692 + Penalty 250.166618 = -52558.158074 nChanged 16 SP:Iteration 7Q (9.823869 sec): 3 clusters Score: Raw -52813.283627 + Penalty 249.132868 = -52564.150760 nChanged 15 SP:Iteration 8Q (9.826602 sec): 3 clusters Score: Raw -52820.514440 + Penalty 248.799559 = -52571.714881 nChanged 12 SP:Iteration 9Q (9.829391 sec): 3 clusters Score: Raw -52824.455942 + Penalty 248.224489 = -52576.231453 nChanged 14 SP:Iteration 10F (9.832184 sec): 3 clusters Score: Raw -52828.001443 + Penalty 248.483724 = -52579.517719 nChanged 6 SP:Iteration 11Q (9.834915 sec): 3 clusters Score: Raw -52828.619760 + Penalty 248.542691 = -52580.077070 nChanged 5 SP:Iteration 12Q (9.837645 sec): 3 clusters Score: Raw -52829.977958 + Penalty 248.293883 = -52581.684075 nChanged 7 SP:Iteration 13Q (9.840377 sec): 3 clusters Score: Raw -52831.655908 + Penalty 248.025803 = -52583.630106 nChanged 10 SP:Iteration 14Q (9.843103 sec): 3 clusters Score: Raw -52834.234307 + Penalty 247.448118 = -52586.786190 nChanged 7 SP:Iteration 15Q (9.845820 sec): 3 clusters Score: Raw -52840.798438 + Penalty 247.894120 = -52592.904319 nChanged 12 SP:Iteration 16Q (9.848522 sec): 3 clusters Score: Raw -52848.925689 + Penalty 247.821328 = -52601.104362 nChanged 12 SP:Iteration 17Q (9.851200 sec): 3 clusters Score: Raw -52854.450094 + Penalty 248.570982 = -52605.879112 nChanged 16 SP:Iteration 18Q (9.853853 sec): 3 clusters Score: Raw -52857.454689 + Penalty 249.101183 = -52608.353506 nChanged 9 SP:Iteration 19Q (9.856498 sec): 3 clusters Score: Raw -52859.063502 + Penalty 248.860705 = -52610.202797 nChanged 9 SP:Iteration 20F (9.859254 sec): 3 clusters Score: Raw -52860.672269 + Penalty 249.594181 = -52611.078088 nChanged 9 SP:Iteration 21Q (9.861929 sec): 3 clusters Score: Raw -52862.061179 + Penalty 249.610453 = -52612.450725 nChanged 10 SP:Iteration 22Q (9.864562 sec): 3 clusters Score: Raw -52864.014932 + Penalty 248.337173 = -52615.677759 nChanged 9 SP:Iteration 23Q (9.867183 sec): 3 clusters Score: Raw -52866.726344 + Penalty 249.147522 = -52617.578822 nChanged 9 SP:Iteration 24Q (9.869798 sec): 3 clusters Score: Raw -52869.495362 + Penalty 247.846662 = -52621.648701 nChanged 16 SP:Iteration 25Q (9.872391 sec): 3 clusters Score: Raw -52878.357957 + Penalty 246.543736 = -52631.814222 nChanged 17 SP:Iteration 26Q (9.874962 sec): 3 clusters Score: Raw -52886.159104 + Penalty 245.756674 = -52640.402430 nChanged 16 SP:Iteration 27Q (9.877496 sec): 3 clusters Score: Raw -52893.061870 + Penalty 244.020686 = -52649.041184 nChanged 14 SP:Iteration 28Q (9.880006 sec): 3 clusters Score: Raw -52898.979693 + Penalty 242.737934 = -52656.241759 nChanged 12 SP:Iteration 29Q (9.882490 sec): 3 clusters Score: Raw -52902.346039 + Penalty 242.536575 = -52659.809464 nChanged 13 SP:Iteration 30F (9.885230 sec): 3 clusters Score: Raw -52905.021397 + Penalty 242.970801 = -52662.050595 nChanged 5 SP:Iteration 31Q (9.887720 sec): 3 clusters Score: Raw -52906.343778 + Penalty 243.481888 = -52662.861890 nChanged 5 SP:Iteration 32Q (9.890170 sec): 3 clusters Score: Raw -52909.048680 + Penalty 239.635432 = -52669.413248 nChanged 6 SP:Iteration 33Q (9.892611 sec): 3 clusters Score: Raw -52910.400195 + Penalty 235.448839 = -52674.951356 nChanged 4 SP:Iteration 34Q (9.895093 sec): 3 clusters Score: Raw -52912.370661 + Penalty 232.860763 = -52679.509898 nChanged 6 SP:Iteration 35Q (9.897583 sec): 3 clusters Score: Raw -52915.318434 + Penalty 231.548153 = -52683.770281 nChanged 7 SP:Iteration 36Q (9.900103 sec): 3 clusters Score: Raw -52918.241342 + Penalty 230.134149 = -52688.107193 nChanged 8 SP:Iteration 37Q (9.902597 sec): 3 clusters Score: Raw -52921.450441 + Penalty 227.975027 = -52693.475414 nChanged 10 SP:Iteration 38Q (9.905088 sec): 3 clusters Score: Raw -52924.044777 + Penalty 227.785419 = -52696.259358 nChanged 4 SP:Iteration 39Q (9.907533 sec): 3 clusters Score: Raw -52925.127319 + Penalty 223.920840 = -52701.206479 nChanged 5 SP:Iteration 40F (9.910315 sec): 3 clusters Score: Raw -52926.183217 + Penalty 223.240143 = -52702.943073 nChanged 6 SP:Iteration 41Q (9.912681 sec): 3 clusters Score: Raw -52928.020324 + Penalty 223.022820 = -52704.997504 nChanged 5 SP:Iteration 42Q (9.915040 sec): 3 clusters Score: Raw -52928.813709 + Penalty 222.168945 = -52706.644764 nChanged 2 SP:Iteration 43Q (9.917435 sec): 3 clusters Score: Raw -52929.077130 + Penalty 222.447802 = -52706.629328 nChanged 1 SP:Iteration 44F (9.920273 sec): 3 clusters Score: Raw -52929.422335 + Penalty 221.524254 = -52707.898080 nChanged 1 SP:Iteration 45Q (9.922638 sec): 3 clusters Score: Raw -52929.841487 + Penalty 221.155469 = -52708.686018 nChanged 2 SP:Iteration 46Q (9.924986 sec): 3 clusters Score: Raw -52930.169630 + Penalty 221.023705 = -52709.145925 nChanged 1 SP:Iteration 47Q (9.927326 sec): 3 clusters Score: Raw -52930.170063 + Penalty 221.023705 = -52709.146358 nChanged 0 SP:Iteration 48F (9.930113 sec): 3 clusters Score: Raw -52930.170063 + Penalty 221.023705 = -52709.146358 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 5 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.930685 sec): 2 clusters Score: Raw -398.021448 + Penalty 285.050237 = -112.971212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.930910 sec): 3 clusters Score: Raw -390.433610 + Penalty 580.697653 = 190.264043 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 6 (78 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.931561 sec): 2 clusters Score: Raw -2686.983878 + Penalty 701.840501 = -1985.143377 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.931914 sec): 3 clusters Score: Raw -2858.487535 + Penalty 1404.574006 = -1453.913528 nChanged 1 SP:Iteration 1Q (9.932240 sec): 3 clusters Score: Raw -2861.432201 + Penalty 1404.574006 = -1456.858195 nChanged 0 SP:Iteration 2F (9.932583 sec): 3 clusters Score: Raw -2861.432201 + Penalty 1404.574006 = -1456.858195 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 7 (2225 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.942944 sec): 2 clusters Score: Raw -78958.485200 + Penalty 334.627532 = -78623.857667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.947040 sec): 3 clusters Score: Raw -77574.382707 + Penalty 668.390243 = -76905.992464 nChanged 970 SP:Iteration 1F (9.951054 sec): 3 clusters Score: Raw -78086.221188 + Penalty 667.667224 = -77418.553964 nChanged 306 SP:Iteration 2F (9.955054 sec): 3 clusters Score: Raw -78269.664610 + Penalty 672.982422 = -77596.682189 nChanged 203 SP:Iteration 3F (9.959050 sec): 3 clusters Score: Raw -78424.699225 + Penalty 683.089940 = -77741.609285 nChanged 174 SP:Iteration 4F (9.963085 sec): 3 clusters Score: Raw -78535.903098 + Penalty 689.878861 = -77846.024237 nChanged 114 SP:Iteration 5F (9.967237 sec): 3 clusters Score: Raw -78595.160097 + Penalty 695.163484 = -77899.996613 nChanged 97 SP:Iteration 6Q (9.971382 sec): 3 clusters Score: Raw -78668.645151 + Penalty 700.066428 = -77968.578723 nChanged 73 SP:Iteration 7Q (9.975382 sec): 3 clusters Score: Raw -78726.924001 + Penalty 703.115717 = -78023.808284 nChanged 58 SP:Iteration 8Q (9.979347 sec): 3 clusters Score: Raw -78775.152537 + Penalty 704.811545 = -78070.340992 nChanged 64 SP:Iteration 9Q (9.983290 sec): 3 clusters Score: Raw -78811.655305 + Penalty 706.315612 = -78105.339694 nChanged 48 SP:Iteration 10F (9.987271 sec): 3 clusters Score: Raw -78835.643246 + Penalty 708.595940 = -78127.047306 nChanged 34 SP:Iteration 11Q (9.991142 sec): 3 clusters Score: Raw -78849.207407 + Penalty 712.228400 = -78136.979007 nChanged 26 SP:Iteration 12Q (9.995020 sec): 3 clusters Score: Raw -78856.932521 + Penalty 714.918243 = -78142.014278 nChanged 18 SP:Iteration 13Q (9.998967 sec): 3 clusters Score: Raw -78862.642069 + Penalty 717.237022 = -78145.405046 nChanged 15 SP:Iteration 14Q (10.002828 sec): 3 clusters Score: Raw -78870.203226 + Penalty 719.121852 = -78151.081374 nChanged 19 SP:Iteration 15Q (10.006717 sec): 3 clusters Score: Raw -78876.391962 + Penalty 721.225743 = -78155.166219 nChanged 19 SP:Iteration 16Q (10.010597 sec): 3 clusters Score: Raw -78882.110705 + Penalty 722.930194 = -78159.180511 nChanged 25 SP:Iteration 17Q (10.014430 sec): 3 clusters Score: Raw -78889.432116 + Penalty 724.266486 = -78165.165629 nChanged 21 SP:Iteration 18Q (10.018173 sec): 3 clusters Score: Raw -78894.415739 + Penalty 726.115827 = -78168.299912 nChanged 22 SP:Iteration 19Q (10.021899 sec): 3 clusters Score: Raw -78899.663954 + Penalty 727.135013 = -78172.528941 nChanged 14 SP:Iteration 20F (10.025872 sec): 3 clusters Score: Raw -78902.905247 + Penalty 727.533477 = -78175.371769 nChanged 12 SP:Iteration 21Q (10.029570 sec): 3 clusters Score: Raw -78905.096816 + Penalty 728.873158 = -78176.223658 nChanged 17 SP:Iteration 22Q (10.033271 sec): 3 clusters Score: Raw -78908.832509 + Penalty 730.654145 = -78178.178364 nChanged 17 SP:Iteration 23Q (10.036953 sec): 3 clusters Score: Raw -78912.406396 + Penalty 732.501477 = -78179.904919 nChanged 21 SP:Iteration 24Q (10.040630 sec): 3 clusters Score: Raw -78917.445391 + Penalty 733.505070 = -78183.940321 nChanged 12 SP:Iteration 25Q (10.044274 sec): 3 clusters Score: Raw -78919.563036 + Penalty 734.194290 = -78185.368746 nChanged 7 SP:Iteration 26Q (10.047907 sec): 3 clusters Score: Raw -78921.573576 + Penalty 735.289444 = -78186.284132 nChanged 8 SP:Iteration 27Q (10.051536 sec): 3 clusters Score: Raw -78923.307617 + Penalty 736.197336 = -78187.110281 nChanged 10 SP:Iteration 28Q (10.055149 sec): 3 clusters Score: Raw -78925.389300 + Penalty 737.700343 = -78187.688958 nChanged 8 SP:Iteration 29Q (10.058756 sec): 3 clusters Score: Raw -78927.118517 + Penalty 738.513533 = -78188.604984 nChanged 9 SP:Iteration 30F (10.062731 sec): 3 clusters Score: Raw -78928.557559 + Penalty 738.705227 = -78189.852332 nChanged 12 SP:Iteration 31Q (10.066354 sec): 3 clusters Score: Raw -78930.435494 + Penalty 739.166469 = -78191.269025 nChanged 6 SP:Iteration 32Q (10.069940 sec): 3 clusters Score: Raw -78931.018060 + Penalty 739.876324 = -78191.141737 nChanged 7 SP:Iteration 33F (10.073911 sec): 3 clusters Score: Raw -78932.590906 + Penalty 739.826338 = -78192.764568 nChanged 10 SP:Iteration 34Q (10.077486 sec): 3 clusters Score: Raw -78934.350124 + Penalty 740.165999 = -78194.184125 nChanged 7 SP:Iteration 35Q (10.081050 sec): 3 clusters Score: Raw -78935.213361 + Penalty 740.157413 = -78195.055948 nChanged 1 SP:Iteration 36Q (10.084604 sec): 3 clusters Score: Raw -78935.361913 + Penalty 740.582112 = -78194.779801 nChanged 1 SP:Iteration 37F (10.088572 sec): 3 clusters Score: Raw -78935.440958 + Penalty 740.819429 = -78194.621529 nChanged 2 SP:Iteration 38F (10.092545 sec): 3 clusters Score: Raw -78935.851853 + Penalty 740.888152 = -78194.963700 nChanged 2 SP:Iteration 39Q (10.096122 sec): 3 clusters Score: Raw -78936.152472 + Penalty 741.532088 = -78194.620384 nChanged 4 SP:Iteration 40F (10.100139 sec): 3 clusters Score: Raw -78936.963850 + Penalty 741.741884 = -78195.221966 nChanged 2 SP:Iteration 41Q (10.103683 sec): 3 clusters Score: Raw -78937.438479 + Penalty 741.993934 = -78195.444546 nChanged 2 SP:Iteration 42Q (10.107524 sec): 3 clusters Score: Raw -78937.667339 + Penalty 742.015493 = -78195.651846 nChanged 2 SP:Iteration 43Q (10.111103 sec): 3 clusters Score: Raw -78937.991090 + Penalty 741.934552 = -78196.056538 nChanged 1 SP:Iteration 44Q (10.114636 sec): 3 clusters Score: Raw -78938.211753 + Penalty 741.679282 = -78196.532471 nChanged 3 SP:Iteration 45Q (10.118165 sec): 3 clusters Score: Raw -78939.088048 + Penalty 740.699629 = -78198.388419 nChanged 4 SP:Iteration 46Q (10.121692 sec): 3 clusters Score: Raw -78940.454541 + Penalty 740.283897 = -78200.170644 nChanged 2 SP:Iteration 47Q (10.125204 sec): 3 clusters Score: Raw -78941.069274 + Penalty 739.695711 = -78201.373563 nChanged 3 SP:Iteration 48Q (10.128712 sec): 3 clusters Score: Raw -78942.042737 + Penalty 739.695711 = -78202.347025 nChanged 0 SP:Iteration 49F (10.132723 sec): 3 clusters Score: Raw -78942.042737 + Penalty 739.695711 = -78202.347025 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 8 (505 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.137190 sec): 2 clusters Score: Raw -16854.665764 + Penalty 200.090211 = -16654.575552 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.138297 sec): 3 clusters Score: Raw -16588.740105 + Penalty 404.624187 = -16184.115918 nChanged 206 SP:Iteration 1F (10.139363 sec): 3 clusters Score: Raw -16778.795509 + Penalty 410.825908 = -16367.969602 nChanged 59 SP:Iteration 2F (10.140431 sec): 3 clusters Score: Raw -16830.594880 + Penalty 412.313055 = -16418.281825 nChanged 24 SP:Iteration 3Q (10.141490 sec): 3 clusters Score: Raw -16852.087014 + Penalty 416.483074 = -16435.603941 nChanged 15 SP:Iteration 4Q (10.142542 sec): 3 clusters Score: Raw -16862.014321 + Penalty 418.727588 = -16443.286733 nChanged 7 SP:Iteration 5Q (10.143595 sec): 3 clusters Score: Raw -16865.893221 + Penalty 421.057470 = -16444.835751 nChanged 7 SP:Iteration 6Q (10.144648 sec): 3 clusters Score: Raw -16869.067894 + Penalty 422.598609 = -16446.469284 nChanged 4 SP:Iteration 7Q (10.145690 sec): 3 clusters Score: Raw -16870.558881 + Penalty 424.130139 = -16446.428742 nChanged 3 SP:Iteration 8F (10.146740 sec): 3 clusters Score: Raw -16871.191710 + Penalty 420.933831 = -16450.257879 nChanged 3 SP:Iteration 9Q (10.147784 sec): 3 clusters Score: Raw -16873.057203 + Penalty 422.834108 = -16450.223095 nChanged 6 SP:Iteration 10F (10.148851 sec): 3 clusters Score: Raw -16875.474524 + Penalty 423.201536 = -16452.272988 nChanged 2 SP:Iteration 11Q (10.149910 sec): 3 clusters Score: Raw -16876.454626 + Penalty 422.588304 = -16453.866322 nChanged 2 SP:Iteration 12Q (10.150967 sec): 3 clusters Score: Raw -16877.936754 + Penalty 424.222923 = -16453.713832 nChanged 2 SP:Iteration 13F (10.152030 sec): 3 clusters Score: Raw -16878.510599 + Penalty 425.076931 = -16453.433669 nChanged 1 SP:Iteration 14F (10.153092 sec): 3 clusters Score: Raw -16878.688684 + Penalty 425.922336 = -16452.766348 nChanged 1 SP:Iteration 15F (10.154154 sec): 3 clusters Score: Raw -16878.910764 + Penalty 425.922336 = -16452.988428 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 9 (363 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.155668 sec): 2 clusters Score: Raw -13923.183410 + Penalty 263.660383 = -13659.523027 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.156507 sec): 3 clusters Score: Raw -13740.892894 + Penalty 538.772915 = -13202.119979 nChanged 119 SP:Iteration 1F (10.157334 sec): 3 clusters Score: Raw -13824.727679 + Penalty 553.103294 = -13271.624386 nChanged 41 SP:Iteration 2F (10.158191 sec): 3 clusters Score: Raw -13856.422268 + Penalty 567.013076 = -13289.409192 nChanged 23 SP:Iteration 3F (10.159015 sec): 3 clusters Score: Raw -13881.442259 + Penalty 575.078813 = -13306.363446 nChanged 20 SP:Iteration 4F (10.159846 sec): 3 clusters Score: Raw -13907.717174 + Penalty 583.482186 = -13324.234988 nChanged 12 SP:Iteration 5Q (10.160658 sec): 3 clusters Score: Raw -13917.939471 + Penalty 585.230428 = -13332.709043 nChanged 5 SP:Iteration 6Q (10.161458 sec): 3 clusters Score: Raw -13922.196485 + Penalty 587.673816 = -13334.522669 nChanged 3 SP:Iteration 7Q (10.162250 sec): 3 clusters Score: Raw -13924.793995 + Penalty 591.733519 = -13333.060476 nChanged 3 SP:Iteration 8F (10.163073 sec): 3 clusters Score: Raw -13928.240668 + Penalty 591.804900 = -13336.435768 nChanged 3 SP:Iteration 9Q (10.163857 sec): 3 clusters Score: Raw -13931.901374 + Penalty 591.799841 = -13340.101532 nChanged 1 SP:Iteration 10F (10.164679 sec): 3 clusters Score: Raw -13932.330565 + Penalty 591.799841 = -13340.530724 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 10 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.165189 sec): 2 clusters Score: Raw -787.363018 + Penalty 310.597693 = -476.765325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.165432 sec): 3 clusters Score: Raw -814.617716 + Penalty 625.392108 = -189.225608 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 11 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.165961 sec): 2 clusters Score: Raw -990.491578 + Penalty 222.264076 = -768.227501 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.166223 sec): 3 clusters Score: Raw -1004.032146 + Penalty 444.179683 = -559.852462 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 12 (1259 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.170266 sec): 2 clusters Score: Raw -45906.843741 + Penalty 182.520894 = -45724.322847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.172640 sec): 3 clusters Score: Raw -45124.465814 + Penalty 368.858303 = -44755.607512 nChanged 558 SP:Iteration 1F (10.174975 sec): 3 clusters Score: Raw -45498.414272 + Penalty 376.536927 = -45121.877345 nChanged 144 SP:Iteration 2F (10.177303 sec): 3 clusters Score: Raw -45614.197410 + Penalty 383.132717 = -45231.064694 nChanged 96 SP:Iteration 3F (10.179629 sec): 3 clusters Score: Raw -45706.249866 + Penalty 387.300205 = -45318.949660 nChanged 63 SP:Iteration 4F (10.181954 sec): 3 clusters Score: Raw -45753.713684 + Penalty 390.739298 = -45362.974386 nChanged 52 SP:Iteration 5Q (10.184182 sec): 3 clusters Score: Raw -45784.952410 + Penalty 396.079661 = -45388.872749 nChanged 36 SP:Iteration 6Q (10.186380 sec): 3 clusters Score: Raw -45802.558560 + Penalty 401.399579 = -45401.158982 nChanged 30 SP:Iteration 7Q (10.188579 sec): 3 clusters Score: Raw -45815.953454 + Penalty 409.113602 = -45406.839852 nChanged 31 SP:Iteration 8Q (10.190727 sec): 3 clusters Score: Raw -45829.470396 + Penalty 413.342041 = -45416.128355 nChanged 25 SP:Iteration 9Q (10.192857 sec): 3 clusters Score: Raw -45841.392893 + Penalty 419.081279 = -45422.311615 nChanged 27 SP:Iteration 10F (10.195182 sec): 3 clusters Score: Raw -45852.752319 + Penalty 426.088481 = -45426.663838 nChanged 23 SP:Iteration 11Q (10.197286 sec): 3 clusters Score: Raw -45864.496167 + Penalty 430.267124 = -45434.229043 nChanged 20 SP:Iteration 12Q (10.199377 sec): 3 clusters Score: Raw -45873.937744 + Penalty 435.171973 = -45438.765771 nChanged 10 SP:Iteration 13Q (10.201463 sec): 3 clusters Score: Raw -45878.102857 + Penalty 434.806751 = -45443.296106 nChanged 9 SP:Iteration 14Q (10.203567 sec): 3 clusters Score: Raw -45881.128117 + Penalty 435.084304 = -45446.043812 nChanged 9 SP:Iteration 15Q (10.205691 sec): 3 clusters Score: Raw -45885.224858 + Penalty 432.833947 = -45452.390911 nChanged 7 SP:Iteration 16Q (10.207946 sec): 3 clusters Score: Raw -45888.156464 + Penalty 434.432600 = -45453.723864 nChanged 3 SP:Iteration 17Q (10.210154 sec): 3 clusters Score: Raw -45890.083621 + Penalty 432.492876 = -45457.590745 nChanged 2 SP:Iteration 18Q (10.212249 sec): 3 clusters Score: Raw -45890.852766 + Penalty 430.989618 = -45459.863148 nChanged 5 SP:Iteration 19Q (10.214278 sec): 3 clusters Score: Raw -45891.508880 + Penalty 428.502532 = -45463.006348 nChanged 3 SP:Iteration 20F (10.216601 sec): 3 clusters Score: Raw -45892.866898 + Penalty 428.502532 = -45464.364366 nChanged 0 Memory request: 0.01 GB would take us to total of 0.17 GB. Trying to split cluster 13 (797 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.220749 sec): 2 clusters Score: Raw -28292.365069 + Penalty 89.385230 = -28202.979839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.222324 sec): 3 clusters Score: Raw -27804.887908 + Penalty 167.205355 = -27637.682553 nChanged 358 SP:Iteration 1F (10.223874 sec): 3 clusters Score: Raw -28178.688122 + Penalty 159.226774 = -28019.461348 nChanged 63 SP:Iteration 2F (10.225421 sec): 3 clusters Score: Raw -28233.869315 + Penalty 155.426082 = -28078.443233 nChanged 27 SP:Iteration 3Q (10.226985 sec): 3 clusters Score: Raw -28251.463994 + Penalty 155.134983 = -28096.329011 nChanged 14 SP:Iteration 4Q (10.228499 sec): 3 clusters Score: Raw -28259.443955 + Penalty 154.789332 = -28104.654623 nChanged 13 SP:Iteration 5Q (10.229976 sec): 3 clusters Score: Raw -28266.807871 + Penalty 154.421683 = -28112.386188 nChanged 7 SP:Iteration 6Q (10.231431 sec): 3 clusters Score: Raw -28271.751381 + Penalty 153.947376 = -28117.804006 nChanged 9 SP:Iteration 7Q (10.232923 sec): 3 clusters Score: Raw -28276.757536 + Penalty 153.562049 = -28123.195487 nChanged 11 SP:Iteration 8Q (10.234382 sec): 3 clusters Score: Raw -28280.817366 + Penalty 153.361773 = -28127.455593 nChanged 6 SP:Iteration 9Q (10.235823 sec): 3 clusters Score: Raw -28282.183971 + Penalty 153.196880 = -28128.987090 nChanged 7 SP:Iteration 10F (10.237366 sec): 3 clusters Score: Raw -28283.821386 + Penalty 153.113050 = -28130.708336 nChanged 5 SP:Iteration 11Q (10.238834 sec): 3 clusters Score: Raw -28284.457859 + Penalty 153.163028 = -28131.294831 nChanged 2 SP:Iteration 12Q (10.240283 sec): 3 clusters Score: Raw -28284.708577 + Penalty 153.102051 = -28131.606526 nChanged 1 SP:Iteration 13Q (10.241715 sec): 3 clusters Score: Raw -28284.747571 + Penalty 153.140775 = -28131.606796 nChanged 1 SP:Iteration 14Q (10.243131 sec): 3 clusters Score: Raw -28284.843566 + Penalty 153.181600 = -28131.661966 nChanged 1 SP:Iteration 15Q (10.244583 sec): 3 clusters Score: Raw -28284.928912 + Penalty 153.181600 = -28131.747312 nChanged 0 SP:Iteration 16F (10.246154 sec): 3 clusters Score: Raw -28284.928912 + Penalty 153.181600 = -28131.747312 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 14 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.248063 sec): 2 clusters Score: Raw -1940.316650 + Penalty 289.968173 = -1650.348476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.248369 sec): 3 clusters Score: Raw -1964.944563 + Penalty 580.237746 = -1384.706817 nChanged 3 SP:Iteration 1F (10.248672 sec): 3 clusters Score: Raw -1976.219991 + Penalty 582.604421 = -1393.615570 nChanged 3 SP:Iteration 2F (10.248968 sec): 3 clusters Score: Raw -1984.574399 + Penalty 582.604421 = -1401.969978 nChanged 0 Memory request: 0.01 GB would take us to total of 0.17 GB. Trying to split cluster 15 (647 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.251475 sec): 2 clusters Score: Raw -26648.927910 + Penalty 292.359448 = -26356.568462 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.252821 sec): 3 clusters Score: Raw -26287.334732 + Penalty 586.137825 = -25701.196906 nChanged 249 SP:Iteration 1F (10.254147 sec): 3 clusters Score: Raw -26428.606620 + Penalty 589.152589 = -25839.454031 nChanged 73 SP:Iteration 2F (10.255499 sec): 3 clusters Score: Raw -26475.054282 + Penalty 593.494812 = -25881.559470 nChanged 41 SP:Iteration 3F (10.256825 sec): 3 clusters Score: Raw -26492.362555 + Penalty 597.658145 = -25894.704410 nChanged 24 SP:Iteration 4Q (10.258144 sec): 3 clusters Score: Raw -26503.899877 + Penalty 603.441385 = -25900.458492 nChanged 24 SP:Iteration 5Q (10.259463 sec): 3 clusters Score: Raw -26521.516051 + Penalty 611.091803 = -25910.424247 nChanged 29 SP:Iteration 6Q (10.260793 sec): 3 clusters Score: Raw -26551.739331 + Penalty 620.628070 = -25931.111262 nChanged 25 SP:Iteration 7Q (10.262107 sec): 3 clusters Score: Raw -26570.416873 + Penalty 627.082545 = -25943.334328 nChanged 19 SP:Iteration 8Q (10.263412 sec): 3 clusters Score: Raw -26585.066953 + Penalty 633.409460 = -25951.657493 nChanged 17 SP:Iteration 9Q (10.264726 sec): 3 clusters Score: Raw -26601.354767 + Penalty 642.438901 = -25958.915866 nChanged 13 SP:Iteration 10F (10.266045 sec): 3 clusters Score: Raw -26616.780458 + Penalty 646.478241 = -25970.302217 nChanged 10 SP:Iteration 11Q (10.267323 sec): 3 clusters Score: Raw -26627.777188 + Penalty 648.556093 = -25979.221095 nChanged 4 SP:Iteration 12Q (10.268572 sec): 3 clusters Score: Raw -26629.413052 + Penalty 649.558031 = -25979.855021 nChanged 3 SP:Iteration 13Q (10.269798 sec): 3 clusters Score: Raw -26630.778620 + Penalty 649.137437 = -25981.641182 nChanged 1 SP:Iteration 14Q (10.271010 sec): 3 clusters Score: Raw -26631.624807 + Penalty 649.112067 = -25982.512740 nChanged 1 SP:Iteration 15Q (10.272224 sec): 3 clusters Score: Raw -26631.979692 + Penalty 649.112067 = -25982.867624 nChanged 0 SP:Iteration 16F (10.273542 sec): 3 clusters Score: Raw -26631.979692 + Penalty 649.112067 = -25982.867624 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 16 (83 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.274691 sec): 2 clusters Score: Raw -3417.165322 + Penalty 285.272702 = -3131.892620 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.275052 sec): 3 clusters Score: Raw -3398.910592 + Penalty 570.254540 = -2828.656052 nChanged 9 SP:Iteration 1F (10.275412 sec): 3 clusters Score: Raw -3405.663366 + Penalty 570.430680 = -2835.232686 nChanged 2 SP:Iteration 2Q (10.275770 sec): 3 clusters Score: Raw -3406.343322 + Penalty 570.535575 = -2835.807747 nChanged 1 SP:Iteration 3Q (10.276128 sec): 3 clusters Score: Raw -3407.468957 + Penalty 570.535575 = -2836.933382 nChanged 0 SP:Iteration 4F (10.276486 sec): 3 clusters Score: Raw -3407.468957 + Penalty 570.535575 = -2836.933382 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 17 (232 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.278236 sec): 2 clusters Score: Raw -8204.440757 + Penalty 552.886870 = -7651.553887 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.278852 sec): 3 clusters Score: Raw -8171.391598 + Penalty 1108.312580 = -7063.079018 nChanged 49 SP:Iteration 1F (10.279459 sec): 3 clusters Score: Raw -8247.556413 + Penalty 1107.852182 = -7139.704231 nChanged 16 SP:Iteration 2F (10.280068 sec): 3 clusters Score: Raw -8273.960819 + Penalty 1107.793086 = -7166.167733 nChanged 4 SP:Iteration 3Q (10.280652 sec): 3 clusters Score: Raw -8282.062576 + Penalty 1107.375174 = -7174.687401 nChanged 1 SP:Iteration 4Q (10.281232 sec): 3 clusters Score: Raw -8284.590504 + Penalty 1107.375174 = -7177.215329 nChanged 0 SP:Iteration 5F (10.281833 sec): 3 clusters Score: Raw -8284.590504 + Penalty 1107.375174 = -7177.215329 nChanged 0 Memory request: 0.02 GB would take us to total of 0.18 GB. Trying to split cluster 18 (2780 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.294923 sec): 2 clusters Score: Raw -94340.974512 + Penalty 174.274501 = -94166.700011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.300236 sec): 3 clusters Score: Raw -92575.718448 + Penalty 355.802297 = -92219.916151 nChanged 1256 SP:Iteration 1F (10.305249 sec): 3 clusters Score: Raw -93655.075387 + Penalty 351.405549 = -93303.669838 nChanged 242 SP:Iteration 2F (10.310503 sec): 3 clusters Score: Raw -93881.955044 + Penalty 347.074546 = -93534.880498 nChanged 118 SP:Iteration 3Q (10.315473 sec): 3 clusters Score: Raw -94065.682383 + Penalty 342.002653 = -93723.679729 nChanged 66 SP:Iteration 4Q (10.320165 sec): 3 clusters Score: Raw -94160.480062 + Penalty 341.026000 = -93819.454063 nChanged 43 SP:Iteration 5Q (10.324888 sec): 3 clusters Score: Raw -94176.372582 + Penalty 341.846470 = -93834.526112 nChanged 48 SP:Iteration 6Q (10.329721 sec): 3 clusters Score: Raw -94196.677036 + Penalty 343.966869 = -93852.710167 nChanged 44 SP:Iteration 7Q (10.334178 sec): 3 clusters Score: Raw -94216.395165 + Penalty 344.586542 = -93871.808623 nChanged 42 SP:Iteration 8Q (10.338545 sec): 3 clusters Score: Raw -94231.848473 + Penalty 344.179500 = -93887.668973 nChanged 25 SP:Iteration 9Q (10.342907 sec): 3 clusters Score: Raw -94240.213843 + Penalty 345.773840 = -93894.440003 nChanged 27 SP:Iteration 10F (10.347845 sec): 3 clusters Score: Raw -94248.511599 + Penalty 348.438365 = -93900.073233 nChanged 20 SP:Iteration 11Q (10.352106 sec): 3 clusters Score: Raw -94254.857757 + Penalty 350.160642 = -93904.697115 nChanged 19 SP:Iteration 12Q (10.356341 sec): 3 clusters Score: Raw -94259.761979 + Penalty 352.173859 = -93907.588120 nChanged 17 SP:Iteration 13Q (10.360563 sec): 3 clusters Score: Raw -94265.140798 + Penalty 351.766648 = -93913.374150 nChanged 21 SP:Iteration 14Q (10.364758 sec): 3 clusters Score: Raw -94271.241828 + Penalty 353.377870 = -93917.863958 nChanged 19 SP:Iteration 15Q (10.368975 sec): 3 clusters Score: Raw -94276.824496 + Penalty 354.701878 = -93922.122618 nChanged 13 SP:Iteration 16Q (10.373248 sec): 3 clusters Score: Raw -94279.920600 + Penalty 357.590406 = -93922.330193 nChanged 20 SP:Iteration 17Q (10.377371 sec): 3 clusters Score: Raw -94286.517443 + Penalty 362.792946 = -93923.724497 nChanged 23 SP:Iteration 18Q (10.381515 sec): 3 clusters Score: Raw -94294.763748 + Penalty 367.731842 = -93927.031906 nChanged 19 SP:Iteration 19Q (10.385599 sec): 3 clusters Score: Raw -94302.148711 + Penalty 371.240395 = -93930.908316 nChanged 19 SP:Iteration 20F (10.390546 sec): 3 clusters Score: Raw -94309.397046 + Penalty 373.622198 = -93935.774848 nChanged 15 SP:Iteration 21Q (10.394584 sec): 3 clusters Score: Raw -94315.209628 + Penalty 377.852245 = -93937.357382 nChanged 10 SP:Iteration 22Q (10.398677 sec): 3 clusters Score: Raw -94318.152169 + Penalty 380.468948 = -93937.683221 nChanged 11 SP:Iteration 23Q (10.403118 sec): 3 clusters Score: Raw -94322.282904 + Penalty 382.254938 = -93940.027965 nChanged 10 SP:Iteration 24Q (10.407579 sec): 3 clusters Score: Raw -94325.063213 + Penalty 381.324131 = -93943.739083 nChanged 9 SP:Iteration 25Q (10.412057 sec): 3 clusters Score: Raw -94330.653925 + Penalty 380.737600 = -93949.916325 nChanged 7 SP:Iteration 26Q (10.416483 sec): 3 clusters Score: Raw -94333.413478 + Penalty 388.828667 = -93944.584811 nChanged 10 SP:Iteration 27F (10.421850 sec): 3 clusters Score: Raw -94339.008101 + Penalty 389.972946 = -93949.035155 nChanged 14 SP:Iteration 28Q (10.426151 sec): 3 clusters Score: Raw -94347.037793 + Penalty 405.843698 = -93941.194095 nChanged 10 SP:Iteration 29F (10.431525 sec): 3 clusters Score: Raw -94351.791393 + Penalty 402.856863 = -93948.934530 nChanged 7 SP:Iteration 30F (10.436963 sec): 3 clusters Score: Raw -94355.229275 + Penalty 413.387895 = -93941.841380 nChanged 5 SP:Iteration 31F (10.442044 sec): 3 clusters Score: Raw -94359.053305 + Penalty 411.238378 = -93947.814926 nChanged 9 SP:Iteration 32Q (10.445990 sec): 3 clusters Score: Raw -94367.630241 + Penalty 405.364185 = -93962.266056 nChanged 5 SP:Iteration 33Q (10.450053 sec): 3 clusters Score: Raw -94370.922363 + Penalty 397.068955 = -93973.853409 nChanged 1 SP:Iteration 34Q (10.454104 sec): 3 clusters Score: Raw -94371.698701 + Penalty 397.068955 = -93974.629746 nChanged 0 SP:Iteration 35F (10.459054 sec): 3 clusters Score: Raw -94371.698701 + Penalty 397.068955 = -93974.629746 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 19 (516 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.463028 sec): 2 clusters Score: Raw -18420.137722 + Penalty 334.769731 = -18085.367991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.464145 sec): 3 clusters Score: Raw -18152.555394 + Penalty 669.221208 = -17483.334186 nChanged 171 SP:Iteration 1F (10.465235 sec): 3 clusters Score: Raw -18261.757390 + Penalty 673.574049 = -17588.183341 nChanged 49 SP:Iteration 2F (10.466324 sec): 3 clusters Score: Raw -18304.046351 + Penalty 678.147774 = -17625.898577 nChanged 34 SP:Iteration 3F (10.467412 sec): 3 clusters Score: Raw -18323.241960 + Penalty 683.548143 = -17639.693817 nChanged 24 SP:Iteration 4Q (10.468499 sec): 3 clusters Score: Raw -18339.939031 + Penalty 689.836217 = -17650.102813 nChanged 18 SP:Iteration 5Q (10.469588 sec): 3 clusters Score: Raw -18351.614618 + Penalty 692.949639 = -17658.664979 nChanged 19 SP:Iteration 6Q (10.470678 sec): 3 clusters Score: Raw -18370.421832 + Penalty 700.352611 = -17670.069220 nChanged 11 SP:Iteration 7Q (10.471748 sec): 3 clusters Score: Raw -18382.227952 + Penalty 709.778581 = -17672.449371 nChanged 13 SP:Iteration 8Q (10.472814 sec): 3 clusters Score: Raw -18401.208318 + Penalty 714.154662 = -17687.053655 nChanged 9 SP:Iteration 9Q (10.473873 sec): 3 clusters Score: Raw -18411.074705 + Penalty 719.639025 = -17691.435680 nChanged 11 SP:Iteration 10F (10.474958 sec): 3 clusters Score: Raw -18419.624449 + Penalty 721.894817 = -17697.729632 nChanged 7 SP:Iteration 11Q (10.475991 sec): 3 clusters Score: Raw -18430.503105 + Penalty 724.280863 = -17706.222242 nChanged 5 SP:Iteration 12Q (10.476995 sec): 3 clusters Score: Raw -18434.497810 + Penalty 721.375033 = -17713.122777 nChanged 6 SP:Iteration 13Q (10.477994 sec): 3 clusters Score: Raw -18440.193826 + Penalty 724.086623 = -17716.107203 nChanged 4 SP:Iteration 14Q (10.478980 sec): 3 clusters Score: Raw -18442.267178 + Penalty 722.780594 = -17719.486585 nChanged 2 SP:Iteration 15Q (10.479962 sec): 3 clusters Score: Raw -18443.907638 + Penalty 722.780594 = -17721.127044 nChanged 0 SP:Iteration 16F (10.481047 sec): 3 clusters Score: Raw -18443.907638 + Penalty 722.780594 = -17721.127044 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 20 (132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.482314 sec): 2 clusters Score: Raw -4632.100118 + Penalty 606.967019 = -4025.133099 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.482759 sec): 3 clusters Score: Raw -4692.932444 + Penalty 1214.272685 = -3478.659759 nChanged 9 SP:Iteration 1F (10.483193 sec): 3 clusters Score: Raw -4715.834271 + Penalty 1214.006177 = -3501.828094 nChanged 3 SP:Iteration 2Q (10.483605 sec): 3 clusters Score: Raw -4721.010018 + Penalty 1214.006177 = -3507.003841 nChanged 0 SP:Iteration 3F (10.484038 sec): 3 clusters Score: Raw -4721.010018 + Penalty 1214.006177 = -3507.003841 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 21 (1344 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.488675 sec): 2 clusters Score: Raw -48388.443038 + Penalty 126.127603 = -48262.315436 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.491221 sec): 3 clusters Score: Raw -47561.722288 + Penalty 253.523898 = -47308.198390 nChanged 612 SP:Iteration 1F (10.493698 sec): 3 clusters Score: Raw -47914.098423 + Penalty 259.474582 = -47654.623841 nChanged 169 SP:Iteration 2F (10.496172 sec): 3 clusters Score: Raw -48038.320974 + Penalty 267.726471 = -47770.594503 nChanged 114 SP:Iteration 3F (10.498641 sec): 3 clusters Score: Raw -48139.287901 + Penalty 275.032594 = -47864.255308 nChanged 80 SP:Iteration 4F (10.501147 sec): 3 clusters Score: Raw -48194.729333 + Penalty 282.822186 = -47911.907147 nChanged 51 SP:Iteration 5Q (10.503571 sec): 3 clusters Score: Raw -48231.944932 + Penalty 289.329660 = -47942.615272 nChanged 49 SP:Iteration 6Q (10.505940 sec): 3 clusters Score: Raw -48262.495847 + Penalty 296.229035 = -47966.266812 nChanged 42 SP:Iteration 7Q (10.508272 sec): 3 clusters Score: Raw -48293.336382 + Penalty 307.135969 = -47986.200413 nChanged 42 SP:Iteration 8Q (10.510648 sec): 3 clusters Score: Raw -48325.231349 + Penalty 322.986924 = -48002.244426 nChanged 42 SP:Iteration 9Q (10.512962 sec): 3 clusters Score: Raw -48354.974346 + Penalty 322.360959 = -48032.613387 nChanged 26 SP:Iteration 10F (10.515640 sec): 3 clusters Score: Raw -48374.988307 + Penalty 317.719197 = -48057.269110 nChanged 17 SP:Iteration 11Q (10.517911 sec): 3 clusters Score: Raw -48386.248996 + Penalty 318.967427 = -48067.281570 nChanged 7 SP:Iteration 12Q (10.520050 sec): 3 clusters Score: Raw -48388.710161 + Penalty 327.087173 = -48061.622988 nChanged 5 SP:Iteration 13F (10.522517 sec): 3 clusters Score: Raw -48390.855346 + Penalty 326.151390 = -48064.703956 nChanged 2 SP:Iteration 14Q (10.524597 sec): 3 clusters Score: Raw -48390.819938 + Penalty 323.944558 = -48066.875381 nChanged 1 SP:Iteration 15Q (10.526678 sec): 3 clusters Score: Raw -48391.459904 + Penalty 324.314713 = -48067.145191 nChanged 1 SP:Iteration 16Q (10.528755 sec): 3 clusters Score: Raw -48392.135202 + Penalty 326.406689 = -48065.728513 nChanged 1 SP:Iteration 17F (10.531223 sec): 3 clusters Score: Raw -48399.448487 + Penalty 326.406689 = -48073.041798 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 22 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.532408 sec): 2 clusters Score: Raw -2372.965454 + Penalty 517.043032 = -1855.922422 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.532738 sec): 3 clusters Score: Raw -2485.208598 + Penalty 1035.544395 = -1449.664203 nChanged 1 SP:Iteration 1Q (10.533043 sec): 3 clusters Score: Raw -2491.285172 + Penalty 1035.544395 = -1455.740777 nChanged 0 SP:Iteration 2F (10.533369 sec): 3 clusters Score: Raw -2491.285172 + Penalty 1035.544395 = -1455.740777 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 23 (253 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.535264 sec): 2 clusters Score: Raw -8979.843306 + Penalty 351.806131 = -8628.037174 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.535937 sec): 3 clusters Score: Raw -8902.546828 + Penalty 702.846074 = -8199.700753 nChanged 63 SP:Iteration 1F (10.536601 sec): 3 clusters Score: Raw -8973.312105 + Penalty 700.715814 = -8272.596291 nChanged 18 SP:Iteration 2F (10.537265 sec): 3 clusters Score: Raw -8993.434426 + Penalty 699.862029 = -8293.572397 nChanged 9 SP:Iteration 3Q (10.537894 sec): 3 clusters Score: Raw -9008.386849 + Penalty 697.982769 = -8310.404080 nChanged 9 SP:Iteration 4Q (10.538520 sec): 3 clusters Score: Raw -9018.787164 + Penalty 697.215218 = -8321.571946 nChanged 6 SP:Iteration 5Q (10.539144 sec): 3 clusters Score: Raw -9029.651616 + Penalty 696.033504 = -8333.618112 nChanged 4 SP:Iteration 6Q (10.539767 sec): 3 clusters Score: Raw -9038.775831 + Penalty 696.039982 = -8342.735849 nChanged 6 SP:Iteration 7Q (10.540385 sec): 3 clusters Score: Raw -9050.229802 + Penalty 697.224000 = -8353.005802 nChanged 6 SP:Iteration 8Q (10.540997 sec): 3 clusters Score: Raw -9064.070056 + Penalty 697.924316 = -8366.145740 nChanged 6 SP:Iteration 9Q (10.541603 sec): 3 clusters Score: Raw -9077.443000 + Penalty 697.647502 = -8379.795498 nChanged 5 SP:Iteration 10F (10.542242 sec): 3 clusters Score: Raw -9082.490415 + Penalty 697.397363 = -8385.093051 nChanged 1 SP:Iteration 11Q (10.542843 sec): 3 clusters Score: Raw -9083.361563 + Penalty 698.149422 = -8385.212141 nChanged 1 SP:Iteration 12Q (10.543471 sec): 3 clusters Score: Raw -9084.565183 + Penalty 698.149422 = -8386.415761 nChanged 0 SP:Iteration 13F (10.544112 sec): 3 clusters Score: Raw -9084.565183 + Penalty 698.149422 = -8386.415761 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 24 (49 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.545208 sec): 2 clusters Score: Raw -1909.281906 + Penalty 294.714244 = -1614.567662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.545508 sec): 3 clusters Score: Raw -1915.128112 + Penalty 587.549881 = -1327.578231 nChanged 5 SP:Iteration 1F (10.545808 sec): 3 clusters Score: Raw -1941.203617 + Penalty 584.748028 = -1356.455589 nChanged 2 SP:Iteration 2Q (10.546095 sec): 3 clusters Score: Raw -1945.165383 + Penalty 584.748028 = -1360.417355 nChanged 0 SP:Iteration 3F (10.546388 sec): 3 clusters Score: Raw -1945.165383 + Penalty 584.748028 = -1360.417355 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 25 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.547204 sec): 2 clusters Score: Raw -1033.564643 + Penalty 269.758033 = -763.806610 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.547465 sec): 3 clusters Score: Raw -1043.460236 + Penalty 542.935787 = -500.524449 nChanged 1 SP:Iteration 1Q (10.547719 sec): 3 clusters Score: Raw -1044.879324 + Penalty 542.935787 = -501.943537 nChanged 0 SP:Iteration 2F (10.547974 sec): 3 clusters Score: Raw -1044.879324 + Penalty 542.935787 = -501.943537 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 27 (289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.549964 sec): 2 clusters Score: Raw -11513.045282 + Penalty 438.211163 = -11074.834119 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.550677 sec): 3 clusters Score: Raw -11387.411286 + Penalty 875.306128 = -10512.105157 nChanged 76 SP:Iteration 1F (10.551380 sec): 3 clusters Score: Raw -11450.409373 + Penalty 875.454495 = -10574.954878 nChanged 16 SP:Iteration 2F (10.552097 sec): 3 clusters Score: Raw -11468.882412 + Penalty 875.725946 = -10593.156467 nChanged 11 SP:Iteration 3Q (10.552796 sec): 3 clusters Score: Raw -11483.764481 + Penalty 875.725862 = -10608.038620 nChanged 10 SP:Iteration 4Q (10.553489 sec): 3 clusters Score: Raw -11493.122270 + Penalty 875.238044 = -10617.884226 nChanged 11 SP:Iteration 5Q (10.554181 sec): 3 clusters Score: Raw -11505.113999 + Penalty 875.319994 = -10629.794005 nChanged 12 SP:Iteration 6Q (10.554871 sec): 3 clusters Score: Raw -11520.061783 + Penalty 873.801493 = -10646.260289 nChanged 11 SP:Iteration 7Q (10.555562 sec): 3 clusters Score: Raw -11533.377924 + Penalty 873.276969 = -10660.100956 nChanged 7 SP:Iteration 8Q (10.556247 sec): 3 clusters Score: Raw -11544.794819 + Penalty 873.754788 = -10671.040031 nChanged 5 SP:Iteration 9Q (10.556930 sec): 3 clusters Score: Raw -11550.244020 + Penalty 872.789273 = -10677.454747 nChanged 2 SP:Iteration 10F (10.557629 sec): 3 clusters Score: Raw -11551.621215 + Penalty 872.387057 = -10679.234158 nChanged 1 SP:Iteration 11Q (10.558312 sec): 3 clusters Score: Raw -11552.956675 + Penalty 872.998346 = -10679.958329 nChanged 1 SP:Iteration 12Q (10.558993 sec): 3 clusters Score: Raw -11555.484280 + Penalty 872.495818 = -10682.988462 nChanged 1 SP:Iteration 13Q (10.559673 sec): 3 clusters Score: Raw -11555.974076 + Penalty 872.059573 = -10683.914502 nChanged 1 SP:Iteration 14Q (10.560355 sec): 3 clusters Score: Raw -11556.515428 + Penalty 872.059573 = -10684.455854 nChanged 0 SP:Iteration 15F (10.561056 sec): 3 clusters Score: Raw -11556.515428 + Penalty 872.059573 = -10684.455854 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 28 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.561982 sec): 2 clusters Score: Raw -363.334729 + Penalty 258.524640 = -104.810088 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.562234 sec): 3 clusters Score: Raw -370.612283 + Penalty 517.049281 = 146.436998 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 29 (53 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.563112 sec): 2 clusters Score: Raw -2107.314637 + Penalty 412.932844 = -1694.381793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.563418 sec): 3 clusters Score: Raw -2145.122789 + Penalty 826.058337 = -1319.064451 nChanged 1 SP:Iteration 1Q (10.563709 sec): 3 clusters Score: Raw -2147.346986 + Penalty 826.058337 = -1321.288649 nChanged 0 SP:Iteration 2F (10.564008 sec): 3 clusters Score: Raw -2147.346986 + Penalty 826.058337 = -1321.288649 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 30 (108 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.565027 sec): 2 clusters Score: Raw -3883.702363 + Penalty 678.611884 = -3205.090479 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.565432 sec): 3 clusters Score: Raw -4010.799647 + Penalty 1357.223767 = -2653.575879 nChanged 8 SP:Iteration 1F (10.565834 sec): 3 clusters Score: Raw -4046.307561 + Penalty 1357.830535 = -2688.477026 nChanged 2 SP:Iteration 2Q (10.566206 sec): 3 clusters Score: Raw -4049.960978 + Penalty 1358.609903 = -2691.351074 nChanged 2 SP:Iteration 3Q (10.566577 sec): 3 clusters Score: Raw -4056.685968 + Penalty 1358.609903 = -2698.076065 nChanged 0 SP:Iteration 4F (10.566977 sec): 3 clusters Score: Raw -4056.685968 + Penalty 1358.609903 = -2698.076065 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 31 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.567743 sec): 2 clusters Score: Raw -180.646214 + Penalty 154.950683 = -25.695531 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.567957 sec): 3 clusters Score: Raw -173.429048 + Penalty 333.807416 = 160.378368 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 32 (260 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.569389 sec): 2 clusters Score: Raw -10993.265552 + Penalty 268.469299 = -10724.796254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.570079 sec): 3 clusters Score: Raw -10863.290918 + Penalty 543.137368 = -10320.153550 nChanged 93 SP:Iteration 1F (10.570732 sec): 3 clusters Score: Raw -10941.594341 + Penalty 566.518364 = -10375.075977 nChanged 29 SP:Iteration 2F (10.571383 sec): 3 clusters Score: Raw -10972.577215 + Penalty 578.901735 = -10393.675480 nChanged 14 SP:Iteration 3F (10.572034 sec): 3 clusters Score: Raw -10988.581291 + Penalty 588.852141 = -10399.729151 nChanged 9 SP:Iteration 4Q (10.572663 sec): 3 clusters Score: Raw -10998.726147 + Penalty 597.242788 = -10401.483359 nChanged 3 SP:Iteration 5Q (10.573274 sec): 3 clusters Score: Raw -11001.363908 + Penalty 600.309979 = -10401.053929 nChanged 3 SP:Iteration 6F (10.573923 sec): 3 clusters Score: Raw -11003.456745 + Penalty 604.515957 = -10398.940788 nChanged 3 SP:Iteration 7F (10.574573 sec): 3 clusters Score: Raw -11007.641012 + Penalty 611.355956 = -10396.285056 nChanged 3 SP:Iteration 8F (10.575223 sec): 3 clusters Score: Raw -11009.855316 + Penalty 611.897539 = -10397.957777 nChanged 2 SP:Iteration 9Q (10.575822 sec): 3 clusters Score: Raw -11011.205099 + Penalty 611.897539 = -10399.307560 nChanged 0 SP:Iteration 10F (10.576471 sec): 3 clusters Score: Raw -11011.205099 + Penalty 611.897539 = -10399.307560 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 33 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.577336 sec): 2 clusters Score: Raw -390.569452 + Penalty 154.127537 = -236.441916 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.577593 sec): 3 clusters Score: Raw -397.644835 + Penalty 302.154674 = -95.490161 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 34 (123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.578647 sec): 2 clusters Score: Raw -4731.189291 + Penalty 367.247929 = -4363.941362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.579086 sec): 3 clusters Score: Raw -4710.586093 + Penalty 731.161199 = -3979.424893 nChanged 29 SP:Iteration 1F (10.579525 sec): 3 clusters Score: Raw -4745.629796 + Penalty 730.852850 = -4014.776946 nChanged 5 SP:Iteration 2Q (10.579954 sec): 3 clusters Score: Raw -4754.217214 + Penalty 730.402388 = -4023.814825 nChanged 1 SP:Iteration 3Q (10.580383 sec): 3 clusters Score: Raw -4755.071813 + Penalty 730.402388 = -4024.669424 nChanged 0 SP:Iteration 4F (10.580814 sec): 3 clusters Score: Raw -4755.071813 + Penalty 730.402388 = -4024.669424 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 35 (234 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.582268 sec): 2 clusters Score: Raw -8713.600196 + Penalty 425.794835 = -8287.805361 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.582887 sec): 3 clusters Score: Raw -8659.056587 + Penalty 851.672936 = -7807.383651 nChanged 56 SP:Iteration 1F (10.583497 sec): 3 clusters Score: Raw -8728.883873 + Penalty 851.371873 = -7877.512000 nChanged 14 SP:Iteration 2F (10.584110 sec): 3 clusters Score: Raw -8743.151711 + Penalty 851.372263 = -7891.779448 nChanged 4 SP:Iteration 3Q (10.584703 sec): 3 clusters Score: Raw -8746.901648 + Penalty 851.327482 = -7895.574166 nChanged 1 SP:Iteration 4Q (10.585295 sec): 3 clusters Score: Raw -8747.557028 + Penalty 851.327482 = -7896.229546 nChanged 0 SP:Iteration 5F (10.585901 sec): 3 clusters Score: Raw -8747.557028 + Penalty 851.327482 = -7896.229546 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 36 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.586900 sec): 2 clusters Score: Raw -993.353312 + Penalty 223.703364 = -769.649947 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.587172 sec): 3 clusters Score: Raw -1023.445288 + Penalty 469.080908 = -554.364380 nChanged 1 SP:Iteration 1Q (10.587433 sec): 3 clusters Score: Raw -1028.153590 + Penalty 469.080908 = -559.072682 nChanged 0 SP:Iteration 2F (10.587697 sec): 3 clusters Score: Raw -1028.153590 + Penalty 469.080908 = -559.072682 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 37 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.588466 sec): 2 clusters Score: Raw -532.336446 + Penalty 146.275827 = -386.060619 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.588698 sec): 3 clusters Score: Raw -538.503579 + Penalty 289.004032 = -249.499547 nChanged 1 SP:Iteration 1F (10.588926 sec): 3 clusters Score: Raw -542.895166 + Penalty 289.004032 = -253.891134 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 38 (193 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.590132 sec): 2 clusters Score: Raw -6745.546450 + Penalty 208.404039 = -6537.142411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.590684 sec): 3 clusters Score: Raw -6665.808699 + Penalty 417.310721 = -6248.497978 nChanged 63 SP:Iteration 1F (10.591230 sec): 3 clusters Score: Raw -6720.264275 + Penalty 415.486696 = -6304.777578 nChanged 21 SP:Iteration 2F (10.591785 sec): 3 clusters Score: Raw -6738.913939 + Penalty 415.072787 = -6323.841152 nChanged 7 SP:Iteration 3Q (10.592321 sec): 3 clusters Score: Raw -6743.541352 + Penalty 415.782481 = -6327.758871 nChanged 4 SP:Iteration 4Q (10.592856 sec): 3 clusters Score: Raw -6746.974117 + Penalty 417.494355 = -6329.479762 nChanged 5 SP:Iteration 5Q (10.593391 sec): 3 clusters Score: Raw -6750.274547 + Penalty 422.605025 = -6327.669522 nChanged 4 SP:Iteration 6F (10.593958 sec): 3 clusters Score: Raw -6754.619263 + Penalty 426.104759 = -6328.514504 nChanged 4 SP:Iteration 7Q (10.594494 sec): 3 clusters Score: Raw -6762.590036 + Penalty 426.224267 = -6336.365769 nChanged 3 SP:Iteration 8Q (10.595029 sec): 3 clusters Score: Raw -6765.218204 + Penalty 430.170738 = -6335.047466 nChanged 4 SP:Iteration 9F (10.595568 sec): 3 clusters Score: Raw -6768.644709 + Penalty 431.663709 = -6336.981001 nChanged 6 SP:Iteration 10F (10.596106 sec): 3 clusters Score: Raw -6775.225289 + Penalty 435.993447 = -6339.231842 nChanged 3 SP:Iteration 11Q (10.596657 sec): 3 clusters Score: Raw -6778.171100 + Penalty 434.780936 = -6343.390164 nChanged 2 SP:Iteration 12Q (10.597207 sec): 3 clusters Score: Raw -6782.721823 + Penalty 434.780936 = -6347.940887 nChanged 0 SP:Iteration 13F (10.597760 sec): 3 clusters Score: Raw -6782.721823 + Penalty 434.780936 = -6347.940887 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 39 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.598676 sec): 2 clusters Score: Raw -1410.386546 + Penalty 284.808149 = -1125.578398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.598953 sec): 3 clusters Score: Raw -1437.913929 + Penalty 567.368636 = -870.545293 nChanged 1 SP:Iteration 1Q (10.599216 sec): 3 clusters Score: Raw -1443.091324 + Penalty 567.368636 = -875.722688 nChanged 0 SP:Iteration 2F (10.599483 sec): 3 clusters Score: Raw -1443.091324 + Penalty 567.368636 = -875.722688 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 40 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.600251 sec): 2 clusters Score: Raw -443.740228 + Penalty 207.745782 = -235.994446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.600481 sec): 3 clusters Score: Raw -468.454876 + Penalty 416.789871 = -51.665005 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 41 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.601255 sec): 2 clusters Score: Raw -904.542393 + Penalty 414.975217 = -489.567176 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.601501 sec): 3 clusters Score: Raw -980.209586 + Penalty 830.989002 = -149.220584 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 42 (73 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.602408 sec): 2 clusters Score: Raw -2868.631612 + Penalty 440.828894 = -2427.802718 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.602751 sec): 3 clusters Score: Raw -2903.003494 + Penalty 887.972657 = -2015.030838 nChanged 5 SP:Iteration 1F (10.603087 sec): 3 clusters Score: Raw -2922.896507 + Penalty 887.284812 = -2035.611694 nChanged 1 SP:Iteration 2Q (10.603409 sec): 3 clusters Score: Raw -2928.943746 + Penalty 887.284812 = -2041.658934 nChanged 0 SP:Iteration 3F (10.603750 sec): 3 clusters Score: Raw -2928.943746 + Penalty 887.284812 = -2041.658934 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 43 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.604534 sec): 2 clusters Score: Raw -493.130831 + Penalty 178.741900 = -314.388931 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.604766 sec): 3 clusters Score: Raw -505.448541 + Penalty 357.062711 = -148.385830 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 44 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.605501 sec): 2 clusters Score: Raw -179.494467 + Penalty 141.969810 = -37.524658 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.605713 sec): 3 clusters Score: Raw -170.763692 + Penalty 282.752279 = 111.988587 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 45 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.606500 sec): 2 clusters Score: Raw -695.866588 + Penalty 293.592530 = -402.274058 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.606736 sec): 3 clusters Score: Raw -738.829578 + Penalty 587.185060 = -151.644518 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 46 (105 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.607738 sec): 2 clusters Score: Raw -4187.083902 + Penalty 450.063332 = -3737.020569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.608140 sec): 3 clusters Score: Raw -4193.752805 + Penalty 901.407544 = -3292.345262 nChanged 15 SP:Iteration 1F (10.608535 sec): 3 clusters Score: Raw -4230.760728 + Penalty 901.706486 = -3329.054243 nChanged 5 SP:Iteration 2Q (10.608922 sec): 3 clusters Score: Raw -4238.764467 + Penalty 903.086949 = -3335.677518 nChanged 3 SP:Iteration 3Q (10.609306 sec): 3 clusters Score: Raw -4248.116313 + Penalty 904.248892 = -3343.867422 nChanged 1 SP:Iteration 4Q (10.609686 sec): 3 clusters Score: Raw -4249.950788 + Penalty 904.248892 = -3345.701896 nChanged 0 SP:Iteration 5F (10.610083 sec): 3 clusters Score: Raw -4249.950788 + Penalty 904.248892 = -3345.701896 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 47 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.610845 sec): 2 clusters Score: Raw -159.312706 + Penalty 101.135262 = -58.177444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.611060 sec): 3 clusters Score: Raw -158.129855 + Penalty 207.612113 = 49.482258 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 48 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.611801 sec): 2 clusters Score: Raw -344.159703 + Penalty 247.595170 = -96.564533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.612020 sec): 3 clusters Score: Raw -337.703709 + Penalty 493.842063 = 156.138354 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 49 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.612778 sec): 2 clusters Score: Raw -642.434313 + Penalty 300.605688 = -341.828625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.613014 sec): 3 clusters Score: Raw -676.732418 + Penalty 611.432294 = -65.300124 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 50 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.613774 sec): 2 clusters Score: Raw -768.419506 + Penalty 411.625631 = -356.793876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.614010 sec): 3 clusters Score: Raw -819.471015 + Penalty 826.136631 = 6.665616 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 51 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.614763 sec): 2 clusters Score: Raw -468.781593 + Penalty 209.384706 = -259.396886 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.614992 sec): 3 clusters Score: Raw -481.234902 + Penalty 411.400282 = -69.834620 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 52 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.615764 sec): 2 clusters Score: Raw -746.385279 + Penalty 198.444319 = -547.940960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.616011 sec): 3 clusters Score: Raw -750.098383 + Penalty 396.888637 = -353.209746 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 53 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.616747 sec): 2 clusters Score: Raw -127.114342 + Penalty 91.446197 = -35.668144 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.616976 sec): 3 clusters Score: Raw -118.838456 + Penalty 195.434521 = 76.596065 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 54 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.617709 sec): 2 clusters Score: Raw -88.354183 + Penalty 85.523222 = -2.830961 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.617918 sec): 3 clusters Score: Raw -80.675385 + Penalty 171.046444 = 90.371060 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 55 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.618724 sec): 2 clusters Score: Raw -933.208834 + Penalty 248.242869 = -684.965964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.618987 sec): 3 clusters Score: Raw -966.602536 + Penalty 498.625505 = -467.977031 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 57 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.619730 sec): 2 clusters Score: Raw -249.541667 + Penalty 152.006097 = -97.535570 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.619950 sec): 3 clusters Score: Raw -246.512874 + Penalty 306.249414 = 59.736541 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 58 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.620686 sec): 2 clusters Score: Raw -216.030415 + Penalty 145.352097 = -70.678318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.620900 sec): 3 clusters Score: Raw -210.397413 + Penalty 295.294982 = 84.897569 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 59 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.621614 sec): 2 clusters Score: Raw -36.119957 + Penalty 0.000000 = -36.119957 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.621801 sec): 2 clusters Score: Raw -36.119957 + Penalty 0.000000 = -36.119957 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 60 (46 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.622635 sec): 2 clusters Score: Raw -1971.498454 + Penalty 465.331768 = -1506.166687 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.622929 sec): 3 clusters Score: Raw -2052.211415 + Penalty 922.070309 = -1130.141106 nChanged 1 SP:Iteration 1Q (10.623203 sec): 3 clusters Score: Raw -2056.739558 + Penalty 925.551843 = -1131.187716 nChanged 1 SP:Iteration 2Q (10.623477 sec): 3 clusters Score: Raw -2063.849360 + Penalty 925.551843 = -1138.297517 nChanged 0 SP:Iteration 3F (10.623765 sec): 3 clusters Score: Raw -2063.849360 + Penalty 925.551843 = -1138.297517 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 61 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.624505 sec): 2 clusters Score: Raw -139.869883 + Penalty 111.116782 = -28.753101 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.624701 sec): 2 clusters Score: Raw -139.869883 + Penalty 111.116782 = -28.753101 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 62 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.625445 sec): 2 clusters Score: Raw -452.892837 + Penalty 267.631307 = -185.261530 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.625672 sec): 3 clusters Score: Raw -471.766349 + Penalty 535.262614 = 63.496265 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 63 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.626406 sec): 2 clusters Score: Raw -221.589394 + Penalty 156.816670 = -64.772724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.626640 sec): 3 clusters Score: Raw -215.500379 + Penalty 314.616841 = 99.116462 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 64 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.627377 sec): 2 clusters Score: Raw -228.027035 + Penalty 154.676323 = -73.350712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.627586 sec): 3 clusters Score: Raw -221.542030 + Penalty 278.986439 = 57.444409 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 65 (76 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.628498 sec): 2 clusters Score: Raw -3099.277268 + Penalty 454.848857 = -2644.428411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.628863 sec): 3 clusters Score: Raw -3126.738435 + Penalty 916.093658 = -2210.644776 nChanged 4 SP:Iteration 1F (10.629211 sec): 3 clusters Score: Raw -3132.376847 + Penalty 916.093658 = -2216.283189 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 66 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.629967 sec): 2 clusters Score: Raw -127.944595 + Penalty 95.944512 = -32.000083 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.630173 sec): 3 clusters Score: Raw -121.401832 + Penalty 181.074286 = 59.672454 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 67 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.630895 sec): 2 clusters Score: Raw -88.137123 + Penalty 65.111943 = -23.025180 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.631089 sec): 2 clusters Score: Raw -88.137123 + Penalty 65.111943 = -23.025180 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 68 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.631822 sec): 2 clusters Score: Raw -202.554032 + Penalty 112.851310 = -89.702722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.632036 sec): 3 clusters Score: Raw -199.476635 + Penalty 236.919410 = 37.442775 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 70 (49 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.632889 sec): 2 clusters Score: Raw -1652.581430 + Penalty 84.514137 = -1568.067293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.633187 sec): 3 clusters Score: Raw -1645.550707 + Penalty 213.122927 = -1432.427780 nChanged 15 SP:Iteration 1F (10.633481 sec): 3 clusters Score: Raw -1675.340559 + Penalty 259.235488 = -1416.105071 nChanged 5 SP:Iteration 2F (10.633773 sec): 3 clusters Score: Raw -1686.647150 + Penalty 267.425785 = -1419.221365 nChanged 1 SP:Iteration 3Q (10.634049 sec): 3 clusters Score: Raw -1688.301993 + Penalty 267.425785 = -1420.876208 nChanged 0 SP:Iteration 4F (10.634340 sec): 3 clusters Score: Raw -1688.301993 + Penalty 267.425785 = -1420.876208 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 71 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.635135 sec): 2 clusters Score: Raw -1016.871114 + Penalty 389.172507 = -627.698608 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.635387 sec): 3 clusters Score: Raw -1085.361365 + Penalty 768.497763 = -316.863602 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 72 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.636124 sec): 2 clusters Score: Raw -220.142592 + Penalty 113.823150 = -106.319442 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.636333 sec): 3 clusters Score: Raw -213.395068 + Penalty 113.823150 = -99.571918 nChanged 1 SP:Iteration 1F (10.636529 sec): 2 clusters Score: Raw -220.142592 + Penalty 113.823150 = -106.319442 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 73 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.637291 sec): 2 clusters Score: Raw -332.912791 + Penalty 212.538905 = -120.373887 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.637510 sec): 3 clusters Score: Raw -328.802726 + Penalty 423.686179 = 94.883453 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 74 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.638242 sec): 2 clusters Score: Raw -181.826948 + Penalty 142.582768 = -39.244180 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.638452 sec): 3 clusters Score: Raw -174.726708 + Penalty 265.993349 = 91.266641 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 75 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.639202 sec): 2 clusters Score: Raw -543.034978 + Penalty 308.562096 = -234.472881 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.639430 sec): 3 clusters Score: Raw -542.293324 + Penalty 618.497249 = 76.203925 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 76 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.640162 sec): 2 clusters Score: Raw -147.599957 + Penalty 143.999720 = -3.600237 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.640373 sec): 3 clusters Score: Raw -135.576167 + Penalty 296.656283 = 161.080116 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 77 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.641144 sec): 2 clusters Score: Raw -976.598417 + Penalty 435.389184 = -541.209233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.641388 sec): 3 clusters Score: Raw -1002.264335 + Penalty 870.095322 = -132.169013 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 78 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.642110 sec): 2 clusters Score: Raw -89.249875 + Penalty 72.354066 = -16.895809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.642301 sec): 2 clusters Score: Raw -89.249875 + Penalty 72.354066 = -16.895809 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 80 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.643041 sec): 2 clusters Score: Raw -288.217992 + Penalty 201.847121 = -86.370871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.643262 sec): 3 clusters Score: Raw -293.015235 + Penalty 403.065087 = 110.049852 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 81 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.644083 sec): 2 clusters Score: Raw -1650.610573 + Penalty 408.163185 = -1242.447388 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.644371 sec): 3 clusters Score: Raw -1725.805684 + Penalty 816.855387 = -908.950297 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 82 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.645116 sec): 2 clusters Score: Raw -251.886052 + Penalty 142.875037 = -109.011016 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.645335 sec): 3 clusters Score: Raw -251.513291 + Penalty 285.750073 = 34.236782 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 83 (49 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.646187 sec): 2 clusters Score: Raw -2055.772705 + Penalty 389.462124 = -1666.310580 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.646501 sec): 3 clusters Score: Raw -2094.895278 + Penalty 778.874726 = -1316.020552 nChanged 2 SP:Iteration 1Q (10.646788 sec): 3 clusters Score: Raw -2101.677041 + Penalty 778.874726 = -1322.802315 nChanged 0 SP:Iteration 2F (10.647080 sec): 3 clusters Score: Raw -2101.677041 + Penalty 778.874726 = -1322.802315 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 84 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.647838 sec): 2 clusters Score: Raw -365.027828 + Penalty 191.523838 = -173.503990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.648061 sec): 3 clusters Score: Raw -372.156665 + Penalty 402.374931 = 30.218266 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 85 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.648792 sec): 2 clusters Score: Raw -136.212198 + Penalty 114.590074 = -21.622123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.648988 sec): 2 clusters Score: Raw -136.212198 + Penalty 114.590074 = -21.622123 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 86 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.649740 sec): 2 clusters Score: Raw -502.810357 + Penalty 210.684339 = -292.126018 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.649974 sec): 3 clusters Score: Raw -509.297622 + Penalty 416.721396 = -92.576226 nChanged 1 SP:Iteration 1F (10.650199 sec): 3 clusters Score: Raw -514.449385 + Penalty 416.721396 = -97.727989 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 87 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.650928 sec): 2 clusters Score: Raw -92.698088 + Penalty 91.062608 = -1.635480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.651121 sec): 2 clusters Score: Raw -92.698088 + Penalty 91.062608 = -1.635480 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 89 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.651849 sec): 2 clusters Score: Raw -172.775232 + Penalty 119.638838 = -53.136394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.652061 sec): 3 clusters Score: Raw -167.703235 + Penalty 223.875491 = 56.172256 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 91 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.652798 sec): 2 clusters Score: Raw -365.971794 + Penalty 245.613183 = -120.358611 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.653020 sec): 3 clusters Score: Raw -372.078453 + Penalty 494.359469 = 122.281016 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 92 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.653748 sec): 2 clusters Score: Raw -133.702740 + Penalty 118.768911 = -14.933829 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.653944 sec): 2 clusters Score: Raw -133.702740 + Penalty 118.768911 = -14.933829 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 93 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.654668 sec): 2 clusters Score: Raw -86.056930 + Penalty 80.989893 = -5.067036 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.654861 sec): 2 clusters Score: Raw -86.056930 + Penalty 80.989893 = -5.067036 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 94 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.655663 sec): 2 clusters Score: Raw -1435.504814 + Penalty 526.275985 = -909.228829 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.655932 sec): 3 clusters Score: Raw -1574.670898 + Penalty 1051.766825 = -522.904072 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 95 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.656689 sec): 2 clusters Score: Raw -170.799368 + Penalty 98.669041 = -72.130327 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.656898 sec): 3 clusters Score: Raw -164.116777 + Penalty 200.754852 = 36.638075 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 97 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.657629 sec): 2 clusters Score: Raw -160.188420 + Penalty 75.108364 = -85.080056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.657824 sec): 2 clusters Score: Raw -160.188420 + Penalty 75.108364 = -85.080056 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 98 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.658556 sec): 2 clusters Score: Raw -209.830049 + Penalty 152.809111 = -57.020938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.658772 sec): 3 clusters Score: Raw -208.789800 + Penalty 304.037832 = 95.248032 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 100 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.659511 sec): 2 clusters Score: Raw -320.863862 + Penalty 184.253216 = -136.610646 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.659731 sec): 3 clusters Score: Raw -315.206413 + Penalty 363.590059 = 48.383646 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 101 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.660460 sec): 2 clusters Score: Raw -82.229120 + Penalty 53.279882 = -28.949238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.660668 sec): 3 clusters Score: Raw -75.827932 + Penalty 106.559765 = 30.731833 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 103 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.661398 sec): 2 clusters Score: Raw -189.310469 + Penalty 173.724067 = -15.586401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.661611 sec): 3 clusters Score: Raw -180.754397 + Penalty 347.448134 = 166.693737 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 104 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.662349 sec): 2 clusters Score: Raw -293.283075 + Penalty 180.859458 = -112.423616 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.662570 sec): 3 clusters Score: Raw -288.389088 + Penalty 368.408774 = 80.019686 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 105 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.663296 sec): 2 clusters Score: Raw -78.439078 + Penalty 49.873644 = -28.565434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.663489 sec): 2 clusters Score: Raw -78.439078 + Penalty 49.873644 = -28.565434 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 106 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.664233 sec): 2 clusters Score: Raw -350.941733 + Penalty 156.243788 = -194.697946 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.664456 sec): 3 clusters Score: Raw -358.017288 + Penalty 329.599823 = -28.417465 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 107 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.665199 sec): 2 clusters Score: Raw -342.596065 + Penalty 202.985084 = -139.610980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.665435 sec): 3 clusters Score: Raw -349.771500 + Penalty 400.861208 = 51.089707 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 109 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.666173 sec): 2 clusters Score: Raw -168.047387 + Penalty 127.871260 = -40.176127 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.666385 sec): 3 clusters Score: Raw -164.974339 + Penalty 273.885273 = 108.910934 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 110 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.667121 sec): 2 clusters Score: Raw -307.329074 + Penalty 239.732549 = -67.596524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.667337 sec): 3 clusters Score: Raw -293.727621 + Penalty 465.166427 = 171.438806 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 111 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.668084 sec): 2 clusters Score: Raw -470.385884 + Penalty 211.209603 = -259.176281 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.668311 sec): 3 clusters Score: Raw -471.660796 + Penalty 422.571602 = -49.089194 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 112 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.669038 sec): 2 clusters Score: Raw -89.374516 + Penalty 89.744611 = 0.370094 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.669247 sec): 3 clusters Score: Raw -80.946233 + Penalty 179.489221 = 98.542988 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 113 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.669994 sec): 2 clusters Score: Raw -273.465829 + Penalty 193.168005 = -80.297825 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.670210 sec): 3 clusters Score: Raw -264.656486 + Penalty 395.162487 = 130.506001 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 114 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.670951 sec): 2 clusters Score: Raw -320.188407 + Penalty 216.716902 = -103.471504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.671171 sec): 3 clusters Score: Raw -312.793216 + Penalty 435.667453 = 122.874237 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 115 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.671894 sec): 2 clusters Score: Raw -89.191402 + Penalty 75.987037 = -13.204366 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.672087 sec): 2 clusters Score: Raw -89.191402 + Penalty 75.987037 = -13.204366 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 116 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.672816 sec): 2 clusters Score: Raw -160.268261 + Penalty 106.378291 = -53.889969 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.673028 sec): 3 clusters Score: Raw -157.063581 + Penalty 186.918025 = 29.854444 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 117 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.673758 sec): 2 clusters Score: Raw -150.269660 + Penalty 147.634230 = -2.635430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.673953 sec): 2 clusters Score: Raw -150.269660 + Penalty 147.634230 = -2.635430 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 118 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.674683 sec): 2 clusters Score: Raw -172.939351 + Penalty 137.433333 = -35.506018 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.674911 sec): 3 clusters Score: Raw -167.605574 + Penalty 250.479348 = 82.873774 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 120 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.675650 sec): 2 clusters Score: Raw -221.521277 + Penalty 153.572992 = -67.948284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.675865 sec): 3 clusters Score: Raw -215.875041 + Penalty 307.732432 = 91.857391 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 121 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.676594 sec): 2 clusters Score: Raw -183.719369 + Penalty 164.304287 = -19.415081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.676807 sec): 3 clusters Score: Raw -176.499150 + Penalty 322.153494 = 145.654344 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 123 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.677534 sec): 2 clusters Score: Raw -181.343995 + Penalty 155.782487 = -25.561508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.677746 sec): 3 clusters Score: Raw -175.672259 + Penalty 291.730576 = 116.058317 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 124 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.678471 sec): 2 clusters Score: Raw -133.101982 + Penalty 110.959507 = -22.142476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.678682 sec): 3 clusters Score: Raw -124.160778 + Penalty 232.950332 = 108.789554 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 126 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.679403 sec): 2 clusters Score: Raw -80.514370 + Penalty 52.041409 = -28.472961 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.679594 sec): 2 clusters Score: Raw -80.514370 + Penalty 52.041409 = -28.472961 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 127 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.680322 sec): 2 clusters Score: Raw -128.294221 + Penalty 113.191227 = -15.102994 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.680518 sec): 2 clusters Score: Raw -128.294221 + Penalty 113.191227 = -15.102994 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 128 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.681243 sec): 2 clusters Score: Raw -134.737524 + Penalty 131.100359 = -3.637165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.681439 sec): 2 clusters Score: Raw -134.737524 + Penalty 131.100359 = -3.637165 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 129 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.682160 sec): 2 clusters Score: Raw -87.864194 + Penalty 74.604619 = -13.259575 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.682368 sec): 3 clusters Score: Raw -80.264010 + Penalty 149.209238 = 68.945228 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 130 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.683093 sec): 2 clusters Score: Raw -137.152513 + Penalty 132.086128 = -5.066385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.683302 sec): 3 clusters Score: Raw -128.042652 + Penalty 266.534844 = 138.492192 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 131 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.684015 sec): 2 clusters Score: Raw -32.085169 + Penalty 0.000000 = -32.085169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.684212 sec): 2 clusters Score: Raw -32.085169 + Penalty 0.000000 = -32.085169 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 132 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.684938 sec): 2 clusters Score: Raw -41.774761 + Penalty 0.000000 = -41.774761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.685128 sec): 2 clusters Score: Raw -41.774761 + Penalty 0.000000 = -41.774761 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 133 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.685847 sec): 2 clusters Score: Raw -38.237797 + Penalty 0.000000 = -38.237797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.686036 sec): 2 clusters Score: Raw -38.237797 + Penalty 0.000000 = -38.237797 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 134 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.686759 sec): 2 clusters Score: Raw -90.363228 + Penalty 71.851097 = -18.512130 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.686953 sec): 2 clusters Score: Raw -90.363228 + Penalty 71.851097 = -18.512130 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 135 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.687688 sec): 2 clusters Score: Raw -251.528052 + Penalty 223.801246 = -27.726806 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.687903 sec): 3 clusters Score: Raw -241.818623 + Penalty 447.952834 = 206.134210 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 137 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.688637 sec): 2 clusters Score: Raw -205.505062 + Penalty 124.317561 = -81.187502 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.688852 sec): 3 clusters Score: Raw -204.770259 + Penalty 245.510958 = 40.740699 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 138 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.689607 sec): 2 clusters Score: Raw -480.711978 + Penalty 176.039201 = -304.672777 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.689843 sec): 3 clusters Score: Raw -492.181341 + Penalty 354.366237 = -137.815104 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 139 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.690563 sec): 2 clusters Score: Raw -39.723639 + Penalty 0.000000 = -39.723639 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.690753 sec): 2 clusters Score: Raw -39.723639 + Penalty 0.000000 = -39.723639 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 140 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.691472 sec): 2 clusters Score: Raw -41.960305 + Penalty 0.000000 = -41.960305 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.691661 sec): 2 clusters Score: Raw -41.960305 + Penalty 0.000000 = -41.960305 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 141 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.692390 sec): 2 clusters Score: Raw -192.735777 + Penalty 175.559968 = -17.175809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.692603 sec): 3 clusters Score: Raw -181.432614 + Penalty 351.119937 = 169.687322 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 142 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.693335 sec): 2 clusters Score: Raw -264.491058 + Penalty 184.928461 = -79.562597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.693568 sec): 3 clusters Score: Raw -264.104593 + Penalty 369.856922 = 105.752329 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 145 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.694297 sec): 2 clusters Score: Raw -138.280896 + Penalty 130.399067 = -7.881829 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.694507 sec): 3 clusters Score: Raw -130.897196 + Penalty 252.290933 = 121.393737 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 148 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.695230 sec): 2 clusters Score: Raw -82.822836 + Penalty 63.170984 = -19.651852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.695424 sec): 2 clusters Score: Raw -82.822836 + Penalty 63.170984 = -19.651852 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 151 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.696147 sec): 2 clusters Score: Raw -40.201956 + Penalty 0.000000 = -40.201956 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.696337 sec): 2 clusters Score: Raw -40.201956 + Penalty 0.000000 = -40.201956 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 152 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.697062 sec): 2 clusters Score: Raw -88.054272 + Penalty 87.675740 = -0.378533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.697256 sec): 2 clusters Score: Raw -88.054272 + Penalty 87.675740 = -0.378533 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 153 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.697979 sec): 2 clusters Score: Raw -83.933644 + Penalty 59.651715 = -24.281929 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.698180 sec): 3 clusters Score: Raw -77.982386 + Penalty 119.303430 = 41.321045 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 154 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.698904 sec): 2 clusters Score: Raw -83.971625 + Penalty 68.562883 = -15.408742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.699098 sec): 2 clusters Score: Raw -83.971625 + Penalty 68.562883 = -15.408742 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 156 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.699833 sec): 2 clusters Score: Raw -209.027933 + Penalty 121.792679 = -87.235254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.700050 sec): 3 clusters Score: Raw -203.039622 + Penalty 248.080211 = 45.040589 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 157 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.700784 sec): 2 clusters Score: Raw -290.626416 + Penalty 193.108667 = -97.517750 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.701005 sec): 3 clusters Score: Raw -291.648233 + Penalty 391.745474 = 100.097241 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 158 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.701734 sec): 2 clusters Score: Raw -146.785761 + Penalty 147.906472 = 1.120711 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.701944 sec): 3 clusters Score: Raw -134.149708 + Penalty 304.062540 = 169.912833 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 159 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.702667 sec): 2 clusters Score: Raw -91.992020 + Penalty 89.291293 = -2.700727 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.702890 sec): 3 clusters Score: Raw -82.283163 + Penalty 178.582586 = 96.299423 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 160 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.703616 sec): 2 clusters Score: Raw -91.874794 + Penalty 85.916058 = -5.958736 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.703824 sec): 3 clusters Score: Raw -82.289169 + Penalty 171.832116 = 89.542948 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 163 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.704541 sec): 2 clusters Score: Raw -40.595043 + Penalty 0.000000 = -40.595043 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.704732 sec): 2 clusters Score: Raw -40.595043 + Penalty 0.000000 = -40.595043 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 164 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.705453 sec): 2 clusters Score: Raw -88.706462 + Penalty 84.959250 = -3.747212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.705660 sec): 3 clusters Score: Raw -80.394843 + Penalty 169.918500 = 89.523657 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 165 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.706380 sec): 2 clusters Score: Raw -42.010172 + Penalty 0.000000 = -42.010172 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.706570 sec): 2 clusters Score: Raw -42.010172 + Penalty 0.000000 = -42.010172 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 166 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.707291 sec): 2 clusters Score: Raw -87.925495 + Penalty 68.419447 = -19.506048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.707485 sec): 2 clusters Score: Raw -87.925495 + Penalty 68.419447 = -19.506048 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 168 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.708214 sec): 2 clusters Score: Raw -141.129632 + Penalty 136.457483 = -4.672150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.708424 sec): 3 clusters Score: Raw -131.416790 + Penalty 280.374526 = 148.957736 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 169 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.709141 sec): 2 clusters Score: Raw -37.414498 + Penalty 0.000000 = -37.414498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.709330 sec): 2 clusters Score: Raw -37.414498 + Penalty 0.000000 = -37.414498 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 170 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.710055 sec): 2 clusters Score: Raw -88.357713 + Penalty 73.743955 = -14.613758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.710265 sec): 3 clusters Score: Raw -80.400370 + Penalty 147.487910 = 67.087540 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 172 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.711014 sec): 2 clusters Score: Raw -88.383898 + Penalty 85.782490 = -2.601408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.711207 sec): 2 clusters Score: Raw -88.383898 + Penalty 85.782490 = -2.601408 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 173 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.711951 sec): 2 clusters Score: Raw -128.914002 + Penalty 98.376883 = -30.537119 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.712181 sec): 3 clusters Score: Raw -120.341934 + Penalty 200.772550 = 80.430617 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 174 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.712940 sec): 2 clusters Score: Raw -391.536963 + Penalty 96.648199 = -294.888763 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.713166 sec): 3 clusters Score: Raw -394.160825 + Penalty 199.039600 = -195.121225 nChanged 1 SP:Iteration 1F (10.713386 sec): 3 clusters Score: Raw -396.829553 + Penalty 199.039600 = -197.789953 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 175 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.714124 sec): 2 clusters Score: Raw -79.054842 + Penalty 67.409965 = -11.644878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.714332 sec): 3 clusters Score: Raw -74.329571 + Penalty 134.819929 = 60.490358 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 177 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.715054 sec): 2 clusters Score: Raw -40.472128 + Penalty 0.000000 = -40.472128 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.715244 sec): 2 clusters Score: Raw -40.472128 + Penalty 0.000000 = -40.472128 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 179 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.715974 sec): 2 clusters Score: Raw -173.875078 + Penalty 149.966529 = -23.908549 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.716187 sec): 3 clusters Score: Raw -167.016680 + Penalty 308.697947 = 141.681267 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 180 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.716913 sec): 2 clusters Score: Raw -113.041559 + Penalty 99.239388 = -13.802171 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.717124 sec): 3 clusters Score: Raw -109.641923 + Penalty 211.662271 = 102.020348 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 181 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.717849 sec): 2 clusters Score: Raw -91.267759 + Penalty 92.418350 = 1.150591 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.718042 sec): 2 clusters Score: Raw -91.267759 + Penalty 92.418350 = 1.150591 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 182 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.718773 sec): 2 clusters Score: Raw -134.447392 + Penalty 123.442118 = -11.005274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.718987 sec): 3 clusters Score: Raw -126.959446 + Penalty 269.194043 = 142.234597 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 183 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.719716 sec): 2 clusters Score: Raw -41.412383 + Penalty 0.000000 = -41.412383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.719909 sec): 2 clusters Score: Raw -41.412383 + Penalty 0.000000 = -41.412383 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 184 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.720641 sec): 2 clusters Score: Raw -88.206434 + Penalty 74.483681 = -13.722752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.720834 sec): 2 clusters Score: Raw -88.206434 + Penalty 74.483681 = -13.722752 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 185 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.721575 sec): 2 clusters Score: Raw -78.936873 + Penalty 72.547956 = -6.388917 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.721784 sec): 3 clusters Score: Raw -74.083033 + Penalty 145.095912 = 71.012879 nChanged 0 Deleting Class 165 (1 points): Lose 6.509055 but Gain 1292.687581 Iteration 20F (12.046585 sec): 159 clusters Score: Raw -591208.952641 + Penalty 146092.925022 = -445116.027619 nChanged 202 Deleting Class 135 (5 points): Lose 83.367315 but Gain 1363.630107 Iteration 21Q (12.153120 sec): 158 clusters Score: Raw -591218.704350 + Penalty 144788.616424 = -446430.087926 nChanged 141 Deleting Class 181 (2 points): Lose 28.296641 but Gain 1307.498079 Iteration 22Q (12.254785 sec): 157 clusters Score: Raw -591249.329655 + Penalty 143723.553337 = -447525.776318 nChanged 124 Deleting Class 158 (3 points): Lose 43.190894 but Gain 1320.234367 Iteration 23Q (12.354970 sec): 156 clusters Score: Raw -591261.588716 + Penalty 142465.017822 = -448796.570894 nChanged 93 Deleting Class 117 (3 points): Lose 43.052506 but Gain 1317.804294 Iteration 24Q (12.452881 sec): 155 clusters Score: Raw -591269.933534 + Penalty 141182.945355 = -450086.988179 nChanged 108 Deleting Class 183 (1 points): Lose 1.212023 but Gain 1273.026331 Iteration 25Q (12.550416 sec): 154 clusters Score: Raw -591304.365851 + Penalty 139941.419263 = -451362.946588 nChanged 103 Deleting Class 110 (6 points): Lose 54.435730 but Gain 1312.065765 Iteration 26Q (12.647560 sec): 153 clusters Score: Raw -591275.664370 + Penalty 138646.779403 = -452628.884966 nChanged 108 Deleting Class 132 (1 points): Lose 3.303776 but Gain 1259.191810 Iteration 27Q (12.744839 sec): 152 clusters Score: Raw -591314.147833 + Penalty 137397.247270 = -453916.900563 nChanged 117 Deleting Class 112 (2 points): Lose 15.884194 but Gain 1269.671073 Iteration 28Q (12.841555 sec): 151 clusters Score: Raw -591341.328616 + Penalty 136155.997159 = -455185.331457 nChanged 143 Deleting Class 87 (2 points): Lose 34.723770 but Gain 1288.317576 Iteration 29Q (12.940130 sec): 150 clusters Score: Raw -591370.179154 + Penalty 134981.141475 = -456389.037679 nChanged 169 Deleting Class 140 (1 points): Lose 0.663815 but Gain 1248.670263 Iteration 30F (14.177734 sec): 149 clusters Score: Raw -591481.900919 + Penalty 133758.214214 = -457723.686705 nChanged 195 Deleting Class 5 (8 points): Lose 97.022243 but Gain 1344.259141 Iteration 31Q (14.279788 sec): 148 clusters Score: Raw -591502.589441 + Penalty 132759.343450 = -458743.245991 nChanged 160 Deleting Class 172 (3 points): Lose 30.458966 but Gain 1317.970448 Iteration 32Q (14.380649 sec): 147 clusters Score: Raw -591590.742117 + Penalty 131475.171837 = -460115.570280 nChanged 136 Deleting Class 76 (3 points): Lose 39.292387 but Gain 1285.362139 Iteration 33Q (14.478073 sec): 146 clusters Score: Raw -591605.694232 + Penalty 130194.097809 = -461411.596423 nChanged 110 Deleting Class 159 (2 points): Lose 28.341833 but Gain 1263.257717 Iteration 34Q (14.573113 sec): 145 clusters Score: Raw -591618.351500 + Penalty 129084.820626 = -462533.530874 nChanged 79 Deleting Class 77 (20 points): Lose 200.614748 but Gain 1425.223407 Iteration 35Q (14.664632 sec): 144 clusters Score: Raw -591464.803273 + Penalty 127747.889261 = -463716.914012 nChanged 100 Deleting Class 41 (20 points): Lose 147.428493 but Gain 1358.399369 Iteration 36Q (14.757646 sec): 143 clusters Score: Raw -591399.025182 + Penalty 126508.047960 = -464890.977222 nChanged 100 Deleting Class 152 (2 points): Lose 32.263155 but Gain 1240.401507 Iteration 37Q (14.850099 sec): 142 clusters Score: Raw -591458.967717 + Penalty 125271.846947 = -466187.120770 nChanged 80 Deleting Class 160 (2 points): Lose 15.921285 but Gain 1215.506234 Iteration 38Q (14.940835 sec): 141 clusters Score: Raw -591493.204194 + Penalty 124102.006018 = -467391.198176 nChanged 70 Deleting Class 50 (16 points): Lose 262.437144 but Gain 1455.878944 Iteration 39Q (15.030852 sec): 140 clusters Score: Raw -591254.324733 + Penalty 122956.113591 = -468298.211142 nChanged 73 Deleting Class 54 (2 points): Lose 18.046231 but Gain 1209.948545 Iteration 40F (16.193597 sec): 139 clusters Score: Raw -591356.343849 + Penalty 121922.091270 = -469434.252579 nChanged 47 Deleting Class 164 (2 points): Lose 11.768820 but Gain 1201.969689 Iteration 41Q (16.282044 sec): 138 clusters Score: Raw -591375.792017 + Penalty 120721.265529 = -470654.526487 nChanged 27 Deleting Class 141 (4 points): Lose 56.985247 but Gain 1241.876318 Iteration 42Q (16.369184 sec): 137 clusters Score: Raw -591328.166190 + Penalty 119621.081947 = -471707.084243 nChanged 23 Deleting Class 103 (4 points): Lose 45.382104 but Gain 1228.889518 Iteration 43Q (16.455004 sec): 136 clusters Score: Raw -591313.998503 + Penalty 118451.473505 = -472862.524998 nChanged 23 Deleting Class 168 (3 points): Lose 34.827457 but Gain 1218.039048 Iteration 44Q (16.541291 sec): 135 clusters Score: Raw -591310.234837 + Penalty 117251.128903 = -474059.105933 nChanged 25 Deleting Class 94 (36 points): Lose 308.827647 but Gain 1474.120875 Iteration 45Q (16.627342 sec): 134 clusters Score: Raw -591020.688628 + Penalty 115968.318775 = -475052.369853 nChanged 59 Deleting Class 28 (8 points): Lose 56.133980 but Gain 1219.167944 Iteration 46Q (16.715136 sec): 133 clusters Score: Raw -591120.959058 + Penalty 114766.857421 = -476354.101637 nChanged 27 Deleting Class 75 (11 points): Lose 119.184160 but Gain 1261.887601 Iteration 47Q (16.800555 sec): 132 clusters Score: Raw -591028.924904 + Penalty 113570.141232 = -477458.783672 nChanged 24 Deleting Class 128 (4 points): Lose 62.970577 but Gain 1204.931629 Iteration 48Q (16.885141 sec): 131 clusters Score: Raw -590999.689965 + Penalty 112536.352638 = -478463.337326 nChanged 20 Deleting Class 48 (7 points): Lose 111.957889 but Gain 1247.750330 Iteration 49Q (16.969056 sec): 130 clusters Score: Raw -590931.314970 + Penalty 110353.849638 = -480577.465332 nChanged 19 Deleting Class 93 (2 points): Lose 17.558446 but Gain 1145.812814 Iteration 50F (18.035336 sec): 128 clusters Score: Raw -590971.125013 + Penalty 109222.240679 = -481748.884334 nChanged 12 Deleting Class 130 (3 points): Lose 56.536590 but Gain 1179.019711 Iteration 51Q (18.118203 sec): 127 clusters Score: Raw -590921.108839 + Penalty 108121.997239 = -482799.111600 nChanged 11 Deleting Class 145 (3 points): Lose 42.422717 but Gain 1163.960761 Iteration 52Q (18.201730 sec): 126 clusters Score: Raw -590903.982651 + Penalty 106979.297782 = -483924.684869 nChanged 10 Deleting Class 163 (1 points): Lose 4.882652 but Gain 1124.997980 Iteration 53Q (18.284082 sec): 125 clusters Score: Raw -590922.512612 + Penalty 105845.659182 = -485076.853430 nChanged 12 Deleting Class 185 (3 points): Lose 42.573295 but Gain 1149.296547 Iteration 54Q (18.367571 sec): 124 clusters Score: Raw -590886.866249 + Penalty 104761.756957 = -486125.109292 nChanged 15 Deleting Class 121 (4 points): Lose 59.416012 but Gain 1162.255868 Iteration 55Q (18.450087 sec): 123 clusters Score: Raw -590854.462537 + Penalty 103622.891171 = -487231.571366 nChanged 14 Deleting Class 71 (26 points): Lose 123.314345 but Gain 1224.647917 Iteration 56Q (18.533558 sec): 122 clusters Score: Raw -590758.606150 + Penalty 102481.621095 = -488276.985055 nChanged 33 Deleting Class 62 (10 points): Lose 62.750649 but Gain 1139.802314 Iteration 57Q (18.616828 sec): 121 clusters Score: Raw -590776.742028 + Penalty 101359.176539 = -489417.565490 nChanged 17 Deleting Class 182 (3 points): Lose 31.135565 but Gain 1101.862036 Iteration 58Q (18.698827 sec): 120 clusters Score: Raw -590767.438531 + Penalty 100321.314575 = -490446.123955 nChanged 7 Deleting Class 123 (4 points): Lose 36.028316 but Gain 1101.974349 Iteration 59Q (18.779516 sec): 119 clusters Score: Raw -590753.512327 + Penalty 99220.728206 = -491532.784121 nChanged 7 Deleting Class 175 (3 points): Lose 30.460434 but Gain 1097.838497 Iteration 60F (19.772492 sec): 118 clusters Score: Raw -590736.086145 + Penalty 98167.014254 = -492569.071891 nChanged 5 Deleting Class 31 (4 points): Lose 36.959364 but Gain 1096.090332 Iteration 61Q (19.853358 sec): 117 clusters Score: Raw -590717.029799 + Penalty 97118.749573 = -493598.280226 nChanged 8 Deleting Class 115 (2 points): Lose 25.723104 but Gain 1075.034385 Iteration 62Q (19.933646 sec): 116 clusters Score: Raw -590704.863861 + Penalty 96209.970869 = -494494.892992 nChanged 2 Deleting Class 91 (9 points): Lose 110.713947 but Gain 1153.687741 Iteration 63Q (20.013649 sec): 115 clusters Score: Raw -590622.235647 + Penalty 95105.952540 = -495516.283107 nChanged 9 Deleting Class 184 (2 points): Lose 16.416216 but Gain 1053.765513 Iteration 64Q (20.093987 sec): 114 clusters Score: Raw -590653.574958 + Penalty 94053.695253 = -496599.879704 nChanged 2 Deleting Class 129 (2 points): Lose 18.769786 but Gain 1055.476492 Iteration 65Q (20.174050 sec): 113 clusters Score: Raw -590638.334399 + Penalty 92996.327603 = -497642.006796 nChanged 2 Deleting Class 177 (1 points): Lose 7.019030 but Gain 1042.027127 Iteration 66Q (20.254223 sec): 112 clusters Score: Raw -590635.057731 + Penalty 91955.331735 = -498679.725997 nChanged 2 Deleting Class 92 (3 points): Lose 30.761449 but Gain 1060.148323 Iteration 67Q (20.332843 sec): 111 clusters Score: Raw -590606.663065 + Penalty 90916.415231 = -499690.247834 nChanged 4 Deleting Class 114 (9 points): Lose 78.286220 but Gain 1106.634438 Iteration 68Q (20.412932 sec): 110 clusters Score: Raw -590535.709220 + Penalty 89896.027882 = -500639.681338 nChanged 10 Deleting Class 73 (8 points): Lose 84.326944 but Gain 1106.026893 Iteration 69Q (20.491991 sec): 109 clusters Score: Raw -590480.190171 + Penalty 88807.998536 = -501672.191635 nChanged 10 Deleting Class 98 (8 points): Lose 76.678273 but Gain 1088.835281 Iteration 70F (21.393788 sec): 108 clusters Score: Raw -590419.496515 + Penalty 87827.082555 = -502592.413960 nChanged 9 Deleting Class 10 (19 points): Lose 79.382374 but Gain 1086.060757 Iteration 71Q (21.472166 sec): 107 clusters Score: Raw -590373.889006 + Penalty 86764.745539 = -503609.143467 nChanged 22 Deleting Class 85 (3 points): Lose 17.344188 but Gain 1022.847425 Iteration 72Q (21.551009 sec): 106 clusters Score: Raw -590382.793736 + Penalty 85772.231690 = -504610.562046 nChanged 6 Deleting Class 49 (20 points): Lose 129.280384 but Gain 1134.270906 Iteration 73Q (21.630418 sec): 105 clusters Score: Raw -590263.403161 + Penalty 84800.210976 = -505463.192185 nChanged 21 Deleting Class 179 (5 points): Lose 96.651514 but Gain 1133.711512 Iteration 74Q (21.709261 sec): 104 clusters Score: Raw -590244.088803 + Penalty 83745.342407 = -506498.746395 nChanged 10 Deleting Class 78 (2 points): Lose 19.316828 but Gain 1023.636556 Iteration 75Q (21.786922 sec): 103 clusters Score: Raw -590269.537551 + Penalty 82779.599912 = -507489.937640 nChanged 5 Deleting Class 113 (6 points): Lose 57.890982 but Gain 1057.216161 Iteration 76Q (21.863730 sec): 102 clusters Score: Raw -590234.547055 + Penalty 81754.244329 = -508480.302725 nChanged 8 Deleting Class 134 (2 points): Lose 17.878872 but Gain 1016.520759 Iteration 77Q (21.940740 sec): 101 clusters Score: Raw -590232.109418 + Penalty 81078.930415 = -509153.179003 nChanged 5 Deleting Class 139 (1 points): Lose 2.533518 but Gain 997.574108 Iteration 78Q (22.017547 sec): 100 clusters Score: Raw -590257.613376 + Penalty 80080.440252 = -510177.173124 nChanged 2 Deleting Class 80 (6 points): Lose 31.319679 but Gain 1020.163426 Iteration 79Q (22.093852 sec): 99 clusters Score: Raw -590230.065302 + Penalty 79082.376900 = -511147.688403 nChanged 6 Deleting Class 127 (3 points): Lose 23.571304 but Gain 1010.361115 Iteration 80F (22.922017 sec): 98 clusters Score: Raw -590216.664642 + Penalty 78088.387499 = -512128.277143 nChanged 5 Deleting Class 44 (4 points): Lose 20.751076 but Gain 1004.266212 Iteration 81Q (22.997633 sec): 97 clusters Score: Raw -590207.164258 + Penalty 75671.660250 = -514535.504008 nChanged 5 Deleting Class 151 (1 points): Lose 5.554699 but Gain 987.735991 Iteration 82Q (23.073405 sec): 96 clusters Score: Raw -590226.782996 + Penalty 74681.446570 = -515545.336425 nChanged 5 Deleting Class 107 (11 points): Lose 85.798390 but Gain 1065.592041 Iteration 83Q (23.149774 sec): 95 clusters Score: Raw -590147.697691 + Penalty 73622.677344 = -516525.020347 nChanged 13 Deleting Class 60 (56 points): Lose 260.457737 but Gain 1239.407456 Iteration 84Q (23.225252 sec): 94 clusters Score: Raw -589908.592653 + Penalty 72497.357806 = -517411.234847 nChanged 59 Deleting Class 170 (4 points): Lose 38.477437 but Gain 1013.686523 Iteration 85Q (23.302425 sec): 93 clusters Score: Raw -590024.232331 + Penalty 71493.619612 = -518530.612719 nChanged 12 Deleting Class 61 (3 points): Lose 19.159223 but Gain 991.844321 Iteration 86Q (23.378718 sec): 92 clusters Score: Raw -590025.480848 + Penalty 70499.686499 = -519525.794349 nChanged 8 Deleting Class 124 (3 points): Lose 19.147432 but Gain 990.440458 Iteration 87Q (23.454153 sec): 91 clusters Score: Raw -590026.226633 + Penalty 69518.635022 = -520507.591611 nChanged 7 Deleting Class 64 (6 points): Lose 49.721588 but Gain 1007.204373 Iteration 88Q (23.529402 sec): 90 clusters Score: Raw -589990.584257 + Penalty 68513.417810 = -521477.166447 nChanged 8 Deleting Class 118 (4 points): Lose 19.198215 but Gain 972.176081 Iteration 89Q (23.603452 sec): 89 clusters Score: Raw -589980.718996 + Penalty 67555.800504 = -522424.918492 nChanged 5 Deleting Class 67 (3 points): Lose 30.149564 but Gain 983.440434 Iteration 90F (24.346217 sec): 88 clusters Score: Raw -589958.263068 + Penalty 66582.515266 = -523375.747801 nChanged 4 Deleting Class 166 (2 points): Lose 15.079793 but Gain 967.971130 Iteration 91Q (24.420752 sec): 87 clusters Score: Raw -589948.824535 + Penalty 65619.539023 = -524329.285511 nChanged 4 Deleting Class 154 (2 points): Lose 17.454900 but Gain 970.000418 Iteration 92Q (24.494633 sec): 86 clusters Score: Raw -589938.097692 + Penalty 64653.354861 = -525284.742831 nChanged 3 Deleting Class 153 (3 points): Lose 63.656798 but Gain 1009.000902 Iteration 93Q (24.568571 sec): 85 clusters Score: Raw -589879.054932 + Penalty 63642.812939 = -526236.241993 nChanged 4 Deleting Class 74 (5 points): Lose 45.089559 but Gain 990.260122 Iteration 94Q (24.642086 sec): 84 clusters Score: Raw -589841.647598 + Penalty 62674.470327 = -527167.177271 nChanged 7 Deleting Class 157 (9 points): Lose 63.385580 but Gain 1008.003122 Iteration 95Q (24.715359 sec): 83 clusters Score: Raw -589792.089268 + Penalty 61683.232246 = -528108.857022 nChanged 12 Deleting Class 45 (18 points): Lose 128.618183 but Gain 1066.754357 Iteration 96Q (24.788877 sec): 82 clusters Score: Raw -589678.560787 + Penalty 60650.926124 = -529027.634662 nChanged 20 Deleting Class 142 (7 points): Lose 75.448259 but Gain 1001.320701 Iteration 97Q (24.861949 sec): 81 clusters Score: Raw -589634.913409 + Penalty 59674.976036 = -529959.937373 nChanged 17 Deleting Class 109 (5 points): Lose 56.828319 but Gain 978.549958 Iteration 98Q (24.934511 sec): 80 clusters Score: Raw -589607.506358 + Penalty 58768.275891 = -530839.230467 nChanged 15 Deleting Class 81 (53 points): Lose 225.770224 but Gain 1147.018230 Iteration 99Q (25.006876 sec): 79 clusters Score: Raw -589407.162159 + Penalty 57760.551157 = -531646.611002 nChanged 63 Deleting Class 173 (5 points): Lose 58.471824 but Gain 978.024517 Iteration 100F (25.668806 sec): 78 clusters Score: Raw -589501.041935 + Penalty 56806.597458 = -532694.444477 nChanged 23 Deleting Class 120 (5 points): Lose 24.722730 but Gain 935.726497 Iteration 101Q (25.742604 sec): 77 clusters Score: Raw -589511.914089 + Penalty 55877.347548 = -533634.566541 nChanged 10 Deleting Class 111 (10 points): Lose 59.068014 but Gain 969.460353 Iteration 102Q (25.814742 sec): 76 clusters Score: Raw -589462.189767 + Penalty 54917.614847 = -534544.574919 nChanged 14 Deleting Class 63 (5 points): Lose 52.203107 but Gain 955.490357 Iteration 103Q (25.886084 sec): 75 clusters Score: Raw -589432.625964 + Penalty 53985.735615 = -535446.890349 nChanged 9 Deleting Class 100 (8 points): Lose 55.007123 but Gain 943.460125 Iteration 104Q (25.957042 sec): 74 clusters Score: Raw -589396.039056 + Penalty 53040.918647 = -536355.120410 nChanged 12 Deleting Class 126 (3 points): Lose 27.586951 but Gain 910.753242 Iteration 105Q (26.027830 sec): 73 clusters Score: Raw -589380.602578 + Penalty 52173.619598 = -537206.982980 nChanged 6 Deleting Class 104 (8 points): Lose 48.773319 but Gain 954.974727 Iteration 106Q (26.098167 sec): 72 clusters Score: Raw -589345.063556 + Penalty 51243.009151 = -538102.054405 nChanged 11 Deleting Class 148 (2 points): Lose 17.943122 but Gain 893.717968 Iteration 107Q (26.168331 sec): 71 clusters Score: Raw -589348.452820 + Penalty 50353.382558 = -538995.070262 nChanged 5 Deleting Class 22 (69 points): Lose 414.999428 but Gain 1286.894802 Iteration 108Q (26.238287 sec): 70 clusters Score: Raw -588937.810826 + Penalty 49249.883084 = -539687.927741 nChanged 73 Deleting Class 58 (5 points): Lose 21.899055 but Gain 885.636249 Iteration 109Q (26.310148 sec): 69 clusters Score: Raw -589188.002820 + Penalty 48379.286966 = -540808.715854 nChanged 18 Deleting Class 57 (9 points): Lose 70.411413 but Gain 934.538499 Iteration 110F (26.888709 sec): 68 clusters Score: Raw -589144.154929 + Penalty 47496.503703 = -541647.651226 nChanged 21 Deleting Class 180 (3 points): Lose 26.943734 but Gain 885.825005 Iteration 111Q (26.958942 sec): 67 clusters Score: Raw -589154.666343 + Penalty 46643.867514 = -542510.798830 nChanged 11 Deleting Class 25 (32 points): Lose 132.852931 but Gain 979.275359 Iteration 112Q (27.027490 sec): 66 clusters Score: Raw -589032.433091 + Penalty 45746.174992 = -543286.258100 nChanged 38 Deleting Class 66 (3 points): Lose 21.087642 but Gain 856.414461 Iteration 113Q (27.096684 sec): 65 clusters Score: Raw -589070.293834 + Penalty 44888.726345 = -544181.567489 nChanged 13 Deleting Class 29 (61 points): Lose 234.982641 but Gain 1060.845198 Iteration 114Q (27.165735 sec): 64 clusters Score: Raw -588844.193609 + Penalty 43903.410282 = -544940.783327 nChanged 66 Deleting Class 84 (9 points): Lose 38.828218 but Gain 854.784614 Iteration 115Q (27.234902 sec): 63 clusters Score: Raw -588919.079307 + Penalty 43062.568158 = -545856.511149 nChanged 24 Deleting Class 89 (4 points): Lose 39.144469 but Gain 846.301360 Iteration 116Q (27.302501 sec): 62 clusters Score: Raw -588906.773158 + Penalty 42236.691671 = -546670.081487 nChanged 16 Deleting Class 86 (12 points): Lose 37.032362 but Gain 831.439176 Iteration 117Q (27.370853 sec): 61 clusters Score: Raw -588886.835551 + Penalty 41427.347041 = -547459.488510 nChanged 16 Deleting Class 51 (13 points): Lose 56.001440 but Gain 847.945461 Iteration 118Q (27.438992 sec): 60 clusters Score: Raw -588850.511558 + Penalty 40596.647521 = -548253.864036 nChanged 14 Writing temp clu file Memory request: 0.08 GB would take us to total of 0.17 GB. Compute initial score before splitting: Score: Raw -588850.511558 + Penalty 40596.647521 = -548253.864036Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 1 (214 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.473475 sec): 2 clusters Score: Raw -7776.839480 + Penalty 211.108636 = -7565.730844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.474072 sec): 3 clusters Score: Raw -7685.006574 + Penalty 499.042060 = -7185.964514 nChanged 68 SP:Iteration 1F (27.474648 sec): 3 clusters Score: Raw -7777.726993 + Penalty 546.303922 = -7231.423072 nChanged 17 SP:Iteration 2F (27.475223 sec): 3 clusters Score: Raw -7799.039768 + Penalty 558.425255 = -7240.614513 nChanged 4 SP:Iteration 3Q (27.475773 sec): 3 clusters Score: Raw -7805.920962 + Penalty 580.379989 = -7225.540972 nChanged 5 SP:Iteration 4F (27.476346 sec): 3 clusters Score: Raw -7811.567345 + Penalty 592.131031 = -7219.436314 nChanged 3 SP:Iteration 5F (27.476919 sec): 3 clusters Score: Raw -7816.452947 + Penalty 597.415548 = -7219.037399 nChanged 1 SP:Iteration 6F (27.477491 sec): 3 clusters Score: Raw -7816.664720 + Penalty 597.415548 = -7219.249171 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 2 (1786 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.486227 sec): 2 clusters Score: Raw -69182.941585 + Penalty 332.650715 = -68850.290871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.489655 sec): 3 clusters Score: Raw -68169.285387 + Penalty 674.126364 = -67495.159023 nChanged 732 SP:Iteration 1F (27.492887 sec): 3 clusters Score: Raw -68725.546900 + Penalty 688.550031 = -68036.996869 nChanged 177 SP:Iteration 2F (27.496131 sec): 3 clusters Score: Raw -68865.360744 + Penalty 704.191763 = -68161.168981 nChanged 121 SP:Iteration 3F (27.499339 sec): 3 clusters Score: Raw -68960.735822 + Penalty 722.437715 = -68238.298107 nChanged 90 SP:Iteration 4F (27.502537 sec): 3 clusters Score: Raw -69027.465414 + Penalty 739.550186 = -68287.915228 nChanged 48 SP:Iteration 5Q (27.505739 sec): 3 clusters Score: Raw -69067.409708 + Penalty 755.916916 = -68311.492792 nChanged 39 SP:Iteration 6Q (27.508948 sec): 3 clusters Score: Raw -69100.914965 + Penalty 776.202853 = -68324.712113 nChanged 34 SP:Iteration 7Q (27.512187 sec): 3 clusters Score: Raw -69138.500927 + Penalty 786.870311 = -68351.630616 nChanged 22 SP:Iteration 8Q (27.515490 sec): 3 clusters Score: Raw -69159.669871 + Penalty 793.875235 = -68365.794636 nChanged 17 SP:Iteration 9Q (27.518475 sec): 3 clusters Score: Raw -69173.299857 + Penalty 800.402488 = -68372.897369 nChanged 15 SP:Iteration 10F (27.521684 sec): 3 clusters Score: Raw -69189.268143 + Penalty 806.354664 = -68382.913480 nChanged 8 SP:Iteration 11Q (27.524551 sec): 3 clusters Score: Raw -69196.571766 + Penalty 812.101006 = -68384.470760 nChanged 9 SP:Iteration 12Q (27.527394 sec): 3 clusters Score: Raw -69204.348349 + Penalty 816.991557 = -68387.356793 nChanged 9 SP:Iteration 13Q (27.530209 sec): 3 clusters Score: Raw -69213.335103 + Penalty 821.178781 = -68392.156322 nChanged 5 SP:Iteration 14Q (27.533029 sec): 3 clusters Score: Raw -69224.073087 + Penalty 828.247300 = -68395.825786 nChanged 7 SP:Iteration 15Q (27.535833 sec): 3 clusters Score: Raw -69229.193383 + Penalty 837.046145 = -68392.147238 nChanged 5 SP:Iteration 16F (27.539061 sec): 3 clusters Score: Raw -69233.837288 + Penalty 836.986975 = -68396.850314 nChanged 2 SP:Iteration 17Q (27.541757 sec): 3 clusters Score: Raw -69235.587738 + Penalty 839.571550 = -68396.016188 nChanged 5 SP:Iteration 18F (27.544962 sec): 3 clusters Score: Raw -69239.690063 + Penalty 839.571550 = -68400.118513 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 3 (94 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.545736 sec): 2 clusters Score: Raw -3458.329543 + Penalty 160.439028 = -3297.890515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.546121 sec): 3 clusters Score: Raw -3421.279216 + Penalty 337.746368 = -3083.532848 nChanged 22 SP:Iteration 1F (27.546501 sec): 3 clusters Score: Raw -3446.678963 + Penalty 355.900557 = -3090.778406 nChanged 9 SP:Iteration 2F (27.546881 sec): 3 clusters Score: Raw -3457.515338 + Penalty 396.924171 = -3060.591167 nChanged 8 SP:Iteration 3F (27.547253 sec): 3 clusters Score: Raw -3472.996591 + Penalty 429.492250 = -3043.504341 nChanged 4 SP:Iteration 4F (27.547624 sec): 3 clusters Score: Raw -3480.843261 + Penalty 429.492250 = -3051.351011 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 4 (1348 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.551606 sec): 2 clusters Score: Raw -47680.746409 + Penalty 118.998812 = -47561.747597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.554148 sec): 3 clusters Score: Raw -46891.231390 + Penalty 239.275606 = -46651.955783 nChanged 600 SP:Iteration 1F (27.556643 sec): 3 clusters Score: Raw -47435.717971 + Penalty 241.871265 = -47193.846706 nChanged 126 SP:Iteration 2F (27.559133 sec): 3 clusters Score: Raw -47534.009668 + Penalty 240.345721 = -47293.663947 nChanged 52 SP:Iteration 3Q (27.561619 sec): 3 clusters Score: Raw -47580.980930 + Penalty 238.673964 = -47342.306965 nChanged 41 SP:Iteration 4Q (27.564102 sec): 3 clusters Score: Raw -47624.514744 + Penalty 237.715111 = -47386.799633 nChanged 26 SP:Iteration 5Q (27.566562 sec): 3 clusters Score: Raw -47645.513286 + Penalty 237.398869 = -47408.114416 nChanged 14 SP:Iteration 6Q (27.568899 sec): 3 clusters Score: Raw -47652.004545 + Penalty 238.086241 = -47413.918303 nChanged 10 SP:Iteration 7Q (27.571204 sec): 3 clusters Score: Raw -47655.840065 + Penalty 240.486611 = -47415.353453 nChanged 9 SP:Iteration 8Q (27.573491 sec): 3 clusters Score: Raw -47658.397402 + Penalty 238.856033 = -47419.541369 nChanged 11 SP:Iteration 9Q (27.575758 sec): 3 clusters Score: Raw -47661.795555 + Penalty 239.375052 = -47422.420503 nChanged 11 SP:Iteration 10F (27.578269 sec): 3 clusters Score: Raw -47664.737878 + Penalty 240.307891 = -47424.429986 nChanged 7 SP:Iteration 11Q (27.580629 sec): 3 clusters Score: Raw -47666.136034 + Penalty 238.528170 = -47427.607864 nChanged 4 SP:Iteration 12Q (27.582853 sec): 3 clusters Score: Raw -47666.864611 + Penalty 234.102933 = -47432.761678 nChanged 6 SP:Iteration 13Q (27.585072 sec): 3 clusters Score: Raw -47668.768495 + Penalty 232.779266 = -47435.989229 nChanged 9 SP:Iteration 14Q (27.587385 sec): 3 clusters Score: Raw -47671.576965 + Penalty 229.428057 = -47442.148907 nChanged 8 SP:Iteration 15Q (27.589625 sec): 3 clusters Score: Raw -47675.038701 + Penalty 224.776237 = -47450.262464 nChanged 7 SP:Iteration 16Q (27.591807 sec): 3 clusters Score: Raw -47679.378005 + Penalty 223.413362 = -47455.964643 nChanged 6 SP:Iteration 17Q (27.593975 sec): 3 clusters Score: Raw -47682.543002 + Penalty 223.385431 = -47459.157571 nChanged 9 SP:Iteration 18Q (27.596140 sec): 3 clusters Score: Raw -47687.025941 + Penalty 219.598165 = -47467.427776 nChanged 5 SP:Iteration 19Q (27.598273 sec): 3 clusters Score: Raw -47688.378656 + Penalty 219.686172 = -47468.692483 nChanged 4 SP:Iteration 20F (27.600755 sec): 3 clusters Score: Raw -47688.695981 + Penalty 219.881954 = -47468.814027 nChanged 1 SP:Iteration 21Q (27.602885 sec): 3 clusters Score: Raw -47688.779309 + Penalty 220.244468 = -47468.534841 nChanged 1 SP:Iteration 22F (27.605367 sec): 3 clusters Score: Raw -47688.924777 + Penalty 220.819052 = -47468.105725 nChanged 2 SP:Iteration 23F (27.607857 sec): 3 clusters Score: Raw -47689.366249 + Penalty 221.118135 = -47468.248114 nChanged 1 SP:Iteration 24Q (27.609983 sec): 3 clusters Score: Raw -47689.413028 + Penalty 221.118135 = -47468.294893 nChanged 0 SP:Iteration 25F (27.612502 sec): 3 clusters Score: Raw -47689.413028 + Penalty 221.118135 = -47468.294893 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 6 (113 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.613313 sec): 2 clusters Score: Raw -3802.044127 + Penalty 741.302355 = -3060.741772 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.613725 sec): 3 clusters Score: Raw -3924.575116 + Penalty 1483.050026 = -2441.525090 nChanged 7 SP:Iteration 1F (27.614127 sec): 3 clusters Score: Raw -3969.639099 + Penalty 1483.005181 = -2486.633919 nChanged 2 SP:Iteration 2Q (27.614503 sec): 3 clusters Score: Raw -3980.822108 + Penalty 1483.005181 = -2497.816927 nChanged 0 SP:Iteration 3F (27.614920 sec): 3 clusters Score: Raw -3980.822108 + Penalty 1483.005181 = -2497.816927 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 7 (2231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.625719 sec): 2 clusters Score: Raw -79544.627364 + Penalty 355.435026 = -79189.192338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.629814 sec): 3 clusters Score: Raw -78170.443076 + Penalty 709.939054 = -77460.504022 nChanged 981 SP:Iteration 1F (27.633839 sec): 3 clusters Score: Raw -78688.945794 + Penalty 710.949181 = -77977.996612 nChanged 235 SP:Iteration 2F (27.637854 sec): 3 clusters Score: Raw -78831.981658 + Penalty 714.837444 = -78117.144214 nChanged 201 SP:Iteration 3F (27.641868 sec): 3 clusters Score: Raw -79027.159959 + Penalty 722.453356 = -78304.706603 nChanged 188 SP:Iteration 4F (27.645905 sec): 3 clusters Score: Raw -79202.793907 + Penalty 732.601999 = -78470.191908 nChanged 160 SP:Iteration 5F (27.649895 sec): 3 clusters Score: Raw -79335.712475 + Penalty 741.739146 = -78593.973329 nChanged 106 SP:Iteration 6Q (27.653767 sec): 3 clusters Score: Raw -79399.961070 + Penalty 748.626073 = -78651.334997 nChanged 69 SP:Iteration 7Q (27.657554 sec): 3 clusters Score: Raw -79434.840946 + Penalty 752.886095 = -78681.954851 nChanged 49 SP:Iteration 8Q (27.661277 sec): 3 clusters Score: Raw -79457.579406 + Penalty 758.133434 = -78699.445972 nChanged 48 SP:Iteration 9Q (27.664970 sec): 3 clusters Score: Raw -79481.257516 + Penalty 761.610867 = -78719.646649 nChanged 30 SP:Iteration 10F (27.668950 sec): 3 clusters Score: Raw -79492.585445 + Penalty 765.893342 = -78726.692104 nChanged 23 SP:Iteration 11Q (27.672579 sec): 3 clusters Score: Raw -79501.686361 + Penalty 767.325792 = -78734.360569 nChanged 18 SP:Iteration 12Q (27.676194 sec): 3 clusters Score: Raw -79506.059827 + Penalty 767.538107 = -78738.521720 nChanged 9 SP:Iteration 13Q (27.679894 sec): 3 clusters Score: Raw -79507.495016 + Penalty 770.398047 = -78737.096968 nChanged 11 SP:Iteration 14F (27.684380 sec): 3 clusters Score: Raw -79512.479176 + Penalty 774.131121 = -78738.348055 nChanged 18 SP:Iteration 15Q (27.688144 sec): 3 clusters Score: Raw -79517.303458 + Penalty 778.024233 = -78739.279225 nChanged 16 SP:Iteration 16Q (27.691897 sec): 3 clusters Score: Raw -79520.447296 + Penalty 778.980631 = -78741.466665 nChanged 3 SP:Iteration 17Q (27.695610 sec): 3 clusters Score: Raw -79521.008260 + Penalty 779.669219 = -78741.339040 nChanged 5 SP:Iteration 18F (27.699619 sec): 3 clusters Score: Raw -79521.845419 + Penalty 780.748842 = -78741.096577 nChanged 6 SP:Iteration 19F (27.703600 sec): 3 clusters Score: Raw -79522.709463 + Penalty 782.178763 = -78740.530700 nChanged 6 SP:Iteration 20F (27.707577 sec): 3 clusters Score: Raw -79523.790214 + Penalty 783.204652 = -78740.585563 nChanged 6 SP:Iteration 21Q (27.711129 sec): 3 clusters Score: Raw -79524.346898 + Penalty 783.989142 = -78740.357756 nChanged 5 SP:Iteration 22F (27.715199 sec): 3 clusters Score: Raw -79525.014879 + Penalty 784.475338 = -78740.539541 nChanged 4 SP:Iteration 23Q (27.718965 sec): 3 clusters Score: Raw -79525.326004 + Penalty 785.348831 = -78739.977173 nChanged 4 SP:Iteration 24F (27.723296 sec): 3 clusters Score: Raw -79525.791803 + Penalty 785.979661 = -78739.812141 nChanged 4 SP:Iteration 25F (27.727278 sec): 3 clusters Score: Raw -79526.608702 + Penalty 785.410747 = -78741.197954 nChanged 5 SP:Iteration 26Q (27.730814 sec): 3 clusters Score: Raw -79527.416437 + Penalty 786.383325 = -78741.033112 nChanged 3 SP:Iteration 27F (27.734796 sec): 3 clusters Score: Raw -79527.778423 + Penalty 786.926823 = -78740.851600 nChanged 4 SP:Iteration 28F (27.738810 sec): 3 clusters Score: Raw -79528.463154 + Penalty 787.634900 = -78740.828254 nChanged 7 SP:Iteration 29F (27.742786 sec): 3 clusters Score: Raw -79529.445412 + Penalty 789.366004 = -78740.079408 nChanged 5 SP:Iteration 30F (27.746876 sec): 3 clusters Score: Raw -79530.029409 + Penalty 789.558967 = -78740.470442 nChanged 3 SP:Iteration 31Q (27.750389 sec): 3 clusters Score: Raw -79530.994544 + Penalty 790.666437 = -78740.328108 nChanged 4 SP:Iteration 32F (27.754368 sec): 3 clusters Score: Raw -79531.708029 + Penalty 790.835551 = -78740.872477 nChanged 5 SP:Iteration 33Q (27.757875 sec): 3 clusters Score: Raw -79533.304047 + Penalty 790.689404 = -78742.614643 nChanged 5 SP:Iteration 34Q (27.761376 sec): 3 clusters Score: Raw -79534.749496 + Penalty 791.699382 = -78743.050114 nChanged 2 SP:Iteration 35Q (27.764877 sec): 3 clusters Score: Raw -79535.262414 + Penalty 792.312137 = -78742.950277 nChanged 1 SP:Iteration 36F (27.768853 sec): 3 clusters Score: Raw -79535.315816 + Penalty 792.201596 = -78743.114220 nChanged 1 SP:Iteration 37Q (27.772349 sec): 3 clusters Score: Raw -79535.482968 + Penalty 792.606449 = -78742.876518 nChanged 1 SP:Iteration 38F (27.776358 sec): 3 clusters Score: Raw -79535.501602 + Penalty 792.796123 = -78742.705480 nChanged 2 SP:Iteration 39F (27.780434 sec): 3 clusters Score: Raw -79535.649449 + Penalty 793.292167 = -78742.357282 nChanged 2 SP:Iteration 40F (27.784420 sec): 3 clusters Score: Raw -79535.825533 + Penalty 793.909082 = -78741.916450 nChanged 1 SP:Iteration 41F (27.788432 sec): 3 clusters Score: Raw -79535.916936 + Penalty 793.909082 = -78742.007854 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 8 (366 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.791773 sec): 2 clusters Score: Raw -11928.818518 + Penalty 195.852506 = -11732.966012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.792628 sec): 3 clusters Score: Raw -11764.075496 + Penalty 394.923163 = -11369.152333 nChanged 139 SP:Iteration 1F (27.793467 sec): 3 clusters Score: Raw -11880.707292 + Penalty 400.727306 = -11479.979986 nChanged 38 SP:Iteration 2F (27.794302 sec): 3 clusters Score: Raw -11922.110620 + Penalty 402.904308 = -11519.206312 nChanged 24 SP:Iteration 3F (27.795135 sec): 3 clusters Score: Raw -11951.387648 + Penalty 409.749505 = -11541.638143 nChanged 17 SP:Iteration 4Q (27.795958 sec): 3 clusters Score: Raw -11973.259608 + Penalty 414.694676 = -11558.564932 nChanged 8 SP:Iteration 5Q (27.796776 sec): 3 clusters Score: Raw -11981.658182 + Penalty 417.511982 = -11564.146199 nChanged 4 SP:Iteration 6Q (27.797587 sec): 3 clusters Score: Raw -11984.363935 + Penalty 418.575304 = -11565.788630 nChanged 2 SP:Iteration 7Q (27.798394 sec): 3 clusters Score: Raw -11986.706565 + Penalty 420.927783 = -11565.778782 nChanged 3 SP:Iteration 8F (27.799227 sec): 3 clusters Score: Raw -11988.701720 + Penalty 424.121456 = -11564.580264 nChanged 3 SP:Iteration 9F (27.800059 sec): 3 clusters Score: Raw -11991.071232 + Penalty 424.709738 = -11566.361494 nChanged 2 SP:Iteration 10F (27.800892 sec): 3 clusters Score: Raw -11991.937491 + Penalty 424.636089 = -11567.301403 nChanged 2 SP:Iteration 11Q (27.801684 sec): 3 clusters Score: Raw -11993.160061 + Penalty 424.636089 = -11568.523972 nChanged 0 SP:Iteration 12F (27.802516 sec): 3 clusters Score: Raw -11993.160061 + Penalty 424.636089 = -11568.523972 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 9 (294 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.803758 sec): 2 clusters Score: Raw -11334.440135 + Penalty 275.698549 = -11058.741586 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.804482 sec): 3 clusters Score: Raw -11186.191680 + Penalty 554.090898 = -10632.100782 nChanged 88 SP:Iteration 1F (27.805192 sec): 3 clusters Score: Raw -11253.141520 + Penalty 559.292308 = -10693.849212 nChanged 33 SP:Iteration 2F (27.805903 sec): 3 clusters Score: Raw -11291.767371 + Penalty 565.602155 = -10726.165216 nChanged 19 SP:Iteration 3F (27.806612 sec): 3 clusters Score: Raw -11305.900934 + Penalty 577.010438 = -10728.890496 nChanged 19 SP:Iteration 4F (27.807321 sec): 3 clusters Score: Raw -11319.985257 + Penalty 587.409888 = -10732.575369 nChanged 9 SP:Iteration 5Q (27.808020 sec): 3 clusters Score: Raw -11327.900087 + Penalty 591.330589 = -10736.569498 nChanged 6 SP:Iteration 6Q (27.808718 sec): 3 clusters Score: Raw -11332.823109 + Penalty 598.655856 = -10734.167253 nChanged 9 SP:Iteration 7F (27.809424 sec): 3 clusters Score: Raw -11338.152207 + Penalty 603.909704 = -10734.242503 nChanged 4 SP:Iteration 8Q (27.810124 sec): 3 clusters Score: Raw -11339.681197 + Penalty 602.999536 = -10736.681661 nChanged 4 SP:Iteration 9Q (27.810822 sec): 3 clusters Score: Raw -11342.832933 + Penalty 609.271509 = -10733.561424 nChanged 3 SP:Iteration 10F (27.811528 sec): 3 clusters Score: Raw -11346.445187 + Penalty 611.090002 = -10735.355185 nChanged 3 SP:Iteration 11Q (27.812224 sec): 3 clusters Score: Raw -11351.099518 + Penalty 611.090002 = -10740.009515 nChanged 0 SP:Iteration 12F (27.812959 sec): 3 clusters Score: Raw -11351.099518 + Penalty 611.090002 = -10740.009515 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 11 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.813498 sec): 2 clusters Score: Raw -996.234273 + Penalty 233.789571 = -762.444702 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.813765 sec): 3 clusters Score: Raw -1022.552010 + Penalty 467.607223 = -554.944787 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 12 (1108 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.817350 sec): 2 clusters Score: Raw -40648.871164 + Penalty 187.653428 = -40461.217736 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.819508 sec): 3 clusters Score: Raw -39962.111909 + Penalty 380.135010 = -39581.976900 nChanged 492 SP:Iteration 1F (27.821773 sec): 3 clusters Score: Raw -40273.243060 + Penalty 387.344686 = -39885.898374 nChanged 139 SP:Iteration 2F (27.823911 sec): 3 clusters Score: Raw -40412.315082 + Penalty 391.510992 = -40020.804090 nChanged 110 SP:Iteration 3F (27.826010 sec): 3 clusters Score: Raw -40479.666386 + Penalty 393.466788 = -40086.199599 nChanged 55 SP:Iteration 4Q (27.828079 sec): 3 clusters Score: Raw -40510.542421 + Penalty 394.096557 = -40116.445865 nChanged 46 SP:Iteration 5Q (27.830133 sec): 3 clusters Score: Raw -40536.477636 + Penalty 394.402988 = -40142.074648 nChanged 36 SP:Iteration 6Q (27.832176 sec): 3 clusters Score: Raw -40555.653311 + Penalty 396.434579 = -40159.218731 nChanged 28 SP:Iteration 7Q (27.834211 sec): 3 clusters Score: Raw -40568.610308 + Penalty 398.452758 = -40170.157550 nChanged 17 SP:Iteration 8Q (27.836231 sec): 3 clusters Score: Raw -40577.150682 + Penalty 400.913437 = -40176.237245 nChanged 18 SP:Iteration 9Q (27.838247 sec): 3 clusters Score: Raw -40585.369101 + Penalty 403.231817 = -40182.137284 nChanged 12 SP:Iteration 10F (27.840329 sec): 3 clusters Score: Raw -40588.306177 + Penalty 405.634721 = -40182.671456 nChanged 10 SP:Iteration 11Q (27.842333 sec): 3 clusters Score: Raw -40590.312584 + Penalty 406.824234 = -40183.488351 nChanged 6 SP:Iteration 12Q (27.844328 sec): 3 clusters Score: Raw -40591.253183 + Penalty 407.178539 = -40184.074643 nChanged 4 SP:Iteration 13Q (27.846320 sec): 3 clusters Score: Raw -40592.054545 + Penalty 408.304539 = -40183.750006 nChanged 4 SP:Iteration 14F (27.848394 sec): 3 clusters Score: Raw -40592.513863 + Penalty 408.882248 = -40183.631615 nChanged 2 SP:Iteration 15F (27.850469 sec): 3 clusters Score: Raw -40592.672059 + Penalty 409.559199 = -40183.112860 nChanged 3 SP:Iteration 16F (27.852548 sec): 3 clusters Score: Raw -40592.849468 + Penalty 409.404866 = -40183.444602 nChanged 1 SP:Iteration 17Q (27.854537 sec): 3 clusters Score: Raw -40593.030326 + Penalty 409.792370 = -40183.237956 nChanged 3 SP:Iteration 18F (27.856607 sec): 3 clusters Score: Raw -40593.731649 + Penalty 410.938148 = -40182.793501 nChanged 5 SP:Iteration 19F (27.858679 sec): 3 clusters Score: Raw -40594.798808 + Penalty 411.630095 = -40183.168713 nChanged 4 SP:Iteration 20F (27.860753 sec): 3 clusters Score: Raw -40596.080085 + Penalty 411.613292 = -40184.466793 nChanged 5 SP:Iteration 21Q (27.862738 sec): 3 clusters Score: Raw -40597.527354 + Penalty 411.764373 = -40185.762981 nChanged 7 SP:Iteration 22Q (27.864721 sec): 3 clusters Score: Raw -40599.575163 + Penalty 413.340219 = -40186.234945 nChanged 6 SP:Iteration 23Q (27.866696 sec): 3 clusters Score: Raw -40600.634526 + Penalty 414.580348 = -40186.054178 nChanged 5 SP:Iteration 24F (27.868770 sec): 3 clusters Score: Raw -40601.533695 + Penalty 414.744965 = -40186.788730 nChanged 2 SP:Iteration 25Q (27.870743 sec): 3 clusters Score: Raw -40601.661298 + Penalty 414.480002 = -40187.181295 nChanged 2 SP:Iteration 26Q (27.872718 sec): 3 clusters Score: Raw -40602.026261 + Penalty 415.097941 = -40186.928320 nChanged 2 SP:Iteration 27F (27.874824 sec): 3 clusters Score: Raw -40602.234979 + Penalty 415.943765 = -40186.291214 nChanged 2 SP:Iteration 28F (27.876907 sec): 3 clusters Score: Raw -40602.442069 + Penalty 417.345289 = -40185.096780 nChanged 4 SP:Iteration 29F (27.878982 sec): 3 clusters Score: Raw -40603.362990 + Penalty 418.639916 = -40184.723074 nChanged 5 SP:Iteration 30F (27.881057 sec): 3 clusters Score: Raw -40604.834080 + Penalty 420.170063 = -40184.664017 nChanged 6 SP:Iteration 31F (27.883135 sec): 3 clusters Score: Raw -40606.599507 + Penalty 421.753988 = -40184.845519 nChanged 5 SP:Iteration 32Q (27.885090 sec): 3 clusters Score: Raw -40607.275360 + Penalty 422.575898 = -40184.699462 nChanged 5 SP:Iteration 33F (27.887164 sec): 3 clusters Score: Raw -40608.019920 + Penalty 423.028335 = -40184.991585 nChanged 6 SP:Iteration 34Q (27.889117 sec): 3 clusters Score: Raw -40609.065056 + Penalty 424.523389 = -40184.541667 nChanged 6 SP:Iteration 35F (27.891269 sec): 3 clusters Score: Raw -40610.938226 + Penalty 425.845763 = -40185.092464 nChanged 7 SP:Iteration 36Q (27.893261 sec): 3 clusters Score: Raw -40613.631394 + Penalty 429.093209 = -40184.538185 nChanged 9 SP:Iteration 37F (27.895339 sec): 3 clusters Score: Raw -40616.301535 + Penalty 431.457191 = -40184.844343 nChanged 12 SP:Iteration 38Q (27.897272 sec): 3 clusters Score: Raw -40621.700890 + Penalty 434.897415 = -40186.803475 nChanged 16 SP:Iteration 39Q (27.899199 sec): 3 clusters Score: Raw -40629.532043 + Penalty 438.485769 = -40191.046275 nChanged 20 SP:Iteration 40F (27.901272 sec): 3 clusters Score: Raw -40639.112945 + Penalty 443.267312 = -40195.845633 nChanged 16 SP:Iteration 41Q (27.903166 sec): 3 clusters Score: Raw -40646.546673 + Penalty 443.504325 = -40203.042347 nChanged 14 SP:Iteration 42Q (27.905041 sec): 3 clusters Score: Raw -40654.489648 + Penalty 447.099994 = -40207.389654 nChanged 11 SP:Iteration 43Q (27.906897 sec): 3 clusters Score: Raw -40660.335431 + Penalty 447.756978 = -40212.578454 nChanged 4 SP:Iteration 44Q (27.908732 sec): 3 clusters Score: Raw -40662.057646 + Penalty 447.405030 = -40214.652616 nChanged 3 SP:Iteration 45Q (27.910559 sec): 3 clusters Score: Raw -40663.443398 + Penalty 447.758899 = -40215.684499 nChanged 4 SP:Iteration 46Q (27.912385 sec): 3 clusters Score: Raw -40664.653483 + Penalty 445.933106 = -40218.720377 nChanged 4 SP:Iteration 47Q (27.914202 sec): 3 clusters Score: Raw -40666.599787 + Penalty 445.117794 = -40221.481993 nChanged 5 SP:Iteration 48Q (27.916012 sec): 3 clusters Score: Raw -40668.607369 + Penalty 444.951226 = -40223.656143 nChanged 2 SP:Iteration 49Q (27.917856 sec): 3 clusters Score: Raw -40669.154710 + Penalty 448.221263 = -40220.933448 nChanged 3 SP:Iteration 50F (27.919978 sec): 3 clusters Score: Raw -40669.538373 + Penalty 447.871441 = -40221.666932 nChanged 1 SP:Iteration 51Q (27.921796 sec): 3 clusters Score: Raw -40669.811055 + Penalty 447.507680 = -40222.303375 nChanged 1 SP:Iteration 52Q (27.923756 sec): 3 clusters Score: Raw -40670.382758 + Penalty 444.887803 = -40225.494955 nChanged 2 SP:Iteration 53Q (27.925688 sec): 3 clusters Score: Raw -40671.913210 + Penalty 444.887803 = -40227.025406 nChanged 0 SP:Iteration 54F (27.927850 sec): 3 clusters Score: Raw -40671.913210 + Penalty 444.887803 = -40227.025406 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 13 (347 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.929208 sec): 2 clusters Score: Raw -12200.390419 + Penalty 37.619802 = -12162.770617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.930044 sec): 3 clusters Score: Raw -11992.011481 + Penalty 75.824714 = -11916.186767 nChanged 154 SP:Iteration 1F (27.930845 sec): 3 clusters Score: Raw -12172.917073 + Penalty 76.582769 = -12096.334303 nChanged 9 SP:Iteration 2Q (27.931586 sec): 3 clusters Score: Raw -12176.522090 + Penalty 76.615774 = -12099.906316 nChanged 8 SP:Iteration 3Q (27.932323 sec): 3 clusters Score: Raw -12180.581463 + Penalty 76.374410 = -12104.207053 nChanged 7 SP:Iteration 4Q (27.933086 sec): 3 clusters Score: Raw -12183.044944 + Penalty 76.214941 = -12106.830003 nChanged 3 SP:Iteration 5Q (27.933821 sec): 3 clusters Score: Raw -12183.347283 + Penalty 76.151337 = -12107.195945 nChanged 1 SP:Iteration 6Q (27.934555 sec): 3 clusters Score: Raw -12183.377529 + Penalty 76.151337 = -12107.226192 nChanged 0 SP:Iteration 7F (27.935353 sec): 3 clusters Score: Raw -12183.377529 + Penalty 76.151337 = -12107.226192 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 14 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.935981 sec): 2 clusters Score: Raw -2312.813048 + Penalty 325.424576 = -1987.388472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.936300 sec): 3 clusters Score: Raw -2341.981894 + Penalty 647.449417 = -1694.532477 nChanged 2 SP:Iteration 1Q (27.936607 sec): 3 clusters Score: Raw -2350.537284 + Penalty 647.443448 = -1703.093836 nChanged 1 SP:Iteration 2Q (27.936913 sec): 3 clusters Score: Raw -2352.095183 + Penalty 647.443448 = -1704.651735 nChanged 0 SP:Iteration 3F (27.937225 sec): 3 clusters Score: Raw -2352.095183 + Penalty 647.443448 = -1704.651735 nChanged 0 Memory request: 0.01 GB would take us to total of 0.17 GB. Trying to split cluster 15 (569 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.940341 sec): 2 clusters Score: Raw -23697.538983 + Penalty 285.297530 = -23412.241453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.941598 sec): 3 clusters Score: Raw -23377.380340 + Penalty 574.719402 = -22802.660937 nChanged 213 SP:Iteration 1F (27.942776 sec): 3 clusters Score: Raw -23501.640951 + Penalty 577.187375 = -22924.453576 nChanged 43 SP:Iteration 2F (27.943963 sec): 3 clusters Score: Raw -23526.622004 + Penalty 580.406466 = -22946.215538 nChanged 24 SP:Iteration 3Q (27.945143 sec): 3 clusters Score: Raw -23541.065557 + Penalty 585.216713 = -22955.848844 nChanged 31 SP:Iteration 4F (27.946322 sec): 3 clusters Score: Raw -23556.155347 + Penalty 592.529111 = -22963.626237 nChanged 29 SP:Iteration 5F (27.947502 sec): 3 clusters Score: Raw -23576.206354 + Penalty 601.796582 = -22974.409772 nChanged 30 SP:Iteration 6F (27.948683 sec): 3 clusters Score: Raw -23600.278232 + Penalty 613.663861 = -22986.614372 nChanged 23 SP:Iteration 7Q (27.949848 sec): 3 clusters Score: Raw -23623.407552 + Penalty 621.844469 = -23001.563084 nChanged 18 SP:Iteration 8Q (27.950991 sec): 3 clusters Score: Raw -23635.428052 + Penalty 631.996979 = -23003.431073 nChanged 16 SP:Iteration 9Q (27.952123 sec): 3 clusters Score: Raw -23646.870311 + Penalty 636.677223 = -23010.193088 nChanged 9 SP:Iteration 10F (27.953304 sec): 3 clusters Score: Raw -23652.210993 + Penalty 638.523072 = -23013.687922 nChanged 11 SP:Iteration 11Q (27.954411 sec): 3 clusters Score: Raw -23661.505097 + Penalty 648.760600 = -23012.744497 nChanged 11 SP:Iteration 12F (27.955593 sec): 3 clusters Score: Raw -23667.455705 + Penalty 655.494684 = -23011.961021 nChanged 9 SP:Iteration 13F (27.956775 sec): 3 clusters Score: Raw -23672.904921 + Penalty 664.368019 = -23008.536902 nChanged 7 SP:Iteration 14F (27.957958 sec): 3 clusters Score: Raw -23675.744600 + Penalty 672.729563 = -23003.015037 nChanged 8 SP:Iteration 15F (27.959141 sec): 3 clusters Score: Raw -23680.240095 + Penalty 681.516341 = -22998.723754 nChanged 4 SP:Iteration 16F (27.960327 sec): 3 clusters Score: Raw -23685.391143 + Penalty 686.901795 = -22998.489348 nChanged 3 SP:Iteration 17F (27.961509 sec): 3 clusters Score: Raw -23688.533201 + Penalty 693.564097 = -22994.969104 nChanged 3 SP:Iteration 18F (27.962693 sec): 3 clusters Score: Raw -23689.934127 + Penalty 698.810401 = -22991.123726 nChanged 3 SP:Iteration 19F (27.963878 sec): 3 clusters Score: Raw -23690.136753 + Penalty 705.723100 = -22984.413654 nChanged 3 SP:Iteration 20F (27.965063 sec): 3 clusters Score: Raw -23692.453362 + Penalty 706.577239 = -22985.876123 nChanged 1 SP:Iteration 21Q (27.966126 sec): 3 clusters Score: Raw -23694.099329 + Penalty 706.385220 = -22987.714109 nChanged 1 SP:Iteration 22Q (27.967158 sec): 3 clusters Score: Raw -23694.876889 + Penalty 706.385220 = -22988.491669 nChanged 0 SP:Iteration 23F (27.968341 sec): 3 clusters Score: Raw -23694.876889 + Penalty 706.385220 = -22988.491669 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 16 (79 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.969624 sec): 2 clusters Score: Raw -3250.411784 + Penalty 287.285157 = -2963.126627 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.969976 sec): 3 clusters Score: Raw -3229.896905 + Penalty 562.867676 = -2667.029229 nChanged 14 SP:Iteration 1F (27.970321 sec): 3 clusters Score: Raw -3247.045049 + Penalty 560.492755 = -2686.552295 nChanged 3 SP:Iteration 2Q (27.970667 sec): 3 clusters Score: Raw -3251.363614 + Penalty 560.833644 = -2690.529971 nChanged 2 SP:Iteration 3Q (27.971010 sec): 3 clusters Score: Raw -3257.579758 + Penalty 562.646994 = -2694.932764 nChanged 2 SP:Iteration 4Q (27.971351 sec): 3 clusters Score: Raw -3259.067766 + Penalty 564.455753 = -2694.612013 nChanged 1 SP:Iteration 5F (27.971719 sec): 3 clusters Score: Raw -3260.097517 + Penalty 564.455753 = -2695.641764 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 17 (261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.973288 sec): 2 clusters Score: Raw -9166.393704 + Penalty 571.825662 = -8594.568042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.973977 sec): 3 clusters Score: Raw -9131.139015 + Penalty 1143.448006 = -7987.691009 nChanged 53 SP:Iteration 1F (27.974652 sec): 3 clusters Score: Raw -9211.025779 + Penalty 1142.173623 = -8068.852156 nChanged 13 SP:Iteration 2Q (27.975305 sec): 3 clusters Score: Raw -9237.658149 + Penalty 1140.059676 = -8097.598473 nChanged 7 SP:Iteration 3Q (27.975941 sec): 3 clusters Score: Raw -9249.449463 + Penalty 1139.486053 = -8109.963411 nChanged 3 SP:Iteration 4Q (27.976575 sec): 3 clusters Score: Raw -9252.626488 + Penalty 1139.370941 = -8113.255548 nChanged 2 SP:Iteration 5Q (27.977227 sec): 3 clusters Score: Raw -9253.930659 + Penalty 1138.870485 = -8115.060174 nChanged 1 SP:Iteration 6Q (27.977912 sec): 3 clusters Score: Raw -9258.886258 + Penalty 1139.249159 = -8119.637099 nChanged 2 SP:Iteration 7Q (27.978567 sec): 3 clusters Score: Raw -9260.844527 + Penalty 1139.249159 = -8121.595368 nChanged 0 SP:Iteration 8F (27.979242 sec): 3 clusters Score: Raw -9260.844527 + Penalty 1139.249159 = -8121.595368 nChanged 0 Memory request: 0.02 GB would take us to total of 0.19 GB. Trying to split cluster 18 (4665 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.000861 sec): 2 clusters Score: Raw -157328.305688 + Penalty 205.529970 = -157122.775718 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.009598 sec): 3 clusters Score: Raw -154249.655669 + Penalty 427.177865 = -153822.477803 nChanged 2089 SP:Iteration 1F (28.017966 sec): 3 clusters Score: Raw -155478.934790 + Penalty 470.621119 = -155008.313671 nChanged 772 SP:Iteration 2F (28.026479 sec): 3 clusters Score: Raw -156201.039867 + Penalty 545.057134 = -155655.982733 nChanged 560 SP:Iteration 3F (28.034951 sec): 3 clusters Score: Raw -156823.327812 + Penalty 647.730174 = -156175.597638 nChanged 326 SP:Iteration 4F (28.043406 sec): 3 clusters Score: Raw -157197.194698 + Penalty 719.511083 = -156477.683616 nChanged 104 SP:Iteration 5Q (28.051195 sec): 3 clusters Score: Raw -157310.595687 + Penalty 726.839604 = -156583.756083 nChanged 28 SP:Iteration 6Q (28.058022 sec): 3 clusters Score: Raw -157334.873281 + Penalty 736.168945 = -156598.704337 nChanged 11 SP:Iteration 7Q (28.064999 sec): 3 clusters Score: Raw -157347.162244 + Penalty 759.226496 = -156587.935748 nChanged 4 SP:Iteration 8F (28.073356 sec): 3 clusters Score: Raw -157350.163354 + Penalty 768.590362 = -156581.572992 nChanged 5 SP:Iteration 9F (28.081748 sec): 3 clusters Score: Raw -157355.350045 + Penalty 765.024875 = -156590.325169 nChanged 4 SP:Iteration 10F (28.090182 sec): 3 clusters Score: Raw -157364.421943 + Penalty 765.024875 = -156599.397068 nChanged 0 Memory request: 0.01 GB would take us to total of 0.17 GB. Trying to split cluster 19 (583 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.097183 sec): 2 clusters Score: Raw -20652.368809 + Penalty 371.002762 = -20281.366047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.098459 sec): 3 clusters Score: Raw -20360.198068 + Penalty 759.485370 = -19600.712698 nChanged 214 SP:Iteration 1F (28.099701 sec): 3 clusters Score: Raw -20523.167377 + Penalty 785.186163 = -19737.981214 nChanged 71 SP:Iteration 2F (28.100945 sec): 3 clusters Score: Raw -20583.986918 + Penalty 816.960005 = -19767.026913 nChanged 43 SP:Iteration 3F (28.102203 sec): 3 clusters Score: Raw -20622.625572 + Penalty 829.496884 = -19793.128688 nChanged 17 SP:Iteration 4Q (28.103439 sec): 3 clusters Score: Raw -20632.954546 + Penalty 840.531991 = -19792.422555 nChanged 13 SP:Iteration 5F (28.104689 sec): 3 clusters Score: Raw -20641.853052 + Penalty 848.327097 = -19793.525955 nChanged 10 SP:Iteration 6Q (28.105923 sec): 3 clusters Score: Raw -20651.658818 + Penalty 862.395555 = -19789.263263 nChanged 9 SP:Iteration 7F (28.107178 sec): 3 clusters Score: Raw -20661.558805 + Penalty 876.113211 = -19785.445594 nChanged 7 SP:Iteration 8F (28.108449 sec): 3 clusters Score: Raw -20669.483018 + Penalty 886.897794 = -19782.585224 nChanged 5 SP:Iteration 9F (28.109703 sec): 3 clusters Score: Raw -20681.825664 + Penalty 891.591461 = -19790.234203 nChanged 5 SP:Iteration 10F (28.110955 sec): 3 clusters Score: Raw -20688.939757 + Penalty 893.103896 = -19795.835861 nChanged 5 SP:Iteration 11Q (28.112125 sec): 3 clusters Score: Raw -20696.391972 + Penalty 904.084145 = -19792.307827 nChanged 7 SP:Iteration 12F (28.113380 sec): 3 clusters Score: Raw -20705.835769 + Penalty 902.154886 = -19803.680883 nChanged 2 SP:Iteration 13Q (28.114507 sec): 3 clusters Score: Raw -20709.622204 + Penalty 902.154886 = -19807.467318 nChanged 0 SP:Iteration 14F (28.115761 sec): 3 clusters Score: Raw -20709.622204 + Penalty 902.154886 = -19807.467318 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 20 (132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.117465 sec): 2 clusters Score: Raw -4602.481080 + Penalty 610.150447 = -3992.330633 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.117933 sec): 3 clusters Score: Raw -4647.525458 + Penalty 1220.699455 = -3426.826002 nChanged 6 SP:Iteration 1Q (28.118379 sec): 3 clusters Score: Raw -4669.195835 + Penalty 1222.080436 = -3447.115399 nChanged 3 SP:Iteration 2Q (28.118814 sec): 3 clusters Score: Raw -4677.091252 + Penalty 1223.074013 = -3454.017240 nChanged 1 SP:Iteration 3Q (28.119239 sec): 3 clusters Score: Raw -4683.310322 + Penalty 1223.876596 = -3459.433726 nChanged 1 SP:Iteration 4Q (28.119662 sec): 3 clusters Score: Raw -4689.971843 + Penalty 1223.876596 = -3466.095247 nChanged 0 SP:Iteration 5F (28.120105 sec): 3 clusters Score: Raw -4689.971843 + Penalty 1223.876596 = -3466.095247 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 21 (1145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.123973 sec): 2 clusters Score: Raw -41704.671024 + Penalty 111.190650 = -41593.480374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.126149 sec): 3 clusters Score: Raw -41009.891446 + Penalty 223.234584 = -40786.656862 nChanged 511 SP:Iteration 1F (28.128366 sec): 3 clusters Score: Raw -41485.953166 + Penalty 224.417834 = -41261.535332 nChanged 101 SP:Iteration 2F (28.130550 sec): 3 clusters Score: Raw -41540.569740 + Penalty 225.705965 = -41314.863775 nChanged 45 SP:Iteration 3Q (28.132698 sec): 3 clusters Score: Raw -41554.017709 + Penalty 227.020292 = -41326.997418 nChanged 22 SP:Iteration 4Q (28.134798 sec): 3 clusters Score: Raw -41559.648443 + Penalty 227.902464 = -41331.745979 nChanged 15 SP:Iteration 5Q (28.136893 sec): 3 clusters Score: Raw -41563.113371 + Penalty 229.139234 = -41333.974137 nChanged 13 SP:Iteration 6Q (28.138987 sec): 3 clusters Score: Raw -41565.800938 + Penalty 230.508940 = -41335.291998 nChanged 14 SP:Iteration 7Q (28.141078 sec): 3 clusters Score: Raw -41568.601901 + Penalty 231.963116 = -41336.638785 nChanged 14 SP:Iteration 8Q (28.143169 sec): 3 clusters Score: Raw -41571.822951 + Penalty 233.788877 = -41338.034074 nChanged 18 SP:Iteration 9Q (28.145252 sec): 3 clusters Score: Raw -41577.690659 + Penalty 236.099352 = -41341.591307 nChanged 20 SP:Iteration 10F (28.147386 sec): 3 clusters Score: Raw -41584.374383 + Penalty 238.141046 = -41346.233337 nChanged 15 SP:Iteration 11Q (28.149573 sec): 3 clusters Score: Raw -41587.849288 + Penalty 239.453596 = -41348.395692 nChanged 11 SP:Iteration 12Q (28.151756 sec): 3 clusters Score: Raw -41589.679164 + Penalty 240.649830 = -41349.029334 nChanged 7 SP:Iteration 13Q (28.153865 sec): 3 clusters Score: Raw -41591.592725 + Penalty 241.533624 = -41350.059102 nChanged 7 SP:Iteration 14Q (28.155930 sec): 3 clusters Score: Raw -41592.876040 + Penalty 242.518686 = -41350.357354 nChanged 6 SP:Iteration 15Q (28.157992 sec): 3 clusters Score: Raw -41593.310802 + Penalty 243.476019 = -41349.834783 nChanged 6 SP:Iteration 16F (28.160129 sec): 3 clusters Score: Raw -41594.145094 + Penalty 245.854920 = -41348.290174 nChanged 12 SP:Iteration 17F (28.162267 sec): 3 clusters Score: Raw -41599.159116 + Penalty 248.251588 = -41350.907528 nChanged 17 SP:Iteration 18Q (28.164392 sec): 3 clusters Score: Raw -41605.538898 + Penalty 249.153535 = -41356.385363 nChanged 9 SP:Iteration 19Q (28.166480 sec): 3 clusters Score: Raw -41608.355652 + Penalty 249.890238 = -41358.465414 nChanged 7 SP:Iteration 20F (28.168621 sec): 3 clusters Score: Raw -41614.919254 + Penalty 251.088930 = -41363.830324 nChanged 11 SP:Iteration 21Q (28.170685 sec): 3 clusters Score: Raw -41620.802609 + Penalty 251.405452 = -41369.397156 nChanged 12 SP:Iteration 22Q (28.172705 sec): 3 clusters Score: Raw -41625.829572 + Penalty 252.377628 = -41373.451944 nChanged 10 SP:Iteration 23Q (28.174707 sec): 3 clusters Score: Raw -41628.727049 + Penalty 255.152594 = -41373.574455 nChanged 14 SP:Iteration 24Q (28.176760 sec): 3 clusters Score: Raw -41632.120888 + Penalty 256.690859 = -41375.430029 nChanged 13 SP:Iteration 25Q (28.178826 sec): 3 clusters Score: Raw -41634.994990 + Penalty 258.536263 = -41376.458728 nChanged 10 SP:Iteration 26Q (28.180847 sec): 3 clusters Score: Raw -41636.434600 + Penalty 260.123920 = -41376.310680 nChanged 8 SP:Iteration 27F (28.183019 sec): 3 clusters Score: Raw -41637.661687 + Penalty 261.861453 = -41375.800234 nChanged 10 SP:Iteration 28F (28.185217 sec): 3 clusters Score: Raw -41639.414848 + Penalty 262.717569 = -41376.697279 nChanged 8 SP:Iteration 29Q (28.187221 sec): 3 clusters Score: Raw -41641.355736 + Penalty 265.822023 = -41375.533713 nChanged 11 SP:Iteration 30F (28.189358 sec): 3 clusters Score: Raw -41643.724742 + Penalty 267.210614 = -41376.514127 nChanged 8 SP:Iteration 31Q (28.191309 sec): 3 clusters Score: Raw -41645.969080 + Penalty 269.385836 = -41376.583244 nChanged 12 SP:Iteration 32Q (28.193254 sec): 3 clusters Score: Raw -41650.250271 + Penalty 271.514841 = -41378.735431 nChanged 11 SP:Iteration 33Q (28.195188 sec): 3 clusters Score: Raw -41655.188248 + Penalty 276.662036 = -41378.526212 nChanged 15 SP:Iteration 34F (28.197344 sec): 3 clusters Score: Raw -41663.229667 + Penalty 281.941275 = -41381.288392 nChanged 14 SP:Iteration 35Q (28.199316 sec): 3 clusters Score: Raw -41669.152882 + Penalty 284.083066 = -41385.069816 nChanged 11 SP:Iteration 36Q (28.201246 sec): 3 clusters Score: Raw -41672.788286 + Penalty 284.749634 = -41388.038652 nChanged 6 SP:Iteration 37Q (28.203145 sec): 3 clusters Score: Raw -41674.488555 + Penalty 286.825851 = -41387.662704 nChanged 5 SP:Iteration 38F (28.205423 sec): 3 clusters Score: Raw -41675.495763 + Penalty 285.567286 = -41389.928477 nChanged 6 SP:Iteration 39Q (28.207341 sec): 3 clusters Score: Raw -41678.038066 + Penalty 288.390276 = -41389.647790 nChanged 9 SP:Iteration 40F (28.209513 sec): 3 clusters Score: Raw -41680.539561 + Penalty 289.386424 = -41391.153137 nChanged 2 SP:Iteration 41Q (28.211362 sec): 3 clusters Score: Raw -41681.129330 + Penalty 291.319106 = -41389.810224 nChanged 2 SP:Iteration 42F (28.213554 sec): 3 clusters Score: Raw -41681.381626 + Penalty 293.150805 = -41388.230821 nChanged 2 SP:Iteration 43F (28.215723 sec): 3 clusters Score: Raw -41681.694976 + Penalty 297.750203 = -41383.944773 nChanged 4 SP:Iteration 44F (28.217862 sec): 3 clusters Score: Raw -41683.636262 + Penalty 301.463255 = -41382.173007 nChanged 6 SP:Iteration 45F (28.219996 sec): 3 clusters Score: Raw -41685.486908 + Penalty 303.311209 = -41382.175699 nChanged 5 SP:Iteration 46Q (28.221828 sec): 3 clusters Score: Raw -41686.156360 + Penalty 304.794388 = -41381.361971 nChanged 2 SP:Iteration 47F (28.223964 sec): 3 clusters Score: Raw -41686.239683 + Penalty 306.864241 = -41379.375442 nChanged 3 SP:Iteration 48F (28.226170 sec): 3 clusters Score: Raw -41686.527743 + Penalty 305.279552 = -41381.248191 nChanged 4 SP:Iteration 49Q (28.228026 sec): 3 clusters Score: Raw -41687.435316 + Penalty 308.270892 = -41379.164425 nChanged 4 SP:Iteration 50F (28.230252 sec): 3 clusters Score: Raw -41687.875992 + Penalty 311.224704 = -41376.651288 nChanged 3 SP:Iteration 51F (28.232465 sec): 3 clusters Score: Raw -41688.262899 + Penalty 309.862946 = -41378.399954 nChanged 4 SP:Iteration 52Q (28.234485 sec): 3 clusters Score: Raw -41688.873645 + Penalty 314.276153 = -41374.597493 nChanged 3 SP:Iteration 53F (28.236793 sec): 3 clusters Score: Raw -41689.478428 + Penalty 315.964507 = -41373.513920 nChanged 1 SP:Iteration 54F (28.238920 sec): 3 clusters Score: Raw -41689.492710 + Penalty 315.964507 = -41373.528202 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 23 (223 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.240636 sec): 2 clusters Score: Raw -7637.028333 + Penalty 370.046651 = -7266.981682 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.241243 sec): 3 clusters Score: Raw -7564.363722 + Penalty 739.667278 = -6824.696444 nChanged 56 SP:Iteration 1F (28.241864 sec): 3 clusters Score: Raw -7611.540989 + Penalty 738.943104 = -6872.597885 nChanged 14 SP:Iteration 2F (28.242456 sec): 3 clusters Score: Raw -7629.241442 + Penalty 738.100441 = -6891.141001 nChanged 13 SP:Iteration 3F (28.243048 sec): 3 clusters Score: Raw -7649.507277 + Penalty 738.547205 = -6910.960072 nChanged 4 SP:Iteration 4Q (28.243633 sec): 3 clusters Score: Raw -7654.742826 + Penalty 738.483758 = -6916.259067 nChanged 3 SP:Iteration 5Q (28.244214 sec): 3 clusters Score: Raw -7657.693615 + Penalty 738.785559 = -6918.908056 nChanged 2 SP:Iteration 6Q (28.244796 sec): 3 clusters Score: Raw -7659.874321 + Penalty 739.523573 = -6920.350749 nChanged 3 SP:Iteration 7Q (28.245378 sec): 3 clusters Score: Raw -7663.297146 + Penalty 740.228513 = -6923.068633 nChanged 3 SP:Iteration 8Q (28.245957 sec): 3 clusters Score: Raw -7665.891090 + Penalty 740.423068 = -6925.468021 nChanged 1 SP:Iteration 9Q (28.246541 sec): 3 clusters Score: Raw -7666.774517 + Penalty 740.423068 = -6926.351449 nChanged 0 SP:Iteration 10F (28.247132 sec): 3 clusters Score: Raw -7666.774517 + Penalty 740.423068 = -6926.351449 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 24 (54 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.248196 sec): 2 clusters Score: Raw -2063.867807 + Penalty 340.525171 = -1723.342636 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.248506 sec): 3 clusters Score: Raw -2097.972633 + Penalty 679.907975 = -1418.064658 nChanged 3 SP:Iteration 1F (28.248835 sec): 3 clusters Score: Raw -2101.934551 + Penalty 679.907975 = -1422.026576 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 26 (313 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.250672 sec): 2 clusters Score: Raw -12242.051629 + Penalty 244.855712 = -11997.195917 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.251455 sec): 3 clusters Score: Raw -12113.589482 + Penalty 492.909067 = -11620.680415 nChanged 100 SP:Iteration 1F (28.252229 sec): 3 clusters Score: Raw -12193.521573 + Penalty 496.162088 = -11697.359486 nChanged 20 SP:Iteration 2F (28.252997 sec): 3 clusters Score: Raw -12210.394243 + Penalty 496.598241 = -11713.796002 nChanged 10 SP:Iteration 3Q (28.253733 sec): 3 clusters Score: Raw -12219.336961 + Penalty 497.997731 = -11721.339230 nChanged 8 SP:Iteration 4Q (28.254459 sec): 3 clusters Score: Raw -12224.567967 + Penalty 498.640927 = -11725.927040 nChanged 5 SP:Iteration 5Q (28.255182 sec): 3 clusters Score: Raw -12228.547213 + Penalty 499.854865 = -11728.692347 nChanged 2 SP:Iteration 6Q (28.255903 sec): 3 clusters Score: Raw -12231.881894 + Penalty 500.887490 = -11730.994404 nChanged 4 SP:Iteration 7Q (28.256623 sec): 3 clusters Score: Raw -12235.112574 + Penalty 502.475297 = -11732.637278 nChanged 3 SP:Iteration 8Q (28.257338 sec): 3 clusters Score: Raw -12236.699961 + Penalty 502.808901 = -11733.891060 nChanged 2 SP:Iteration 9Q (28.258052 sec): 3 clusters Score: Raw -12238.426185 + Penalty 503.173607 = -11735.252578 nChanged 2 SP:Iteration 10F (28.258789 sec): 3 clusters Score: Raw -12239.393938 + Penalty 503.329891 = -11736.064048 nChanged 4 SP:Iteration 11Q (28.259505 sec): 3 clusters Score: Raw -12241.970735 + Penalty 503.216216 = -11738.754518 nChanged 2 SP:Iteration 12Q (28.260220 sec): 3 clusters Score: Raw -12242.774079 + Penalty 503.216216 = -11739.557863 nChanged 0 SP:Iteration 13F (28.261003 sec): 3 clusters Score: Raw -12242.774079 + Penalty 503.216216 = -11739.557863 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 27 (297 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.262823 sec): 2 clusters Score: Raw -11816.198672 + Penalty 456.496571 = -11359.702101 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.263581 sec): 3 clusters Score: Raw -11697.007481 + Penalty 914.343766 = -10782.663714 nChanged 75 SP:Iteration 1F (28.264325 sec): 3 clusters Score: Raw -11761.215062 + Penalty 921.938571 = -10839.276491 nChanged 25 SP:Iteration 2F (28.265073 sec): 3 clusters Score: Raw -11784.932088 + Penalty 922.489426 = -10862.442662 nChanged 17 SP:Iteration 3F (28.265813 sec): 3 clusters Score: Raw -11805.749647 + Penalty 919.204883 = -10886.544764 nChanged 14 SP:Iteration 4Q (28.266526 sec): 3 clusters Score: Raw -11828.392277 + Penalty 917.364562 = -10911.027716 nChanged 4 SP:Iteration 5Q (28.267227 sec): 3 clusters Score: Raw -11835.029616 + Penalty 913.216163 = -10921.813453 nChanged 4 SP:Iteration 6Q (28.267927 sec): 3 clusters Score: Raw -11839.447563 + Penalty 912.142309 = -10927.305254 nChanged 4 SP:Iteration 7Q (28.268622 sec): 3 clusters Score: Raw -11843.140529 + Penalty 911.716539 = -10931.423990 nChanged 1 SP:Iteration 8Q (28.269314 sec): 3 clusters Score: Raw -11844.259421 + Penalty 911.317319 = -10932.942102 nChanged 2 SP:Iteration 9Q (28.270005 sec): 3 clusters Score: Raw -11849.054036 + Penalty 911.885889 = -10937.168147 nChanged 3 SP:Iteration 10F (28.270720 sec): 3 clusters Score: Raw -11851.615282 + Penalty 911.208634 = -10940.406648 nChanged 1 SP:Iteration 11Q (28.271409 sec): 3 clusters Score: Raw -11852.132717 + Penalty 911.208634 = -10940.924083 nChanged 0 SP:Iteration 12F (28.272128 sec): 3 clusters Score: Raw -11852.132717 + Penalty 911.208634 = -10940.924083 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 30 (115 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.273638 sec): 2 clusters Score: Raw -4108.194980 + Penalty 688.417145 = -3419.777835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.274058 sec): 3 clusters Score: Raw -4242.127687 + Penalty 1380.461707 = -2861.665980 nChanged 6 SP:Iteration 1F (28.274469 sec): 3 clusters Score: Raw -4259.656335 + Penalty 1380.461707 = -2879.194628 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 32 (235 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.276184 sec): 2 clusters Score: Raw -9979.427979 + Penalty 267.451003 = -9711.976976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.276810 sec): 3 clusters Score: Raw -9851.883359 + Penalty 534.949779 = -9316.933580 nChanged 72 SP:Iteration 1F (28.277426 sec): 3 clusters Score: Raw -9894.604602 + Penalty 534.569334 = -9360.035268 nChanged 18 SP:Iteration 2F (28.278039 sec): 3 clusters Score: Raw -9911.797268 + Penalty 534.195888 = -9377.601381 nChanged 11 SP:Iteration 3Q (28.278652 sec): 3 clusters Score: Raw -9917.600732 + Penalty 534.718983 = -9382.881749 nChanged 10 SP:Iteration 4Q (28.279264 sec): 3 clusters Score: Raw -9922.395873 + Penalty 536.082941 = -9386.312931 nChanged 9 SP:Iteration 5Q (28.279875 sec): 3 clusters Score: Raw -9931.013988 + Penalty 537.354505 = -9393.659483 nChanged 8 SP:Iteration 6Q (28.280483 sec): 3 clusters Score: Raw -9936.291714 + Penalty 541.202893 = -9395.088821 nChanged 6 SP:Iteration 7Q (28.281094 sec): 3 clusters Score: Raw -9940.806251 + Penalty 546.925748 = -9393.880504 nChanged 8 SP:Iteration 8F (28.281711 sec): 3 clusters Score: Raw -9949.769496 + Penalty 555.211407 = -9394.558089 nChanged 9 SP:Iteration 9Q (28.282320 sec): 3 clusters Score: Raw -9960.741859 + Penalty 564.405848 = -9396.336011 nChanged 10 SP:Iteration 10F (28.282934 sec): 3 clusters Score: Raw -9970.569272 + Penalty 566.269269 = -9404.300003 nChanged 4 SP:Iteration 11Q (28.283545 sec): 3 clusters Score: Raw -9973.684350 + Penalty 570.158748 = -9403.525602 nChanged 3 SP:Iteration 12F (28.284157 sec): 3 clusters Score: Raw -9976.464977 + Penalty 573.273819 = -9403.191158 nChanged 2 SP:Iteration 13F (28.284772 sec): 3 clusters Score: Raw -9978.000833 + Penalty 574.102470 = -9403.898363 nChanged 2 SP:Iteration 14Q (28.285376 sec): 3 clusters Score: Raw -9979.683080 + Penalty 574.102470 = -9405.580610 nChanged 0 SP:Iteration 15F (28.285988 sec): 3 clusters Score: Raw -9979.683080 + Penalty 574.102470 = -9405.580610 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 33 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.286978 sec): 2 clusters Score: Raw -504.701267 + Penalty 219.027756 = -285.673511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.287212 sec): 3 clusters Score: Raw -523.598028 + Penalty 431.426477 = -92.171551 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 34 (134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.288391 sec): 2 clusters Score: Raw -5095.153377 + Penalty 406.001393 = -4689.151984 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.288845 sec): 3 clusters Score: Raw -5084.869015 + Penalty 812.125415 = -4272.743600 nChanged 24 SP:Iteration 1F (28.289294 sec): 3 clusters Score: Raw -5118.560330 + Penalty 812.498183 = -4306.062147 nChanged 5 SP:Iteration 2Q (28.289731 sec): 3 clusters Score: Raw -5127.240133 + Penalty 813.979816 = -4313.260317 nChanged 3 SP:Iteration 3Q (28.290165 sec): 3 clusters Score: Raw -5131.228571 + Penalty 813.979816 = -4317.248755 nChanged 0 SP:Iteration 4F (28.290610 sec): 3 clusters Score: Raw -5131.228571 + Penalty 813.979816 = -4317.248755 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 35 (245 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.292115 sec): 2 clusters Score: Raw -9075.657241 + Penalty 440.504866 = -8635.152376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.292753 sec): 3 clusters Score: Raw -9025.369362 + Penalty 893.381334 = -8131.988028 nChanged 64 SP:Iteration 1F (28.293381 sec): 3 clusters Score: Raw -9124.102920 + Penalty 901.202056 = -8222.900863 nChanged 21 SP:Iteration 2F (28.294026 sec): 3 clusters Score: Raw -9152.358810 + Penalty 905.787371 = -8246.571440 nChanged 8 SP:Iteration 3Q (28.294632 sec): 3 clusters Score: Raw -9161.142842 + Penalty 908.093140 = -8253.049702 nChanged 4 SP:Iteration 4Q (28.295233 sec): 3 clusters Score: Raw -9164.779900 + Penalty 908.093140 = -8256.686760 nChanged 0 SP:Iteration 5F (28.295859 sec): 3 clusters Score: Raw -9164.779900 + Penalty 908.093140 = -8256.686760 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 36 (95 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.297039 sec): 2 clusters Score: Raw -2712.464637 + Penalty 359.923590 = -2352.541047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.297431 sec): 3 clusters Score: Raw -2734.031504 + Penalty 726.631584 = -2007.399920 nChanged 8 SP:Iteration 1F (28.297818 sec): 3 clusters Score: Raw -2744.814647 + Penalty 726.631584 = -2018.183063 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 37 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.298708 sec): 2 clusters Score: Raw -494.619778 + Penalty 135.273380 = -359.346398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.298947 sec): 3 clusters Score: Raw -499.483451 + Penalty 267.132226 = -232.351226 nChanged 1 SP:Iteration 1F (28.299183 sec): 3 clusters Score: Raw -503.353654 + Penalty 267.132226 = -236.221428 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 38 (201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.300518 sec): 2 clusters Score: Raw -7018.955539 + Penalty 216.998158 = -6801.957381 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.301082 sec): 3 clusters Score: Raw -6934.717350 + Penalty 434.984990 = -6499.732360 nChanged 59 SP:Iteration 1F (28.301636 sec): 3 clusters Score: Raw -6986.100805 + Penalty 431.073057 = -6555.027748 nChanged 32 SP:Iteration 2F (28.302192 sec): 3 clusters Score: Raw -7015.695711 + Penalty 427.244642 = -6588.451069 nChanged 11 SP:Iteration 3F (28.302744 sec): 3 clusters Score: Raw -7028.227985 + Penalty 425.046135 = -6603.181850 nChanged 3 SP:Iteration 4Q (28.303287 sec): 3 clusters Score: Raw -7033.842022 + Penalty 421.847343 = -6611.994679 nChanged 1 SP:Iteration 5Q (28.303820 sec): 3 clusters Score: Raw -7036.143354 + Penalty 421.339415 = -6614.803939 nChanged 1 SP:Iteration 6Q (28.304352 sec): 3 clusters Score: Raw -7036.989002 + Penalty 422.097018 = -6614.891984 nChanged 2 SP:Iteration 7Q (28.304884 sec): 3 clusters Score: Raw -7037.641810 + Penalty 422.097018 = -6615.544792 nChanged 0 SP:Iteration 8F (28.305436 sec): 3 clusters Score: Raw -7037.641810 + Penalty 422.097018 = -6615.544792 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 39 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.306520 sec): 2 clusters Score: Raw -1527.088947 + Penalty 299.930183 = -1227.158764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.306802 sec): 3 clusters Score: Raw -1557.371699 + Penalty 601.726040 = -955.645659 nChanged 1 SP:Iteration 1Q (28.307073 sec): 3 clusters Score: Raw -1560.573714 + Penalty 601.726040 = -958.847673 nChanged 0 SP:Iteration 2F (28.307350 sec): 3 clusters Score: Raw -1560.573714 + Penalty 601.726040 = -958.847673 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 40 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.308348 sec): 2 clusters Score: Raw -443.740228 + Penalty 207.745782 = -235.994446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.308580 sec): 3 clusters Score: Raw -471.921504 + Penalty 422.649627 = -49.271877 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 42 (107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.309681 sec): 2 clusters Score: Raw -4133.735667 + Penalty 534.149591 = -3599.586076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.310094 sec): 3 clusters Score: Raw -4162.992785 + Penalty 1067.981460 = -3095.011325 nChanged 5 SP:Iteration 1Q (28.310492 sec): 3 clusters Score: Raw -4171.235053 + Penalty 1068.083274 = -3103.151779 nChanged 1 SP:Iteration 2Q (28.310887 sec): 3 clusters Score: Raw -4173.124689 + Penalty 1067.837443 = -3105.287246 nChanged 1 SP:Iteration 3Q (28.311281 sec): 3 clusters Score: Raw -4174.092100 + Penalty 1067.837443 = -3106.254657 nChanged 0 SP:Iteration 4F (28.311691 sec): 3 clusters Score: Raw -4174.092100 + Penalty 1067.837443 = -3106.254657 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 43 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.312570 sec): 2 clusters Score: Raw -460.424304 + Penalty 214.159908 = -246.264396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.312802 sec): 3 clusters Score: Raw -472.791213 + Penalty 433.111541 = -39.679671 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 46 (229 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.314216 sec): 2 clusters Score: Raw -9011.376077 + Penalty 632.350386 = -8379.025691 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.314873 sec): 3 clusters Score: Raw -8972.393014 + Penalty 1264.918639 = -7707.474374 nChanged 38 SP:Iteration 1F (28.315477 sec): 3 clusters Score: Raw -9020.669606 + Penalty 1265.317991 = -7755.351616 nChanged 10 SP:Iteration 2Q (28.316100 sec): 3 clusters Score: Raw -9031.820889 + Penalty 1266.178983 = -7765.641906 nChanged 3 SP:Iteration 3Q (28.316711 sec): 3 clusters Score: Raw -9037.850969 + Penalty 1266.828637 = -7771.022331 nChanged 3 SP:Iteration 4Q (28.317318 sec): 3 clusters Score: Raw -9042.601959 + Penalty 1267.632587 = -7774.969372 nChanged 3 SP:Iteration 5Q (28.317925 sec): 3 clusters Score: Raw -9049.933689 + Penalty 1269.954407 = -7779.979282 nChanged 7 SP:Iteration 6Q (28.318530 sec): 3 clusters Score: Raw -9060.015572 + Penalty 1273.153325 = -7786.862247 nChanged 5 SP:Iteration 7Q (28.319136 sec): 3 clusters Score: Raw -9066.064483 + Penalty 1274.804856 = -7791.259627 nChanged 2 SP:Iteration 8Q (28.319722 sec): 3 clusters Score: Raw -9071.749638 + Penalty 1276.150875 = -7795.598763 nChanged 2 SP:Iteration 9Q (28.320307 sec): 3 clusters Score: Raw -9074.350945 + Penalty 1276.150875 = -7798.200070 nChanged 0 SP:Iteration 10F (28.320905 sec): 3 clusters Score: Raw -9074.350945 + Penalty 1276.150875 = -7798.200070 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 47 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.321861 sec): 2 clusters Score: Raw -159.312706 + Penalty 101.135262 = -58.177444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.322066 sec): 2 clusters Score: Raw -159.312706 + Penalty 101.135262 = -58.177444 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 52 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.322941 sec): 2 clusters Score: Raw -850.219878 + Penalty 264.941469 = -585.278409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.323192 sec): 3 clusters Score: Raw -867.581063 + Penalty 528.965880 = -338.615184 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 55 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.324129 sec): 2 clusters Score: Raw -1168.574312 + Penalty 315.311045 = -853.263267 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.324410 sec): 3 clusters Score: Raw -1212.941649 + Penalty 636.049472 = -576.892177 nChanged 2 SP:Iteration 1F (28.324682 sec): 3 clusters Score: Raw -1218.927682 + Penalty 636.049472 = -582.878209 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 59 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.325504 sec): 2 clusters Score: Raw -36.119957 + Penalty 0.000000 = -36.119957 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.325690 sec): 2 clusters Score: Raw -36.119957 + Penalty 0.000000 = -36.119957 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 65 (91 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.326732 sec): 2 clusters Score: Raw -3650.844812 + Penalty 489.687981 = -3161.156831 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.327107 sec): 3 clusters Score: Raw -3687.767470 + Penalty 976.834570 = -2710.932901 nChanged 4 SP:Iteration 1Q (28.327469 sec): 3 clusters Score: Raw -3703.298022 + Penalty 977.379902 = -2725.918120 nChanged 1 SP:Iteration 2Q (28.327827 sec): 3 clusters Score: Raw -3706.105382 + Penalty 977.379902 = -2728.725480 nChanged 0 SP:Iteration 3F (28.328194 sec): 3 clusters Score: Raw -3706.105382 + Penalty 977.379902 = -2728.725480 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 68 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.329051 sec): 2 clusters Score: Raw -202.554032 + Penalty 112.851310 = -89.702722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.329269 sec): 3 clusters Score: Raw -202.217271 + Penalty 231.754549 = 29.537277 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 70 (49 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.330193 sec): 2 clusters Score: Raw -1643.653843 + Penalty 98.157198 = -1545.496644 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.330491 sec): 3 clusters Score: Raw -1640.809665 + Penalty 200.705819 = -1440.103846 nChanged 15 SP:Iteration 1F (28.330783 sec): 3 clusters Score: Raw -1661.579163 + Penalty 208.885113 = -1452.694050 nChanged 3 SP:Iteration 2F (28.331075 sec): 3 clusters Score: Raw -1663.857782 + Penalty 223.098710 = -1440.759072 nChanged 3 SP:Iteration 3F (28.331368 sec): 3 clusters Score: Raw -1665.948307 + Penalty 237.862521 = -1428.085785 nChanged 2 SP:Iteration 4F (28.331663 sec): 3 clusters Score: Raw -1670.193485 + Penalty 290.467241 = -1379.726244 nChanged 4 SP:Iteration 5F (28.331956 sec): 3 clusters Score: Raw -1678.065979 + Penalty 308.331529 = -1369.734450 nChanged 1 SP:Iteration 6F (28.332247 sec): 3 clusters Score: Raw -1680.721338 + Penalty 308.331529 = -1372.389809 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 72 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.333087 sec): 2 clusters Score: Raw -220.142592 + Penalty 113.823150 = -106.319442 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.333303 sec): 3 clusters Score: Raw -210.607779 + Penalty 243.944808 = 33.337030 nChanged 1 SP:Iteration 1F (28.333513 sec): 3 clusters Score: Raw -214.223494 + Penalty 243.944808 = 29.721315 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 82 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.334335 sec): 2 clusters Score: Raw -251.886052 + Penalty 142.875037 = -109.011016 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.334553 sec): 3 clusters Score: Raw -247.177760 + Penalty 321.035996 = 73.858236 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 83 (89 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.335611 sec): 2 clusters Score: Raw -3679.274352 + Penalty 489.584620 = -3189.689732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.335984 sec): 3 clusters Score: Raw -3697.177133 + Penalty 978.132010 = -2719.045123 nChanged 7 SP:Iteration 1F (28.336350 sec): 3 clusters Score: Raw -3717.775183 + Penalty 979.603695 = -2738.171488 nChanged 3 SP:Iteration 2Q (28.336704 sec): 3 clusters Score: Raw -3727.041752 + Penalty 980.246196 = -2746.795556 nChanged 2 SP:Iteration 3Q (28.337056 sec): 3 clusters Score: Raw -3730.471149 + Penalty 979.691114 = -2750.780035 nChanged 1 SP:Iteration 4Q (28.337407 sec): 3 clusters Score: Raw -3732.809414 + Penalty 979.691114 = -2753.118299 nChanged 0 SP:Iteration 5F (28.337773 sec): 3 clusters Score: Raw -3732.809414 + Penalty 979.691114 = -2753.118299 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 95 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.338628 sec): 2 clusters Score: Raw -170.799368 + Penalty 98.669041 = -72.130327 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.338824 sec): 2 clusters Score: Raw -170.799368 + Penalty 98.669041 = -72.130327 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 97 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.339634 sec): 2 clusters Score: Raw -122.898602 + Penalty 83.893392 = -39.005210 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.339844 sec): 3 clusters Score: Raw -117.237663 + Penalty 192.100639 = 74.862976 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 101 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.340649 sec): 2 clusters Score: Raw -82.229120 + Penalty 53.279882 = -28.949238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.340856 sec): 3 clusters Score: Raw -75.827932 + Penalty 106.559765 = 30.731833 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 105 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.341663 sec): 2 clusters Score: Raw -78.439078 + Penalty 49.873644 = -28.565434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.341867 sec): 3 clusters Score: Raw -73.330298 + Penalty 99.747289 = 26.416991 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 106 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.342717 sec): 2 clusters Score: Raw -664.506148 + Penalty 259.757278 = -404.748870 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.342959 sec): 3 clusters Score: Raw -690.510617 + Penalty 521.404763 = -169.105854 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 116 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.343798 sec): 2 clusters Score: Raw -165.885230 + Penalty 116.274333 = -49.610896 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.344013 sec): 3 clusters Score: Raw -160.549262 + Penalty 232.548667 = 71.999404 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 131 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.344816 sec): 2 clusters Score: Raw -71.438048 + Penalty 27.365179 = -44.072870 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.345008 sec): 2 clusters Score: Raw -71.438048 + Penalty 27.365179 = -44.072870 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 133 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.345805 sec): 2 clusters Score: Raw -38.237797 + Penalty 0.000000 = -38.237797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.346015 sec): 2 clusters Score: Raw -38.237797 + Penalty 0.000000 = -38.237797 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 137 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.346830 sec): 2 clusters Score: Raw -166.601646 + Penalty 112.268513 = -54.333133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.347043 sec): 3 clusters Score: Raw -160.687552 + Penalty 216.140026 = 55.452474 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 138 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.347882 sec): 2 clusters Score: Raw -522.247126 + Penalty 203.111703 = -319.135422 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.348116 sec): 3 clusters Score: Raw -535.239779 + Penalty 410.824368 = -124.415411 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 156 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.348933 sec): 2 clusters Score: Raw -209.027933 + Penalty 121.792679 = -87.235254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.349148 sec): 3 clusters Score: Raw -204.047697 + Penalty 242.768299 = 38.720602 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 169 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.349948 sec): 2 clusters Score: Raw -37.414498 + Penalty 0.000000 = -37.414498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.350135 sec): 2 clusters Score: Raw -37.414498 + Penalty 0.000000 = -37.414498 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 174 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.350981 sec): 2 clusters Score: Raw -676.018500 + Penalty 208.220570 = -467.797930 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.351222 sec): 3 clusters Score: Raw -696.989802 + Penalty 447.520815 = -249.468987 nChanged 1 SP:Iteration 1F (28.351461 sec): 3 clusters Score: Raw -701.959406 + Penalty 447.520815 = -254.438590 nChanged 0 Deleting Class 106 (17 points): Lose 107.148653 but Gain 899.076724 Iteration 119Q (28.430100 sec): 59 clusters Score: Raw -588768.369727 + Penalty 39791.270475 = -548977.099252 nChanged 17 Deleting Class 101 (5 points): Lose 25.697171 but Gain 902.985521 Iteration 120F (28.940507 sec): 58 clusters Score: Raw -588791.167028 + Penalty 38986.291863 = -549804.875166 nChanged 13 Deleting Class 116 (4 points): Lose 32.245543 but Gain 822.501521 Iteration 121Q (29.007577 sec): 57 clusters Score: Raw -588773.222712 + Penalty 38170.367143 = -550602.855570 nChanged 14 Deleting Class 169 (1 points): Lose 10.957810 but Gain 794.369711 Iteration 122Q (29.074387 sec): 56 clusters Score: Raw -588770.987771 + Penalty 37374.699705 = -551396.288066 nChanged 6 Deleting Class 43 (12 points): Lose 66.905222 but Gain 845.155070 Iteration 123Q (29.140105 sec): 55 clusters Score: Raw -588710.760459 + Penalty 36539.371926 = -552171.388533 nChanged 17 Deleting Class 83 (89 points): Lose 296.890666 but Gain 1069.600631 Iteration 124Q (29.206260 sec): 54 clusters Score: Raw -588437.003986 + Penalty 35641.613286 = -552795.390700 nChanged 95 Deleting Class 33 (12 points): Lose 68.968347 but Gain 856.456136 Iteration 125Q (29.274379 sec): 53 clusters Score: Raw -588545.165501 + Penalty 34828.475422 = -553716.690079 nChanged 45 Deleting Class 137 (4 points): Lose 23.237628 but Gain 794.165141 Iteration 126Q (29.341001 sec): 52 clusters Score: Raw -588563.235894 + Penalty 34060.020709 = -554503.215185 nChanged 23 Deleting Class 82 (6 points): Lose 17.371707 but Gain 781.960750 Iteration 127Q (29.406641 sec): 51 clusters Score: Raw -588566.768053 + Penalty 33286.778090 = -555279.989963 nChanged 20 Deleting Class 65 (91 points): Lose 313.650941 but Gain 1064.555852 Iteration 128Q (29.471642 sec): 50 clusters Score: Raw -588271.476089 + Penalty 32305.519857 = -555965.956231 nChanged 106 Deleting Class 40 (12 points): Lose 77.296074 but Gain 819.842532 Iteration 129Q (29.537630 sec): 49 clusters Score: Raw -588389.689017 + Penalty 31497.062658 = -556892.626359 nChanged 41 Deleting Class 52 (23 points): Lose 89.849143 but Gain 828.613957 Iteration 130F (29.954122 sec): 48 clusters Score: Raw -588356.905203 + Penalty 30669.810046 = -557687.095156 nChanged 36 Deleting Class 30 (114 points): Lose 683.337653 but Gain 1421.388032 Iteration 131Q (30.019583 sec): 47 clusters Score: Raw -587722.432794 + Penalty 29356.915708 = -558365.517086 nChanged 119 Deleting Class 97 (3 points): Lose 13.904142 but Gain 748.844442 Iteration 132Q (30.085694 sec): 46 clusters Score: Raw -588128.747596 + Penalty 28626.505186 = -559502.242410 nChanged 16 Deleting Class 138 (15 points): Lose 67.478653 but Gain 782.363446 Iteration 133Q (30.148726 sec): 45 clusters Score: Raw -588078.259774 + Penalty 27853.436204 = -560224.823570 nChanged 20 Deleting Class 156 (5 points): Lose 28.123634 but Gain 742.087750 Iteration 134Q (30.213001 sec): 44 clusters Score: Raw -588083.392293 + Penalty 27118.094167 = -560965.298126 nChanged 10 Deleting Class 133 (1 points): Lose 6.200290 but Gain 717.492134 Iteration 135Q (30.275195 sec): 43 clusters Score: Raw -588087.190536 + Penalty 26403.196554 = -561683.993981 nChanged 5 Deleting Class 105 (2 points): Lose 6.774756 but Gain 705.592491 Iteration 136Q (30.336780 sec): 42 clusters Score: Raw -588087.116977 + Penalty 25701.609123 = -562385.507854 nChanged 4 Deleting Class 68 (6 points): Lose 26.582661 but Gain 724.687720 Iteration 137Q (30.399853 sec): 41 clusters Score: Raw -588065.375152 + Penalty 24972.539690 = -563092.835462 nChanged 7 Deleting Class 42 (113 points): Lose 431.389872 but Gain 1120.609545 Iteration 138Q (30.461625 sec): 40 clusters Score: Raw -587642.061445 + Penalty 23944.255532 = -563697.805913 nChanged 115 Deleting Class 95 (4 points): Lose 19.605928 but Gain 697.965181 Iteration 139Q (30.524698 sec): 39 clusters Score: Raw -587868.110273 + Penalty 23257.807021 = -564610.303252 nChanged 21 Deleting Class 55 (42 points): Lose 224.060456 but Gain 904.094588 Iteration 140F (30.857109 sec): 38 clusters Score: Raw -587660.795497 + Penalty 22425.970001 = -565234.825496 nChanged 50 Deleting Class 47 (5 points): Lose 29.463479 but Gain 706.816119 Iteration 141Q (30.919074 sec): 37 clusters Score: Raw -587751.663069 + Penalty 21725.992696 = -566025.670372 nChanged 26 Deleting Class 72 (5 points): Lose 17.112259 but Gain 693.529086 Iteration 142Q (30.979188 sec): 36 clusters Score: Raw -587762.014453 + Penalty 21040.451613 = -566721.562840 nChanged 17 Deleting Class 39 (40 points): Lose 145.076147 but Gain 817.996633 Iteration 143Q (31.039988 sec): 35 clusters Score: Raw -587630.001104 + Penalty 20243.134321 = -567386.866784 nChanged 49 Deleting Class 14 (85 points): Lose 220.279244 but Gain 864.694254 Iteration 144Q (31.100951 sec): 34 clusters Score: Raw -587477.778084 + Penalty 19414.679700 = -568063.098384 nChanged 98 Deleting Class 24 (71 points): Lose 274.548502 but Gain 891.597000 Iteration 145Q (31.161226 sec): 33 clusters Score: Raw -587338.773208 + Penalty 18539.999680 = -568798.773527 nChanged 119 Deleting Class 174 (20 points): Lose 121.816065 but Gain 705.149557 Iteration 146Q (31.222046 sec): 32 clusters Score: Raw -587348.398877 + Penalty 17859.722799 = -569488.676078 nChanged 67 Deleting Class 11 (29 points): Lose 132.897162 but Gain 670.914230 Iteration 147Q (31.281328 sec): 31 clusters Score: Raw -587273.042542 + Penalty 17186.455240 = -570086.587303 nChanged 75 Deleting Class 37 (18 points): Lose 78.084844 but Gain 571.716985 Iteration 148Q (31.340690 sec): 30 clusters Score: Raw -587276.904218 + Penalty 16623.082983 = -570653.821235 nChanged 57 Deleting Class 59 (1 points): Lose 4.367436 but Gain 484.778072 Iteration 149Q (31.399298 sec): 29 clusters Score: Raw -587320.259007 + Penalty 16146.785246 = -571173.473761 nChanged 29 Deleting Class 6 (143 points): Lose 996.458474 but Gain 1522.553786 Iteration 150F (31.650648 sec): 28 clusters Score: Raw -586333.061110 + Penalty 16449.190448 = -569883.870662 nChanged 155 Deleting Class 16 (79 points): Lose 189.035571 but Gain 657.085320 Iteration 151F (31.898290 sec): 27 clusters Score: Raw -586756.440044 + Penalty 14256.091746 = -572500.348298 nChanged 148 Deleting Class 131 (2 points): Lose 34.219694 but Gain 387.151669 Iteration 152Q (31.958872 sec): 26 clusters Score: Raw -586895.684887 + Penalty 13893.272638 = -573002.412249 nChanged 68 Deleting Class 34 (183 points): Lose 517.575355 but Gain 874.220174 Iteration 153Q (32.016821 sec): 25 clusters Score: Raw -586426.960698 + Penalty 13090.255510 = -573336.705187 nChanged 232 Deleting Class 3 (98 points): Lose 153.839351 but Gain 353.044081 Iteration 154Q (32.075332 sec): 24 clusters Score: Raw -586596.602772 + Penalty 12748.596945 = -573848.005828 nChanged 181 Deleting Class 32 (239 points): Lose 387.971673 but Gain 497.204319 Iteration 155Q (32.133037 sec): 23 clusters Score: Raw -586360.862464 + Penalty 12269.172306 = -574091.690159 nChanged 303 Deleting Class 27 (352 points): Lose 741.235209 but Gain 826.172208 Iteration 156Q (32.190460 sec): 22 clusters Score: Raw -585927.082075 + Penalty 11455.104488 = -574471.977587 nChanged 439 Deleting Class 9 (302 points): Lose 534.251231 but Gain 609.605099 Iteration 157Q (32.248805 sec): 21 clusters Score: Raw -585975.253115 + Penalty 10866.424341 = -575108.828774 nChanged 395 Iteration 158Q (32.306281 sec): 21 clusters Score: Raw -586375.883493 + Penalty 10849.212496 = -575526.670997 nChanged 76 Iteration 159Q (32.361619 sec): 21 clusters Score: Raw -586390.853500 + Penalty 10847.450033 = -575543.403466 nChanged 57 Iteration 160F (32.549258 sec): 21 clusters Score: Raw -586401.827345 + Penalty 10840.769986 = -575561.057359 nChanged 47 Iteration 161Q (32.604400 sec): 21 clusters Score: Raw -586411.087681 + Penalty 10839.039763 = -575572.047918 nChanged 44 Iteration 162Q (32.658482 sec): 21 clusters Score: Raw -586420.216649 + Penalty 10841.385147 = -575578.831502 nChanged 37 Iteration 163Q (32.713482 sec): 21 clusters Score: Raw -586425.281586 + Penalty 10840.928813 = -575584.352773 nChanged 17 Iteration 164Q (32.768519 sec): 21 clusters Score: Raw -586427.628508 + Penalty 10842.339986 = -575585.288522 nChanged 14 Iteration 165Q (32.823250 sec): 21 clusters Score: Raw -586429.039848 + Penalty 10842.334109 = -575586.705739 nChanged 17 Iteration 166Q (32.877845 sec): 21 clusters Score: Raw -586431.296249 + Penalty 10840.687080 = -575590.609169 nChanged 13 Iteration 167Q (32.932301 sec): 21 clusters Score: Raw -586433.324052 + Penalty 10840.454601 = -575592.869451 nChanged 7 Iteration 168Q (32.987326 sec): 21 clusters Score: Raw -586434.586264 + Penalty 10839.900966 = -575594.685297 nChanged 6 Iteration 169Q (33.041690 sec): 21 clusters Score: Raw -586435.094636 + Penalty 10840.878127 = -575594.216509 nChanged 6 Iteration 170F (33.228837 sec): 21 clusters Score: Raw -586435.635494 + Penalty 10841.227440 = -575594.408054 nChanged 4 Iteration 171Q (33.283459 sec): 21 clusters Score: Raw -586436.052956 + Penalty 10841.781519 = -575594.271436 nChanged 6 Iteration 172F (33.471338 sec): 21 clusters Score: Raw -586436.547273 + Penalty 10842.373831 = -575594.173443 nChanged 6 Iteration 173F (33.658507 sec): 21 clusters Score: Raw -586437.047906 + Penalty 10842.896892 = -575594.151014 nChanged 5 Iteration 174F (33.846051 sec): 21 clusters Score: Raw -586437.682088 + Penalty 10842.713251 = -575594.968836 nChanged 5 Iteration 175Q (33.900795 sec): 21 clusters Score: Raw -586438.197547 + Penalty 10842.627662 = -575595.569885 nChanged 2 Iteration 176Q (33.955119 sec): 21 clusters Score: Raw -586438.404187 + Penalty 10841.772165 = -575596.632022 nChanged 1 Iteration 177Q (34.009941 sec): 21 clusters Score: Raw -586438.995873 + Penalty 10841.241909 = -575597.753964 nChanged 2 Iteration 178Q (34.064222 sec): 21 clusters Score: Raw -586439.316327 + Penalty 10841.241909 = -575598.074418 nChanged 0 Iteration 179F (34.251273 sec): 21 clusters Score: Raw -586439.316327 + Penalty 10841.241909 = -575598.074418 nChanged 0 Writing temp clu file Memory request: 0.08 GB would take us to total of 0.17 GB. Compute initial score before splitting: Score: Raw -586439.316327 + Penalty 10841.241909 = -575598.074418Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 1 (190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.285963 sec): 2 clusters Score: Raw -6892.800864 + Penalty 200.503590 = -6692.297274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.286524 sec): 3 clusters Score: Raw -6799.082660 + Penalty 402.836050 = -6396.246610 nChanged 70 SP:Iteration 1F (34.287092 sec): 3 clusters Score: Raw -6839.130318 + Penalty 410.976259 = -6428.154060 nChanged 18 SP:Iteration 2F (34.287641 sec): 3 clusters Score: Raw -6857.755295 + Penalty 437.373795 = -6420.381500 nChanged 15 SP:Iteration 3F (34.288189 sec): 3 clusters Score: Raw -6881.443722 + Penalty 510.748474 = -6370.695248 nChanged 12 SP:Iteration 4F (34.288738 sec): 3 clusters Score: Raw -6907.540872 + Penalty 615.898435 = -6291.642437 nChanged 11 SP:Iteration 5F (34.289286 sec): 3 clusters Score: Raw -6932.633923 + Penalty 712.534105 = -6220.099818 nChanged 6 SP:Iteration 6F (34.289835 sec): 3 clusters Score: Raw -6962.501288 + Penalty 712.534105 = -6249.967183 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 2 (1824 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.298542 sec): 2 clusters Score: Raw -70438.664663 + Penalty 334.364057 = -70104.300606 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.302001 sec): 3 clusters Score: Raw -69368.965817 + Penalty 665.388013 = -68703.577804 nChanged 769 SP:Iteration 1F (34.305396 sec): 3 clusters Score: Raw -69862.902391 + Penalty 662.083982 = -69200.818410 nChanged 192 SP:Iteration 2F (34.308785 sec): 3 clusters Score: Raw -69980.566860 + Penalty 658.289311 = -69322.277549 nChanged 146 SP:Iteration 3F (34.312255 sec): 3 clusters Score: Raw -70069.976435 + Penalty 655.960283 = -69414.016152 nChanged 116 SP:Iteration 4F (34.315704 sec): 3 clusters Score: Raw -70151.175100 + Penalty 652.576942 = -69498.598158 nChanged 77 SP:Iteration 5Q (34.319109 sec): 3 clusters Score: Raw -70187.143946 + Penalty 648.936670 = -69538.207276 nChanged 49 SP:Iteration 6Q (34.322515 sec): 3 clusters Score: Raw -70208.631172 + Penalty 644.567110 = -69564.064063 nChanged 44 SP:Iteration 7Q (34.325929 sec): 3 clusters Score: Raw -70235.209198 + Penalty 641.579376 = -69593.629822 nChanged 31 SP:Iteration 8Q (34.329338 sec): 3 clusters Score: Raw -70256.039133 + Penalty 638.321091 = -69617.718042 nChanged 36 SP:Iteration 9Q (34.332725 sec): 3 clusters Score: Raw -70272.821352 + Penalty 636.107544 = -69636.713808 nChanged 24 SP:Iteration 10F (34.336123 sec): 3 clusters Score: Raw -70284.309588 + Penalty 632.849538 = -69651.460050 nChanged 29 SP:Iteration 11Q (34.339539 sec): 3 clusters Score: Raw -70298.336766 + Penalty 630.639796 = -69667.696971 nChanged 25 SP:Iteration 12Q (34.342911 sec): 3 clusters Score: Raw -70311.491580 + Penalty 629.186719 = -69682.304861 nChanged 25 SP:Iteration 13Q (34.346261 sec): 3 clusters Score: Raw -70319.794890 + Penalty 627.959379 = -69691.835512 nChanged 27 SP:Iteration 14Q (34.349600 sec): 3 clusters Score: Raw -70337.061219 + Penalty 625.596593 = -69711.464626 nChanged 27 SP:Iteration 15Q (34.352924 sec): 3 clusters Score: Raw -70354.244258 + Penalty 624.408589 = -69729.835669 nChanged 31 SP:Iteration 16Q (34.356237 sec): 3 clusters Score: Raw -70373.310029 + Penalty 621.880505 = -69751.429524 nChanged 35 SP:Iteration 17Q (34.359517 sec): 3 clusters Score: Raw -70389.321137 + Penalty 621.505057 = -69767.816080 nChanged 28 SP:Iteration 18Q (34.362781 sec): 3 clusters Score: Raw -70395.469136 + Penalty 621.335394 = -69774.133742 nChanged 12 SP:Iteration 19Q (34.366354 sec): 3 clusters Score: Raw -70397.575283 + Penalty 621.498593 = -69776.076690 nChanged 11 SP:Iteration 20F (34.370142 sec): 3 clusters Score: Raw -70402.876518 + Penalty 620.667128 = -69782.209391 nChanged 17 SP:Iteration 21Q (34.373657 sec): 3 clusters Score: Raw -70408.824494 + Penalty 619.751623 = -69789.072871 nChanged 12 SP:Iteration 22Q (34.377196 sec): 3 clusters Score: Raw -70410.899620 + Penalty 619.638298 = -69791.261322 nChanged 4 SP:Iteration 23Q (34.380513 sec): 3 clusters Score: Raw -70412.105838 + Penalty 619.226116 = -69792.879723 nChanged 10 SP:Iteration 24Q (34.383750 sec): 3 clusters Score: Raw -70414.179318 + Penalty 619.026768 = -69795.152550 nChanged 9 SP:Iteration 25Q (34.386987 sec): 3 clusters Score: Raw -70416.176590 + Penalty 618.812485 = -69797.364105 nChanged 9 SP:Iteration 26Q (34.390217 sec): 3 clusters Score: Raw -70417.631486 + Penalty 618.325060 = -69799.306425 nChanged 6 SP:Iteration 27Q (34.393488 sec): 3 clusters Score: Raw -70418.750450 + Penalty 618.099547 = -69800.650902 nChanged 3 SP:Iteration 28Q (34.396732 sec): 3 clusters Score: Raw -70419.281632 + Penalty 618.509534 = -69800.772098 nChanged 4 SP:Iteration 29Q (34.399960 sec): 3 clusters Score: Raw -70419.515792 + Penalty 618.581524 = -69800.934267 nChanged 2 SP:Iteration 30F (34.403359 sec): 3 clusters Score: Raw -70419.600870 + Penalty 618.930557 = -69800.670312 nChanged 2 SP:Iteration 31F (34.406789 sec): 3 clusters Score: Raw -70419.738492 + Penalty 619.279179 = -69800.459313 nChanged 4 SP:Iteration 32F (34.410198 sec): 3 clusters Score: Raw -70420.252488 + Penalty 619.424936 = -69800.827552 nChanged 1 SP:Iteration 33Q (34.413464 sec): 3 clusters Score: Raw -70420.286949 + Penalty 619.424936 = -69800.862014 nChanged 0 SP:Iteration 34F (34.416871 sec): 3 clusters Score: Raw -70420.286949 + Penalty 619.424936 = -69800.862014 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 4 (1331 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.420864 sec): 2 clusters Score: Raw -47119.378893 + Penalty 117.762210 = -47001.616684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.423482 sec): 3 clusters Score: Raw -46289.506676 + Penalty 242.658364 = -46046.848312 nChanged 605 SP:Iteration 1F (34.426043 sec): 3 clusters Score: Raw -46733.882097 + Penalty 249.035223 = -46484.846874 nChanged 189 SP:Iteration 2F (34.428605 sec): 3 clusters Score: Raw -46944.868353 + Penalty 244.518640 = -46700.349713 nChanged 101 SP:Iteration 3F (34.431174 sec): 3 clusters Score: Raw -47061.406583 + Penalty 247.506156 = -46813.900428 nChanged 31 SP:Iteration 4Q (34.433601 sec): 3 clusters Score: Raw -47095.942738 + Penalty 286.853038 = -46809.089701 nChanged 13 SP:Iteration 5F (34.436175 sec): 3 clusters Score: Raw -47111.549975 + Penalty 318.250584 = -46793.299392 nChanged 8 SP:Iteration 6F (34.438609 sec): 3 clusters Score: Raw -47121.541428 + Penalty 371.444027 = -46750.097401 nChanged 6 SP:Iteration 7F (34.441042 sec): 3 clusters Score: Raw -47126.331671 + Penalty 356.792020 = -46769.539651 nChanged 1 SP:Iteration 8Q (34.442969 sec): 3 clusters Score: Raw -47127.190733 + Penalty 309.385658 = -46817.805075 nChanged 1 SP:Iteration 9Q (34.444891 sec): 3 clusters Score: Raw -47127.215961 + Penalty 309.385658 = -46817.830303 nChanged 0 SP:Iteration 10F (34.447247 sec): 3 clusters Score: Raw -47127.215961 + Penalty 309.385658 = -46817.830303 nChanged 0 Memory request: 0.02 GB would take us to total of 0.18 GB. Trying to split cluster 7 (2834 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.460418 sec): 2 clusters Score: Raw -101220.821827 + Penalty 403.343423 = -100817.478403 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.465807 sec): 3 clusters Score: Raw -99481.377212 + Penalty 828.056908 = -98653.320304 nChanged 1221 SP:Iteration 1F (34.471214 sec): 3 clusters Score: Raw -100500.118949 + Penalty 857.810804 = -99642.308145 nChanged 409 SP:Iteration 2F (34.476700 sec): 3 clusters Score: Raw -100919.805054 + Penalty 890.505639 = -100029.299415 nChanged 217 SP:Iteration 3F (34.482156 sec): 3 clusters Score: Raw -101181.672605 + Penalty 912.071393 = -100269.601212 nChanged 104 SP:Iteration 4Q (34.487293 sec): 3 clusters Score: Raw -101285.682672 + Penalty 922.028781 = -100363.653891 nChanged 53 SP:Iteration 5Q (34.492165 sec): 3 clusters Score: Raw -101318.498151 + Penalty 929.664330 = -100388.833822 nChanged 31 SP:Iteration 6Q (34.496983 sec): 3 clusters Score: Raw -101341.044955 + Penalty 937.580580 = -100403.464375 nChanged 24 SP:Iteration 7Q (34.501717 sec): 3 clusters Score: Raw -101352.284408 + Penalty 942.296704 = -100409.987704 nChanged 17 SP:Iteration 8Q (34.506571 sec): 3 clusters Score: Raw -101360.258800 + Penalty 948.138194 = -100412.120606 nChanged 21 SP:Iteration 9Q (34.511267 sec): 3 clusters Score: Raw -101368.649781 + Penalty 954.303919 = -100414.345861 nChanged 13 SP:Iteration 10F (34.516578 sec): 3 clusters Score: Raw -101375.153485 + Penalty 956.962368 = -100418.191117 nChanged 13 SP:Iteration 11Q (34.521236 sec): 3 clusters Score: Raw -101379.625498 + Penalty 960.914940 = -100418.710558 nChanged 7 SP:Iteration 12Q (34.525888 sec): 3 clusters Score: Raw -101380.577773 + Penalty 961.961419 = -100418.616354 nChanged 2 SP:Iteration 13F (34.531155 sec): 3 clusters Score: Raw -101380.957130 + Penalty 962.146787 = -100418.810343 nChanged 2 SP:Iteration 14Q (34.535785 sec): 3 clusters Score: Raw -101381.255157 + Penalty 962.017605 = -100419.237552 nChanged 2 SP:Iteration 15Q (34.540408 sec): 3 clusters Score: Raw -101381.555598 + Penalty 962.027364 = -100419.528233 nChanged 2 SP:Iteration 16Q (34.545078 sec): 3 clusters Score: Raw -101382.005113 + Penalty 961.550862 = -100420.454251 nChanged 1 SP:Iteration 17Q (34.549707 sec): 3 clusters Score: Raw -101382.172695 + Penalty 961.550862 = -100420.621834 nChanged 0 SP:Iteration 18F (34.554969 sec): 3 clusters Score: Raw -101382.172695 + Penalty 961.550862 = -100420.621834 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 8 (310 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.558270 sec): 2 clusters Score: Raw -10009.630316 + Penalty 198.546747 = -9811.083569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.559065 sec): 3 clusters Score: Raw -9879.693363 + Penalty 397.984286 = -9481.709077 nChanged 101 SP:Iteration 1F (34.559816 sec): 3 clusters Score: Raw -9970.521756 + Penalty 400.507029 = -9570.014728 nChanged 28 SP:Iteration 2F (34.560563 sec): 3 clusters Score: Raw -9992.305302 + Penalty 404.563312 = -9587.741990 nChanged 12 SP:Iteration 3Q (34.561294 sec): 3 clusters Score: Raw -10000.298965 + Penalty 407.627703 = -9592.671262 nChanged 7 SP:Iteration 4Q (34.562021 sec): 3 clusters Score: Raw -10004.937924 + Penalty 414.219891 = -9590.718034 nChanged 13 SP:Iteration 5F (34.562764 sec): 3 clusters Score: Raw -10018.794025 + Penalty 422.728786 = -9596.065239 nChanged 14 SP:Iteration 6Q (34.563484 sec): 3 clusters Score: Raw -10028.054672 + Penalty 431.483215 = -9596.571457 nChanged 8 SP:Iteration 7Q (34.564205 sec): 3 clusters Score: Raw -10034.640966 + Penalty 438.504225 = -9596.136741 nChanged 8 SP:Iteration 8F (34.564946 sec): 3 clusters Score: Raw -10043.522934 + Penalty 441.712370 = -9601.810563 nChanged 10 SP:Iteration 9Q (34.565660 sec): 3 clusters Score: Raw -10052.061824 + Penalty 437.643497 = -9614.418328 nChanged 6 SP:Iteration 10F (34.566400 sec): 3 clusters Score: Raw -10057.598268 + Penalty 438.835712 = -9618.762556 nChanged 2 SP:Iteration 11Q (34.567112 sec): 3 clusters Score: Raw -10059.799404 + Penalty 437.547638 = -9622.251767 nChanged 6 SP:Iteration 12Q (34.567825 sec): 3 clusters Score: Raw -10062.862562 + Penalty 435.425875 = -9627.436687 nChanged 3 SP:Iteration 13Q (34.568538 sec): 3 clusters Score: Raw -10064.986325 + Penalty 435.478023 = -9629.508302 nChanged 1 SP:Iteration 14Q (34.569249 sec): 3 clusters Score: Raw -10065.385230 + Penalty 435.478023 = -9629.907207 nChanged 0 SP:Iteration 15F (34.569989 sec): 3 clusters Score: Raw -10065.385230 + Penalty 435.478023 = -9629.907207 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 12 (912 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.575551 sec): 2 clusters Score: Raw -33994.895594 + Penalty 221.095506 = -33773.800088 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.577407 sec): 3 clusters Score: Raw -33495.671995 + Penalty 437.605457 = -33058.066538 nChanged 358 SP:Iteration 1F (34.579363 sec): 3 clusters Score: Raw -33761.746285 + Penalty 434.310901 = -33327.435385 nChanged 89 SP:Iteration 2F (34.581244 sec): 3 clusters Score: Raw -33822.709612 + Penalty 432.938925 = -33389.770687 nChanged 40 SP:Iteration 3Q (34.583040 sec): 3 clusters Score: Raw -33850.872711 + Penalty 434.897329 = -33415.975382 nChanged 30 SP:Iteration 4Q (34.584796 sec): 3 clusters Score: Raw -33870.206821 + Penalty 436.106306 = -33434.100515 nChanged 22 SP:Iteration 5Q (34.586536 sec): 3 clusters Score: Raw -33880.652695 + Penalty 435.022289 = -33445.630406 nChanged 16 SP:Iteration 6Q (34.588262 sec): 3 clusters Score: Raw -33888.791681 + Penalty 436.019855 = -33452.771826 nChanged 17 SP:Iteration 7Q (34.589986 sec): 3 clusters Score: Raw -33896.666529 + Penalty 437.070524 = -33459.596006 nChanged 14 SP:Iteration 8Q (34.591704 sec): 3 clusters Score: Raw -33904.738157 + Penalty 439.556059 = -33465.182098 nChanged 21 SP:Iteration 9Q (34.593418 sec): 3 clusters Score: Raw -33916.219093 + Penalty 442.302513 = -33473.916580 nChanged 18 SP:Iteration 10F (34.595219 sec): 3 clusters Score: Raw -33925.899461 + Penalty 444.861919 = -33481.037542 nChanged 16 SP:Iteration 11Q (34.596959 sec): 3 clusters Score: Raw -33932.162619 + Penalty 446.465749 = -33485.696870 nChanged 9 SP:Iteration 12Q (34.598680 sec): 3 clusters Score: Raw -33935.056236 + Penalty 449.452268 = -33485.603969 nChanged 8 SP:Iteration 13F (34.600516 sec): 3 clusters Score: Raw -33936.524815 + Penalty 449.762212 = -33486.762603 nChanged 6 SP:Iteration 14Q (34.602228 sec): 3 clusters Score: Raw -33937.719888 + Penalty 451.257304 = -33486.462584 nChanged 5 SP:Iteration 15F (34.604073 sec): 3 clusters Score: Raw -33938.746715 + Penalty 452.007976 = -33486.738738 nChanged 3 SP:Iteration 16Q (34.605778 sec): 3 clusters Score: Raw -33940.206207 + Penalty 455.438787 = -33484.767420 nChanged 9 SP:Iteration 17F (34.607583 sec): 3 clusters Score: Raw -33944.033529 + Penalty 456.203526 = -33487.830003 nChanged 7 SP:Iteration 18Q (34.609252 sec): 3 clusters Score: Raw -33947.618232 + Penalty 456.299520 = -33491.318712 nChanged 4 SP:Iteration 19Q (34.610908 sec): 3 clusters Score: Raw -33948.299479 + Penalty 454.981340 = -33493.318139 nChanged 3 SP:Iteration 20F (34.612720 sec): 3 clusters Score: Raw -33949.589623 + Penalty 455.641724 = -33493.947898 nChanged 2 SP:Iteration 21Q (34.614417 sec): 3 clusters Score: Raw -33950.335002 + Penalty 455.952012 = -33494.382990 nChanged 3 SP:Iteration 22Q (34.616102 sec): 3 clusters Score: Raw -33951.136456 + Penalty 454.046976 = -33497.089480 nChanged 3 SP:Iteration 23Q (34.617793 sec): 3 clusters Score: Raw -33953.271205 + Penalty 452.246554 = -33501.024651 nChanged 1 SP:Iteration 24Q (34.619473 sec): 3 clusters Score: Raw -33955.242589 + Penalty 451.234708 = -33504.007882 nChanged 1 SP:Iteration 25Q (34.621130 sec): 3 clusters Score: Raw -33955.774765 + Penalty 451.425614 = -33504.349152 nChanged 1 SP:Iteration 26Q (34.622772 sec): 3 clusters Score: Raw -33956.133784 + Penalty 452.444369 = -33503.689414 nChanged 2 SP:Iteration 27F (34.624637 sec): 3 clusters Score: Raw -33956.598513 + Penalty 453.815900 = -33502.782614 nChanged 4 SP:Iteration 28F (34.626480 sec): 3 clusters Score: Raw -33957.410609 + Penalty 452.500767 = -33504.909841 nChanged 4 SP:Iteration 29Q (34.628115 sec): 3 clusters Score: Raw -33958.827793 + Penalty 454.829729 = -33503.998064 nChanged 4 SP:Iteration 30F (34.629919 sec): 3 clusters Score: Raw -33960.196271 + Penalty 455.306692 = -33504.889579 nChanged 1 SP:Iteration 31Q (34.631576 sec): 3 clusters Score: Raw -33960.358582 + Penalty 455.306692 = -33505.051891 nChanged 0 SP:Iteration 32F (34.633426 sec): 3 clusters Score: Raw -33960.358582 + Penalty 455.306692 = -33505.051891 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 13 (348 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.637073 sec): 2 clusters Score: Raw -12234.844730 + Penalty 37.624566 = -12197.220164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.637905 sec): 3 clusters Score: Raw -12048.228351 + Penalty 75.068302 = -11973.160049 nChanged 151 SP:Iteration 1F (34.638724 sec): 3 clusters Score: Raw -12161.441396 + Penalty 74.227341 = -12087.214055 nChanged 34 SP:Iteration 2F (34.639544 sec): 3 clusters Score: Raw -12187.687060 + Penalty 73.100700 = -12114.586360 nChanged 17 SP:Iteration 3Q (34.640339 sec): 3 clusters Score: Raw -12202.006418 + Penalty 73.327472 = -12128.678946 nChanged 11 SP:Iteration 4Q (34.641140 sec): 3 clusters Score: Raw -12209.766496 + Penalty 73.872345 = -12135.894151 nChanged 7 SP:Iteration 5Q (34.641945 sec): 3 clusters Score: Raw -12219.164138 + Penalty 70.751169 = -12148.412969 nChanged 9 SP:Iteration 6Q (34.642709 sec): 3 clusters Score: Raw -12236.034474 + Penalty 71.064065 = -12164.970409 nChanged 3 SP:Iteration 7Q (34.643443 sec): 3 clusters Score: Raw -12236.681021 + Penalty 71.255831 = -12165.425189 nChanged 1 SP:Iteration 8Q (34.644164 sec): 3 clusters Score: Raw -12236.556281 + Penalty 71.415845 = -12165.140436 nChanged 1 SP:Iteration 9F (34.644962 sec): 3 clusters Score: Raw -12236.570356 + Penalty 71.660199 = -12164.910157 nChanged 1 SP:Iteration 10F (34.645728 sec): 3 clusters Score: Raw -12236.600746 + Penalty 71.660199 = -12164.940547 nChanged 0 Memory request: 0.01 GB would take us to total of 0.17 GB. Trying to split cluster 15 (618 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.648210 sec): 2 clusters Score: Raw -25875.869369 + Penalty 300.466125 = -25575.403243 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.649607 sec): 3 clusters Score: Raw -25522.400616 + Penalty 605.949153 = -24916.451464 nChanged 230 SP:Iteration 1F (34.650946 sec): 3 clusters Score: Raw -25658.495474 + Penalty 615.352114 = -25043.143359 nChanged 70 SP:Iteration 2F (34.652245 sec): 3 clusters Score: Raw -25729.074789 + Penalty 631.604602 = -25097.470187 nChanged 46 SP:Iteration 3F (34.653544 sec): 3 clusters Score: Raw -25769.125858 + Penalty 647.419303 = -25121.706555 nChanged 34 SP:Iteration 4F (34.654840 sec): 3 clusters Score: Raw -25806.307082 + Penalty 660.620578 = -25145.686504 nChanged 24 SP:Iteration 5Q (34.656120 sec): 3 clusters Score: Raw -25841.863343 + Penalty 672.748179 = -25169.115164 nChanged 18 SP:Iteration 6Q (34.657343 sec): 3 clusters Score: Raw -25862.346581 + Penalty 681.199325 = -25181.147256 nChanged 8 SP:Iteration 7Q (34.658540 sec): 3 clusters Score: Raw -25867.503274 + Penalty 683.925575 = -25183.577699 nChanged 3 SP:Iteration 8Q (34.659765 sec): 3 clusters Score: Raw -25869.418444 + Penalty 686.493968 = -25182.924477 nChanged 3 SP:Iteration 9F (34.661052 sec): 3 clusters Score: Raw -25870.899451 + Penalty 690.924566 = -25179.974885 nChanged 4 SP:Iteration 10F (34.662340 sec): 3 clusters Score: Raw -25871.709525 + Penalty 691.799036 = -25179.910489 nChanged 3 SP:Iteration 11F (34.663635 sec): 3 clusters Score: Raw -25873.183299 + Penalty 696.443932 = -25176.739366 nChanged 5 SP:Iteration 12F (34.664924 sec): 3 clusters Score: Raw -25876.263679 + Penalty 698.572419 = -25177.691260 nChanged 5 SP:Iteration 13Q (34.666111 sec): 3 clusters Score: Raw -25881.023708 + Penalty 703.778626 = -25177.245081 nChanged 4 SP:Iteration 14F (34.667376 sec): 3 clusters Score: Raw -25882.540955 + Penalty 706.586804 = -25175.954151 nChanged 3 SP:Iteration 15F (34.668644 sec): 3 clusters Score: Raw -25885.641639 + Penalty 710.488825 = -25175.152814 nChanged 3 SP:Iteration 16F (34.669986 sec): 3 clusters Score: Raw -25888.614356 + Penalty 711.876027 = -25176.738329 nChanged 3 SP:Iteration 17Q (34.671151 sec): 3 clusters Score: Raw -25890.755409 + Penalty 713.376004 = -25177.379405 nChanged 1 SP:Iteration 18Q (34.672309 sec): 3 clusters Score: Raw -25891.057007 + Penalty 713.376004 = -25177.681003 nChanged 0 SP:Iteration 19F (34.673602 sec): 3 clusters Score: Raw -25891.057007 + Penalty 713.376004 = -25177.681003 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 17 (301 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.674946 sec): 2 clusters Score: Raw -10348.186591 + Penalty 622.298476 = -9725.888115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.675712 sec): 3 clusters Score: Raw -10316.243271 + Penalty 1244.625362 = -9071.617909 nChanged 68 SP:Iteration 1F (34.676446 sec): 3 clusters Score: Raw -10401.294061 + Penalty 1244.945751 = -9156.348310 nChanged 17 SP:Iteration 2F (34.677180 sec): 3 clusters Score: Raw -10425.910509 + Penalty 1244.838237 = -9181.072272 nChanged 10 SP:Iteration 3Q (34.677894 sec): 3 clusters Score: Raw -10437.625668 + Penalty 1244.239030 = -9193.386638 nChanged 5 SP:Iteration 4Q (34.678608 sec): 3 clusters Score: Raw -10442.720459 + Penalty 1244.053227 = -9198.667231 nChanged 1 SP:Iteration 5Q (34.679319 sec): 3 clusters Score: Raw -10444.462892 + Penalty 1244.053227 = -9200.409664 nChanged 0 SP:Iteration 6F (34.680052 sec): 3 clusters Score: Raw -10444.462892 + Penalty 1244.053227 = -9200.409664 nChanged 0 Memory request: 0.03 GB would take us to total of 0.20 GB. Trying to split cluster 18 (5421 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.704060 sec): 2 clusters Score: Raw -182355.456855 + Penalty 220.521293 = -182134.935561 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.714406 sec): 3 clusters Score: Raw -178795.759645 + Penalty 457.161012 = -178338.598633 nChanged 2508 SP:Iteration 1F (34.724526 sec): 3 clusters Score: Raw -180224.377498 + Penalty 491.242744 = -179733.134754 nChanged 802 SP:Iteration 2F (34.734516 sec): 3 clusters Score: Raw -180814.193909 + Penalty 537.357649 = -180276.836261 nChanged 549 SP:Iteration 3F (34.744530 sec): 3 clusters Score: Raw -181306.589501 + Penalty 589.070508 = -180717.518993 nChanged 412 SP:Iteration 4F (34.754592 sec): 3 clusters Score: Raw -181673.428200 + Penalty 641.125699 = -181032.302501 nChanged 315 SP:Iteration 5F (34.764720 sec): 3 clusters Score: Raw -181968.466581 + Penalty 687.906037 = -181280.560544 nChanged 198 SP:Iteration 6Q (34.774410 sec): 3 clusters Score: Raw -182173.124029 + Penalty 716.259533 = -181456.864497 nChanged 114 SP:Iteration 7Q (34.783531 sec): 3 clusters Score: Raw -182274.487935 + Penalty 736.864980 = -181537.622955 nChanged 62 SP:Iteration 8Q (34.792221 sec): 3 clusters Score: Raw -182318.745049 + Penalty 753.230826 = -181565.514223 nChanged 41 SP:Iteration 9Q (34.800846 sec): 3 clusters Score: Raw -182350.146542 + Penalty 760.370518 = -181589.776024 nChanged 24 SP:Iteration 10F (34.811379 sec): 3 clusters Score: Raw -182364.565354 + Penalty 765.170916 = -181599.394438 nChanged 13 SP:Iteration 11Q (34.819530 sec): 3 clusters Score: Raw -182372.283356 + Penalty 766.537069 = -181605.746288 nChanged 9 SP:Iteration 12Q (34.827709 sec): 3 clusters Score: Raw -182377.107061 + Penalty 756.218846 = -181620.888216 nChanged 8 SP:Iteration 13Q (34.835816 sec): 3 clusters Score: Raw -182386.233072 + Penalty 745.606215 = -181640.626857 nChanged 7 SP:Iteration 14Q (34.843903 sec): 3 clusters Score: Raw -182396.398970 + Penalty 745.935645 = -181650.463324 nChanged 4 SP:Iteration 15Q (34.851954 sec): 3 clusters Score: Raw -182401.534245 + Penalty 742.364425 = -181659.169820 nChanged 4 SP:Iteration 16Q (34.860005 sec): 3 clusters Score: Raw -182402.803625 + Penalty 743.707982 = -181659.095643 nChanged 2 SP:Iteration 17F (34.870086 sec): 3 clusters Score: Raw -182404.594023 + Penalty 744.113284 = -181660.480739 nChanged 1 SP:Iteration 18Q (34.878230 sec): 3 clusters Score: Raw -182405.492166 + Penalty 744.373721 = -181661.118444 nChanged 2 SP:Iteration 19Q (34.886545 sec): 3 clusters Score: Raw -182406.925310 + Penalty 747.366918 = -181659.558392 nChanged 2 SP:Iteration 20F (34.896919 sec): 3 clusters Score: Raw -182408.279537 + Penalty 752.404354 = -181655.875182 nChanged 2 SP:Iteration 21F (34.907044 sec): 3 clusters Score: Raw -182410.016692 + Penalty 752.802129 = -181657.214563 nChanged 1 SP:Iteration 22Q (34.915086 sec): 3 clusters Score: Raw -182410.424023 + Penalty 752.802129 = -181657.621894 nChanged 0 SP:Iteration 23F (34.925190 sec): 3 clusters Score: Raw -182410.424023 + Penalty 752.802129 = -181657.621894 nChanged 0 Memory request: 0.01 GB would take us to total of 0.17 GB. Trying to split cluster 19 (636 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.931004 sec): 2 clusters Score: Raw -22231.263031 + Penalty 385.446761 = -21845.816270 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.932357 sec): 3 clusters Score: Raw -21938.247539 + Penalty 780.913340 = -21157.334199 nChanged 211 SP:Iteration 1F (34.933681 sec): 3 clusters Score: Raw -22094.409476 + Penalty 796.955636 = -21297.453840 nChanged 62 SP:Iteration 2F (34.935003 sec): 3 clusters Score: Raw -22138.549686 + Penalty 812.287237 = -21326.262449 nChanged 33 SP:Iteration 3F (34.936320 sec): 3 clusters Score: Raw -22169.335939 + Penalty 831.025394 = -21338.310546 nChanged 28 SP:Iteration 4Q (34.937638 sec): 3 clusters Score: Raw -22192.193405 + Penalty 839.523481 = -21352.669924 nChanged 18 SP:Iteration 5Q (34.938951 sec): 3 clusters Score: Raw -22212.494897 + Penalty 846.851114 = -21365.643783 nChanged 12 SP:Iteration 6Q (34.940259 sec): 3 clusters Score: Raw -22226.089739 + Penalty 853.549690 = -21372.540049 nChanged 8 SP:Iteration 7Q (34.941558 sec): 3 clusters Score: Raw -22238.192163 + Penalty 859.186041 = -21379.006122 nChanged 5 SP:Iteration 8Q (34.942841 sec): 3 clusters Score: Raw -22244.170571 + Penalty 863.387134 = -21380.783437 nChanged 4 SP:Iteration 9Q (34.944115 sec): 3 clusters Score: Raw -22245.872044 + Penalty 865.282217 = -21380.589827 nChanged 1 SP:Iteration 10F (34.945424 sec): 3 clusters Score: Raw -22246.162156 + Penalty 864.660705 = -21381.501450 nChanged 1 SP:Iteration 11Q (34.946693 sec): 3 clusters Score: Raw -22246.752294 + Penalty 868.202673 = -21378.549620 nChanged 3 SP:Iteration 12F (34.948009 sec): 3 clusters Score: Raw -22247.636112 + Penalty 871.127045 = -21376.509067 nChanged 3 SP:Iteration 13F (34.949318 sec): 3 clusters Score: Raw -22249.704780 + Penalty 874.680568 = -21375.024212 nChanged 2 SP:Iteration 14F (34.950625 sec): 3 clusters Score: Raw -22251.041581 + Penalty 876.888260 = -21374.153320 nChanged 3 SP:Iteration 15F (34.951956 sec): 3 clusters Score: Raw -22254.268057 + Penalty 879.152363 = -21375.115694 nChanged 3 SP:Iteration 16Q (34.953218 sec): 3 clusters Score: Raw -22256.250229 + Penalty 881.204305 = -21375.045924 nChanged 2 SP:Iteration 17F (34.954530 sec): 3 clusters Score: Raw -22257.103950 + Penalty 883.083239 = -21374.020711 nChanged 1 SP:Iteration 18F (34.955856 sec): 3 clusters Score: Raw -22257.382634 + Penalty 883.042077 = -21374.340557 nChanged 1 SP:Iteration 19Q (34.957121 sec): 3 clusters Score: Raw -22257.856535 + Penalty 883.042077 = -21374.814458 nChanged 0 SP:Iteration 20F (34.958435 sec): 3 clusters Score: Raw -22257.856535 + Penalty 883.042077 = -21374.814458 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 20 (213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.959531 sec): 2 clusters Score: Raw -7075.105942 + Penalty 738.125411 = -6336.980531 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.960125 sec): 3 clusters Score: Raw -7107.254581 + Penalty 1476.993207 = -5630.261374 nChanged 34 SP:Iteration 1F (34.960705 sec): 3 clusters Score: Raw -7175.002131 + Penalty 1478.161851 = -5696.840280 nChanged 6 SP:Iteration 2Q (34.961293 sec): 3 clusters Score: Raw -7185.115980 + Penalty 1478.161851 = -5706.954130 nChanged 0 SP:Iteration 3F (34.961873 sec): 3 clusters Score: Raw -7185.115980 + Penalty 1478.161851 = -5706.954130 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 21 (1136 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.967684 sec): 2 clusters Score: Raw -41403.903262 + Penalty 111.481555 = -41292.421707 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.969953 sec): 3 clusters Score: Raw -40699.802190 + Penalty 228.495691 = -40471.306499 nChanged 504 SP:Iteration 1F (34.972147 sec): 3 clusters Score: Raw -41130.864559 + Penalty 247.170950 = -40883.693609 nChanged 134 SP:Iteration 2F (34.974352 sec): 3 clusters Score: Raw -41255.854136 + Penalty 261.636374 = -40994.217762 nChanged 54 SP:Iteration 3Q (34.976539 sec): 3 clusters Score: Raw -41314.880997 + Penalty 283.383493 = -41031.497503 nChanged 40 SP:Iteration 4Q (34.978632 sec): 3 clusters Score: Raw -41355.613299 + Penalty 320.318520 = -41035.294779 nChanged 24 SP:Iteration 5Q (34.980597 sec): 3 clusters Score: Raw -41384.737294 + Penalty 366.214057 = -41018.523236 nChanged 11 SP:Iteration 6F (34.982805 sec): 3 clusters Score: Raw -41397.244381 + Penalty 370.184986 = -41027.059395 nChanged 5 SP:Iteration 7Q (34.984651 sec): 3 clusters Score: Raw -41404.931075 + Penalty 353.943953 = -41050.987122 nChanged 1 SP:Iteration 8Q (34.986681 sec): 3 clusters Score: Raw -41405.844006 + Penalty 353.943953 = -41051.900053 nChanged 0 SP:Iteration 9F (34.989231 sec): 3 clusters Score: Raw -41405.844006 + Penalty 353.943953 = -41051.900053 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 23 (401 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.992677 sec): 2 clusters Score: Raw -13734.976728 + Penalty 537.610512 = -13197.366216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.993853 sec): 3 clusters Score: Raw -13601.838197 + Penalty 1087.755628 = -12514.082569 nChanged 100 SP:Iteration 1F (34.995035 sec): 3 clusters Score: Raw -13724.413863 + Penalty 1104.097876 = -12620.315986 nChanged 37 SP:Iteration 2F (34.996237 sec): 3 clusters Score: Raw -13780.381501 + Penalty 1120.791681 = -12659.589820 nChanged 26 SP:Iteration 3F (34.997425 sec): 3 clusters Score: Raw -13816.560884 + Penalty 1142.220812 = -12674.340071 nChanged 16 SP:Iteration 4Q (34.998590 sec): 3 clusters Score: Raw -13849.468028 + Penalty 1163.773279 = -12685.694749 nChanged 16 SP:Iteration 5Q (34.999740 sec): 3 clusters Score: Raw -13876.999393 + Penalty 1177.266085 = -12699.733307 nChanged 11 SP:Iteration 6Q (35.000891 sec): 3 clusters Score: Raw -13904.483429 + Penalty 1188.702628 = -12715.780801 nChanged 8 SP:Iteration 7Q (35.002014 sec): 3 clusters Score: Raw -13923.255109 + Penalty 1198.783211 = -12724.471898 nChanged 4 SP:Iteration 8Q (35.003099 sec): 3 clusters Score: Raw -13930.968579 + Penalty 1202.951641 = -12728.016938 nChanged 4 SP:Iteration 9Q (35.004198 sec): 3 clusters Score: Raw -13936.198273 + Penalty 1204.914684 = -12731.283589 nChanged 1 SP:Iteration 10F (35.005358 sec): 3 clusters Score: Raw -13936.789636 + Penalty 1204.914684 = -12731.874952 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 26 (356 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.008197 sec): 2 clusters Score: Raw -13708.721487 + Penalty 244.793766 = -13463.927721 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.009280 sec): 3 clusters Score: Raw -13554.172784 + Penalty 487.123546 = -13067.049238 nChanged 105 SP:Iteration 1F (35.010326 sec): 3 clusters Score: Raw -13641.981320 + Penalty 489.253853 = -13152.727466 nChanged 21 SP:Iteration 2F (35.011309 sec): 3 clusters Score: Raw -13660.448455 + Penalty 495.358078 = -13165.090377 nChanged 12 SP:Iteration 3Q (35.012287 sec): 3 clusters Score: Raw -13670.774664 + Penalty 498.839868 = -13171.934796 nChanged 7 SP:Iteration 4Q (35.013320 sec): 3 clusters Score: Raw -13677.677078 + Penalty 502.010819 = -13175.666260 nChanged 9 SP:Iteration 5Q (35.014423 sec): 3 clusters Score: Raw -13686.257547 + Penalty 501.494533 = -13184.763014 nChanged 10 SP:Iteration 6Q (35.015551 sec): 3 clusters Score: Raw -13696.120298 + Penalty 507.944623 = -13188.175675 nChanged 8 SP:Iteration 7Q (35.016659 sec): 3 clusters Score: Raw -13702.021466 + Penalty 511.904794 = -13190.116672 nChanged 4 SP:Iteration 8Q (35.017768 sec): 3 clusters Score: Raw -13707.480365 + Penalty 514.850187 = -13192.630177 nChanged 3 SP:Iteration 9Q (35.018830 sec): 3 clusters Score: Raw -13712.973142 + Penalty 516.054696 = -13196.918446 nChanged 3 SP:Iteration 10F (35.019900 sec): 3 clusters Score: Raw -13716.289166 + Penalty 522.341470 = -13193.947696 nChanged 4 SP:Iteration 11F (35.020964 sec): 3 clusters Score: Raw -13721.940901 + Penalty 522.341470 = -13199.599431 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 35 (276 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.023600 sec): 2 clusters Score: Raw -10053.603623 + Penalty 473.190166 = -9580.413457 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.024590 sec): 3 clusters Score: Raw -9963.816124 + Penalty 946.171849 = -9017.644276 nChanged 81 SP:Iteration 1F (35.025571 sec): 3 clusters Score: Raw -10033.244821 + Penalty 946.317903 = -9086.926918 nChanged 23 SP:Iteration 2F (35.026552 sec): 3 clusters Score: Raw -10056.018156 + Penalty 946.207651 = -9109.810506 nChanged 6 SP:Iteration 3Q (35.027520 sec): 3 clusters Score: Raw -10064.748303 + Penalty 946.069825 = -9118.678478 nChanged 3 SP:Iteration 4Q (35.028483 sec): 3 clusters Score: Raw -10066.707157 + Penalty 946.158637 = -9120.548520 nChanged 4 SP:Iteration 5Q (35.029413 sec): 3 clusters Score: Raw -10068.729642 + Penalty 946.096857 = -9122.632785 nChanged 2 SP:Iteration 6Q (35.030319 sec): 3 clusters Score: Raw -10069.780338 + Penalty 946.129768 = -9123.650570 nChanged 2 SP:Iteration 7Q (35.031207 sec): 3 clusters Score: Raw -10072.056205 + Penalty 946.040177 = -9126.016028 nChanged 1 SP:Iteration 8Q (35.032075 sec): 3 clusters Score: Raw -10073.408958 + Penalty 946.040177 = -9127.368781 nChanged 0 SP:Iteration 9F (35.032806 sec): 3 clusters Score: Raw -10073.408958 + Penalty 946.040177 = -9127.368781 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 36 (292 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.034710 sec): 2 clusters Score: Raw -7925.878556 + Penalty 517.065443 = -7408.813113 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.035474 sec): 3 clusters Score: Raw -7878.944804 + Penalty 1035.621992 = -6843.322811 nChanged 80 SP:Iteration 1F (35.036218 sec): 3 clusters Score: Raw -7986.302555 + Penalty 1047.332472 = -6938.970083 nChanged 32 SP:Iteration 2F (35.036960 sec): 3 clusters Score: Raw -8044.333243 + Penalty 1056.314151 = -6988.019091 nChanged 10 SP:Iteration 3Q (35.037677 sec): 3 clusters Score: Raw -8062.142957 + Penalty 1066.152578 = -6995.990379 nChanged 7 SP:Iteration 4Q (35.038385 sec): 3 clusters Score: Raw -8078.601610 + Penalty 1072.052239 = -7006.549371 nChanged 8 SP:Iteration 5Q (35.039086 sec): 3 clusters Score: Raw -8097.370572 + Penalty 1079.017152 = -7018.353420 nChanged 5 SP:Iteration 6Q (35.039777 sec): 3 clusters Score: Raw -8106.184308 + Penalty 1082.177030 = -7024.007279 nChanged 2 SP:Iteration 7Q (35.040464 sec): 3 clusters Score: Raw -8108.971551 + Penalty 1086.888062 = -7022.083489 nChanged 2 SP:Iteration 8F (35.041174 sec): 3 clusters Score: Raw -8113.338971 + Penalty 1086.888062 = -7026.450909 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 38 (208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.042658 sec): 2 clusters Score: Raw -7256.334863 + Penalty 228.655314 = -7027.679549 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.043553 sec): 3 clusters Score: Raw -7175.627243 + Penalty 455.797778 = -6719.829464 nChanged 68 SP:Iteration 1F (35.044135 sec): 3 clusters Score: Raw -7222.354470 + Penalty 455.532423 = -6766.822047 nChanged 19 SP:Iteration 2F (35.044711 sec): 3 clusters Score: Raw -7234.903929 + Penalty 454.071900 = -6780.832029 nChanged 4 SP:Iteration 3Q (35.045283 sec): 3 clusters Score: Raw -7238.388927 + Penalty 455.718151 = -6782.670776 nChanged 7 SP:Iteration 4Q (35.045854 sec): 3 clusters Score: Raw -7242.784675 + Penalty 456.061784 = -6786.722891 nChanged 7 SP:Iteration 5Q (35.046425 sec): 3 clusters Score: Raw -7246.868565 + Penalty 456.477943 = -6790.390622 nChanged 9 SP:Iteration 6Q (35.047000 sec): 3 clusters Score: Raw -7256.043063 + Penalty 460.518864 = -6795.524199 nChanged 11 SP:Iteration 7F (35.047578 sec): 3 clusters Score: Raw -7267.632443 + Penalty 469.120060 = -6798.512383 nChanged 6 SP:Iteration 8Q (35.048153 sec): 3 clusters Score: Raw -7273.914101 + Penalty 483.257790 = -6790.656310 nChanged 8 SP:Iteration 9F (35.048734 sec): 3 clusters Score: Raw -7284.092107 + Penalty 485.645467 = -6798.446640 nChanged 6 SP:Iteration 10F (35.049314 sec): 3 clusters Score: Raw -7292.687063 + Penalty 490.016729 = -6802.670334 nChanged 4 SP:Iteration 11Q (35.049882 sec): 3 clusters Score: Raw -7296.239186 + Penalty 491.378409 = -6804.860777 nChanged 2 SP:Iteration 12Q (35.050443 sec): 3 clusters Score: Raw -7297.931441 + Penalty 490.411809 = -6807.519632 nChanged 1 SP:Iteration 13Q (35.051003 sec): 3 clusters Score: Raw -7298.125232 + Penalty 497.987783 = -6800.137449 nChanged 1 SP:Iteration 14F (35.051583 sec): 3 clusters Score: Raw -7299.906180 + Penalty 497.987783 = -6801.918398 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 46 (495 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.053898 sec): 2 clusters Score: Raw -18758.886796 + Penalty 707.148974 = -18051.737822 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.054996 sec): 3 clusters Score: Raw -18579.733647 + Penalty 1422.498612 = -17157.235036 nChanged 127 SP:Iteration 1F (35.056077 sec): 3 clusters Score: Raw -18703.621929 + Penalty 1423.968035 = -17279.653894 nChanged 38 SP:Iteration 2F (35.057155 sec): 3 clusters Score: Raw -18743.848793 + Penalty 1424.770060 = -17319.078733 nChanged 18 SP:Iteration 3Q (35.058224 sec): 3 clusters Score: Raw -18763.595695 + Penalty 1426.334218 = -17337.261477 nChanged 16 SP:Iteration 4Q (35.059286 sec): 3 clusters Score: Raw -18783.796185 + Penalty 1425.846047 = -17357.950138 nChanged 8 SP:Iteration 5Q (35.060343 sec): 3 clusters Score: Raw -18790.816694 + Penalty 1425.408435 = -17365.408259 nChanged 6 SP:Iteration 6Q (35.061397 sec): 3 clusters Score: Raw -18794.455011 + Penalty 1425.275143 = -17369.179868 nChanged 3 SP:Iteration 7Q (35.062449 sec): 3 clusters Score: Raw -18796.259629 + Penalty 1424.306221 = -17371.953407 nChanged 2 SP:Iteration 8Q (35.063501 sec): 3 clusters Score: Raw -18797.842610 + Penalty 1424.306221 = -17373.536388 nChanged 0 SP:Iteration 9F (35.064583 sec): 3 clusters Score: Raw -18797.842610 + Penalty 1424.306221 = -17373.536388 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 70 (47 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.065728 sec): 2 clusters Score: Raw -1573.379633 + Penalty 92.701059 = -1480.678574 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.066025 sec): 3 clusters Score: Raw -1571.517988 + Penalty 182.719324 = -1388.798665 nChanged 17 SP:Iteration 1F (35.066316 sec): 3 clusters Score: Raw -1582.770750 + Penalty 186.428343 = -1396.342407 nChanged 4 SP:Iteration 2F (35.066615 sec): 3 clusters Score: Raw -1584.477612 + Penalty 191.490653 = -1392.986959 nChanged 2 SP:Iteration 3F (35.066907 sec): 3 clusters Score: Raw -1586.096398 + Penalty 198.716107 = -1387.380291 nChanged 2 SP:Iteration 4F (35.067226 sec): 3 clusters Score: Raw -1588.129862 + Penalty 198.716107 = -1389.413755 nChanged 0 Time taken for this iteration:34.574554 seconds. 300->21 Clusters: Score -575598.074418, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 180 (time per iteration =194.948467 ms) Total iterations: 1734 (time per iteration =20.236865 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 2844920625.000000 (time per metric unit =12.334518ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 71123015625.000000 (time per metric unit=493.380711ps) That took 35.090724 seconds.