FileBase PeterP-2013-10-10_dataset1 ElecNo 20 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 0.25 and 0.38 GB of RAM. Memory request: 0.13 GB would take us to total of 0.13 GB. ---------------------------------------------------------- Loaded 27703 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 27703 points ------ Starting initial clusters from distinct float masks Not enough masks (234) to generate starting clusters (300), so starting with (235) clusters instead. Assigned 235 initial classes from 234 unique masks. Deleting Class 229 (1 points): Lose 3.152373 but Gain 1536.075389 Iteration 0F (3.853094 sec): 234 clusters Score: Raw -1106247.533706 + Penalty 253101.364804 = -853146.168902 nChanged 7403 Deleting Class 234 (1 points): Lose 6.341182 but Gain 1503.689813 Iteration 1F (6.790704 sec): 231 clusters Score: Raw -1122334.874865 + Penalty 250775.328039 = -871559.546826 nChanged 2916 Deleting Class 193 (2 points): Lose 23.108621 but Gain 1501.689468 Iteration 2F (9.691463 sec): 229 clusters Score: Raw -1127788.853504 + Penalty 248786.779999 = -879002.073504 nChanged 1958 Deleting Class 181 (4 points): Lose 63.935909 but Gain 1533.781913 Iteration 3F (12.567246 sec): 227 clusters Score: Raw -1130718.051148 + Penalty 248314.015282 = -882404.035866 nChanged 1447 Deleting Class 143 (3 points): Lose 43.644410 but Gain 1513.131544 Iteration 4F (15.455365 sec): 226 clusters Score: Raw -1132583.713404 + Penalty 246331.052736 = -886252.660668 nChanged 1160 Deleting Class 171 (1 points): Lose 6.883921 but Gain 1451.078957 Iteration 5Q (15.784198 sec): 224 clusters Score: Raw -1133914.244366 + Penalty 245165.388500 = -888748.855866 nChanged 924 Deleting Class 205 (2 points): Lose 25.238528 but Gain 1465.417405 Iteration 6Q (16.082228 sec): 223 clusters Score: Raw -1134885.817141 + Penalty 244013.290411 = -890872.526730 nChanged 740 Deleting Class 80 (6 points): Lose 62.415310 but Gain 1492.946060 Iteration 7Q (16.350882 sec): 222 clusters Score: Raw -1135534.791216 + Penalty 242656.553854 = -892878.237362 nChanged 556 Deleting Class 156 (9 points): Lose 102.102362 but Gain 1531.364768 Iteration 8Q (16.593480 sec): 221 clusters Score: Raw -1135933.196604 + Penalty 241243.396728 = -894689.799876 nChanged 423 Deleting Class 199 (1 points): Lose 3.207715 but Gain 1430.626594 Iteration 9Q (16.818550 sec): 220 clusters Score: Raw -1136261.241992 + Penalty 239841.010785 = -896420.231207 nChanged 314 Deleting Class 218 (2 points): Lose 15.093901 but Gain 1436.828888 Iteration 10F (19.633801 sec): 219 clusters Score: Raw -1136473.218524 + Penalty 238437.647498 = -898035.571026 nChanged 225 Deleting Class 168 (12 points): Lose 176.841697 but Gain 1590.739776 Iteration 11Q (19.832136 sec): 218 clusters Score: Raw -1136484.558469 + Penalty 237070.931084 = -899413.627386 nChanged 191 Deleting Class 223 (5 points): Lose 101.700027 but Gain 1514.967087 Iteration 12Q (20.027326 sec): 217 clusters Score: Raw -1136572.790986 + Penalty 235656.607269 = -900916.183717 nChanged 132 Deleting Class 219 (3 points): Lose 30.952441 but Gain 1444.155367 Iteration 13Q (20.220287 sec): 216 clusters Score: Raw -1136662.550316 + Penalty 234327.563289 = -902334.987027 nChanged 101 Deleting Class 152 (12 points): Lose 174.759403 but Gain 1587.839928 Iteration 14Q (20.401787 sec): 215 clusters Score: Raw -1136551.862168 + Penalty 232836.626086 = -903715.236081 nChanged 89 Deleting Class 179 (3 points): Lose 32.816521 but Gain 1444.490971 Iteration 15Q (20.582844 sec): 214 clusters Score: Raw -1136597.947466 + Penalty 231423.916486 = -905174.030981 nChanged 69 Deleting Class 177 (3 points): Lose 34.307527 but Gain 1438.318876 Iteration 16Q (20.759526 sec): 213 clusters Score: Raw -1136619.449579 + Penalty 230028.628997 = -906590.820582 nChanged 60 Deleting Class 201 (3 points): Lose 30.188270 but Gain 1426.760557 Iteration 17Q (20.936558 sec): 212 clusters Score: Raw -1136638.776104 + Penalty 228620.420881 = -908018.355223 nChanged 33 Deleting Class 153 (5 points): Lose 68.251952 but Gain 1464.250548 Iteration 18Q (21.108408 sec): 211 clusters Score: Raw -1136598.835758 + Penalty 227176.428921 = -909422.406838 nChanged 20 Deleting Class 216 (1 points): Lose 19.408277 but Gain 1413.363250 Iteration 19Q (21.278070 sec): 210 clusters Score: Raw -1136599.893310 + Penalty 225765.310533 = -910834.582777 nChanged 18 Writing temp clu file Memory request: 0.13 GB would take us to total of 0.25 GB. Compute initial score before splitting: Score: Raw -1136599.893310 + Penalty 225765.310533 = -910834.582777Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 1 (699 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.378956 sec): 2 clusters Score: Raw -29494.114940 + Penalty 167.403665 = -29326.711274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.380394 sec): 3 clusters Score: Raw -29079.989634 + Penalty 333.663693 = -28746.325941 nChanged 285 SP:Iteration 1F (21.381784 sec): 3 clusters Score: Raw -29278.338174 + Penalty 331.338665 = -28946.999509 nChanged 94 SP:Iteration 2F (21.383172 sec): 3 clusters Score: Raw -29327.797242 + Penalty 330.301024 = -28997.496218 nChanged 53 SP:Iteration 3F (21.384559 sec): 3 clusters Score: Raw -29366.433665 + Penalty 328.854418 = -29037.579247 nChanged 45 SP:Iteration 4F (21.385945 sec): 3 clusters Score: Raw -29407.594490 + Penalty 326.597763 = -29080.996727 nChanged 54 SP:Iteration 5F (21.387331 sec): 3 clusters Score: Raw -29457.933891 + Penalty 321.008820 = -29136.925070 nChanged 38 SP:Iteration 6F (21.388751 sec): 3 clusters Score: Raw -29487.690721 + Penalty 327.735992 = -29159.954729 nChanged 27 SP:Iteration 7Q (21.390153 sec): 3 clusters Score: Raw -29507.540550 + Penalty 341.634163 = -29165.906386 nChanged 12 SP:Iteration 8Q (21.391546 sec): 3 clusters Score: Raw -29512.396535 + Penalty 345.661832 = -29166.734704 nChanged 5 SP:Iteration 9Q (21.392950 sec): 3 clusters Score: Raw -29514.820558 + Penalty 348.390276 = -29166.430282 nChanged 4 SP:Iteration 10F (21.394361 sec): 3 clusters Score: Raw -29515.615329 + Penalty 349.626393 = -29165.988936 nChanged 2 SP:Iteration 11F (21.395762 sec): 3 clusters Score: Raw -29515.837471 + Penalty 349.626393 = -29166.211078 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 2 (2055 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.405809 sec): 2 clusters Score: Raw -96409.200827 + Penalty 316.959809 = -96092.241018 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.409916 sec): 3 clusters Score: Raw -95118.747557 + Penalty 637.074048 = -94481.673508 nChanged 918 SP:Iteration 1F (21.413847 sec): 3 clusters Score: Raw -95690.805328 + Penalty 637.899208 = -95052.906120 nChanged 264 SP:Iteration 2F (21.417738 sec): 3 clusters Score: Raw -95885.192378 + Penalty 639.740650 = -95245.451728 nChanged 152 SP:Iteration 3F (21.421627 sec): 3 clusters Score: Raw -95978.066698 + Penalty 639.999652 = -95338.067046 nChanged 95 SP:Iteration 4Q (21.425529 sec): 3 clusters Score: Raw -96026.888706 + Penalty 641.334468 = -95385.554238 nChanged 67 SP:Iteration 5Q (21.429449 sec): 3 clusters Score: Raw -96052.783631 + Penalty 641.956013 = -95410.827618 nChanged 38 SP:Iteration 6Q (21.433396 sec): 3 clusters Score: Raw -96065.776387 + Penalty 641.930229 = -95423.846158 nChanged 35 SP:Iteration 7Q (21.437347 sec): 3 clusters Score: Raw -96074.946196 + Penalty 642.839556 = -95432.106640 nChanged 19 SP:Iteration 8Q (21.441242 sec): 3 clusters Score: Raw -96078.767483 + Penalty 643.711442 = -95435.056041 nChanged 19 SP:Iteration 9Q (21.445127 sec): 3 clusters Score: Raw -96081.350014 + Penalty 644.703789 = -95436.646225 nChanged 11 SP:Iteration 10F (21.449142 sec): 3 clusters Score: Raw -96082.827232 + Penalty 644.424166 = -95438.403066 nChanged 8 SP:Iteration 11Q (21.457464 sec): 3 clusters Score: Raw -96083.933228 + Penalty 643.995551 = -95439.937677 nChanged 9 SP:Iteration 12Q (21.463176 sec): 3 clusters Score: Raw -96086.260752 + Penalty 643.317826 = -95442.942926 nChanged 12 SP:Iteration 13Q (21.467002 sec): 3 clusters Score: Raw -96088.938888 + Penalty 643.172609 = -95445.766280 nChanged 12 SP:Iteration 14Q (21.470817 sec): 3 clusters Score: Raw -96090.509530 + Penalty 642.409277 = -95448.100252 nChanged 10 SP:Iteration 15Q (21.474627 sec): 3 clusters Score: Raw -96092.259191 + Penalty 641.263965 = -95450.995226 nChanged 14 SP:Iteration 16Q (21.478425 sec): 3 clusters Score: Raw -96094.220243 + Penalty 640.248236 = -95453.972007 nChanged 16 SP:Iteration 17Q (21.482357 sec): 3 clusters Score: Raw -96097.499778 + Penalty 640.722066 = -95456.777712 nChanged 25 SP:Iteration 18Q (21.486171 sec): 3 clusters Score: Raw -96106.040889 + Penalty 638.973618 = -95467.067271 nChanged 32 SP:Iteration 19Q (21.489944 sec): 3 clusters Score: Raw -96120.701732 + Penalty 636.126818 = -95484.574914 nChanged 27 SP:Iteration 20F (21.493778 sec): 3 clusters Score: Raw -96136.082819 + Penalty 628.110326 = -95507.972493 nChanged 35 SP:Iteration 21Q (21.497538 sec): 3 clusters Score: Raw -96157.445614 + Penalty 620.116505 = -95537.329109 nChanged 32 SP:Iteration 22Q (21.501298 sec): 3 clusters Score: Raw -96175.982779 + Penalty 613.550271 = -95562.432508 nChanged 28 SP:Iteration 23Q (21.505098 sec): 3 clusters Score: Raw -96193.102740 + Penalty 605.332229 = -95587.770511 nChanged 23 SP:Iteration 24Q (21.509115 sec): 3 clusters Score: Raw -96208.961633 + Penalty 596.387262 = -95612.574371 nChanged 28 SP:Iteration 25Q (21.512771 sec): 3 clusters Score: Raw -96225.324241 + Penalty 589.844613 = -95635.479628 nChanged 30 SP:Iteration 26Q (21.516452 sec): 3 clusters Score: Raw -96242.802851 + Penalty 576.510503 = -95666.292348 nChanged 24 SP:Iteration 27Q (21.520138 sec): 3 clusters Score: Raw -96259.467960 + Penalty 565.368584 = -95694.099377 nChanged 23 SP:Iteration 28Q (21.523775 sec): 3 clusters Score: Raw -96280.171575 + Penalty 563.468856 = -95716.702719 nChanged 11 SP:Iteration 29Q (21.527419 sec): 3 clusters Score: Raw -96288.680260 + Penalty 562.321853 = -95726.358408 nChanged 13 SP:Iteration 30F (21.531178 sec): 3 clusters Score: Raw -96293.685938 + Penalty 561.990789 = -95731.695149 nChanged 12 SP:Iteration 31Q (21.534784 sec): 3 clusters Score: Raw -96297.754151 + Penalty 558.597057 = -95739.157094 nChanged 11 SP:Iteration 32Q (21.538612 sec): 3 clusters Score: Raw -96301.010490 + Penalty 558.340950 = -95742.669540 nChanged 8 SP:Iteration 33Q (21.542203 sec): 3 clusters Score: Raw -96304.938322 + Penalty 560.333856 = -95744.604466 nChanged 10 SP:Iteration 34Q (21.545763 sec): 3 clusters Score: Raw -96310.714102 + Penalty 562.311290 = -95748.402812 nChanged 15 SP:Iteration 35Q (21.549334 sec): 3 clusters Score: Raw -96317.921136 + Penalty 561.005491 = -95756.915645 nChanged 9 SP:Iteration 36Q (21.552789 sec): 3 clusters Score: Raw -96322.806464 + Penalty 560.793371 = -95762.013093 nChanged 8 SP:Iteration 37Q (21.556243 sec): 3 clusters Score: Raw -96325.890742 + Penalty 561.073266 = -95764.817475 nChanged 11 SP:Iteration 38Q (21.559702 sec): 3 clusters Score: Raw -96330.091864 + Penalty 559.687618 = -95770.404246 nChanged 8 SP:Iteration 39Q (21.563136 sec): 3 clusters Score: Raw -96331.997537 + Penalty 560.643643 = -95771.353895 nChanged 9 SP:Iteration 40F (21.566857 sec): 3 clusters Score: Raw -96333.127863 + Penalty 560.337669 = -95772.790194 nChanged 4 SP:Iteration 41Q (21.570233 sec): 3 clusters Score: Raw -96334.277952 + Penalty 561.950389 = -95772.327564 nChanged 6 SP:Iteration 42F (21.573951 sec): 3 clusters Score: Raw -96335.534250 + Penalty 560.514122 = -95775.020128 nChanged 8 SP:Iteration 43Q (21.577306 sec): 3 clusters Score: Raw -96337.064488 + Penalty 561.193293 = -95775.871196 nChanged 14 SP:Iteration 44Q (21.580662 sec): 3 clusters Score: Raw -96341.714454 + Penalty 564.163314 = -95777.551139 nChanged 18 SP:Iteration 45Q (21.584057 sec): 3 clusters Score: Raw -96351.777490 + Penalty 569.833309 = -95781.944181 nChanged 26 SP:Iteration 46Q (21.587365 sec): 3 clusters Score: Raw -96368.947132 + Penalty 601.224917 = -95767.722215 nChanged 21 SP:Iteration 47F (21.591069 sec): 3 clusters Score: Raw -96386.248920 + Penalty 713.714789 = -95672.534131 nChanged 17 SP:Iteration 48F (21.594918 sec): 3 clusters Score: Raw -96404.267327 + Penalty 1078.016397 = -95326.250930 nChanged 7 SP:Iteration 49F (21.598620 sec): 3 clusters Score: Raw -96411.686401 + Penalty 1195.156828 = -95216.529573 nChanged 1 SP:Iteration 50F (21.602496 sec): 3 clusters Score: Raw -96411.806625 + Penalty 1195.156828 = -95216.649797 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 3 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.603315 sec): 2 clusters Score: Raw -1932.142766 + Penalty 523.180726 = -1408.962040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.603611 sec): 3 clusters Score: Raw -2043.647661 + Penalty 1049.362241 = -994.285420 nChanged 1 SP:Iteration 1Q (21.603887 sec): 3 clusters Score: Raw -2048.043266 + Penalty 1049.362241 = -998.681024 nChanged 0 SP:Iteration 2F (21.604171 sec): 3 clusters Score: Raw -2048.043266 + Penalty 1049.362241 = -998.681024 nChanged 0 Memory request: 0.03 GB would take us to total of 0.28 GB. Trying to split cluster 4 (5568 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.629198 sec): 2 clusters Score: Raw -243781.731255 + Penalty 89.644977 = -243692.086277 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.639611 sec): 3 clusters Score: Raw -240075.714724 + Penalty 179.490296 = -239896.224428 nChanged 2656 SP:Iteration 1F (21.649659 sec): 3 clusters Score: Raw -242636.088505 + Penalty 179.424439 = -242456.664066 nChanged 341 SP:Iteration 2F (21.659658 sec): 3 clusters Score: Raw -242808.349812 + Penalty 179.410787 = -242628.939025 nChanged 131 SP:Iteration 3Q (21.669469 sec): 3 clusters Score: Raw -242847.963462 + Penalty 179.393038 = -242668.570424 nChanged 90 SP:Iteration 4Q (21.679190 sec): 3 clusters Score: Raw -242874.633658 + Penalty 179.418334 = -242695.215324 nChanged 92 SP:Iteration 5Q (21.688899 sec): 3 clusters Score: Raw -242906.912596 + Penalty 179.456557 = -242727.456039 nChanged 88 SP:Iteration 6Q (21.698632 sec): 3 clusters Score: Raw -242935.491795 + Penalty 179.455222 = -242756.036573 nChanged 83 SP:Iteration 7Q (21.708452 sec): 3 clusters Score: Raw -242962.103210 + Penalty 179.503078 = -242782.600133 nChanged 84 SP:Iteration 8Q (21.718308 sec): 3 clusters Score: Raw -242983.810568 + Penalty 179.524091 = -242804.286477 nChanged 69 SP:Iteration 9Q (21.727960 sec): 3 clusters Score: Raw -242996.469436 + Penalty 179.532856 = -242816.936580 nChanged 54 SP:Iteration 10F (21.737947 sec): 3 clusters Score: Raw -243005.387924 + Penalty 179.507209 = -242825.880715 nChanged 48 SP:Iteration 11Q (21.747879 sec): 3 clusters Score: Raw -243015.634120 + Penalty 179.443305 = -242836.190815 nChanged 54 SP:Iteration 12Q (21.757522 sec): 3 clusters Score: Raw -243026.872809 + Penalty 179.405323 = -242847.467486 nChanged 49 SP:Iteration 13Q (21.767230 sec): 3 clusters Score: Raw -243035.622558 + Penalty 179.362919 = -242856.259639 nChanged 42 SP:Iteration 14Q (21.776843 sec): 3 clusters Score: Raw -243041.783114 + Penalty 179.343227 = -242862.439887 nChanged 42 SP:Iteration 15Q (21.786546 sec): 3 clusters Score: Raw -243046.033114 + Penalty 179.339415 = -242866.693699 nChanged 25 SP:Iteration 16Q (21.796170 sec): 3 clusters Score: Raw -243047.873239 + Penalty 179.340298 = -242868.532941 nChanged 19 SP:Iteration 17Q (21.805828 sec): 3 clusters Score: Raw -243049.002698 + Penalty 179.341372 = -242869.661326 nChanged 15 SP:Iteration 18Q (21.815844 sec): 3 clusters Score: Raw -243050.204781 + Penalty 179.337839 = -242870.866942 nChanged 16 SP:Iteration 19Q (21.826456 sec): 3 clusters Score: Raw -243050.901777 + Penalty 179.330533 = -242871.571244 nChanged 9 SP:Iteration 20F (21.836719 sec): 3 clusters Score: Raw -243051.097005 + Penalty 179.322712 = -242871.774293 nChanged 8 SP:Iteration 21Q (21.846629 sec): 3 clusters Score: Raw -243051.291603 + Penalty 179.311618 = -242871.979985 nChanged 8 SP:Iteration 22Q (21.856428 sec): 3 clusters Score: Raw -243051.454567 + Penalty 179.299613 = -242872.154954 nChanged 7 SP:Iteration 23Q (21.866161 sec): 3 clusters Score: Raw -243051.660238 + Penalty 179.285401 = -242872.374837 nChanged 11 SP:Iteration 24Q (21.875791 sec): 3 clusters Score: Raw -243051.954949 + Penalty 179.270300 = -242872.684649 nChanged 10 SP:Iteration 25Q (21.885414 sec): 3 clusters Score: Raw -243052.235163 + Penalty 179.255658 = -242872.979506 nChanged 11 SP:Iteration 26Q (21.895053 sec): 3 clusters Score: Raw -243052.580636 + Penalty 179.240914 = -242873.339722 nChanged 10 SP:Iteration 27Q (21.904742 sec): 3 clusters Score: Raw -243053.003800 + Penalty 179.216286 = -242873.787514 nChanged 15 SP:Iteration 28Q (21.914578 sec): 3 clusters Score: Raw -243053.641618 + Penalty 179.208655 = -242874.432963 nChanged 13 SP:Iteration 29Q (21.924281 sec): 3 clusters Score: Raw -243054.094184 + Penalty 179.192730 = -242874.901454 nChanged 15 SP:Iteration 30F (21.934478 sec): 3 clusters Score: Raw -243054.679311 + Penalty 179.178189 = -242875.501122 nChanged 13 SP:Iteration 31Q (21.944338 sec): 3 clusters Score: Raw -243055.222367 + Penalty 179.163665 = -242876.058702 nChanged 15 SP:Iteration 32Q (21.954161 sec): 3 clusters Score: Raw -243055.904345 + Penalty 179.159299 = -242876.745045 nChanged 16 SP:Iteration 33Q (21.963901 sec): 3 clusters Score: Raw -243056.728409 + Penalty 179.153289 = -242877.575121 nChanged 18 SP:Iteration 34Q (21.973543 sec): 3 clusters Score: Raw -243057.911755 + Penalty 179.121934 = -242878.789820 nChanged 22 SP:Iteration 35Q (21.983227 sec): 3 clusters Score: Raw -243059.440975 + Penalty 179.122874 = -242880.318101 nChanged 25 SP:Iteration 36Q (21.992873 sec): 3 clusters Score: Raw -243061.200563 + Penalty 179.106955 = -242882.093608 nChanged 22 SP:Iteration 37Q (22.002507 sec): 3 clusters Score: Raw -243062.459770 + Penalty 179.102516 = -242883.357254 nChanged 20 SP:Iteration 38Q (22.012109 sec): 3 clusters Score: Raw -243063.905466 + Penalty 179.116175 = -242884.789291 nChanged 25 SP:Iteration 39Q (22.022273 sec): 3 clusters Score: Raw -243065.524310 + Penalty 179.139263 = -242886.385047 nChanged 21 SP:Iteration 40F (22.032261 sec): 3 clusters Score: Raw -243066.791010 + Penalty 179.162196 = -242887.628814 nChanged 11 SP:Iteration 41Q (22.041964 sec): 3 clusters Score: Raw -243067.301862 + Penalty 179.183528 = -242888.118334 nChanged 16 SP:Iteration 42Q (22.051856 sec): 3 clusters Score: Raw -243068.119427 + Penalty 179.201256 = -242888.918171 nChanged 15 SP:Iteration 43Q (22.061596 sec): 3 clusters Score: Raw -243068.731499 + Penalty 179.208368 = -242889.523131 nChanged 17 SP:Iteration 44Q (22.071301 sec): 3 clusters Score: Raw -243069.748990 + Penalty 179.224630 = -242890.524360 nChanged 15 SP:Iteration 45Q (22.080947 sec): 3 clusters Score: Raw -243070.947157 + Penalty 179.246589 = -242891.700568 nChanged 16 SP:Iteration 46Q (22.090666 sec): 3 clusters Score: Raw -243072.316735 + Penalty 179.272365 = -242893.044370 nChanged 26 SP:Iteration 47Q (22.100545 sec): 3 clusters Score: Raw -243074.959628 + Penalty 179.371080 = -242895.588548 nChanged 31 SP:Iteration 48Q (22.110175 sec): 3 clusters Score: Raw -243078.796209 + Penalty 179.432990 = -242899.363219 nChanged 33 SP:Iteration 49Q (22.119961 sec): 3 clusters Score: Raw -243082.204018 + Penalty 179.512186 = -242902.691832 nChanged 33 SP:Iteration 50F (22.129939 sec): 3 clusters Score: Raw -243085.846732 + Penalty 179.552691 = -242906.294041 nChanged 41 SP:Iteration 51Q (22.139631 sec): 3 clusters Score: Raw -243091.197678 + Penalty 179.611397 = -242911.586281 nChanged 45 SP:Iteration 52Q (22.149294 sec): 3 clusters Score: Raw -243097.797278 + Penalty 179.663438 = -242918.133840 nChanged 45 SP:Iteration 53Q (22.159096 sec): 3 clusters Score: Raw -243106.800343 + Penalty 179.850457 = -242926.949886 nChanged 55 SP:Iteration 54Q (22.168828 sec): 3 clusters Score: Raw -243117.827410 + Penalty 179.970889 = -242937.856521 nChanged 52 SP:Iteration 55Q (22.178440 sec): 3 clusters Score: Raw -243128.449246 + Penalty 180.212821 = -242948.236426 nChanged 61 SP:Iteration 56Q (22.187972 sec): 3 clusters Score: Raw -243139.971872 + Penalty 180.458288 = -242959.513584 nChanged 58 SP:Iteration 57Q (22.197500 sec): 3 clusters Score: Raw -243150.499879 + Penalty 180.483884 = -242970.015996 nChanged 55 SP:Iteration 58Q (22.206992 sec): 3 clusters Score: Raw -243161.930116 + Penalty 180.945356 = -242980.984760 nChanged 61 SP:Iteration 59Q (22.216595 sec): 3 clusters Score: Raw -243175.241013 + Penalty 181.143369 = -242994.097644 nChanged 61 SP:Iteration 60F (22.226809 sec): 3 clusters Score: Raw -243187.838585 + Penalty 181.170068 = -243006.668517 nChanged 62 SP:Iteration 61Q (22.236272 sec): 3 clusters Score: Raw -243198.244759 + Penalty 181.409613 = -243016.835146 nChanged 49 SP:Iteration 62Q (22.245735 sec): 3 clusters Score: Raw -243206.098453 + Penalty 181.267768 = -243024.830685 nChanged 51 SP:Iteration 63Q (22.255308 sec): 3 clusters Score: Raw -243214.169109 + Penalty 181.227478 = -243032.941631 nChanged 45 SP:Iteration 64Q (22.264741 sec): 3 clusters Score: Raw -243221.842597 + Penalty 181.618925 = -243040.223672 nChanged 55 SP:Iteration 65Q (22.274074 sec): 3 clusters Score: Raw -243232.214568 + Penalty 181.824611 = -243050.389957 nChanged 49 SP:Iteration 66Q (22.283397 sec): 3 clusters Score: Raw -243240.225667 + Penalty 181.934458 = -243058.291209 nChanged 51 SP:Iteration 67Q (22.292752 sec): 3 clusters Score: Raw -243248.241549 + Penalty 182.285414 = -243065.956135 nChanged 42 SP:Iteration 68Q (22.301967 sec): 3 clusters Score: Raw -243254.537629 + Penalty 182.546556 = -243071.991073 nChanged 47 SP:Iteration 69Q (22.311180 sec): 3 clusters Score: Raw -243262.692983 + Penalty 182.917644 = -243079.775338 nChanged 50 SP:Iteration 70F (22.321244 sec): 3 clusters Score: Raw -243271.813928 + Penalty 183.120571 = -243088.693357 nChanged 43 SP:Iteration 71Q (22.331463 sec): 3 clusters Score: Raw -243278.834975 + Penalty 183.165293 = -243095.669682 nChanged 47 SP:Iteration 72Q (22.341107 sec): 3 clusters Score: Raw -243287.065412 + Penalty 183.467432 = -243103.597980 nChanged 54 SP:Iteration 73Q (22.350440 sec): 3 clusters Score: Raw -243298.025192 + Penalty 184.068105 = -243113.957087 nChanged 61 SP:Iteration 74Q (22.359726 sec): 3 clusters Score: Raw -243313.723941 + Penalty 184.695496 = -243129.028445 nChanged 62 SP:Iteration 75Q (22.368786 sec): 3 clusters Score: Raw -243330.079330 + Penalty 185.779941 = -243144.299389 nChanged 66 SP:Iteration 76Q (22.377716 sec): 3 clusters Score: Raw -243349.646789 + Penalty 186.943147 = -243162.703642 nChanged 60 SP:Iteration 77Q (22.386575 sec): 3 clusters Score: Raw -243367.484768 + Penalty 188.390376 = -243179.094392 nChanged 57 SP:Iteration 78Q (22.395384 sec): 3 clusters Score: Raw -243386.886324 + Penalty 188.233626 = -243198.652698 nChanged 62 SP:Iteration 79Q (22.404089 sec): 3 clusters Score: Raw -243406.181342 + Penalty 189.424299 = -243216.757043 nChanged 63 SP:Iteration 80F (22.414273 sec): 3 clusters Score: Raw -243428.579714 + Penalty 190.010529 = -243238.569185 nChanged 66 SP:Iteration 81Q (22.423069 sec): 3 clusters Score: Raw -243451.035875 + Penalty 191.203998 = -243259.831877 nChanged 62 SP:Iteration 82Q (22.431857 sec): 3 clusters Score: Raw -243474.089330 + Penalty 193.276925 = -243280.812406 nChanged 64 SP:Iteration 83Q (22.440460 sec): 3 clusters Score: Raw -243499.165699 + Penalty 195.643175 = -243303.522524 nChanged 59 SP:Iteration 84Q (22.448933 sec): 3 clusters Score: Raw -243524.290834 + Penalty 196.847343 = -243327.443490 nChanged 52 SP:Iteration 85Q (22.457454 sec): 3 clusters Score: Raw -243544.239871 + Penalty 199.860225 = -243344.379646 nChanged 52 SP:Iteration 86Q (22.465877 sec): 3 clusters Score: Raw -243569.211444 + Penalty 205.027185 = -243364.184259 nChanged 54 SP:Iteration 87Q (22.474137 sec): 3 clusters Score: Raw -243598.770080 + Penalty 210.474863 = -243388.295216 nChanged 57 SP:Iteration 88Q (22.482331 sec): 3 clusters Score: Raw -243633.952029 + Penalty 219.824035 = -243414.127993 nChanged 56 SP:Iteration 89Q (22.490440 sec): 3 clusters Score: Raw -243671.092697 + Penalty 221.912470 = -243449.180226 nChanged 47 SP:Iteration 90F (22.500571 sec): 3 clusters Score: Raw -243706.541979 + Penalty 231.912611 = -243474.629369 nChanged 34 SP:Iteration 91Q (22.508519 sec): 3 clusters Score: Raw -243731.365930 + Penalty 245.129205 = -243486.236725 nChanged 26 SP:Iteration 92Q (22.516482 sec): 3 clusters Score: Raw -243749.578552 + Penalty 257.449620 = -243492.128932 nChanged 17 SP:Iteration 93Q (22.524387 sec): 3 clusters Score: Raw -243759.388991 + Penalty 283.207291 = -243476.181700 nChanged 17 SP:Iteration 94F (22.534501 sec): 3 clusters Score: Raw -243769.934046 + Penalty 311.990203 = -243457.943843 nChanged 15 SP:Iteration 95F (22.544583 sec): 3 clusters Score: Raw -243781.713610 + Penalty 321.778251 = -243459.935358 nChanged 7 SP:Iteration 96Q (22.552336 sec): 3 clusters Score: Raw -243786.799061 + Penalty 317.376080 = -243469.422981 nChanged 2 SP:Iteration 97Q (22.564788 sec): 3 clusters Score: Raw -243787.040391 + Penalty 317.376080 = -243469.664311 nChanged 0 SP:Iteration 98F (22.583840 sec): 3 clusters Score: Raw -243787.040391 + Penalty 317.376080 = -243469.664311 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 5 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.588113 sec): 2 clusters Score: Raw -1358.575367 + Penalty 348.327749 = -1010.247618 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.588390 sec): 3 clusters Score: Raw -1386.196910 + Penalty 699.506247 = -686.690663 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 6 (545 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.592175 sec): 2 clusters Score: Raw -27926.317646 + Penalty 719.755824 = -27206.561822 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.593513 sec): 3 clusters Score: Raw -27713.092719 + Penalty 1439.187397 = -26273.905322 nChanged 136 SP:Iteration 1F (22.594864 sec): 3 clusters Score: Raw -27824.066542 + Penalty 1438.729940 = -26385.336602 nChanged 38 SP:Iteration 2F (22.596143 sec): 3 clusters Score: Raw -27857.249477 + Penalty 1438.401839 = -26418.847637 nChanged 19 SP:Iteration 3Q (22.597413 sec): 3 clusters Score: Raw -27878.850716 + Penalty 1438.483198 = -26440.367519 nChanged 13 SP:Iteration 4Q (22.598689 sec): 3 clusters Score: Raw -27889.849441 + Penalty 1439.032446 = -26450.816995 nChanged 5 SP:Iteration 5Q (22.599943 sec): 3 clusters Score: Raw -27893.726848 + Penalty 1439.362822 = -26454.364026 nChanged 5 SP:Iteration 6Q (22.601188 sec): 3 clusters Score: Raw -27896.393553 + Penalty 1439.469397 = -26456.924156 nChanged 4 SP:Iteration 7Q (22.602428 sec): 3 clusters Score: Raw -27900.002064 + Penalty 1440.070633 = -26459.931431 nChanged 6 SP:Iteration 8Q (22.603671 sec): 3 clusters Score: Raw -27903.652971 + Penalty 1439.493914 = -26464.159057 nChanged 3 SP:Iteration 9Q (22.604952 sec): 3 clusters Score: Raw -27906.551268 + Penalty 1440.073930 = -26466.477338 nChanged 3 SP:Iteration 10F (22.606162 sec): 3 clusters Score: Raw -27908.162159 + Penalty 1439.929128 = -26468.233031 nChanged 2 SP:Iteration 11Q (22.607356 sec): 3 clusters Score: Raw -27910.124226 + Penalty 1439.771532 = -26470.352695 nChanged 1 SP:Iteration 12Q (22.608599 sec): 3 clusters Score: Raw -27910.530517 + Penalty 1439.897825 = -26470.632691 nChanged 1 SP:Iteration 13Q (22.609842 sec): 3 clusters Score: Raw -27910.628678 + Penalty 1440.117495 = -26470.511183 nChanged 1 SP:Iteration 14F (22.611099 sec): 3 clusters Score: Raw -27911.101891 + Penalty 1440.117495 = -26470.984397 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 7 (909 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.616982 sec): 2 clusters Score: Raw -41443.773100 + Penalty 419.800501 = -41023.972600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.618973 sec): 3 clusters Score: Raw -40908.681537 + Penalty 842.802122 = -40065.879415 nChanged 347 SP:Iteration 1F (22.620958 sec): 3 clusters Score: Raw -41095.818432 + Penalty 841.898321 = -40253.920111 nChanged 124 SP:Iteration 2F (22.622990 sec): 3 clusters Score: Raw -41202.241168 + Penalty 834.485597 = -40367.755571 nChanged 79 SP:Iteration 3F (22.625057 sec): 3 clusters Score: Raw -41290.341263 + Penalty 820.737152 = -40469.604111 nChanged 63 SP:Iteration 4F (22.627121 sec): 3 clusters Score: Raw -41359.148830 + Penalty 818.354279 = -40540.794551 nChanged 33 SP:Iteration 5Q (22.629132 sec): 3 clusters Score: Raw -41390.007515 + Penalty 827.407427 = -40562.600088 nChanged 28 SP:Iteration 6Q (22.630944 sec): 3 clusters Score: Raw -41419.285686 + Penalty 849.622754 = -40569.662932 nChanged 21 SP:Iteration 7Q (22.632697 sec): 3 clusters Score: Raw -41447.252724 + Penalty 859.909191 = -40587.343532 nChanged 9 SP:Iteration 8Q (22.634353 sec): 3 clusters Score: Raw -41456.742664 + Penalty 868.688315 = -40588.054348 nChanged 5 SP:Iteration 9Q (22.635913 sec): 3 clusters Score: Raw -41462.630960 + Penalty 874.278943 = -40588.352018 nChanged 4 SP:Iteration 10F (22.637703 sec): 3 clusters Score: Raw -41465.772551 + Penalty 874.278943 = -40591.493609 nChanged 0 Memory request: 0.03 GB would take us to total of 0.29 GB. Trying to split cluster 8 (6789 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.669196 sec): 2 clusters Score: Raw -288965.111292 + Penalty 286.776870 = -288678.334422 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.681819 sec): 3 clusters Score: Raw -284440.879768 + Penalty 595.256680 = -283845.623088 nChanged 3078 SP:Iteration 1F (22.694348 sec): 3 clusters Score: Raw -286013.567276 + Penalty 642.142141 = -285371.425135 nChanged 1192 SP:Iteration 2F (22.706790 sec): 3 clusters Score: Raw -287031.352120 + Penalty 697.155733 = -286334.196387 nChanged 838 SP:Iteration 3F (22.719261 sec): 3 clusters Score: Raw -287901.869616 + Penalty 746.782959 = -287155.086657 nChanged 537 SP:Iteration 4F (22.738398 sec): 3 clusters Score: Raw -288479.937036 + Penalty 820.418080 = -287659.518957 nChanged 303 SP:Iteration 5Q (22.751517 sec): 3 clusters Score: Raw -288822.184116 + Penalty 909.713447 = -287912.470669 nChanged 110 SP:Iteration 6Q (22.763442 sec): 3 clusters Score: Raw -288941.356934 + Penalty 1003.525964 = -287937.830970 nChanged 20 SP:Iteration 7Q (22.773060 sec): 3 clusters Score: Raw -288974.800872 + Penalty 1044.145310 = -287930.655562 nChanged 2 SP:Iteration 8F (22.785112 sec): 3 clusters Score: Raw -288980.688779 + Penalty 1065.830725 = -287914.858055 nChanged 1 SP:Iteration 9F (22.797158 sec): 3 clusters Score: Raw -288986.054000 + Penalty 1065.830725 = -287920.223276 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 9 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.803189 sec): 2 clusters Score: Raw -1177.023678 + Penalty 296.183985 = -880.839693 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.803467 sec): 3 clusters Score: Raw -1186.644556 + Penalty 602.464808 = -584.179748 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 10 (291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.804782 sec): 2 clusters Score: Raw -14145.213752 + Penalty 517.417111 = -13627.796640 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.805528 sec): 3 clusters Score: Raw -14020.105616 + Penalty 1039.420718 = -12980.684898 nChanged 64 SP:Iteration 1F (22.806262 sec): 3 clusters Score: Raw -14087.017252 + Penalty 1043.591805 = -13043.425446 nChanged 31 SP:Iteration 2F (22.806994 sec): 3 clusters Score: Raw -14122.805253 + Penalty 1045.192946 = -13077.612307 nChanged 18 SP:Iteration 3F (22.807707 sec): 3 clusters Score: Raw -14143.768683 + Penalty 1045.719417 = -13098.049266 nChanged 8 SP:Iteration 4Q (22.808402 sec): 3 clusters Score: Raw -14149.989937 + Penalty 1045.488636 = -13104.501301 nChanged 4 SP:Iteration 5Q (22.809104 sec): 3 clusters Score: Raw -14154.039263 + Penalty 1046.025085 = -13108.014177 nChanged 1 SP:Iteration 6Q (22.809798 sec): 3 clusters Score: Raw -14154.242402 + Penalty 1046.169938 = -13108.072464 nChanged 1 SP:Iteration 7Q (22.810486 sec): 3 clusters Score: Raw -14154.292872 + Penalty 1046.169938 = -13108.122934 nChanged 0 SP:Iteration 8F (22.811190 sec): 3 clusters Score: Raw -14154.292872 + Penalty 1046.169938 = -13108.122934 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 11 (903 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.814208 sec): 2 clusters Score: Raw -46647.406138 + Penalty 1001.746330 = -45645.659808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.816008 sec): 3 clusters Score: Raw -46310.242103 + Penalty 2005.427924 = -44304.814180 nChanged 271 SP:Iteration 1F (22.817745 sec): 3 clusters Score: Raw -46515.163207 + Penalty 2007.099394 = -44508.063813 nChanged 57 SP:Iteration 2F (22.819478 sec): 3 clusters Score: Raw -46561.901485 + Penalty 2007.707300 = -44554.194186 nChanged 26 SP:Iteration 3Q (22.823565 sec): 3 clusters Score: Raw -46582.738866 + Penalty 2008.381679 = -44574.357187 nChanged 11 SP:Iteration 4Q (22.826780 sec): 3 clusters Score: Raw -46590.873288 + Penalty 2008.771591 = -44582.101698 nChanged 14 SP:Iteration 5Q (22.829600 sec): 3 clusters Score: Raw -46603.012712 + Penalty 2010.012392 = -44593.000320 nChanged 11 SP:Iteration 6Q (22.831931 sec): 3 clusters Score: Raw -46612.193510 + Penalty 2011.761297 = -44600.432212 nChanged 17 SP:Iteration 7Q (22.833841 sec): 3 clusters Score: Raw -46625.167462 + Penalty 2012.750429 = -44612.417033 nChanged 12 SP:Iteration 8Q (22.836624 sec): 3 clusters Score: Raw -46633.142270 + Penalty 2013.263296 = -44619.878974 nChanged 7 SP:Iteration 9Q (22.838685 sec): 3 clusters Score: Raw -46638.470810 + Penalty 2013.367537 = -44625.103273 nChanged 7 SP:Iteration 10F (22.840579 sec): 3 clusters Score: Raw -46643.747354 + Penalty 2013.605209 = -44630.142145 nChanged 5 SP:Iteration 11Q (22.842410 sec): 3 clusters Score: Raw -46648.187925 + Penalty 2014.115601 = -44634.072325 nChanged 9 SP:Iteration 12Q (22.844194 sec): 3 clusters Score: Raw -46657.761718 + Penalty 2015.787813 = -44641.973905 nChanged 9 SP:Iteration 13Q (22.845973 sec): 3 clusters Score: Raw -46670.602047 + Penalty 2016.023310 = -44654.578737 nChanged 4 SP:Iteration 14Q (22.847707 sec): 3 clusters Score: Raw -46674.854829 + Penalty 2015.875101 = -44658.979728 nChanged 5 SP:Iteration 15Q (22.849455 sec): 3 clusters Score: Raw -46679.751383 + Penalty 2015.811941 = -44663.939442 nChanged 3 SP:Iteration 16Q (22.851230 sec): 3 clusters Score: Raw -46682.240954 + Penalty 2016.543324 = -44665.697629 nChanged 5 SP:Iteration 17Q (22.852986 sec): 3 clusters Score: Raw -46685.284475 + Penalty 2016.692120 = -44668.592355 nChanged 1 SP:Iteration 18Q (22.854731 sec): 3 clusters Score: Raw -46686.286027 + Penalty 2016.503532 = -44669.782495 nChanged 2 SP:Iteration 19Q (22.856470 sec): 3 clusters Score: Raw -46686.972895 + Penalty 2016.966683 = -44670.006212 nChanged 1 SP:Iteration 20F (22.858226 sec): 3 clusters Score: Raw -46688.088462 + Penalty 2017.163057 = -44670.925405 nChanged 2 SP:Iteration 21Q (22.859956 sec): 3 clusters Score: Raw -46689.505132 + Penalty 2017.195368 = -44672.309765 nChanged 1 SP:Iteration 22Q (22.861669 sec): 3 clusters Score: Raw -46692.132766 + Penalty 2017.046402 = -44675.086365 nChanged 1 SP:Iteration 23Q (22.863381 sec): 3 clusters Score: Raw -46692.690595 + Penalty 2016.894340 = -44675.796256 nChanged 1 SP:Iteration 24Q (22.865097 sec): 3 clusters Score: Raw -46693.696973 + Penalty 2017.261949 = -44676.435023 nChanged 2 SP:Iteration 25Q (22.867084 sec): 3 clusters Score: Raw -46694.597271 + Penalty 2018.367441 = -44676.229830 nChanged 3 SP:Iteration 26F (22.868910 sec): 3 clusters Score: Raw -46697.854517 + Penalty 2018.209407 = -44679.645111 nChanged 1 SP:Iteration 27Q (22.870623 sec): 3 clusters Score: Raw -46698.851676 + Penalty 2018.209407 = -44680.642269 nChanged 0 SP:Iteration 28F (22.872373 sec): 3 clusters Score: Raw -46698.851676 + Penalty 2018.209407 = -44680.642269 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 12 (460 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.874383 sec): 2 clusters Score: Raw -20373.376945 + Penalty 305.646824 = -20067.730121 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.875436 sec): 3 clusters Score: Raw -20109.275700 + Penalty 611.832782 = -19497.442919 nChanged 160 SP:Iteration 1F (22.876495 sec): 3 clusters Score: Raw -20218.384634 + Penalty 610.037238 = -19608.347397 nChanged 62 SP:Iteration 2F (22.877535 sec): 3 clusters Score: Raw -20268.023996 + Penalty 608.981071 = -19659.042925 nChanged 44 SP:Iteration 3F (22.878578 sec): 3 clusters Score: Raw -20298.902954 + Penalty 613.889746 = -19685.013208 nChanged 32 SP:Iteration 4F (22.879622 sec): 3 clusters Score: Raw -20323.965237 + Penalty 620.207122 = -19703.758114 nChanged 27 SP:Iteration 5F (22.880669 sec): 3 clusters Score: Raw -20345.739072 + Penalty 619.894694 = -19725.844378 nChanged 14 SP:Iteration 6Q (22.881719 sec): 3 clusters Score: Raw -20357.851262 + Penalty 625.986900 = -19731.864362 nChanged 4 SP:Iteration 7Q (22.882776 sec): 3 clusters Score: Raw -20360.737311 + Penalty 631.390193 = -19729.347118 nChanged 2 SP:Iteration 8F (22.883828 sec): 3 clusters Score: Raw -20365.107413 + Penalty 635.188839 = -19729.918574 nChanged 3 SP:Iteration 9Q (22.884850 sec): 3 clusters Score: Raw -20368.820150 + Penalty 634.023291 = -19734.796860 nChanged 4 SP:Iteration 10F (22.885902 sec): 3 clusters Score: Raw -20371.426342 + Penalty 642.114455 = -19729.311887 nChanged 4 SP:Iteration 11F (22.886954 sec): 3 clusters Score: Raw -20374.073439 + Penalty 645.783324 = -19728.290115 nChanged 2 SP:Iteration 12F (22.888006 sec): 3 clusters Score: Raw -20375.526219 + Penalty 644.381168 = -19731.145052 nChanged 2 SP:Iteration 13Q (22.889003 sec): 3 clusters Score: Raw -20376.000222 + Penalty 643.718225 = -19732.281997 nChanged 1 SP:Iteration 14Q (22.890001 sec): 3 clusters Score: Raw -20376.163866 + Penalty 638.289596 = -19737.874270 nChanged 1 SP:Iteration 15Q (22.891001 sec): 3 clusters Score: Raw -20377.004599 + Penalty 638.289596 = -19738.715003 nChanged 0 SP:Iteration 16F (22.892063 sec): 3 clusters Score: Raw -20377.004599 + Penalty 638.289596 = -19738.715003 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 13 (74 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.892750 sec): 2 clusters Score: Raw -4018.862924 + Penalty 515.593044 = -3503.269880 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.893099 sec): 3 clusters Score: Raw -4032.788162 + Penalty 1032.597724 = -3000.190438 nChanged 2 SP:Iteration 1Q (22.893468 sec): 3 clusters Score: Raw -4038.499533 + Penalty 1032.597724 = -3005.901808 nChanged 0 SP:Iteration 2F (22.893806 sec): 3 clusters Score: Raw -4038.499533 + Penalty 1032.597724 = -3005.901808 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 14 (1078 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.899230 sec): 2 clusters Score: Raw -44524.495885 + Penalty 300.422865 = -44224.073020 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.901293 sec): 3 clusters Score: Raw -43886.294510 + Penalty 659.120220 = -43227.174290 nChanged 434 SP:Iteration 1F (22.903317 sec): 3 clusters Score: Raw -44344.366087 + Penalty 674.900788 = -43669.465300 nChanged 136 SP:Iteration 2F (22.905347 sec): 3 clusters Score: Raw -44500.615964 + Penalty 674.169381 = -43826.446583 nChanged 52 SP:Iteration 3Q (22.907299 sec): 3 clusters Score: Raw -44559.519986 + Penalty 671.850224 = -43887.669762 nChanged 26 SP:Iteration 4Q (22.909235 sec): 3 clusters Score: Raw -44582.497956 + Penalty 668.034633 = -43914.463323 nChanged 9 SP:Iteration 5Q (22.911100 sec): 3 clusters Score: Raw -44595.000473 + Penalty 665.485540 = -43929.514933 nChanged 7 SP:Iteration 6Q (22.912924 sec): 3 clusters Score: Raw -44600.907470 + Penalty 663.682949 = -43937.224522 nChanged 6 SP:Iteration 7Q (22.914729 sec): 3 clusters Score: Raw -44604.551497 + Penalty 658.279008 = -43946.272489 nChanged 5 SP:Iteration 8Q (22.916536 sec): 3 clusters Score: Raw -44607.011452 + Penalty 658.707116 = -43948.304336 nChanged 2 SP:Iteration 9Q (22.918314 sec): 3 clusters Score: Raw -44607.458760 + Penalty 658.707116 = -43948.751644 nChanged 0 SP:Iteration 10F (22.920333 sec): 3 clusters Score: Raw -44607.458760 + Penalty 658.707116 = -43948.751644 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 15 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.921875 sec): 2 clusters Score: Raw -664.916986 + Penalty 200.691394 = -464.225593 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.922118 sec): 3 clusters Score: Raw -687.824092 + Penalty 400.715939 = -287.108153 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 16 (632 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.924468 sec): 2 clusters Score: Raw -21690.337074 + Penalty 991.520019 = -20698.817055 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.925849 sec): 3 clusters Score: Raw -21649.497710 + Penalty 1983.743023 = -19665.754687 nChanged 155 SP:Iteration 1F (22.927185 sec): 3 clusters Score: Raw -22003.779492 + Penalty 1983.505140 = -20020.274352 nChanged 72 SP:Iteration 2F (22.928511 sec): 3 clusters Score: Raw -22223.279069 + Penalty 1983.253662 = -20240.025407 nChanged 53 SP:Iteration 3F (22.929839 sec): 3 clusters Score: Raw -22425.405018 + Penalty 1982.953244 = -20442.451773 nChanged 36 SP:Iteration 4F (22.931166 sec): 3 clusters Score: Raw -22522.581652 + Penalty 1983.455267 = -20539.126385 nChanged 22 SP:Iteration 5Q (22.932346 sec): 3 clusters Score: Raw -22578.333512 + Penalty 1984.380405 = -20593.953106 nChanged 14 SP:Iteration 6Q (22.933509 sec): 3 clusters Score: Raw -22602.392910 + Penalty 1984.608582 = -20617.784327 nChanged 10 SP:Iteration 7Q (22.934681 sec): 3 clusters Score: Raw -22623.744399 + Penalty 1985.147819 = -20638.596580 nChanged 4 SP:Iteration 8Q (22.935836 sec): 3 clusters Score: Raw -22629.031884 + Penalty 1985.183508 = -20643.848375 nChanged 3 SP:Iteration 9Q (22.937008 sec): 3 clusters Score: Raw -22638.187919 + Penalty 1985.981327 = -20652.206592 nChanged 4 SP:Iteration 10F (22.938391 sec): 3 clusters Score: Raw -22647.176514 + Penalty 1986.274362 = -20660.902153 nChanged 2 SP:Iteration 11Q (22.939614 sec): 3 clusters Score: Raw -22651.335773 + Penalty 1986.156071 = -20665.179702 nChanged 2 SP:Iteration 12Q (22.940990 sec): 3 clusters Score: Raw -22656.195023 + Penalty 1986.379968 = -20669.815055 nChanged 2 SP:Iteration 13Q (22.942268 sec): 3 clusters Score: Raw -22658.661035 + Penalty 1986.379968 = -20672.281067 nChanged 0 SP:Iteration 14F (22.943741 sec): 3 clusters Score: Raw -22658.661035 + Penalty 1986.379968 = -20672.281067 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 17 (176 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.944787 sec): 2 clusters Score: Raw -7898.045285 + Penalty 666.672868 = -7231.372417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.945348 sec): 3 clusters Score: Raw -7912.304101 + Penalty 1333.302356 = -6579.001745 nChanged 21 SP:Iteration 1F (22.945883 sec): 3 clusters Score: Raw -7948.629265 + Penalty 1334.502468 = -6614.126797 nChanged 7 SP:Iteration 2Q (22.946414 sec): 3 clusters Score: Raw -7964.697609 + Penalty 1335.774713 = -6628.922896 nChanged 6 SP:Iteration 3Q (22.946950 sec): 3 clusters Score: Raw -7977.188348 + Penalty 1336.203585 = -6640.984763 nChanged 2 SP:Iteration 4Q (22.947594 sec): 3 clusters Score: Raw -7982.883092 + Penalty 1337.007587 = -6645.875506 nChanged 2 SP:Iteration 5Q (22.948319 sec): 3 clusters Score: Raw -7986.082548 + Penalty 1337.007587 = -6649.074961 nChanged 0 SP:Iteration 6F (22.949074 sec): 3 clusters Score: Raw -7986.082548 + Penalty 1337.007587 = -6649.074961 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 18 (278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.950784 sec): 2 clusters Score: Raw -14365.826492 + Penalty 734.360515 = -13631.465978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.951608 sec): 3 clusters Score: Raw -14319.969618 + Penalty 1463.482534 = -12856.487085 nChanged 47 SP:Iteration 1F (22.952362 sec): 3 clusters Score: Raw -14383.460586 + Penalty 1463.850399 = -12919.610187 nChanged 12 SP:Iteration 2Q (22.953065 sec): 3 clusters Score: Raw -14411.643698 + Penalty 1463.590335 = -12948.053364 nChanged 5 SP:Iteration 3Q (22.953758 sec): 3 clusters Score: Raw -14419.828699 + Penalty 1463.875802 = -12955.952897 nChanged 2 SP:Iteration 4Q (22.954447 sec): 3 clusters Score: Raw -14423.447870 + Penalty 1464.186949 = -12959.260921 nChanged 1 SP:Iteration 5Q (22.955136 sec): 3 clusters Score: Raw -14424.465844 + Penalty 1464.186949 = -12960.278895 nChanged 0 SP:Iteration 6F (22.955815 sec): 3 clusters Score: Raw -14424.465844 + Penalty 1464.186949 = -12960.278895 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 19 (553 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.957794 sec): 2 clusters Score: Raw -27588.715876 + Penalty 436.813243 = -27151.902632 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.958982 sec): 3 clusters Score: Raw -27282.526732 + Penalty 868.069089 = -26414.457643 nChanged 202 SP:Iteration 1F (22.960152 sec): 3 clusters Score: Raw -27383.260058 + Penalty 863.853665 = -26519.406393 nChanged 53 SP:Iteration 2F (22.961317 sec): 3 clusters Score: Raw -27422.553012 + Penalty 860.420890 = -26562.132122 nChanged 33 SP:Iteration 3F (22.962480 sec): 3 clusters Score: Raw -27441.954312 + Penalty 859.937504 = -26582.016808 nChanged 24 SP:Iteration 4Q (22.963650 sec): 3 clusters Score: Raw -27461.751851 + Penalty 858.466402 = -26603.285449 nChanged 26 SP:Iteration 5Q (22.964819 sec): 3 clusters Score: Raw -27488.464446 + Penalty 865.528056 = -26622.936391 nChanged 35 SP:Iteration 6F (22.965981 sec): 3 clusters Score: Raw -27522.369668 + Penalty 877.010321 = -26645.359347 nChanged 25 SP:Iteration 7Q (22.967158 sec): 3 clusters Score: Raw -27551.597615 + Penalty 885.288163 = -26666.309451 nChanged 19 SP:Iteration 8Q (22.968330 sec): 3 clusters Score: Raw -27583.433709 + Penalty 910.643346 = -26672.790362 nChanged 15 SP:Iteration 9Q (22.969439 sec): 3 clusters Score: Raw -27608.019041 + Penalty 926.469951 = -26681.549090 nChanged 6 SP:Iteration 10F (22.970636 sec): 3 clusters Score: Raw -27618.815749 + Penalty 930.256600 = -26688.559149 nChanged 4 SP:Iteration 11Q (22.971657 sec): 3 clusters Score: Raw -27630.987047 + Penalty 935.381024 = -26695.606023 nChanged 1 SP:Iteration 12Q (22.972657 sec): 3 clusters Score: Raw -27632.666716 + Penalty 935.381024 = -26697.285692 nChanged 0 SP:Iteration 13F (22.973809 sec): 3 clusters Score: Raw -27632.666716 + Penalty 935.381024 = -26697.285692 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 20 (62 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.974471 sec): 2 clusters Score: Raw -2928.761037 + Penalty 482.100521 = -2446.660516 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.974799 sec): 3 clusters Score: Raw -2997.110184 + Penalty 961.494339 = -2035.615845 nChanged 2 SP:Iteration 1Q (22.975106 sec): 3 clusters Score: Raw -3006.686000 + Penalty 962.109849 = -2044.576151 nChanged 1 SP:Iteration 2Q (22.975408 sec): 3 clusters Score: Raw -3008.456826 + Penalty 962.109849 = -2046.346978 nChanged 0 SP:Iteration 3F (22.975725 sec): 3 clusters Score: Raw -3008.456826 + Penalty 962.109849 = -2046.346978 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 21 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.976228 sec): 2 clusters Score: Raw -679.268086 + Penalty 231.768297 = -447.499789 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.976464 sec): 3 clusters Score: Raw -709.469754 + Penalty 465.136550 = -244.333204 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 22 (79 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.977123 sec): 2 clusters Score: Raw -3512.918664 + Penalty 510.478504 = -3002.440160 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.977476 sec): 3 clusters Score: Raw -3562.701573 + Penalty 1024.203053 = -2538.498520 nChanged 8 SP:Iteration 1F (22.977824 sec): 3 clusters Score: Raw -3587.674378 + Penalty 1022.509297 = -2565.165081 nChanged 2 SP:Iteration 2Q (22.978153 sec): 3 clusters Score: Raw -3595.856720 + Penalty 1021.230542 = -2574.626178 nChanged 2 SP:Iteration 3Q (22.978482 sec): 3 clusters Score: Raw -3608.310533 + Penalty 1021.230542 = -2587.079990 nChanged 0 SP:Iteration 4F (22.978831 sec): 3 clusters Score: Raw -3608.310533 + Penalty 1021.230542 = -2587.079990 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 23 (528 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.980677 sec): 2 clusters Score: Raw -21110.813743 + Penalty 945.626798 = -20165.186945 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.981803 sec): 3 clusters Score: Raw -21005.106925 + Penalty 1890.799077 = -19114.307848 nChanged 136 SP:Iteration 1F (22.982915 sec): 3 clusters Score: Raw -21167.752193 + Penalty 1889.721340 = -19278.030853 nChanged 36 SP:Iteration 2F (22.984025 sec): 3 clusters Score: Raw -21219.734065 + Penalty 1889.450128 = -19330.283938 nChanged 16 SP:Iteration 3Q (22.985111 sec): 3 clusters Score: Raw -21243.053799 + Penalty 1888.828380 = -19354.225419 nChanged 8 SP:Iteration 4Q (22.986186 sec): 3 clusters Score: Raw -21251.150512 + Penalty 1889.240027 = -19361.910485 nChanged 5 SP:Iteration 5Q (22.987262 sec): 3 clusters Score: Raw -21260.869250 + Penalty 1889.458471 = -19371.410780 nChanged 4 SP:Iteration 6Q (22.988333 sec): 3 clusters Score: Raw -21266.493022 + Penalty 1889.878892 = -19376.614130 nChanged 3 SP:Iteration 7Q (22.989409 sec): 3 clusters Score: Raw -21269.760016 + Penalty 1890.010319 = -19379.749697 nChanged 1 SP:Iteration 8Q (22.990477 sec): 3 clusters Score: Raw -21270.141996 + Penalty 1890.010319 = -19380.131677 nChanged 0 SP:Iteration 9F (22.991583 sec): 3 clusters Score: Raw -21270.141996 + Penalty 1890.010319 = -19380.131677 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 24 (242 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.992723 sec): 2 clusters Score: Raw -10998.023341 + Penalty 430.716313 = -10567.307028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.993357 sec): 3 clusters Score: Raw -10908.935758 + Penalty 859.313812 = -10049.621946 nChanged 63 SP:Iteration 1F (22.993979 sec): 3 clusters Score: Raw -10951.413337 + Penalty 858.790186 = -10092.623151 nChanged 15 SP:Iteration 2F (22.994603 sec): 3 clusters Score: Raw -10965.300954 + Penalty 858.432088 = -10106.868866 nChanged 10 SP:Iteration 3Q (22.995223 sec): 3 clusters Score: Raw -10973.646975 + Penalty 856.738506 = -10116.908469 nChanged 9 SP:Iteration 4Q (22.995843 sec): 3 clusters Score: Raw -10980.777720 + Penalty 855.900979 = -10124.876741 nChanged 6 SP:Iteration 5Q (22.996462 sec): 3 clusters Score: Raw -10985.721004 + Penalty 856.831924 = -10128.889080 nChanged 5 SP:Iteration 6Q (22.997076 sec): 3 clusters Score: Raw -10992.387543 + Penalty 857.781007 = -10134.606536 nChanged 2 SP:Iteration 7Q (22.997689 sec): 3 clusters Score: Raw -10999.179544 + Penalty 858.749030 = -10140.430514 nChanged 2 SP:Iteration 8Q (22.998302 sec): 3 clusters Score: Raw -11002.199781 + Penalty 857.957385 = -10144.242396 nChanged 2 SP:Iteration 9Q (22.998913 sec): 3 clusters Score: Raw -11003.260440 + Penalty 857.957385 = -10145.303055 nChanged 0 SP:Iteration 10F (22.999533 sec): 3 clusters Score: Raw -11003.260440 + Penalty 857.957385 = -10145.303055 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 25 (133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.000556 sec): 2 clusters Score: Raw -5506.902390 + Penalty 475.391347 = -5031.511043 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.001001 sec): 3 clusters Score: Raw -5524.532273 + Penalty 951.506555 = -4573.025718 nChanged 22 SP:Iteration 1F (23.001437 sec): 3 clusters Score: Raw -5554.527985 + Penalty 954.704408 = -4599.823577 nChanged 9 SP:Iteration 2F (23.001875 sec): 3 clusters Score: Raw -5591.198686 + Penalty 969.961977 = -4621.236709 nChanged 11 SP:Iteration 3F (23.002311 sec): 3 clusters Score: Raw -5626.419643 + Penalty 974.726974 = -4651.692668 nChanged 5 SP:Iteration 4Q (23.002732 sec): 3 clusters Score: Raw -5640.986912 + Penalty 979.408602 = -4661.578310 nChanged 3 SP:Iteration 5Q (23.003147 sec): 3 clusters Score: Raw -5645.783639 + Penalty 982.887477 = -4662.896162 nChanged 2 SP:Iteration 6Q (23.003561 sec): 3 clusters Score: Raw -5651.513369 + Penalty 984.938460 = -4666.574909 nChanged 1 SP:Iteration 7Q (23.003975 sec): 3 clusters Score: Raw -5657.883452 + Penalty 988.220240 = -4669.663212 nChanged 1 SP:Iteration 8Q (23.004386 sec): 3 clusters Score: Raw -5662.751102 + Penalty 988.220240 = -4674.530862 nChanged 0 SP:Iteration 9F (23.004824 sec): 3 clusters Score: Raw -5662.751102 + Penalty 988.220240 = -4674.530862 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 26 (823 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.009892 sec): 2 clusters Score: Raw -40382.705806 + Penalty 1024.859670 = -39357.846137 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.011524 sec): 3 clusters Score: Raw -40125.041011 + Penalty 2049.311794 = -38075.729217 nChanged 215 SP:Iteration 1F (23.013161 sec): 3 clusters Score: Raw -40322.566403 + Penalty 2049.268653 = -38273.297751 nChanged 58 SP:Iteration 2F (23.014793 sec): 3 clusters Score: Raw -40381.230318 + Penalty 2049.405694 = -38331.824624 nChanged 25 SP:Iteration 3Q (23.016389 sec): 3 clusters Score: Raw -40399.480674 + Penalty 2049.517958 = -38349.962716 nChanged 14 SP:Iteration 4Q (23.017966 sec): 3 clusters Score: Raw -40411.643929 + Penalty 2049.504137 = -38362.139792 nChanged 13 SP:Iteration 5Q (23.019540 sec): 3 clusters Score: Raw -40420.361908 + Penalty 2049.537122 = -38370.824785 nChanged 7 SP:Iteration 6Q (23.021175 sec): 3 clusters Score: Raw -40426.068921 + Penalty 2049.609154 = -38376.459767 nChanged 9 SP:Iteration 7Q (23.022773 sec): 3 clusters Score: Raw -40435.263994 + Penalty 2049.587453 = -38385.676541 nChanged 9 SP:Iteration 8Q (23.024343 sec): 3 clusters Score: Raw -40445.129613 + Penalty 2049.577690 = -38395.551923 nChanged 6 SP:Iteration 9Q (23.025928 sec): 3 clusters Score: Raw -40449.013163 + Penalty 2049.625477 = -38399.387686 nChanged 3 SP:Iteration 10F (23.027524 sec): 3 clusters Score: Raw -40453.310209 + Penalty 2049.651458 = -38403.658751 nChanged 5 SP:Iteration 11Q (23.029125 sec): 3 clusters Score: Raw -40459.703363 + Penalty 2049.667494 = -38410.035869 nChanged 6 SP:Iteration 12Q (23.030716 sec): 3 clusters Score: Raw -40465.088932 + Penalty 2049.681590 = -38415.407342 nChanged 7 SP:Iteration 13Q (23.032319 sec): 3 clusters Score: Raw -40469.235372 + Penalty 2049.691400 = -38419.543972 nChanged 5 SP:Iteration 14Q (23.033924 sec): 3 clusters Score: Raw -40473.734333 + Penalty 2049.705201 = -38424.029132 nChanged 8 SP:Iteration 15Q (23.035538 sec): 3 clusters Score: Raw -40479.821639 + Penalty 2049.730238 = -38430.091400 nChanged 6 SP:Iteration 16Q (23.037131 sec): 3 clusters Score: Raw -40482.845063 + Penalty 2049.739789 = -38433.105273 nChanged 3 SP:Iteration 17Q (23.038719 sec): 3 clusters Score: Raw -40485.551889 + Penalty 2049.744594 = -38435.807295 nChanged 4 SP:Iteration 18Q (23.040321 sec): 3 clusters Score: Raw -40491.507914 + Penalty 2049.707498 = -38441.800416 nChanged 4 SP:Iteration 19Q (23.041959 sec): 3 clusters Score: Raw -40495.639902 + Penalty 2049.725947 = -38445.913955 nChanged 3 SP:Iteration 20F (23.043673 sec): 3 clusters Score: Raw -40497.540755 + Penalty 2049.724959 = -38447.815797 nChanged 5 SP:Iteration 21Q (23.045354 sec): 3 clusters Score: Raw -40504.570323 + Penalty 2049.727103 = -38454.843220 nChanged 5 SP:Iteration 22Q (23.046944 sec): 3 clusters Score: Raw -40511.471136 + Penalty 2049.748204 = -38461.722932 nChanged 2 SP:Iteration 23Q (23.048498 sec): 3 clusters Score: Raw -40515.279601 + Penalty 2049.747206 = -38465.532395 nChanged 2 SP:Iteration 24Q (23.050070 sec): 3 clusters Score: Raw -40518.402715 + Penalty 2049.786057 = -38468.616659 nChanged 3 SP:Iteration 25Q (23.051627 sec): 3 clusters Score: Raw -40520.606021 + Penalty 2049.786057 = -38470.819964 nChanged 0 SP:Iteration 26F (23.053222 sec): 3 clusters Score: Raw -40520.606021 + Penalty 2049.786057 = -38470.819964 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 27 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.053827 sec): 2 clusters Score: Raw -1233.172361 + Penalty 368.621895 = -864.550466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.054108 sec): 3 clusters Score: Raw -1291.548366 + Penalty 743.931693 = -547.616673 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 28 (256 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.055346 sec): 2 clusters Score: Raw -13749.829385 + Penalty 501.507777 = -13248.321607 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.056039 sec): 3 clusters Score: Raw -13646.486939 + Penalty 1003.011395 = -12643.475544 nChanged 62 SP:Iteration 1F (23.056709 sec): 3 clusters Score: Raw -13710.455008 + Penalty 1003.806761 = -12706.648247 nChanged 13 SP:Iteration 2F (23.057377 sec): 3 clusters Score: Raw -13725.122659 + Penalty 1005.256666 = -12719.865993 nChanged 7 SP:Iteration 3Q (23.058041 sec): 3 clusters Score: Raw -13731.186017 + Penalty 1005.407426 = -12725.778591 nChanged 4 SP:Iteration 4Q (23.058701 sec): 3 clusters Score: Raw -13735.903853 + Penalty 1006.442078 = -12729.461775 nChanged 4 SP:Iteration 5Q (23.059362 sec): 3 clusters Score: Raw -13740.230557 + Penalty 1006.442078 = -12733.788479 nChanged 0 SP:Iteration 6F (23.060006 sec): 3 clusters Score: Raw -13740.230557 + Penalty 1006.442078 = -12733.788479 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 29 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.060581 sec): 2 clusters Score: Raw -1454.040938 + Penalty 285.759382 = -1168.281555 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.060850 sec): 3 clusters Score: Raw -1475.082683 + Penalty 571.641184 = -903.441499 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 30 (234 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.061924 sec): 2 clusters Score: Raw -10648.837173 + Penalty 682.628997 = -9966.208176 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.062562 sec): 3 clusters Score: Raw -10633.776496 + Penalty 1363.269391 = -9270.507105 nChanged 46 SP:Iteration 1F (23.063191 sec): 3 clusters Score: Raw -10719.531026 + Penalty 1362.244982 = -9357.286044 nChanged 9 SP:Iteration 2Q (23.063802 sec): 3 clusters Score: Raw -10737.295019 + Penalty 1360.983997 = -9376.311022 nChanged 6 SP:Iteration 3Q (23.064407 sec): 3 clusters Score: Raw -10753.721787 + Penalty 1359.196344 = -9394.525443 nChanged 3 SP:Iteration 4Q (23.065011 sec): 3 clusters Score: Raw -10759.560916 + Penalty 1358.229560 = -9401.331356 nChanged 3 SP:Iteration 5Q (23.065595 sec): 3 clusters Score: Raw -10769.937180 + Penalty 1358.229560 = -9411.707620 nChanged 0 SP:Iteration 6F (23.066232 sec): 3 clusters Score: Raw -10769.937180 + Penalty 1358.229560 = -9411.707620 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 31 (48 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.066822 sec): 2 clusters Score: Raw -2272.148646 + Penalty 580.683934 = -1691.464712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.067120 sec): 3 clusters Score: Raw -2439.386277 + Penalty 1160.794702 = -1278.591575 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 32 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.067669 sec): 2 clusters Score: Raw -1648.289387 + Penalty 417.673520 = -1230.615867 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.067935 sec): 3 clusters Score: Raw -1694.261821 + Penalty 839.685072 = -854.576749 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 33 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.068480 sec): 2 clusters Score: Raw -1706.209755 + Penalty 543.523827 = -1162.685928 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.068750 sec): 3 clusters Score: Raw -1834.212248 + Penalty 1085.441097 = -748.771150 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 34 (104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.069473 sec): 2 clusters Score: Raw -4646.173029 + Penalty 399.045058 = -4247.127971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.069879 sec): 3 clusters Score: Raw -4646.379205 + Penalty 799.148988 = -3847.230216 nChanged 23 SP:Iteration 1F (23.070280 sec): 3 clusters Score: Raw -4680.560144 + Penalty 802.140098 = -3878.420046 nChanged 5 SP:Iteration 2Q (23.070673 sec): 3 clusters Score: Raw -4688.788339 + Penalty 804.235286 = -3884.553053 nChanged 3 SP:Iteration 3Q (23.071064 sec): 3 clusters Score: Raw -4693.592121 + Penalty 806.778843 = -3886.813277 nChanged 1 SP:Iteration 4Q (23.071453 sec): 3 clusters Score: Raw -4696.025064 + Penalty 808.352498 = -3887.672566 nChanged 1 SP:Iteration 5Q (23.071841 sec): 3 clusters Score: Raw -4697.615438 + Penalty 808.352498 = -3889.262941 nChanged 0 SP:Iteration 6F (23.072241 sec): 3 clusters Score: Raw -4697.615438 + Penalty 808.352498 = -3889.262941 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 35 (58 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.072882 sec): 2 clusters Score: Raw -2286.854525 + Penalty 380.408625 = -1906.445899 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.073196 sec): 3 clusters Score: Raw -2330.997390 + Penalty 763.003932 = -1567.993458 nChanged 2 SP:Iteration 1Q (23.073496 sec): 3 clusters Score: Raw -2337.468807 + Penalty 762.999578 = -1574.469229 nChanged 1 SP:Iteration 2Q (23.073794 sec): 3 clusters Score: Raw -2348.797848 + Penalty 762.999578 = -1585.798270 nChanged 0 SP:Iteration 3F (23.074103 sec): 3 clusters Score: Raw -2348.797848 + Penalty 762.999578 = -1585.798270 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 36 (493 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.075983 sec): 2 clusters Score: Raw -23437.377370 + Penalty 827.120226 = -22610.257144 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.077042 sec): 3 clusters Score: Raw -23311.940301 + Penalty 1654.199309 = -21657.740991 nChanged 110 SP:Iteration 1F (23.078101 sec): 3 clusters Score: Raw -23408.340226 + Penalty 1653.888927 = -21754.451300 nChanged 26 SP:Iteration 2F (23.079152 sec): 3 clusters Score: Raw -23439.233263 + Penalty 1653.121850 = -21786.111413 nChanged 17 SP:Iteration 3Q (23.080190 sec): 3 clusters Score: Raw -23459.220393 + Penalty 1652.439787 = -21806.780606 nChanged 11 SP:Iteration 4Q (23.081223 sec): 3 clusters Score: Raw -23468.614672 + Penalty 1652.018187 = -21816.596485 nChanged 4 SP:Iteration 5Q (23.082255 sec): 3 clusters Score: Raw -23477.799229 + Penalty 1651.538404 = -21826.260826 nChanged 8 SP:Iteration 6Q (23.083292 sec): 3 clusters Score: Raw -23490.507477 + Penalty 1651.623376 = -21838.884101 nChanged 7 SP:Iteration 7Q (23.084324 sec): 3 clusters Score: Raw -23498.334584 + Penalty 1651.030520 = -21847.304063 nChanged 4 SP:Iteration 8Q (23.085356 sec): 3 clusters Score: Raw -23502.174561 + Penalty 1651.072352 = -21851.102208 nChanged 2 SP:Iteration 9Q (23.086384 sec): 3 clusters Score: Raw -23505.705169 + Penalty 1650.778535 = -21854.926634 nChanged 2 SP:Iteration 10F (23.087434 sec): 3 clusters Score: Raw -23506.851841 + Penalty 1650.549372 = -21856.302468 nChanged 3 SP:Iteration 11Q (23.088468 sec): 3 clusters Score: Raw -23508.821918 + Penalty 1650.549372 = -21858.272545 nChanged 0 SP:Iteration 12F (23.089539 sec): 3 clusters Score: Raw -23508.821918 + Penalty 1650.549372 = -21858.272545 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 37 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.090137 sec): 2 clusters Score: Raw -623.800979 + Penalty 273.014081 = -350.786897 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.090392 sec): 3 clusters Score: Raw -658.079783 + Penalty 544.575570 = -113.504213 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 38 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.090918 sec): 2 clusters Score: Raw -276.980328 + Penalty 176.076171 = -100.904157 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.091136 sec): 3 clusters Score: Raw -286.602428 + Penalty 363.215718 = 76.613290 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 39 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.091620 sec): 2 clusters Score: Raw -565.626354 + Penalty 242.555663 = -323.070691 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.091851 sec): 3 clusters Score: Raw -578.140561 + Penalty 485.111326 = -93.029235 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 40 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.092323 sec): 2 clusters Score: Raw -285.577402 + Penalty 152.781569 = -132.795833 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.092542 sec): 3 clusters Score: Raw -287.905306 + Penalty 305.563138 = 17.657832 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 41 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.093050 sec): 2 clusters Score: Raw -523.671772 + Penalty 231.294022 = -292.377751 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.093275 sec): 3 clusters Score: Raw -530.289401 + Penalty 466.253037 = -64.036364 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 42 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.093730 sec): 2 clusters Score: Raw -44.674967 + Penalty 0.000000 = -44.674967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.093919 sec): 2 clusters Score: Raw -44.674967 + Penalty 0.000000 = -44.674967 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 43 (249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.095039 sec): 2 clusters Score: Raw -12871.041373 + Penalty 770.190122 = -12100.851251 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.095684 sec): 3 clusters Score: Raw -12860.926133 + Penalty 1540.793335 = -11320.132798 nChanged 43 SP:Iteration 1F (23.096327 sec): 3 clusters Score: Raw -12929.669815 + Penalty 1541.887746 = -11387.782069 nChanged 11 SP:Iteration 2Q (23.096950 sec): 3 clusters Score: Raw -12951.705186 + Penalty 1542.073909 = -11409.631277 nChanged 3 SP:Iteration 3Q (23.097566 sec): 3 clusters Score: Raw -12955.808656 + Penalty 1542.073909 = -11413.734747 nChanged 0 SP:Iteration 4F (23.098216 sec): 3 clusters Score: Raw -12955.808656 + Penalty 1542.073909 = -11413.734747 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 44 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.098718 sec): 2 clusters Score: Raw -566.161999 + Penalty 237.834433 = -328.327567 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.098953 sec): 3 clusters Score: Raw -575.204984 + Penalty 479.978129 = -95.226855 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 45 (125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.099754 sec): 2 clusters Score: Raw -5381.661571 + Penalty 538.230955 = -4843.430616 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.100190 sec): 3 clusters Score: Raw -5407.206496 + Penalty 1078.682912 = -4328.523584 nChanged 16 SP:Iteration 1F (23.100621 sec): 3 clusters Score: Raw -5449.458960 + Penalty 1078.734376 = -4370.724584 nChanged 3 SP:Iteration 2Q (23.101034 sec): 3 clusters Score: Raw -5458.153657 + Penalty 1078.734376 = -4379.419281 nChanged 0 SP:Iteration 3F (23.101462 sec): 3 clusters Score: Raw -5458.153657 + Penalty 1078.734376 = -4379.419281 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 46 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.101935 sec): 2 clusters Score: Raw -228.913341 + Penalty 86.772830 = -142.140511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.102145 sec): 3 clusters Score: Raw -224.932592 + Penalty 163.934198 = -60.998394 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 47 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.102625 sec): 2 clusters Score: Raw -434.457990 + Penalty 174.031001 = -260.426989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.102850 sec): 3 clusters Score: Raw -452.367718 + Penalty 352.303551 = -100.064167 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 48 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.103351 sec): 2 clusters Score: Raw -882.457742 + Penalty 233.899809 = -648.557933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.103617 sec): 3 clusters Score: Raw -897.493231 + Penalty 468.603444 = -428.889787 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 49 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.104123 sec): 2 clusters Score: Raw -873.460305 + Penalty 205.217221 = -668.243084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.104371 sec): 3 clusters Score: Raw -899.607478 + Penalty 406.615370 = -492.992108 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 50 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.104872 sec): 2 clusters Score: Raw -831.022139 + Penalty 310.651280 = -520.370859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.105111 sec): 3 clusters Score: Raw -871.571663 + Penalty 620.113025 = -251.458638 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 51 (316 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.106446 sec): 2 clusters Score: Raw -10904.046625 + Penalty 249.662104 = -10654.384520 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.107208 sec): 3 clusters Score: Raw -10801.049156 + Penalty 499.529186 = -10301.519971 nChanged 104 SP:Iteration 1F (23.107972 sec): 3 clusters Score: Raw -11000.229573 + Penalty 500.710030 = -10499.519543 nChanged 31 SP:Iteration 2F (23.108722 sec): 3 clusters Score: Raw -11058.398067 + Penalty 501.191543 = -10557.206524 nChanged 12 SP:Iteration 3Q (23.109432 sec): 3 clusters Score: Raw -11083.301447 + Penalty 501.569936 = -10581.731512 nChanged 7 SP:Iteration 4Q (23.110134 sec): 3 clusters Score: Raw -11106.485394 + Penalty 501.365793 = -10605.119601 nChanged 4 SP:Iteration 5Q (23.110827 sec): 3 clusters Score: Raw -11112.783496 + Penalty 500.625072 = -10612.158424 nChanged 3 SP:Iteration 6Q (23.111517 sec): 3 clusters Score: Raw -11115.598732 + Penalty 500.345109 = -10615.253623 nChanged 1 SP:Iteration 7Q (23.112206 sec): 3 clusters Score: Raw -11116.770736 + Penalty 500.345109 = -10616.425627 nChanged 0 SP:Iteration 8F (23.112953 sec): 3 clusters Score: Raw -11116.770736 + Penalty 500.345109 = -10616.425627 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 52 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.113587 sec): 2 clusters Score: Raw -3162.885181 + Penalty 428.198743 = -2734.686439 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.113916 sec): 3 clusters Score: Raw -3158.105284 + Penalty 856.964206 = -2301.141079 nChanged 2 SP:Iteration 1Q (23.114237 sec): 3 clusters Score: Raw -3161.199483 + Penalty 855.392404 = -2305.807078 nChanged 2 SP:Iteration 2Q (23.114562 sec): 3 clusters Score: Raw -3165.127957 + Penalty 855.461124 = -2309.666833 nChanged 1 SP:Iteration 3Q (23.114880 sec): 3 clusters Score: Raw -3165.720705 + Penalty 855.461124 = -2310.259581 nChanged 0 SP:Iteration 4F (23.115199 sec): 3 clusters Score: Raw -3165.720705 + Penalty 855.461124 = -2310.259581 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 53 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.115831 sec): 2 clusters Score: Raw -2393.124270 + Penalty 405.406905 = -1987.717365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.116138 sec): 3 clusters Score: Raw -2425.534377 + Penalty 812.362705 = -1613.171672 nChanged 2 SP:Iteration 1Q (23.116427 sec): 3 clusters Score: Raw -2431.010634 + Penalty 812.362705 = -1618.647929 nChanged 0 SP:Iteration 2F (23.116720 sec): 3 clusters Score: Raw -2431.010634 + Penalty 812.362705 = -1618.647929 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 54 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.117249 sec): 2 clusters Score: Raw -1455.663982 + Penalty 283.909361 = -1171.754621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.117537 sec): 3 clusters Score: Raw -1477.952513 + Penalty 566.811278 = -911.141235 nChanged 1 SP:Iteration 1Q (23.117789 sec): 3 clusters Score: Raw -1481.452015 + Penalty 566.811278 = -914.640736 nChanged 0 SP:Iteration 2F (23.118044 sec): 3 clusters Score: Raw -1481.452015 + Penalty 566.811278 = -914.640736 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 55 (83 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.118720 sec): 2 clusters Score: Raw -4276.164149 + Penalty 374.247673 = -3901.916476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.119080 sec): 3 clusters Score: Raw -4271.909787 + Penalty 750.113297 = -3521.796490 nChanged 8 SP:Iteration 1F (23.119434 sec): 3 clusters Score: Raw -4280.686258 + Penalty 752.551817 = -3528.134441 nChanged 3 SP:Iteration 2Q (23.119786 sec): 3 clusters Score: Raw -4287.103542 + Penalty 755.420128 = -3531.683414 nChanged 3 SP:Iteration 3Q (23.120137 sec): 3 clusters Score: Raw -4296.293533 + Penalty 756.411862 = -3539.881671 nChanged 2 SP:Iteration 4Q (23.120482 sec): 3 clusters Score: Raw -4299.690846 + Penalty 756.411862 = -3543.278984 nChanged 0 SP:Iteration 5F (23.120835 sec): 3 clusters Score: Raw -4299.690846 + Penalty 756.411862 = -3543.278984 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 56 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.121308 sec): 2 clusters Score: Raw -289.485586 + Penalty 155.307219 = -134.178367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.121526 sec): 3 clusters Score: Raw -293.303474 + Penalty 296.024989 = 2.721515 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 57 (175 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.122439 sec): 2 clusters Score: Raw -8324.038043 + Penalty 687.780833 = -7636.257209 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.122969 sec): 3 clusters Score: Raw -8353.316444 + Penalty 1374.898779 = -6978.417665 nChanged 22 SP:Iteration 1F (23.123490 sec): 3 clusters Score: Raw -8393.000339 + Penalty 1374.778600 = -7018.221739 nChanged 5 SP:Iteration 2Q (23.123980 sec): 3 clusters Score: Raw -8402.218367 + Penalty 1374.778600 = -7027.439767 nChanged 0 SP:Iteration 3F (23.124487 sec): 3 clusters Score: Raw -8402.218367 + Penalty 1374.778600 = -7027.439767 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 58 (147 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.125683 sec): 2 clusters Score: Raw -7374.186868 + Penalty 471.786164 = -6902.400705 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.126162 sec): 3 clusters Score: Raw -7344.626070 + Penalty 940.263081 = -6404.362989 nChanged 23 SP:Iteration 1F (23.126626 sec): 3 clusters Score: Raw -7378.516152 + Penalty 940.122448 = -6438.393704 nChanged 4 SP:Iteration 2Q (23.127085 sec): 3 clusters Score: Raw -7383.346072 + Penalty 939.634835 = -6443.711237 nChanged 3 SP:Iteration 3Q (23.127540 sec): 3 clusters Score: Raw -7385.293422 + Penalty 938.622145 = -6446.671278 nChanged 2 SP:Iteration 4Q (23.127996 sec): 3 clusters Score: Raw -7388.534542 + Penalty 938.722258 = -6449.812284 nChanged 1 SP:Iteration 5Q (23.128451 sec): 3 clusters Score: Raw -7389.684715 + Penalty 938.722258 = -6450.962457 nChanged 0 SP:Iteration 6F (23.128911 sec): 3 clusters Score: Raw -7389.684715 + Penalty 938.722258 = -6450.962457 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 59 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.129447 sec): 2 clusters Score: Raw -500.131601 + Penalty 219.989070 = -280.142531 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.129683 sec): 3 clusters Score: Raw -532.477888 + Penalty 439.366781 = -93.111108 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 60 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.130166 sec): 2 clusters Score: Raw -99.405262 + Penalty 56.871369 = -42.533893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.130359 sec): 2 clusters Score: Raw -99.405262 + Penalty 56.871369 = -42.533893 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 61 (47 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.130934 sec): 2 clusters Score: Raw -2490.627380 + Penalty 502.894417 = -1987.732963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.131228 sec): 3 clusters Score: Raw -2550.917992 + Penalty 1006.703474 = -1544.214518 nChanged 3 SP:Iteration 1F (23.131527 sec): 3 clusters Score: Raw -2561.981798 + Penalty 1006.703474 = -1555.278324 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 62 (203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.132512 sec): 2 clusters Score: Raw -9597.483225 + Penalty 490.608647 = -9106.874578 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.133095 sec): 3 clusters Score: Raw -9542.328240 + Penalty 979.890904 = -8562.437336 nChanged 44 SP:Iteration 1F (23.133652 sec): 3 clusters Score: Raw -9591.914492 + Penalty 977.258639 = -8614.655853 nChanged 12 SP:Iteration 2F (23.134209 sec): 3 clusters Score: Raw -9603.108184 + Penalty 977.117814 = -8625.990371 nChanged 4 SP:Iteration 3Q (23.134776 sec): 3 clusters Score: Raw -9612.719284 + Penalty 977.204158 = -8635.515126 nChanged 1 SP:Iteration 4Q (23.135330 sec): 3 clusters Score: Raw -9613.972986 + Penalty 977.163059 = -8636.809927 nChanged 1 SP:Iteration 5Q (23.135878 sec): 3 clusters Score: Raw -9614.377274 + Penalty 977.163059 = -8637.214216 nChanged 0 SP:Iteration 6F (23.136435 sec): 3 clusters Score: Raw -9614.377274 + Penalty 977.163059 = -8637.214216 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 63 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.136944 sec): 2 clusters Score: Raw -414.357182 + Penalty 175.769760 = -238.587422 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.137173 sec): 3 clusters Score: Raw -418.706732 + Penalty 343.957085 = -74.749647 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 64 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.137650 sec): 2 clusters Score: Raw -166.585155 + Penalty 145.401972 = -21.183183 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.137862 sec): 3 clusters Score: Raw -156.386734 + Penalty 296.625281 = 140.238547 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 65 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.138370 sec): 2 clusters Score: Raw -898.440055 + Penalty 317.576264 = -580.863791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.138617 sec): 3 clusters Score: Raw -972.409181 + Penalty 634.051566 = -338.357615 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 66 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.139108 sec): 2 clusters Score: Raw -694.058865 + Penalty 290.256425 = -403.802440 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.139342 sec): 3 clusters Score: Raw -729.048080 + Penalty 580.373017 = -148.675063 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 67 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.139822 sec): 2 clusters Score: Raw -485.745804 + Penalty 200.001726 = -285.744078 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.140068 sec): 3 clusters Score: Raw -488.731752 + Penalty 386.519668 = -102.212084 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 68 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.140565 sec): 2 clusters Score: Raw -671.395324 + Penalty 216.248391 = -455.146933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.140805 sec): 3 clusters Score: Raw -685.053241 + Penalty 433.373676 = -251.679564 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 69 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.141282 sec): 2 clusters Score: Raw -403.550824 + Penalty 223.381081 = -180.169742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.141507 sec): 3 clusters Score: Raw -433.364680 + Penalty 467.109858 = 33.745178 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 70 (352 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.142951 sec): 2 clusters Score: Raw -17378.075306 + Penalty 558.373771 = -16819.701534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.143805 sec): 3 clusters Score: Raw -17233.300850 + Penalty 1118.772104 = -16114.528746 nChanged 74 SP:Iteration 1F (23.144656 sec): 3 clusters Score: Raw -17288.616299 + Penalty 1119.515993 = -16169.100306 nChanged 23 SP:Iteration 2F (23.145499 sec): 3 clusters Score: Raw -17307.551231 + Penalty 1119.419286 = -16188.131945 nChanged 9 SP:Iteration 3Q (23.146339 sec): 3 clusters Score: Raw -17312.871568 + Penalty 1119.391446 = -16193.480123 nChanged 5 SP:Iteration 4Q (23.147181 sec): 3 clusters Score: Raw -17315.952860 + Penalty 1119.732332 = -16196.220528 nChanged 4 SP:Iteration 5Q (23.148002 sec): 3 clusters Score: Raw -17318.143727 + Penalty 1120.443279 = -16197.700448 nChanged 4 SP:Iteration 6Q (23.148812 sec): 3 clusters Score: Raw -17319.741004 + Penalty 1120.851186 = -16198.889819 nChanged 1 SP:Iteration 7Q (23.149620 sec): 3 clusters Score: Raw -17319.982916 + Penalty 1121.006758 = -16198.976158 nChanged 1 SP:Iteration 8Q (23.150429 sec): 3 clusters Score: Raw -17320.520963 + Penalty 1121.006758 = -16199.514205 nChanged 0 SP:Iteration 9F (23.151238 sec): 3 clusters Score: Raw -17320.520963 + Penalty 1121.006758 = -16199.514205 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 71 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.151727 sec): 2 clusters Score: Raw -242.924543 + Penalty 139.492550 = -103.431993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.151946 sec): 3 clusters Score: Raw -239.326929 + Penalty 260.125469 = 20.798540 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 72 (61 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.152569 sec): 2 clusters Score: Raw -2660.591567 + Penalty 417.081083 = -2243.510484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.152889 sec): 3 clusters Score: Raw -2707.701771 + Penalty 833.687112 = -1874.014658 nChanged 3 SP:Iteration 1Q (23.153205 sec): 3 clusters Score: Raw -2715.584479 + Penalty 833.687112 = -1881.897367 nChanged 0 SP:Iteration 2F (23.153523 sec): 3 clusters Score: Raw -2715.584479 + Penalty 833.687112 = -1881.897367 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 73 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.154050 sec): 2 clusters Score: Raw -1307.079164 + Penalty 512.536950 = -794.542214 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.154309 sec): 3 clusters Score: Raw -1481.526471 + Penalty 1025.236651 = -456.289820 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 74 (140 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.155144 sec): 2 clusters Score: Raw -4874.164546 + Penalty 192.144341 = -4682.020205 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.155610 sec): 3 clusters Score: Raw -4854.075180 + Penalty 382.423619 = -4471.651561 nChanged 38 SP:Iteration 1F (23.156067 sec): 3 clusters Score: Raw -4898.559495 + Penalty 383.855482 = -4514.704013 nChanged 9 SP:Iteration 2F (23.156524 sec): 3 clusters Score: Raw -4909.324800 + Penalty 385.857355 = -4523.467446 nChanged 4 SP:Iteration 3Q (23.156970 sec): 3 clusters Score: Raw -4912.178943 + Penalty 386.959258 = -4525.219685 nChanged 2 SP:Iteration 4Q (23.157412 sec): 3 clusters Score: Raw -4913.659770 + Penalty 388.170963 = -4525.488807 nChanged 2 SP:Iteration 5Q (23.157854 sec): 3 clusters Score: Raw -4915.274731 + Penalty 389.562333 = -4525.712398 nChanged 2 SP:Iteration 6Q (23.158294 sec): 3 clusters Score: Raw -4916.702566 + Penalty 389.562333 = -4527.140233 nChanged 0 SP:Iteration 7F (23.158750 sec): 3 clusters Score: Raw -4916.702566 + Penalty 389.562333 = -4527.140233 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 75 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.159229 sec): 2 clusters Score: Raw -388.758523 + Penalty 187.383970 = -201.374554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.159453 sec): 3 clusters Score: Raw -401.066491 + Penalty 364.289067 = -36.777424 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 76 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.159943 sec): 2 clusters Score: Raw -672.449252 + Penalty 258.849577 = -413.599674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.160175 sec): 3 clusters Score: Raw -689.364180 + Penalty 518.310703 = -171.053477 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 77 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.160673 sec): 2 clusters Score: Raw -847.047737 + Penalty 345.100774 = -501.946962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.160910 sec): 3 clusters Score: Raw -883.869284 + Penalty 690.241264 = -193.628019 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 78 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.161404 sec): 2 clusters Score: Raw -719.297849 + Penalty 280.952074 = -438.345775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.161637 sec): 3 clusters Score: Raw -745.796635 + Penalty 561.977454 = -183.819181 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 79 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.162113 sec): 2 clusters Score: Raw -397.719299 + Penalty 167.176095 = -230.543203 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.162338 sec): 3 clusters Score: Raw -410.050780 + Penalty 336.267937 = -73.782843 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 81 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.162851 sec): 2 clusters Score: Raw -1173.879069 + Penalty 442.202039 = -731.677030 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.163107 sec): 3 clusters Score: Raw -1273.788508 + Penalty 884.404078 = -389.384430 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 82 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.163618 sec): 2 clusters Score: Raw -940.543942 + Penalty 217.419841 = -723.124101 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.163868 sec): 3 clusters Score: Raw -962.969913 + Penalty 436.327774 = -526.642138 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 83 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.164386 sec): 2 clusters Score: Raw -872.683409 + Penalty 268.092250 = -604.591159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.164633 sec): 3 clusters Score: Raw -898.762330 + Penalty 534.790209 = -363.972121 nChanged 1 SP:Iteration 1F (23.164873 sec): 3 clusters Score: Raw -901.609244 + Penalty 534.790209 = -366.819035 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 84 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.165349 sec): 2 clusters Score: Raw -378.032199 + Penalty 81.798588 = -296.233611 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.165575 sec): 3 clusters Score: Raw -382.940847 + Penalty 166.399910 = -216.540937 nChanged 1 SP:Iteration 1F (23.165796 sec): 3 clusters Score: Raw -385.754984 + Penalty 166.399910 = -219.355074 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 85 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.166273 sec): 2 clusters Score: Raw -486.853526 + Penalty 195.372962 = -291.480564 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.166499 sec): 3 clusters Score: Raw -489.481066 + Penalty 388.945563 = -100.535503 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 86 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.166995 sec): 2 clusters Score: Raw -814.500831 + Penalty 309.259801 = -505.241031 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.167234 sec): 3 clusters Score: Raw -864.510323 + Penalty 609.959004 = -254.551319 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 87 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.167692 sec): 2 clusters Score: Raw -109.060418 + Penalty 87.749162 = -21.311256 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.167899 sec): 3 clusters Score: Raw -98.161000 + Penalty 175.498323 = 77.337323 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 88 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.168407 sec): 2 clusters Score: Raw -879.443937 + Penalty 270.887291 = -608.556646 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.168651 sec): 3 clusters Score: Raw -897.355608 + Penalty 541.774582 = -355.581026 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 89 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.169140 sec): 2 clusters Score: Raw -559.563336 + Penalty 262.853458 = -296.709878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.169369 sec): 3 clusters Score: Raw -578.514164 + Penalty 528.540183 = -49.973980 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 90 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.169872 sec): 2 clusters Score: Raw -974.881758 + Penalty 315.401987 = -659.479770 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.170116 sec): 3 clusters Score: Raw -1016.826041 + Penalty 637.250531 = -379.575510 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 91 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.170636 sec): 2 clusters Score: Raw -1243.100365 + Penalty 308.725352 = -934.375012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.170891 sec): 3 clusters Score: Raw -1277.884796 + Penalty 617.450705 = -660.434092 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 92 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.171351 sec): 2 clusters Score: Raw -146.393171 + Penalty 101.947656 = -44.445515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.171564 sec): 2 clusters Score: Raw -146.393171 + Penalty 101.947656 = -44.445515 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 93 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.172023 sec): 2 clusters Score: Raw -97.168254 + Penalty 61.083211 = -36.085043 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.172215 sec): 2 clusters Score: Raw -97.168254 + Penalty 61.083211 = -36.085043 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 94 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.172685 sec): 2 clusters Score: Raw -406.087386 + Penalty 256.962333 = -149.125053 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.172905 sec): 3 clusters Score: Raw -397.880546 + Penalty 511.424226 = 113.543680 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 95 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.173455 sec): 2 clusters Score: Raw -1915.682957 + Penalty 536.691016 = -1378.991941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.173734 sec): 3 clusters Score: Raw -2025.054121 + Penalty 1072.067489 = -952.986632 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 96 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.174188 sec): 2 clusters Score: Raw -47.974915 + Penalty 0.000000 = -47.974915 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.174378 sec): 2 clusters Score: Raw -47.974915 + Penalty 0.000000 = -47.974915 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 97 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.174846 sec): 2 clusters Score: Raw -222.496804 + Penalty 135.981784 = -86.515020 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.175062 sec): 3 clusters Score: Raw -227.906780 + Penalty 286.665965 = 58.759184 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 98 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.175541 sec): 2 clusters Score: Raw -469.860946 + Penalty 225.531836 = -244.329110 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.175767 sec): 3 clusters Score: Raw -484.357385 + Penalty 450.606572 = -33.750813 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 99 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.176267 sec): 2 clusters Score: Raw -998.414466 + Penalty 361.517196 = -636.897270 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.176507 sec): 3 clusters Score: Raw -1027.477283 + Penalty 726.594607 = -300.882677 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 100 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.176998 sec): 2 clusters Score: Raw -772.674848 + Penalty 403.321992 = -369.352856 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.177232 sec): 3 clusters Score: Raw -785.101479 + Penalty 808.320286 = 23.218807 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 101 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.177736 sec): 2 clusters Score: Raw -940.369056 + Penalty 359.344255 = -581.024801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.177982 sec): 3 clusters Score: Raw -1031.989522 + Penalty 713.332527 = -318.656995 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 102 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.178455 sec): 2 clusters Score: Raw -458.838349 + Penalty 287.699335 = -171.139015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.178692 sec): 3 clusters Score: Raw -454.876748 + Penalty 568.601310 = 113.724562 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 103 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.179170 sec): 2 clusters Score: Raw -383.551394 + Penalty 171.097107 = -212.454288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.179395 sec): 3 clusters Score: Raw -400.973458 + Penalty 345.298734 = -55.674724 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 104 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.179862 sec): 2 clusters Score: Raw -288.203243 + Penalty 221.027334 = -67.175909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.180078 sec): 3 clusters Score: Raw -279.276024 + Penalty 445.937219 = 166.661195 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 105 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.180570 sec): 2 clusters Score: Raw -709.764262 + Penalty 269.609937 = -440.154325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.180805 sec): 3 clusters Score: Raw -725.723207 + Penalty 557.367525 = -168.355681 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 106 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.181265 sec): 2 clusters Score: Raw -157.588300 + Penalty 139.725292 = -17.863008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.181475 sec): 3 clusters Score: Raw -151.359178 + Penalty 275.548163 = 124.188985 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 107 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.181956 sec): 2 clusters Score: Raw -552.111342 + Penalty 292.438792 = -259.672550 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.182185 sec): 3 clusters Score: Raw -583.193896 + Penalty 592.166483 = 8.972587 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 108 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.182657 sec): 2 clusters Score: Raw -424.654330 + Penalty 219.053905 = -205.600425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.182877 sec): 3 clusters Score: Raw -424.681977 + Penalty 438.107811 = 13.425834 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 109 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.183337 sec): 2 clusters Score: Raw -166.828877 + Penalty 135.243349 = -31.585528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.183547 sec): 3 clusters Score: Raw -157.242398 + Penalty 286.168846 = 128.926449 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 110 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.184025 sec): 2 clusters Score: Raw -543.363796 + Penalty 242.172414 = -301.191382 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.184252 sec): 3 clusters Score: Raw -545.961944 + Penalty 484.344828 = -61.617116 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 111 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.184730 sec): 2 clusters Score: Raw -496.985558 + Penalty 277.387233 = -219.598326 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.184953 sec): 3 clusters Score: Raw -495.488287 + Penalty 579.667524 = 84.179237 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 112 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.185481 sec): 2 clusters Score: Raw -1277.572109 + Penalty 434.852125 = -842.719984 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.185733 sec): 3 clusters Score: Raw -1352.428213 + Penalty 862.174204 = -490.254009 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 113 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.186215 sec): 2 clusters Score: Raw -533.116119 + Penalty 208.095861 = -325.020258 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.186445 sec): 3 clusters Score: Raw -546.523266 + Penalty 416.558597 = -129.964669 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 114 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.186932 sec): 2 clusters Score: Raw -711.955134 + Penalty 330.415793 = -381.539341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.187164 sec): 3 clusters Score: Raw -746.895001 + Penalty 661.684915 = -85.210085 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 115 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.187625 sec): 2 clusters Score: Raw -226.544589 + Penalty 183.775642 = -42.768947 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.187838 sec): 3 clusters Score: Raw -215.758532 + Penalty 367.551285 = 151.792753 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 116 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.188316 sec): 2 clusters Score: Raw -533.543187 + Penalty 295.879993 = -237.663194 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.188542 sec): 3 clusters Score: Raw -544.224502 + Penalty 604.859395 = 60.634893 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 117 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.188998 sec): 2 clusters Score: Raw -103.910446 + Penalty 70.120394 = -33.790052 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.189190 sec): 2 clusters Score: Raw -103.910446 + Penalty 70.120394 = -33.790052 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 118 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.189659 sec): 2 clusters Score: Raw -305.815208 + Penalty 198.143863 = -107.671345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.189876 sec): 3 clusters Score: Raw -308.727668 + Penalty 401.459882 = 92.732214 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 120 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.190346 sec): 2 clusters Score: Raw -369.044277 + Penalty 198.996520 = -170.047757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.190565 sec): 3 clusters Score: Raw -364.109668 + Penalty 400.529014 = 36.419346 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 121 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.191046 sec): 2 clusters Score: Raw -535.511225 + Penalty 264.031594 = -271.479631 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.191273 sec): 3 clusters Score: Raw -562.637715 + Penalty 531.652532 = -30.985183 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 122 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.191775 sec): 2 clusters Score: Raw -1008.098476 + Penalty 383.815648 = -624.282828 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.192020 sec): 3 clusters Score: Raw -1068.899606 + Penalty 771.280120 = -297.619486 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 123 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.192506 sec): 2 clusters Score: Raw -436.554198 + Penalty 225.616890 = -210.937308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.192729 sec): 3 clusters Score: Raw -434.037524 + Penalty 459.577435 = 25.539911 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 124 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.193186 sec): 2 clusters Score: Raw -106.242711 + Penalty 81.459936 = -24.782774 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.193393 sec): 3 clusters Score: Raw -96.761121 + Penalty 162.919873 = 66.158752 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 125 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.193855 sec): 2 clusters Score: Raw -203.001924 + Penalty 141.061090 = -61.940834 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.194067 sec): 3 clusters Score: Raw -197.339654 + Penalty 290.714861 = 93.375207 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 126 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.194591 sec): 2 clusters Score: Raw -1406.836794 + Penalty 449.901594 = -956.935200 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.194851 sec): 3 clusters Score: Raw -1499.805695 + Penalty 892.776051 = -607.029644 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 127 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.195318 sec): 2 clusters Score: Raw -270.912039 + Penalty 173.755864 = -97.156175 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.195533 sec): 3 clusters Score: Raw -266.181866 + Penalty 345.628385 = 79.446519 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 128 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.196014 sec): 2 clusters Score: Raw -634.688469 + Penalty 323.057235 = -311.631233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.196244 sec): 3 clusters Score: Raw -634.752948 + Penalty 647.215915 = 12.462967 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 129 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.196738 sec): 2 clusters Score: Raw -822.663260 + Penalty 403.625899 = -419.037360 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.196976 sec): 3 clusters Score: Raw -869.906384 + Penalty 813.922158 = -55.984226 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 130 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.197437 sec): 2 clusters Score: Raw -160.873541 + Penalty 123.708395 = -37.165147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.197647 sec): 3 clusters Score: Raw -152.592122 + Penalty 249.311725 = 96.719603 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 131 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.198107 sec): 2 clusters Score: Raw -168.213032 + Penalty 143.008976 = -25.204056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.198317 sec): 3 clusters Score: Raw -157.963893 + Penalty 285.528981 = 127.565089 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 132 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.198802 sec): 2 clusters Score: Raw -584.289825 + Penalty 244.851781 = -339.438044 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.199033 sec): 3 clusters Score: Raw -611.681545 + Penalty 487.037543 = -124.644002 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 133 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.199514 sec): 2 clusters Score: Raw -311.570628 + Penalty 147.012335 = -164.558292 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.199733 sec): 3 clusters Score: Raw -304.841594 + Penalty 294.024670 = -10.816924 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 134 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.200234 sec): 2 clusters Score: Raw -895.296563 + Penalty 237.216644 = -658.079919 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.200480 sec): 3 clusters Score: Raw -914.244860 + Penalty 493.614930 = -420.629930 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 135 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.200940 sec): 2 clusters Score: Raw -173.646910 + Penalty 153.095348 = -20.551562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.201135 sec): 2 clusters Score: Raw -173.646910 + Penalty 153.095348 = -20.551562 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 136 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.201614 sec): 2 clusters Score: Raw -527.333320 + Penalty 249.590907 = -277.742413 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.201839 sec): 3 clusters Score: Raw -530.780340 + Penalty 494.922027 = -35.858313 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 137 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.202308 sec): 2 clusters Score: Raw -286.286153 + Penalty 155.947027 = -130.339126 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.202528 sec): 3 clusters Score: Raw -292.843488 + Penalty 311.894054 = 19.050566 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 138 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.202995 sec): 2 clusters Score: Raw -264.272212 + Penalty 160.844833 = -103.427379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.203208 sec): 3 clusters Score: Raw -260.230024 + Penalty 322.542437 = 62.312412 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 139 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.203679 sec): 2 clusters Score: Raw -362.822149 + Penalty 223.293659 = -139.528490 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.203899 sec): 3 clusters Score: Raw -372.441024 + Penalty 455.687851 = 83.246827 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 140 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.204374 sec): 2 clusters Score: Raw -436.370970 + Penalty 172.111601 = -264.259370 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.204601 sec): 3 clusters Score: Raw -438.093249 + Penalty 349.209178 = -88.884071 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 141 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.205058 sec): 2 clusters Score: Raw -111.407068 + Penalty 94.699455 = -16.707613 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.205265 sec): 3 clusters Score: Raw -100.233605 + Penalty 189.398910 = 89.165304 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 142 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.205734 sec): 2 clusters Score: Raw -313.441604 + Penalty 169.071413 = -144.370190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.205951 sec): 3 clusters Score: Raw -309.403634 + Penalty 334.854584 = 25.450950 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 144 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.206415 sec): 2 clusters Score: Raw -46.959185 + Penalty 0.000000 = -46.959185 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.206603 sec): 2 clusters Score: Raw -46.959185 + Penalty 0.000000 = -46.959185 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 145 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.207075 sec): 2 clusters Score: Raw -450.881165 + Penalty 271.685600 = -179.195565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.207295 sec): 3 clusters Score: Raw -450.064319 + Penalty 543.371201 = 93.306882 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 146 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.207779 sec): 2 clusters Score: Raw -664.761704 + Penalty 331.658528 = -333.103177 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.208009 sec): 3 clusters Score: Raw -677.724124 + Penalty 665.087162 = -12.636962 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 147 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.208480 sec): 2 clusters Score: Raw -371.728777 + Penalty 241.914684 = -129.814093 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.208700 sec): 3 clusters Score: Raw -376.884270 + Penalty 480.934171 = 104.049901 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 149 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.209172 sec): 2 clusters Score: Raw -410.671498 + Penalty 194.267621 = -216.403877 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.209394 sec): 3 clusters Score: Raw -415.334459 + Penalty 399.136054 = -16.198405 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 150 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.209847 sec): 2 clusters Score: Raw -47.131065 + Penalty 0.000000 = -47.131065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.210036 sec): 2 clusters Score: Raw -47.131065 + Penalty 0.000000 = -47.131065 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 151 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.210507 sec): 2 clusters Score: Raw -388.598775 + Penalty 217.396114 = -171.202661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.210708 sec): 2 clusters Score: Raw -388.598775 + Penalty 217.396114 = -171.202661 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 154 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.211178 sec): 2 clusters Score: Raw -418.149316 + Penalty 228.783835 = -189.365481 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.211401 sec): 3 clusters Score: Raw -419.514636 + Penalty 468.756221 = 49.241585 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 155 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.211902 sec): 2 clusters Score: Raw -914.660059 + Penalty 261.936198 = -652.723861 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.212144 sec): 3 clusters Score: Raw -933.762206 + Penalty 524.969128 = -408.793078 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 157 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.212616 sec): 2 clusters Score: Raw -442.215921 + Penalty 238.175207 = -204.040714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.212838 sec): 3 clusters Score: Raw -436.250260 + Penalty 467.647212 = 31.396952 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 158 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.213319 sec): 2 clusters Score: Raw -322.649650 + Penalty 190.994327 = -131.655323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.213539 sec): 3 clusters Score: Raw -316.962342 + Penalty 381.988654 = 65.026312 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 159 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.214011 sec): 2 clusters Score: Raw -435.571296 + Penalty 240.874164 = -194.697132 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.214232 sec): 3 clusters Score: Raw -439.197043 + Penalty 479.621220 = 40.424177 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 160 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.214706 sec): 2 clusters Score: Raw -380.816138 + Penalty 209.187384 = -171.628754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.214929 sec): 3 clusters Score: Raw -395.487118 + Penalty 411.391667 = 15.904549 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 161 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.215444 sec): 2 clusters Score: Raw -1208.675604 + Penalty 458.830740 = -749.844864 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.215699 sec): 3 clusters Score: Raw -1313.889119 + Penalty 920.270159 = -393.618961 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 162 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.216166 sec): 2 clusters Score: Raw -256.405775 + Penalty 169.730490 = -86.675285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.216382 sec): 3 clusters Score: Raw -254.408561 + Penalty 344.489014 = 90.080453 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 163 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.216839 sec): 2 clusters Score: Raw -107.488400 + Penalty 77.981302 = -29.507098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.217046 sec): 3 clusters Score: Raw -97.086581 + Penalty 155.962605 = 58.876024 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 164 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.217506 sec): 2 clusters Score: Raw -169.232307 + Penalty 151.153088 = -18.079219 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.217715 sec): 3 clusters Score: Raw -157.669952 + Penalty 301.615879 = 143.945926 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 165 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.218176 sec): 2 clusters Score: Raw -158.521787 + Penalty 115.510261 = -43.011527 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.218385 sec): 3 clusters Score: Raw -150.541208 + Penalty 235.118194 = 84.576986 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 166 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.218854 sec): 2 clusters Score: Raw -388.099451 + Penalty 181.647609 = -206.451842 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.219074 sec): 3 clusters Score: Raw -379.888549 + Penalty 360.866165 = -19.022384 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 167 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.219536 sec): 2 clusters Score: Raw -193.563466 + Penalty 127.974089 = -65.589378 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.219747 sec): 3 clusters Score: Raw -190.330325 + Penalty 213.994694 = 23.664369 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 169 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.220223 sec): 2 clusters Score: Raw -207.348571 + Penalty 141.364981 = -65.983590 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.220436 sec): 3 clusters Score: Raw -200.844121 + Penalty 282.121438 = 81.277317 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 170 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.220892 sec): 2 clusters Score: Raw -107.580606 + Penalty 83.988108 = -23.592498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.221084 sec): 2 clusters Score: Raw -107.580606 + Penalty 83.988108 = -23.592498 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 172 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.221559 sec): 2 clusters Score: Raw -486.373083 + Penalty 291.593415 = -194.779668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.221782 sec): 3 clusters Score: Raw -480.871825 + Penalty 579.124808 = 98.252983 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 173 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.222278 sec): 2 clusters Score: Raw -860.798894 + Penalty 322.779847 = -538.019047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.222518 sec): 3 clusters Score: Raw -903.697160 + Penalty 644.100517 = -259.596643 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 174 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.222979 sec): 2 clusters Score: Raw -204.471312 + Penalty 119.960288 = -84.511023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.223191 sec): 3 clusters Score: Raw -198.265536 + Penalty 241.060817 = 42.795281 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 175 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.223648 sec): 2 clusters Score: Raw -111.762292 + Penalty 95.476741 = -16.285551 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.223855 sec): 3 clusters Score: Raw -99.632575 + Penalty 190.953482 = 91.320907 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 176 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.224314 sec): 2 clusters Score: Raw -152.717151 + Penalty 109.055320 = -43.661831 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.224524 sec): 3 clusters Score: Raw -146.433146 + Penalty 225.231945 = 78.798799 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 178 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.224993 sec): 2 clusters Score: Raw -284.822136 + Penalty 197.988484 = -86.833652 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.225208 sec): 3 clusters Score: Raw -275.186121 + Penalty 398.051547 = 122.865425 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 180 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.225686 sec): 2 clusters Score: Raw -507.578277 + Penalty 262.576989 = -245.001287 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.225912 sec): 3 clusters Score: Raw -515.405398 + Penalty 518.340265 = 2.934867 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 182 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.226378 sec): 2 clusters Score: Raw -269.131285 + Penalty 195.213531 = -73.917754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.226591 sec): 3 clusters Score: Raw -262.532366 + Penalty 386.382441 = 123.850075 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 183 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.227059 sec): 2 clusters Score: Raw -95.097920 + Penalty 48.451692 = -46.646228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.227261 sec): 3 clusters Score: Raw -88.943125 + Penalty 96.903385 = 7.960259 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 184 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.227723 sec): 2 clusters Score: Raw -218.202513 + Penalty 171.657353 = -46.545160 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.227936 sec): 3 clusters Score: Raw -210.952377 + Penalty 357.633493 = 146.681116 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 185 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.228388 sec): 2 clusters Score: Raw -49.005328 + Penalty 0.000000 = -49.005328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.228578 sec): 2 clusters Score: Raw -49.005328 + Penalty 0.000000 = -49.005328 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 186 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.229038 sec): 2 clusters Score: Raw -156.380890 + Penalty 130.651860 = -25.729029 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.229248 sec): 3 clusters Score: Raw -148.772658 + Penalty 264.437699 = 115.665040 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 187 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.229716 sec): 2 clusters Score: Raw -311.443298 + Penalty 203.138711 = -108.304587 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.229932 sec): 3 clusters Score: Raw -313.383002 + Penalty 405.578967 = 92.195965 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 188 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.230392 sec): 2 clusters Score: Raw -156.711781 + Penalty 95.455106 = -61.256675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.230600 sec): 3 clusters Score: Raw -147.519653 + Penalty 190.772888 = 43.253236 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 189 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.231057 sec): 2 clusters Score: Raw -105.179770 + Penalty 83.555407 = -21.624363 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.231249 sec): 2 clusters Score: Raw -105.179770 + Penalty 83.555407 = -21.624363 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 190 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.231719 sec): 2 clusters Score: Raw -402.114195 + Penalty 253.482509 = -148.631686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.231938 sec): 3 clusters Score: Raw -396.369350 + Penalty 481.920589 = 85.551240 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 191 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.232425 sec): 2 clusters Score: Raw -712.627717 + Penalty 290.707653 = -421.920065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.232657 sec): 3 clusters Score: Raw -715.137322 + Penalty 579.737816 = -135.399506 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 192 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.233119 sec): 2 clusters Score: Raw -214.417697 + Penalty 160.032250 = -54.385446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.233314 sec): 2 clusters Score: Raw -214.417697 + Penalty 160.032250 = -54.385446 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 194 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.233783 sec): 2 clusters Score: Raw -101.895216 + Penalty 64.980556 = -36.914660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.233990 sec): 3 clusters Score: Raw -93.737565 + Penalty 129.961111 = 36.223547 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 195 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.234456 sec): 2 clusters Score: Raw -276.491847 + Penalty 196.245390 = -80.246457 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.234673 sec): 3 clusters Score: Raw -272.149741 + Penalty 369.563619 = 97.413877 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 197 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.235123 sec): 2 clusters Score: Raw -47.495632 + Penalty 0.000000 = -47.495632 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.235310 sec): 2 clusters Score: Raw -47.495632 + Penalty 0.000000 = -47.495632 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 198 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.235787 sec): 2 clusters Score: Raw -505.939316 + Penalty 309.483191 = -196.456125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.236011 sec): 3 clusters Score: Raw -511.886323 + Penalty 619.036352 = 107.150029 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 200 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.236473 sec): 2 clusters Score: Raw -142.612030 + Penalty 93.813388 = -48.798643 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.236682 sec): 3 clusters Score: Raw -138.124619 + Penalty 196.398003 = 58.273383 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 202 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.237139 sec): 2 clusters Score: Raw -105.813887 + Penalty 79.646447 = -26.167440 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.237331 sec): 2 clusters Score: Raw -105.813887 + Penalty 79.646447 = -26.167440 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 203 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.237799 sec): 2 clusters Score: Raw -324.659663 + Penalty 188.550237 = -136.109426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.238015 sec): 3 clusters Score: Raw -321.149655 + Penalty 387.793542 = 66.643887 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 204 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.238492 sec): 2 clusters Score: Raw -375.752348 + Penalty 86.374040 = -289.378308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.238712 sec): 3 clusters Score: Raw -375.875975 + Penalty 195.558104 = -180.317871 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 206 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.239175 sec): 2 clusters Score: Raw -221.014929 + Penalty 143.901808 = -77.113121 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.239385 sec): 3 clusters Score: Raw -211.633180 + Penalty 275.508658 = 63.875478 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 207 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.239845 sec): 2 clusters Score: Raw -148.190699 + Penalty 102.188703 = -46.001995 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.240050 sec): 2 clusters Score: Raw -148.190699 + Penalty 102.188703 = -46.001995 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 209 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.240512 sec): 2 clusters Score: Raw -170.641829 + Penalty 130.168911 = -40.472918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.240721 sec): 3 clusters Score: Raw -157.292050 + Penalty 257.758564 = 100.466514 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 210 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.241193 sec): 2 clusters Score: Raw -429.544478 + Penalty 258.065330 = -171.479147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.241414 sec): 3 clusters Score: Raw -438.629914 + Penalty 516.130660 = 77.500746 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 211 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.241870 sec): 2 clusters Score: Raw -113.081238 + Penalty 92.915585 = -20.165653 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.242063 sec): 2 clusters Score: Raw -113.081238 + Penalty 92.915585 = -20.165653 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 212 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.242530 sec): 2 clusters Score: Raw -328.563370 + Penalty 208.988157 = -119.575212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.242747 sec): 3 clusters Score: Raw -323.390080 + Penalty 413.400109 = 90.010029 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 213 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.243204 sec): 2 clusters Score: Raw -95.734687 + Penalty 69.169349 = -26.565337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.243396 sec): 2 clusters Score: Raw -95.734687 + Penalty 69.169349 = -26.565337 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 214 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.243852 sec): 2 clusters Score: Raw -107.384514 + Penalty 82.800325 = -24.584189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.244045 sec): 2 clusters Score: Raw -107.384514 + Penalty 82.800325 = -24.584189 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 215 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.244508 sec): 2 clusters Score: Raw -235.937755 + Penalty 189.333354 = -46.604400 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.244723 sec): 3 clusters Score: Raw -220.335398 + Penalty 378.666708 = 158.331310 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 217 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.245182 sec): 2 clusters Score: Raw -100.934415 + Penalty 60.792796 = -40.141619 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.245374 sec): 2 clusters Score: Raw -100.934415 + Penalty 60.792796 = -40.141619 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 220 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.245831 sec): 2 clusters Score: Raw -105.801852 + Penalty 80.484661 = -25.317191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.246023 sec): 2 clusters Score: Raw -105.801852 + Penalty 80.484661 = -25.317191 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 221 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.246500 sec): 2 clusters Score: Raw -445.429201 + Penalty 225.152575 = -220.276626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.246737 sec): 3 clusters Score: Raw -458.484347 + Penalty 455.350165 = -3.134181 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 222 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.247191 sec): 2 clusters Score: Raw -49.171515 + Penalty 0.000000 = -49.171515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.247380 sec): 2 clusters Score: Raw -49.171515 + Penalty 0.000000 = -49.171515 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 224 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.247836 sec): 2 clusters Score: Raw -101.879893 + Penalty 87.686072 = -14.193821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.248042 sec): 3 clusters Score: Raw -94.575690 + Penalty 175.372144 = 80.796455 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 226 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.248504 sec): 2 clusters Score: Raw -212.860926 + Penalty 151.898929 = -60.961997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.248717 sec): 3 clusters Score: Raw -206.135583 + Penalty 303.797858 = 97.662275 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 227 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.249177 sec): 2 clusters Score: Raw -152.271200 + Penalty 105.776918 = -46.494282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.249387 sec): 3 clusters Score: Raw -145.981029 + Penalty 216.468120 = 70.487091 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 228 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.249829 sec): 2 clusters Score: Raw -40.029365 + Penalty 0.000000 = -40.029365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.250010 sec): 2 clusters Score: Raw -40.029365 + Penalty 0.000000 = -40.029365 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 230 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.250470 sec): 2 clusters Score: Raw -152.370961 + Penalty 110.774078 = -41.596883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.250678 sec): 3 clusters Score: Raw -146.675347 + Penalty 230.943180 = 84.267833 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 231 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.251134 sec): 2 clusters Score: Raw -108.188384 + Penalty 84.393754 = -23.794630 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.251326 sec): 2 clusters Score: Raw -108.188384 + Penalty 84.393754 = -23.794630 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 232 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.251781 sec): 2 clusters Score: Raw -98.224329 + Penalty 65.841648 = -32.382681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.251973 sec): 2 clusters Score: Raw -98.224329 + Penalty 65.841648 = -32.382681 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 233 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.252428 sec): 2 clusters Score: Raw -108.573077 + Penalty 93.005550 = -15.567527 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.252634 sec): 3 clusters Score: Raw -98.492803 + Penalty 186.011100 = 87.518297 nChanged 0 Deleting Class 135 (3 points): Lose 33.910296 but Gain 1425.487087 Iteration 20F (25.964572 sec): 209 clusters Score: Raw -1136613.382310 + Penalty 224397.169119 = -912216.213192 nChanged 31 Deleting Class 175 (2 points): Lose 25.625065 but Gain 1409.022315 Iteration 21Q (26.138103 sec): 208 clusters Score: Raw -1136669.682187 + Penalty 223019.630539 = -913650.051648 nChanged 30 Deleting Class 141 (2 points): Lose 16.858993 but Gain 1397.551314 Iteration 22Q (26.308589 sec): 207 clusters Score: Raw -1136716.832186 + Penalty 221688.564455 = -915028.267730 nChanged 26 Deleting Class 33 (34 points): Lose 207.117155 but Gain 1576.658445 Iteration 23Q (26.492794 sec): 206 clusters Score: Raw -1136568.998523 + Penalty 220364.723304 = -916204.275219 nChanged 54 Deleting Class 100 (15 points): Lose 156.660927 but Gain 1523.494665 Iteration 24Q (26.684160 sec): 205 clusters Score: Raw -1136561.897941 + Penalty 218871.298782 = -917690.599159 nChanged 39 Deleting Class 211 (2 points): Lose 5.527069 but Gain 1371.225407 Iteration 25Q (26.862088 sec): 204 clusters Score: Raw -1136613.620052 + Penalty 217522.048046 = -919091.572006 nChanged 23 Deleting Class 164 (3 points): Lose 42.342160 but Gain 1407.402497 Iteration 26Q (27.040246 sec): 203 clusters Score: Raw -1136593.091631 + Penalty 216122.996454 = -920470.095177 nChanged 14 Deleting Class 215 (4 points): Lose 37.501112 but Gain 1397.067589 Iteration 27Q (27.209801 sec): 202 clusters Score: Raw -1136567.271331 + Penalty 214738.885982 = -921828.385349 nChanged 7 Deleting Class 104 (5 points): Lose 53.493147 but Gain 1404.809720 Iteration 28Q (27.375934 sec): 201 clusters Score: Raw -1136523.015182 + Penalty 213357.110112 = -923165.905070 nChanged 7 Deleting Class 233 (2 points): Lose 22.829796 but Gain 1372.553085 Iteration 29Q (27.542739 sec): 200 clusters Score: Raw -1136511.957039 + Penalty 211996.880168 = -924515.076871 nChanged 6 Deleting Class 73 (28 points): Lose 221.502933 but Gain 1573.400476 Iteration 30F (30.097115 sec): 199 clusters Score: Raw -1136298.005096 + Penalty 210524.116582 = -925773.888514 nChanged 31 Deleting Class 198 (9 points): Lose 111.549420 but Gain 1440.815472 Iteration 31Q (30.266303 sec): 198 clusters Score: Raw -1136268.769306 + Penalty 209188.762399 = -927080.006907 nChanged 21 Deleting Class 129 (16 points): Lose 163.798076 but Gain 1489.152993 Iteration 32Q (30.432778 sec): 197 clusters Score: Raw -1136151.151379 + Penalty 207725.934532 = -928425.216846 nChanged 29 Deleting Class 115 (4 points): Lose 36.161964 but Gain 1356.057915 Iteration 33Q (30.601579 sec): 196 clusters Score: Raw -1136171.243217 + Penalty 206371.089185 = -929800.154032 nChanged 21 Deleting Class 102 (8 points): Lose 96.502073 but Gain 1415.265392 Iteration 34Q (30.768284 sec): 195 clusters Score: Raw -1136097.320934 + Penalty 205002.154368 = -931095.166566 nChanged 18 Deleting Class 64 (3 points): Lose 40.723889 but Gain 1353.853242 Iteration 35Q (30.933525 sec): 194 clusters Score: Raw -1136083.283904 + Penalty 203651.727834 = -932431.556070 nChanged 13 Deleting Class 131 (3 points): Lose 20.037375 but Gain 1331.571802 Iteration 36Q (31.095667 sec): 193 clusters Score: Raw -1136090.953590 + Penalty 202358.624482 = -933732.329107 nChanged 14 Deleting Class 222 (1 points): Lose 0.875918 but Gain 1305.583055 Iteration 37Q (31.259851 sec): 192 clusters Score: Raw -1136108.472963 + Penalty 201061.016861 = -935047.456102 nChanged 10 Deleting Class 128 (12 points): Lose 103.208023 but Gain 1396.607151 Iteration 38Q (31.425374 sec): 191 clusters Score: Raw -1136015.631980 + Penalty 199689.186888 = -936326.445092 nChanged 17 Deleting Class 94 (10 points): Lose 107.299666 but Gain 1400.177777 Iteration 39Q (31.588481 sec): 190 clusters Score: Raw -1135939.794688 + Penalty 198331.013082 = -937608.781606 nChanged 21 Deleting Class 31 (48 points): Lose 253.255613 but Gain 1534.404393 Iteration 40F (33.998974 sec): 189 clusters Score: Raw -1135732.196393 + Penalty 196885.951523 = -938846.244869 nChanged 59 Deleting Class 224 (2 points): Lose 13.151357 but Gain 1294.049535 Iteration 41Q (34.165077 sec): 188 clusters Score: Raw -1135829.817853 + Penalty 195612.303660 = -940217.514194 nChanged 20 Deleting Class 87 (2 points): Lose 18.925289 but Gain 1294.980592 Iteration 42Q (34.326502 sec): 187 clusters Score: Raw -1135844.868808 + Penalty 194342.435701 = -941502.433108 nChanged 21 Deleting Class 95 (42 points): Lose 255.065862 but Gain 1518.261943 Iteration 43Q (34.487099 sec): 186 clusters Score: Raw -1135608.692933 + Penalty 193049.906304 = -942558.786630 nChanged 62 Deleting Class 161 (26 points): Lose 198.245234 but Gain 1463.054787 Iteration 44Q (34.662901 sec): 185 clusters Score: Raw -1135560.216955 + Penalty 191752.683371 = -943807.533584 nChanged 45 Deleting Class 146 (12 points): Lose 104.375465 but Gain 1365.296055 Iteration 45Q (34.832569 sec): 184 clusters Score: Raw -1135555.234478 + Penalty 190467.020034 = -945088.214444 nChanged 37 Deleting Class 190 (7 points): Lose 73.819516 but Gain 1332.511479 Iteration 46Q (35.001868 sec): 183 clusters Score: Raw -1135545.306983 + Penalty 189176.803984 = -946368.502999 nChanged 36 Deleting Class 172 (9 points): Lose 101.060624 but Gain 1357.528669 Iteration 47Q (35.171274 sec): 182 clusters Score: Raw -1135484.933981 + Penalty 187882.181436 = -947602.752546 nChanged 34 Deleting Class 145 (8 points): Lose 81.983737 but Gain 1336.489806 Iteration 48Q (35.341191 sec): 181 clusters Score: Raw -1135454.114701 + Penalty 186570.242310 = -948883.872392 nChanged 32 Deleting Class 195 (6 points): Lose 53.279339 but Gain 1306.079900 Iteration 49Q (35.501774 sec): 180 clusters Score: Raw -1135432.415688 + Penalty 185270.670452 = -950161.745237 nChanged 26 Deleting Class 106 (3 points): Lose 49.700623 but Gain 1300.997066 Iteration 50F (37.822257 sec): 179 clusters Score: Raw -1135411.079109 + Penalty 183957.853216 = -951453.225893 nChanged 24 Deleting Class 81 (26 points): Lose 191.155090 but Gain 1429.251728 Iteration 51Q (37.980579 sec): 178 clusters Score: Raw -1135256.150291 + Penalty 182756.064570 = -952500.085722 nChanged 39 Deleting Class 231 (3 points): Lose 40.858156 but Gain 1325.329088 Iteration 52Q (38.140578 sec): 177 clusters Score: Raw -1135322.366571 + Penalty 181483.759257 = -953838.607314 nChanged 30 Deleting Class 112 (32 points): Lose 194.024068 but Gain 1423.028311 Iteration 53Q (38.299335 sec): 176 clusters Score: Raw -1135182.813535 + Penalty 180590.054885 = -954592.758649 nChanged 55 Deleting Class 109 (3 points): Lose 34.256543 but Gain 1259.265223 Iteration 54Q (38.459538 sec): 175 clusters Score: Raw -1135275.121809 + Penalty 179354.438311 = -955920.683498 nChanged 37 Deleting Class 170 (2 points): Lose 16.416938 but Gain 1239.475887 Iteration 55Q (38.623311 sec): 174 clusters Score: Raw -1135319.902499 + Penalty 178116.375516 = -957203.526984 nChanged 36 Deleting Class 189 (2 points): Lose 13.397604 but Gain 1233.090195 Iteration 56Q (38.779219 sec): 173 clusters Score: Raw -1135343.360710 + Penalty 176886.024623 = -958457.336087 nChanged 21 Deleting Class 111 (9 points): Lose 72.457519 but Gain 1291.391029 Iteration 57Q (38.935280 sec): 172 clusters Score: Raw -1135301.449098 + Penalty 175599.008157 = -959702.440941 nChanged 29 Deleting Class 178 (5 points): Lose 41.232488 but Gain 1258.378961 Iteration 58Q (39.091123 sec): 171 clusters Score: Raw -1135298.157756 + Penalty 174336.376731 = -960961.781025 nChanged 23 Deleting Class 116 (10 points): Lose 101.855980 but Gain 1314.454801 Iteration 59Q (39.244694 sec): 170 clusters Score: Raw -1135220.999304 + Penalty 173034.754558 = -962186.244746 nChanged 30 Deleting Class 3 (46 points): Lose 241.262732 but Gain 1452.966974 Iteration 60F (41.423864 sec): 169 clusters Score: Raw -1135009.796005 + Penalty 171674.430664 = -963335.365340 nChanged 66 Deleting Class 182 (5 points): Lose 36.101306 but Gain 1240.741857 Iteration 61Q (41.582242 sec): 168 clusters Score: Raw -1135107.715134 + Penalty 170492.229923 = -964615.485211 nChanged 45 Deleting Class 214 (2 points): Lose 19.383144 but Gain 1221.946871 Iteration 62Q (41.737719 sec): 167 clusters Score: Raw -1135151.136929 + Penalty 169267.521861 = -965883.615068 nChanged 27 Deleting Class 209 (3 points): Lose 11.489265 but Gain 1212.016591 Iteration 63Q (41.891293 sec): 166 clusters Score: Raw -1135163.989413 + Penalty 168067.299625 = -967096.689788 nChanged 19 Deleting Class 186 (3 points): Lose 16.627187 but Gain 1216.513384 Iteration 64Q (42.046305 sec): 165 clusters Score: Raw -1135163.871752 + Penalty 166857.162211 = -968306.709541 nChanged 20 Deleting Class 184 (4 points): Lose 68.864740 but Gain 1266.638543 Iteration 65Q (42.198651 sec): 164 clusters Score: Raw -1135109.047833 + Penalty 165607.436135 = -969501.611698 nChanged 21 Deleting Class 99 (19 points): Lose 86.465803 but Gain 1280.190316 Iteration 66Q (42.351902 sec): 163 clusters Score: Raw -1135041.687372 + Penalty 164352.934949 = -970688.752423 nChanged 37 Deleting Class 126 (31 points): Lose 200.226441 but Gain 1393.220781 Iteration 67Q (42.506186 sec): 162 clusters Score: Raw -1134885.120492 + Penalty 163030.624790 = -971854.495702 nChanged 54 Deleting Class 124 (2 points): Lose 9.305706 but Gain 1202.165749 Iteration 68Q (42.662590 sec): 161 clusters Score: Raw -1134969.627076 + Penalty 160219.151093 = -974750.475983 nChanged 31 Deleting Class 130 (4 points): Lose 28.608183 but Gain 1208.573643 Iteration 69Q (42.814036 sec): 160 clusters Score: Raw -1134988.964328 + Penalty 159029.471619 = -975959.492709 nChanged 30 Deleting Class 147 (7 points): Lose 90.828915 but Gain 1271.701528 Iteration 70F (44.848354 sec): 159 clusters Score: Raw -1134926.286318 + Penalty 157789.543439 = -977136.742879 nChanged 43 Deleting Class 185 (1 points): Lose 4.047368 but Gain 1180.658541 Iteration 71Q (45.000185 sec): 158 clusters Score: Raw -1134973.396620 + Penalty 156627.131298 = -978346.265322 nChanged 46 Deleting Class 122 (23 points): Lose 157.772011 but Gain 1332.813854 Iteration 72Q (45.152712 sec): 157 clusters Score: Raw -1134870.933979 + Penalty 155302.015496 = -979568.918483 nChanged 76 Deleting Class 210 (9 points): Lose 116.267337 but Gain 1290.548735 Iteration 73Q (45.305977 sec): 156 clusters Score: Raw -1134842.762876 + Penalty 154048.329081 = -980794.433795 nChanged 70 Deleting Class 61 (47 points): Lose 165.541546 but Gain 1332.925287 Iteration 74Q (45.461130 sec): 155 clusters Score: Raw -1134765.876913 + Penalty 152712.066446 = -982053.810467 nChanged 102 Deleting Class 202 (2 points): Lose 14.038389 but Gain 1175.402716 Iteration 75Q (45.615752 sec): 154 clusters Score: Raw -1134866.064554 + Penalty 151549.705357 = -983316.359197 nChanged 48 Deleting Class 220 (2 points): Lose 26.544545 but Gain 1187.772881 Iteration 76Q (45.766120 sec): 153 clusters Score: Raw -1134877.380819 + Penalty 150450.381169 = -984426.999650 nChanged 31 Deleting Class 107 (12 points): Lose 106.818236 but Gain 1257.160011 Iteration 77Q (45.913373 sec): 152 clusters Score: Raw -1134790.222348 + Penalty 149231.269950 = -985558.952398 nChanged 40 Deleting Class 163 (2 points): Lose 1.656107 but Gain 1150.828923 Iteration 78Q (46.063492 sec): 151 clusters Score: Raw -1134827.974004 + Penalty 148044.668369 = -986783.305636 nChanged 22 Deleting Class 114 (17 points): Lose 153.667207 but Gain 1301.619567 Iteration 79Q (46.210431 sec): 150 clusters Score: Raw -1134693.559336 + Penalty 146719.484502 = -987974.074834 nChanged 34 Deleting Class 192 (4 points): Lose 37.209101 but Gain 1180.858339 Iteration 80F (48.132245 sec): 149 clusters Score: Raw -1134698.586670 + Penalty 145522.428501 = -989176.158169 nChanged 22 Deleting Class 96 (1 points): Lose 2.131398 but Gain 1138.016536 Iteration 81Q (48.278934 sec): 148 clusters Score: Raw -1134720.932435 + Penalty 144333.807666 = -990387.124769 nChanged 14 Deleting Class 139 (7 points): Lose 45.631096 but Gain 1173.814182 Iteration 82Q (48.424323 sec): 147 clusters Score: Raw -1134686.901425 + Penalty 143144.886594 = -991542.014831 nChanged 20 Deleting Class 212 (6 points): Lose 66.097914 but Gain 1193.129856 Iteration 83Q (48.571232 sec): 146 clusters Score: Raw -1134647.827951 + Penalty 141992.488775 = -992655.339176 nChanged 13 Deleting Class 157 (8 points): Lose 48.674197 but Gain 1171.643754 Iteration 84Q (48.718406 sec): 145 clusters Score: Raw -1134625.805337 + Penalty 140841.880517 = -993783.924820 nChanged 16 Deleting Class 77 (17 points): Lose 129.349160 but Gain 1245.983814 Iteration 85Q (48.861884 sec): 144 clusters Score: Raw -1134516.721046 + Penalty 139634.044328 = -994882.676718 nChanged 29 Deleting Class 180 (10 points): Lose 55.066796 but Gain 1166.505313 Iteration 86Q (49.007416 sec): 143 clusters Score: Raw -1134536.777377 + Penalty 138472.982644 = -996063.794733 nChanged 19 Deleting Class 32 (31 points): Lose 134.074085 but Gain 1244.182291 Iteration 87Q (49.152328 sec): 142 clusters Score: Raw -1134426.620591 + Penalty 137258.282399 = -997168.338192 nChanged 40 Deleting Class 159 (8 points): Lose 76.016712 but Gain 1184.920601 Iteration 88Q (49.298656 sec): 141 clusters Score: Raw -1134402.040984 + Penalty 136082.172125 = -998319.868859 nChanged 16 Deleting Class 150 (1 points): Lose 10.941883 but Gain 1114.641861 Iteration 89Q (49.440678 sec): 140 clusters Score: Raw -1134412.374598 + Penalty 134945.924350 = -999466.450248 nChanged 4 Deleting Class 187 (6 points): Lose 60.547101 but Gain 1159.734906 Iteration 90F (51.240314 sec): 139 clusters Score: Raw -1134357.025862 + Penalty 133786.828380 = -1000570.197481 nChanged 7 Deleting Class 42 (2 points): Lose 29.588771 but Gain 1116.607666 Iteration 91Q (51.381748 sec): 138 clusters Score: Raw -1134338.958847 + Penalty 132674.130286 = -1001664.828562 nChanged 2 Deleting Class 123 (9 points): Lose 56.712576 but Gain 1139.789426 Iteration 92Q (51.525139 sec): 137 clusters Score: Raw -1134286.627578 + Penalty 131544.650621 = -1002741.976957 nChanged 10 Deleting Class 173 (16 points): Lose 80.797407 but Gain 1160.260455 Iteration 93Q (51.665289 sec): 136 clusters Score: Raw -1134222.919187 + Penalty 130408.324099 = -1003814.595088 nChanged 18 Deleting Class 191 (13 points): Lose 80.615054 but Gain 1159.373621 Iteration 94Q (51.806937 sec): 135 clusters Score: Raw -1134171.877372 + Penalty 129281.017190 = -1004890.860181 nChanged 17 Deleting Class 110 (10 points): Lose 47.215564 but Gain 1124.501737 Iteration 95Q (51.947440 sec): 134 clusters Score: Raw -1134156.906407 + Penalty 128171.830944 = -1005985.075462 nChanged 16 Deleting Class 127 (5 points): Lose 35.733641 but Gain 1104.360814 Iteration 96Q (52.086488 sec): 133 clusters Score: Raw -1134145.998575 + Penalty 127071.370811 = -1007074.627765 nChanged 8 Deleting Class 226 (4 points): Lose 52.480976 but Gain 1120.843559 Iteration 97Q (52.226325 sec): 132 clusters Score: Raw -1134103.108245 + Penalty 125952.045742 = -1008151.062503 nChanged 4 Deleting Class 118 (6 points): Lose 68.549840 but Gain 1131.218926 Iteration 98Q (52.366569 sec): 131 clusters Score: Raw -1134041.838839 + Penalty 124868.244937 = -1009173.593902 nChanged 7 Deleting Class 154 (9 points): Lose 65.415825 but Gain 1127.319087 Iteration 99Q (52.509804 sec): 130 clusters Score: Raw -1133996.812862 + Penalty 123744.147641 = -1010252.665221 nChanged 10 Deleting Class 136 (11 points): Lose 83.623677 but Gain 1142.481414 Iteration 100F (54.157338 sec): 129 clusters Score: Raw -1133924.789883 + Penalty 122630.471052 = -1011294.318831 nChanged 12 Deleting Class 165 (3 points): Lose 19.662952 but Gain 1075.528336 Iteration 101Q (54.295786 sec): 128 clusters Score: Raw -1133924.801772 + Penalty 121548.531421 = -1012376.270351 nChanged 5 Deleting Class 78 (26 points): Lose 199.360420 but Gain 1254.639838 Iteration 102Q (54.433033 sec): 127 clusters Score: Raw -1133736.426505 + Penalty 120374.747388 = -1013361.679117 nChanged 29 Deleting Class 13 (81 points): Lose 186.790270 but Gain 1242.496679 Iteration 103Q (54.572016 sec): 126 clusters Score: Raw -1133610.380067 + Penalty 119190.830536 = -1014419.549531 nChanged 90 Deleting Class 125 (5 points): Lose 50.333702 but Gain 1105.613011 Iteration 104Q (54.713952 sec): 125 clusters Score: Raw -1133696.524267 + Penalty 118102.358357 = -1015594.165910 nChanged 24 Deleting Class 162 (5 points): Lose 24.492962 but Gain 1078.776263 Iteration 105Q (54.849312 sec): 124 clusters Score: Raw -1133699.184496 + Penalty 117050.178757 = -1016649.005739 nChanged 19 Deleting Class 101 (22 points): Lose 157.541526 but Gain 1208.902632 Iteration 106Q (54.985793 sec): 123 clusters Score: Raw -1133563.493018 + Penalty 115915.108690 = -1017648.384328 nChanged 31 Deleting Class 66 (15 points): Lose 74.377397 but Gain 1124.389373 Iteration 107Q (55.120739 sec): 122 clusters Score: Raw -1133551.049630 + Penalty 114840.321037 = -1018710.728592 nChanged 26 Deleting Class 206 (4 points): Lose 18.593573 but Gain 1061.833785 Iteration 108Q (55.255400 sec): 121 clusters Score: Raw -1133571.083758 + Penalty 113798.306145 = -1019772.777612 nChanged 14 Deleting Class 203 (6 points): Lose 35.053693 but Gain 1076.448157 Iteration 109Q (55.388759 sec): 120 clusters Score: Raw -1133550.323121 + Penalty 112739.961377 = -1020810.361743 nChanged 12 Deleting Class 158 (7 points): Lose 67.927183 but Gain 1103.295502 Iteration 110F (56.897420 sec): 119 clusters Score: Raw -1133497.381064 + Penalty 111633.516066 = -1021863.864998 nChanged 11 Deleting Class 117 (2 points): Lose 3.093641 but Gain 1034.819563 Iteration 111Q (57.030650 sec): 118 clusters Score: Raw -1133505.418282 + Penalty 110601.263294 = -1022904.154988 nChanged 8 Deleting Class 151 (9 points): Lose 50.749628 but Gain 1080.943357 Iteration 112Q (57.161806 sec): 117 clusters Score: Raw -1133461.569395 + Penalty 109527.874901 = -1023933.694494 nChanged 14 Deleting Class 52 (62 points): Lose 170.275176 but Gain 1200.738289 Iteration 113Q (57.292733 sec): 116 clusters Score: Raw -1133312.789089 + Penalty 108395.710105 = -1024917.078984 nChanged 69 Deleting Class 89 (14 points): Lose 118.309609 but Gain 1143.962069 Iteration 114Q (57.426307 sec): 115 clusters Score: Raw -1133302.876696 + Penalty 107314.460055 = -1025988.416641 nChanged 33 Deleting Class 169 (4 points): Lose 19.780058 but Gain 1043.114850 Iteration 115Q (57.566013 sec): 114 clusters Score: Raw -1133329.907725 + Penalty 106284.398780 = -1027045.508945 nChanged 16 Deleting Class 108 (8 points): Lose 54.794702 but Gain 1077.581260 Iteration 116Q (57.700393 sec): 113 clusters Score: Raw -1133289.030381 + Penalty 105254.007896 = -1028035.022485 nChanged 21 Deleting Class 86 (19 points): Lose 130.221494 but Gain 1149.971390 Iteration 117Q (57.834780 sec): 112 clusters Score: Raw -1133184.253705 + Penalty 104105.869812 = -1029078.383893 nChanged 31 Deleting Class 37 (14 points): Lose 101.248245 but Gain 1117.200239 Iteration 118Q (57.970690 sec): 111 clusters Score: Raw -1133123.924268 + Penalty 103089.288511 = -1030034.635758 nChanged 25 Writing temp clu file Memory request: 0.13 GB would take us to total of 0.25 GB. Compute initial score before splitting: Score: Raw -1133123.924268 + Penalty 103089.288511 = -1030034.635758Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 1 (853 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.027198 sec): 2 clusters Score: Raw -35737.461665 + Penalty 200.077758 = -35537.383907 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.028931 sec): 3 clusters Score: Raw -35235.394172 + Penalty 430.291907 = -34805.102265 nChanged 360 SP:Iteration 1F (58.030618 sec): 3 clusters Score: Raw -35583.276541 + Penalty 450.507727 = -35132.768814 nChanged 97 SP:Iteration 2F (58.032266 sec): 3 clusters Score: Raw -35678.826078 + Penalty 449.035561 = -35229.790517 nChanged 39 SP:Iteration 3Q (58.033915 sec): 3 clusters Score: Raw -35720.213105 + Penalty 456.402579 = -35263.810526 nChanged 19 SP:Iteration 4Q (58.035501 sec): 3 clusters Score: Raw -35738.332391 + Penalty 450.892592 = -35287.439799 nChanged 8 SP:Iteration 5Q (58.037000 sec): 3 clusters Score: Raw -35743.278750 + Penalty 449.072540 = -35294.206210 nChanged 11 SP:Iteration 6Q (58.038532 sec): 3 clusters Score: Raw -35749.510690 + Penalty 450.862729 = -35298.647961 nChanged 9 SP:Iteration 7Q (58.040040 sec): 3 clusters Score: Raw -35755.721877 + Penalty 448.916727 = -35306.805151 nChanged 8 SP:Iteration 8Q (58.041526 sec): 3 clusters Score: Raw -35759.895097 + Penalty 451.748226 = -35308.146871 nChanged 6 SP:Iteration 9Q (58.042989 sec): 3 clusters Score: Raw -35762.127296 + Penalty 455.567527 = -35306.559770 nChanged 4 SP:Iteration 10F (58.044689 sec): 3 clusters Score: Raw -35763.724498 + Penalty 460.206541 = -35303.517957 nChanged 3 SP:Iteration 11F (58.046403 sec): 3 clusters Score: Raw -35768.780242 + Penalty 459.658053 = -35309.122189 nChanged 2 SP:Iteration 12Q (58.047829 sec): 3 clusters Score: Raw -35769.824679 + Penalty 455.804862 = -35314.019816 nChanged 1 SP:Iteration 13Q (58.049248 sec): 3 clusters Score: Raw -35770.057472 + Penalty 455.804862 = -35314.252610 nChanged 0 SP:Iteration 14F (58.050937 sec): 3 clusters Score: Raw -35770.057472 + Penalty 455.804862 = -35314.252610 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 2 (2043 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.060792 sec): 2 clusters Score: Raw -95872.290457 + Penalty 317.590050 = -95554.700407 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.064708 sec): 3 clusters Score: Raw -94579.824690 + Penalty 669.329318 = -93910.495371 nChanged 907 SP:Iteration 1F (58.068492 sec): 3 clusters Score: Raw -95303.199540 + Penalty 736.517020 = -94566.682520 nChanged 296 SP:Iteration 2F (58.072155 sec): 3 clusters Score: Raw -95638.789765 + Penalty 810.311391 = -94828.478374 nChanged 135 SP:Iteration 3F (58.075989 sec): 3 clusters Score: Raw -95789.250161 + Penalty 865.705594 = -94923.544567 nChanged 59 SP:Iteration 4Q (58.079467 sec): 3 clusters Score: Raw -95857.261469 + Penalty 890.697456 = -94966.564013 nChanged 24 SP:Iteration 5Q (58.082640 sec): 3 clusters Score: Raw -95883.638180 + Penalty 902.616681 = -94981.021499 nChanged 10 SP:Iteration 6Q (58.085658 sec): 3 clusters Score: Raw -95894.781676 + Penalty 897.481356 = -94997.300320 nChanged 2 SP:Iteration 7Q (58.088631 sec): 3 clusters Score: Raw -95898.736638 + Penalty 901.983823 = -94996.752815 nChanged 2 SP:Iteration 8F (58.092321 sec): 3 clusters Score: Raw -95899.614299 + Penalty 901.983823 = -94997.630476 nChanged 0 Memory request: 0.03 GB would take us to total of 0.28 GB. Trying to split cluster 4 (5573 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.117682 sec): 2 clusters Score: Raw -243988.914780 + Penalty 89.603491 = -243899.311289 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.127894 sec): 3 clusters Score: Raw -240308.167193 + Penalty 178.917864 = -240129.249329 nChanged 2658 SP:Iteration 1F (58.137808 sec): 3 clusters Score: Raw -242567.539202 + Penalty 176.435083 = -242391.104119 nChanged 252 SP:Iteration 2Q (58.147741 sec): 3 clusters Score: Raw -243081.730688 + Penalty 176.555737 = -242905.174950 nChanged 133 SP:Iteration 3Q (58.157105 sec): 3 clusters Score: Raw -243117.311994 + Penalty 176.649923 = -242940.662071 nChanged 74 SP:Iteration 4Q (58.166472 sec): 3 clusters Score: Raw -243135.283891 + Penalty 176.963715 = -242958.320176 nChanged 73 SP:Iteration 5Q (58.175706 sec): 3 clusters Score: Raw -243155.379656 + Penalty 177.629625 = -242977.750031 nChanged 76 SP:Iteration 6Q (58.184932 sec): 3 clusters Score: Raw -243174.103289 + Penalty 178.331563 = -242995.771726 nChanged 65 SP:Iteration 7Q (58.194220 sec): 3 clusters Score: Raw -243190.842928 + Penalty 178.900682 = -243011.942245 nChanged 63 SP:Iteration 8Q (58.203321 sec): 3 clusters Score: Raw -243203.789398 + Penalty 179.425055 = -243024.364342 nChanged 50 SP:Iteration 9Q (58.212535 sec): 3 clusters Score: Raw -243214.732505 + Penalty 180.016126 = -243034.716379 nChanged 63 SP:Iteration 10F (58.222648 sec): 3 clusters Score: Raw -243230.722302 + Penalty 180.543534 = -243050.178768 nChanged 66 SP:Iteration 11Q (58.231757 sec): 3 clusters Score: Raw -243246.288533 + Penalty 180.653367 = -243065.635166 nChanged 58 SP:Iteration 12Q (58.241406 sec): 3 clusters Score: Raw -243261.718252 + Penalty 181.312835 = -243080.405416 nChanged 57 SP:Iteration 13Q (58.250405 sec): 3 clusters Score: Raw -243277.399248 + Penalty 182.116757 = -243095.282491 nChanged 74 SP:Iteration 14Q (58.259484 sec): 3 clusters Score: Raw -243302.589660 + Penalty 183.026068 = -243119.563591 nChanged 73 SP:Iteration 15Q (58.268623 sec): 3 clusters Score: Raw -243326.667037 + Penalty 183.664963 = -243143.002074 nChanged 71 SP:Iteration 16Q (58.277536 sec): 3 clusters Score: Raw -243351.168282 + Penalty 184.571817 = -243166.596465 nChanged 77 SP:Iteration 17Q (58.286329 sec): 3 clusters Score: Raw -243382.255483 + Penalty 186.178446 = -243196.077037 nChanged 84 SP:Iteration 18Q (58.295054 sec): 3 clusters Score: Raw -243419.015073 + Penalty 188.413725 = -243230.601348 nChanged 82 SP:Iteration 19Q (58.303710 sec): 3 clusters Score: Raw -243455.865598 + Penalty 190.562273 = -243265.303324 nChanged 89 SP:Iteration 20F (58.313584 sec): 3 clusters Score: Raw -243504.366056 + Penalty 192.789478 = -243311.576578 nChanged 91 SP:Iteration 21Q (58.322168 sec): 3 clusters Score: Raw -243563.675205 + Penalty 195.668219 = -243368.006986 nChanged 94 SP:Iteration 22Q (58.330638 sec): 3 clusters Score: Raw -243627.715115 + Penalty 197.486721 = -243430.228394 nChanged 88 SP:Iteration 23Q (58.339205 sec): 3 clusters Score: Raw -243689.792228 + Penalty 198.476047 = -243491.316181 nChanged 66 SP:Iteration 24Q (58.347414 sec): 3 clusters Score: Raw -243731.693911 + Penalty 201.740424 = -243529.953487 nChanged 56 SP:Iteration 25Q (58.355526 sec): 3 clusters Score: Raw -243766.753047 + Penalty 202.890133 = -243563.862914 nChanged 47 SP:Iteration 26Q (58.363727 sec): 3 clusters Score: Raw -243794.080304 + Penalty 203.168015 = -243590.912290 nChanged 45 SP:Iteration 27Q (58.371940 sec): 3 clusters Score: Raw -243817.954535 + Penalty 203.820585 = -243614.133950 nChanged 36 SP:Iteration 28Q (58.379971 sec): 3 clusters Score: Raw -243835.682456 + Penalty 206.643296 = -243629.039160 nChanged 35 SP:Iteration 29Q (58.388035 sec): 3 clusters Score: Raw -243852.922056 + Penalty 206.263794 = -243646.658262 nChanged 31 SP:Iteration 30F (58.397904 sec): 3 clusters Score: Raw -243866.037124 + Penalty 209.990828 = -243656.046296 nChanged 24 SP:Iteration 31Q (58.405764 sec): 3 clusters Score: Raw -243874.945915 + Penalty 210.949021 = -243663.996894 nChanged 30 SP:Iteration 32Q (58.413798 sec): 3 clusters Score: Raw -243887.606841 + Penalty 213.644137 = -243673.962703 nChanged 29 SP:Iteration 33Q (58.421717 sec): 3 clusters Score: Raw -243898.507600 + Penalty 216.792758 = -243681.714842 nChanged 28 SP:Iteration 34Q (58.429594 sec): 3 clusters Score: Raw -243909.033647 + Penalty 216.078060 = -243692.955587 nChanged 25 SP:Iteration 35Q (58.437400 sec): 3 clusters Score: Raw -243919.247473 + Penalty 220.714167 = -243698.533306 nChanged 21 SP:Iteration 36Q (58.445235 sec): 3 clusters Score: Raw -243926.789423 + Penalty 220.639919 = -243706.149504 nChanged 20 SP:Iteration 37Q (58.453060 sec): 3 clusters Score: Raw -243933.905333 + Penalty 221.711631 = -243712.193702 nChanged 18 SP:Iteration 38Q (58.460893 sec): 3 clusters Score: Raw -243940.655801 + Penalty 235.126784 = -243705.529017 nChanged 20 SP:Iteration 39F (58.470788 sec): 3 clusters Score: Raw -243950.915190 + Penalty 244.615124 = -243706.300066 nChanged 26 SP:Iteration 40F (58.480733 sec): 3 clusters Score: Raw -243974.573544 + Penalty 89.603491 = -243884.970053 nChanged 13 SP:Iteration 41Q (58.488296 sec): 2 clusters Score: Raw -243988.914780 + Penalty 89.603491 = -243899.311289 nChanged 0 SP:Iteration 42F (58.495950 sec): 2 clusters Score: Raw -243988.914780 + Penalty 89.603491 = -243899.311289 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 5 (42 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.500513 sec): 2 clusters Score: Raw -2117.721638 + Penalty 441.813250 = -1675.908388 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.500824 sec): 3 clusters Score: Raw -2148.102468 + Penalty 881.898857 = -1266.203610 nChanged 1 SP:Iteration 1Q (58.501122 sec): 3 clusters Score: Raw -2156.910899 + Penalty 881.898857 = -1275.012042 nChanged 0 SP:Iteration 2F (58.501401 sec): 3 clusters Score: Raw -2156.910899 + Penalty 881.898857 = -1275.012042 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 6 (599 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.504666 sec): 2 clusters Score: Raw -30512.442358 + Penalty 748.014791 = -29764.427568 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.505934 sec): 3 clusters Score: Raw -30290.610438 + Penalty 1497.272964 = -28793.337474 nChanged 165 SP:Iteration 1F (58.507188 sec): 3 clusters Score: Raw -30430.195659 + Penalty 1497.625369 = -28932.570290 nChanged 37 SP:Iteration 2F (58.508476 sec): 3 clusters Score: Raw -30460.084484 + Penalty 1497.140213 = -28962.944272 nChanged 12 SP:Iteration 3Q (58.509726 sec): 3 clusters Score: Raw -30469.460476 + Penalty 1496.773768 = -28972.686708 nChanged 9 SP:Iteration 4Q (58.511032 sec): 3 clusters Score: Raw -30475.907824 + Penalty 1496.843871 = -28979.063952 nChanged 6 SP:Iteration 5Q (58.512386 sec): 3 clusters Score: Raw -30482.271089 + Penalty 1496.916580 = -28985.354509 nChanged 7 SP:Iteration 6Q (58.513984 sec): 3 clusters Score: Raw -30485.388785 + Penalty 1496.944650 = -28988.444135 nChanged 4 SP:Iteration 7Q (58.515366 sec): 3 clusters Score: Raw -30489.511347 + Penalty 1497.035061 = -28992.476286 nChanged 5 SP:Iteration 8Q (58.516717 sec): 3 clusters Score: Raw -30491.778195 + Penalty 1497.292377 = -28994.485819 nChanged 1 SP:Iteration 9Q (58.518062 sec): 3 clusters Score: Raw -30491.985654 + Penalty 1497.292377 = -28994.693278 nChanged 0 SP:Iteration 10F (58.519389 sec): 3 clusters Score: Raw -30491.985654 + Penalty 1497.292377 = -28994.693278 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 7 (964 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.525023 sec): 2 clusters Score: Raw -43943.243752 + Penalty 428.972047 = -43514.271704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.527035 sec): 3 clusters Score: Raw -43383.613825 + Penalty 854.620949 = -42528.992876 nChanged 364 SP:Iteration 1F (58.528905 sec): 3 clusters Score: Raw -43579.871435 + Penalty 848.893700 = -42730.977735 nChanged 125 SP:Iteration 2F (58.530768 sec): 3 clusters Score: Raw -43654.857173 + Penalty 846.904540 = -42807.952632 nChanged 62 SP:Iteration 3F (58.532630 sec): 3 clusters Score: Raw -43697.581357 + Penalty 846.528244 = -42851.053114 nChanged 57 SP:Iteration 4F (58.534501 sec): 3 clusters Score: Raw -43737.846148 + Penalty 846.523975 = -42891.322173 nChanged 45 SP:Iteration 5Q (58.536316 sec): 3 clusters Score: Raw -43761.038198 + Penalty 842.978382 = -42918.059816 nChanged 28 SP:Iteration 6Q (58.538126 sec): 3 clusters Score: Raw -43791.398009 + Penalty 841.685292 = -42949.712717 nChanged 29 SP:Iteration 7Q (58.539939 sec): 3 clusters Score: Raw -43808.647502 + Penalty 838.766946 = -42969.880556 nChanged 23 SP:Iteration 8Q (58.541820 sec): 3 clusters Score: Raw -43823.407338 + Penalty 837.634198 = -42985.773139 nChanged 20 SP:Iteration 9Q (58.543627 sec): 3 clusters Score: Raw -43831.288604 + Penalty 835.379984 = -42995.908620 nChanged 13 SP:Iteration 10F (58.545521 sec): 3 clusters Score: Raw -43836.922683 + Penalty 833.137381 = -43003.785302 nChanged 13 SP:Iteration 11Q (58.547317 sec): 3 clusters Score: Raw -43842.930150 + Penalty 829.434493 = -43013.495657 nChanged 23 SP:Iteration 12Q (58.549075 sec): 3 clusters Score: Raw -43853.927850 + Penalty 826.817153 = -43027.110697 nChanged 16 SP:Iteration 13Q (58.550861 sec): 3 clusters Score: Raw -43858.913183 + Penalty 824.207576 = -43034.705607 nChanged 13 SP:Iteration 14Q (58.552636 sec): 3 clusters Score: Raw -43863.021833 + Penalty 824.039284 = -43038.982549 nChanged 6 SP:Iteration 15Q (58.554361 sec): 3 clusters Score: Raw -43864.583522 + Penalty 823.897765 = -43040.685757 nChanged 6 SP:Iteration 16Q (58.556258 sec): 3 clusters Score: Raw -43867.626539 + Penalty 823.984332 = -43043.642207 nChanged 10 SP:Iteration 17Q (58.558380 sec): 3 clusters Score: Raw -43876.813641 + Penalty 823.080979 = -43053.732662 nChanged 12 SP:Iteration 18Q (58.560344 sec): 3 clusters Score: Raw -43884.956734 + Penalty 820.987641 = -43063.969094 nChanged 11 SP:Iteration 19Q (58.562159 sec): 3 clusters Score: Raw -43888.076057 + Penalty 821.899020 = -43066.177037 nChanged 6 SP:Iteration 20F (58.564026 sec): 3 clusters Score: Raw -43890.248945 + Penalty 823.092662 = -43067.156283 nChanged 4 SP:Iteration 21Q (58.565739 sec): 3 clusters Score: Raw -43891.029496 + Penalty 822.256947 = -43068.772549 nChanged 4 SP:Iteration 22Q (58.567451 sec): 3 clusters Score: Raw -43891.938888 + Penalty 821.467625 = -43070.471263 nChanged 3 SP:Iteration 23Q (58.569159 sec): 3 clusters Score: Raw -43892.615719 + Penalty 820.823661 = -43071.792059 nChanged 5 SP:Iteration 24Q (58.570888 sec): 3 clusters Score: Raw -43893.953685 + Penalty 821.064462 = -43072.889223 nChanged 4 SP:Iteration 25Q (58.572727 sec): 3 clusters Score: Raw -43895.318619 + Penalty 820.876518 = -43074.442101 nChanged 4 SP:Iteration 26Q (58.574603 sec): 3 clusters Score: Raw -43897.489738 + Penalty 820.613093 = -43076.876644 nChanged 2 SP:Iteration 27Q (58.576456 sec): 3 clusters Score: Raw -43897.960202 + Penalty 820.758141 = -43077.202061 nChanged 3 SP:Iteration 28Q (58.578156 sec): 3 clusters Score: Raw -43899.346602 + Penalty 820.846181 = -43078.500421 nChanged 2 SP:Iteration 29Q (58.579855 sec): 3 clusters Score: Raw -43900.096036 + Penalty 822.099867 = -43077.996169 nChanged 4 SP:Iteration 30F (58.582045 sec): 3 clusters Score: Raw -43901.431058 + Penalty 823.223027 = -43078.208031 nChanged 4 SP:Iteration 31Q (58.583770 sec): 3 clusters Score: Raw -43902.382596 + Penalty 823.728664 = -43078.653932 nChanged 6 SP:Iteration 32Q (58.585463 sec): 3 clusters Score: Raw -43904.150480 + Penalty 821.238019 = -43082.912460 nChanged 8 SP:Iteration 33Q (58.587157 sec): 3 clusters Score: Raw -43906.476253 + Penalty 822.007717 = -43084.468536 nChanged 7 SP:Iteration 34Q (58.588843 sec): 3 clusters Score: Raw -43908.614623 + Penalty 822.993435 = -43085.621187 nChanged 4 SP:Iteration 35Q (58.590595 sec): 3 clusters Score: Raw -43910.345389 + Penalty 823.122495 = -43087.222894 nChanged 7 SP:Iteration 36Q (58.592310 sec): 3 clusters Score: Raw -43913.110590 + Penalty 825.560194 = -43087.550396 nChanged 3 SP:Iteration 37Q (58.594071 sec): 3 clusters Score: Raw -43914.053200 + Penalty 826.052874 = -43088.000326 nChanged 4 SP:Iteration 38Q (58.595861 sec): 3 clusters Score: Raw -43914.720461 + Penalty 826.575412 = -43088.145049 nChanged 2 SP:Iteration 39Q (58.597843 sec): 3 clusters Score: Raw -43915.157940 + Penalty 827.666553 = -43087.491388 nChanged 4 SP:Iteration 40F (58.599763 sec): 3 clusters Score: Raw -43916.311149 + Penalty 827.960620 = -43088.350529 nChanged 3 SP:Iteration 41Q (58.601420 sec): 3 clusters Score: Raw -43917.254648 + Penalty 825.467572 = -43091.787076 nChanged 3 SP:Iteration 42Q (58.603075 sec): 3 clusters Score: Raw -43918.296364 + Penalty 825.378686 = -43092.917677 nChanged 4 SP:Iteration 43Q (58.604762 sec): 3 clusters Score: Raw -43919.351775 + Penalty 827.237791 = -43092.113984 nChanged 6 SP:Iteration 44F (58.606660 sec): 3 clusters Score: Raw -43920.463062 + Penalty 828.382699 = -43092.080363 nChanged 3 SP:Iteration 45F (58.608528 sec): 3 clusters Score: Raw -43920.871118 + Penalty 828.872200 = -43091.998918 nChanged 1 SP:Iteration 46F (58.610387 sec): 3 clusters Score: Raw -43921.172803 + Penalty 829.476023 = -43091.696780 nChanged 2 SP:Iteration 47F (58.612249 sec): 3 clusters Score: Raw -43921.461987 + Penalty 829.661833 = -43091.800153 nChanged 1 SP:Iteration 48Q (58.613883 sec): 3 clusters Score: Raw -43921.623564 + Penalty 829.947240 = -43091.676323 nChanged 1 SP:Iteration 49F (58.615818 sec): 3 clusters Score: Raw -43921.814021 + Penalty 829.022381 = -43092.791640 nChanged 2 SP:Iteration 50F (58.617690 sec): 3 clusters Score: Raw -43922.354271 + Penalty 828.521549 = -43093.832722 nChanged 3 SP:Iteration 51Q (58.619321 sec): 3 clusters Score: Raw -43923.708592 + Penalty 829.332654 = -43094.375938 nChanged 1 SP:Iteration 52Q (58.620953 sec): 3 clusters Score: Raw -43923.843341 + Penalty 829.991890 = -43093.851451 nChanged 1 SP:Iteration 53F (58.622912 sec): 3 clusters Score: Raw -43923.894613 + Penalty 829.991890 = -43093.902724 nChanged 0 Memory request: 0.03 GB would take us to total of 0.29 GB. Trying to split cluster 8 (6886 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.654700 sec): 2 clusters Score: Raw -293180.868986 + Penalty 300.786786 = -292880.082200 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.667620 sec): 3 clusters Score: Raw -288574.784316 + Penalty 573.651200 = -288001.133116 nChanged 3159 SP:Iteration 1F (58.680348 sec): 3 clusters Score: Raw -290631.460763 + Penalty 552.948988 = -290078.511775 nChanged 1402 SP:Iteration 2F (58.693264 sec): 3 clusters Score: Raw -292043.008894 + Penalty 586.489978 = -291456.518915 nChanged 675 SP:Iteration 3F (58.705444 sec): 3 clusters Score: Raw -292789.823605 + Penalty 653.466861 = -292136.356744 nChanged 264 SP:Iteration 4Q (58.717191 sec): 3 clusters Score: Raw -293096.526432 + Penalty 764.414240 = -292332.112192 nChanged 74 SP:Iteration 5Q (58.727773 sec): 3 clusters Score: Raw -293186.048211 + Penalty 884.318865 = -292301.729346 nChanged 13 SP:Iteration 6F (58.740077 sec): 3 clusters Score: Raw -293207.272022 + Penalty 941.862815 = -292265.409207 nChanged 2 SP:Iteration 7F (58.752429 sec): 3 clusters Score: Raw -293212.576951 + Penalty 978.565500 = -292234.011451 nChanged 1 SP:Iteration 8F (58.764834 sec): 3 clusters Score: Raw -293218.497953 + Penalty 971.715890 = -292246.782063 nChanged 1 SP:Iteration 9Q (58.774406 sec): 3 clusters Score: Raw -293223.134693 + Penalty 971.715890 = -292251.418803 nChanged 0 SP:Iteration 10F (58.786877 sec): 3 clusters Score: Raw -293223.134693 + Penalty 971.715890 = -292251.418803 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 9 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.792671 sec): 2 clusters Score: Raw -1424.445548 + Penalty 357.161079 = -1067.284469 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.792957 sec): 3 clusters Score: Raw -1435.102553 + Penalty 716.947175 = -718.155378 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 10 (354 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.794464 sec): 2 clusters Score: Raw -17033.961878 + Penalty 565.473763 = -16468.488115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.795330 sec): 3 clusters Score: Raw -16888.830910 + Penalty 1137.741287 = -15751.089623 nChanged 78 SP:Iteration 1F (58.796183 sec): 3 clusters Score: Raw -16950.955427 + Penalty 1143.861965 = -15807.093463 nChanged 28 SP:Iteration 2F (58.797023 sec): 3 clusters Score: Raw -16974.187706 + Penalty 1145.645712 = -15828.541995 nChanged 12 SP:Iteration 3Q (58.797840 sec): 3 clusters Score: Raw -16987.869356 + Penalty 1145.750851 = -15842.118505 nChanged 9 SP:Iteration 4Q (58.798657 sec): 3 clusters Score: Raw -16996.597578 + Penalty 1147.144013 = -15849.453565 nChanged 7 SP:Iteration 5Q (58.799492 sec): 3 clusters Score: Raw -17005.210980 + Penalty 1148.671679 = -15856.539301 nChanged 6 SP:Iteration 6Q (58.800309 sec): 3 clusters Score: Raw -17013.675833 + Penalty 1151.412271 = -15862.263563 nChanged 6 SP:Iteration 7Q (58.801124 sec): 3 clusters Score: Raw -17021.341879 + Penalty 1153.567215 = -15867.774664 nChanged 6 SP:Iteration 8Q (58.801942 sec): 3 clusters Score: Raw -17026.760600 + Penalty 1156.104800 = -15870.655800 nChanged 4 SP:Iteration 9Q (58.802753 sec): 3 clusters Score: Raw -17031.108660 + Penalty 1158.714561 = -15872.394100 nChanged 3 SP:Iteration 10F (58.803572 sec): 3 clusters Score: Raw -17034.709978 + Penalty 1162.287906 = -15872.422072 nChanged 5 SP:Iteration 11Q (58.804384 sec): 3 clusters Score: Raw -17041.419084 + Penalty 1165.677463 = -15875.741621 nChanged 3 SP:Iteration 12Q (58.805195 sec): 3 clusters Score: Raw -17046.624353 + Penalty 1167.917719 = -15878.706634 nChanged 4 SP:Iteration 13Q (58.806035 sec): 3 clusters Score: Raw -17051.322381 + Penalty 1170.160757 = -15881.161625 nChanged 1 SP:Iteration 14Q (58.806838 sec): 3 clusters Score: Raw -17052.019749 + Penalty 1170.160757 = -15881.858992 nChanged 0 SP:Iteration 15F (58.807658 sec): 3 clusters Score: Raw -17052.019749 + Penalty 1170.160757 = -15881.858992 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 11 (901 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.810670 sec): 2 clusters Score: Raw -46554.262162 + Penalty 1001.814239 = -45552.447924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.812483 sec): 3 clusters Score: Raw -46239.141360 + Penalty 2003.351299 = -44235.790062 nChanged 253 SP:Iteration 1F (58.814216 sec): 3 clusters Score: Raw -46420.746467 + Penalty 2005.249426 = -44415.497041 nChanged 54 SP:Iteration 2F (58.815951 sec): 3 clusters Score: Raw -46463.765375 + Penalty 2005.597093 = -44458.168282 nChanged 33 SP:Iteration 3Q (58.817675 sec): 3 clusters Score: Raw -46491.822839 + Penalty 2005.949782 = -44485.873057 nChanged 30 SP:Iteration 4Q (58.819394 sec): 3 clusters Score: Raw -46517.726252 + Penalty 2008.996329 = -44508.729923 nChanged 25 SP:Iteration 5Q (58.821109 sec): 3 clusters Score: Raw -46542.282758 + Penalty 2010.317781 = -44531.964977 nChanged 18 SP:Iteration 6Q (58.822859 sec): 3 clusters Score: Raw -46560.289963 + Penalty 2012.819529 = -44547.470434 nChanged 11 SP:Iteration 7Q (58.824618 sec): 3 clusters Score: Raw -46571.985428 + Penalty 2015.052546 = -44556.932882 nChanged 11 SP:Iteration 8Q (58.826372 sec): 3 clusters Score: Raw -46582.275813 + Penalty 2016.632406 = -44565.643407 nChanged 8 SP:Iteration 9Q (58.828087 sec): 3 clusters Score: Raw -46590.348067 + Penalty 2018.283172 = -44572.064895 nChanged 5 SP:Iteration 10F (58.829817 sec): 3 clusters Score: Raw -46593.695776 + Penalty 2018.399292 = -44575.296484 nChanged 3 SP:Iteration 11Q (58.831498 sec): 3 clusters Score: Raw -46595.202071 + Penalty 2018.775211 = -44576.426860 nChanged 3 SP:Iteration 12Q (58.834432 sec): 3 clusters Score: Raw -46597.556179 + Penalty 2018.862276 = -44578.693904 nChanged 3 SP:Iteration 13Q (58.837020 sec): 3 clusters Score: Raw -46599.501936 + Penalty 2018.823852 = -44580.678084 nChanged 3 SP:Iteration 14Q (58.839117 sec): 3 clusters Score: Raw -46601.796150 + Penalty 2018.823852 = -44582.972298 nChanged 0 SP:Iteration 15F (58.840846 sec): 3 clusters Score: Raw -46601.796150 + Penalty 2018.823852 = -44582.972298 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 12 (476 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.842698 sec): 2 clusters Score: Raw -21039.294046 + Penalty 314.846595 = -20724.447451 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.843744 sec): 3 clusters Score: Raw -20781.069903 + Penalty 636.536456 = -20144.533448 nChanged 162 SP:Iteration 1F (58.844770 sec): 3 clusters Score: Raw -20894.129069 + Penalty 644.826375 = -20249.302694 nChanged 41 SP:Iteration 2F (58.845793 sec): 3 clusters Score: Raw -20923.459497 + Penalty 648.788186 = -20274.671311 nChanged 29 SP:Iteration 3F (58.846814 sec): 3 clusters Score: Raw -20944.261781 + Penalty 649.675177 = -20294.586604 nChanged 16 SP:Iteration 4Q (58.847831 sec): 3 clusters Score: Raw -20952.663642 + Penalty 650.876642 = -20301.787001 nChanged 10 SP:Iteration 5Q (58.848846 sec): 3 clusters Score: Raw -20961.827100 + Penalty 651.683423 = -20310.143677 nChanged 19 SP:Iteration 6Q (58.849859 sec): 3 clusters Score: Raw -20978.461352 + Penalty 652.000109 = -20326.461243 nChanged 19 SP:Iteration 7Q (58.850869 sec): 3 clusters Score: Raw -20992.213134 + Penalty 652.007084 = -20340.206050 nChanged 12 SP:Iteration 8Q (58.851876 sec): 3 clusters Score: Raw -21003.778361 + Penalty 653.235366 = -20350.542995 nChanged 9 SP:Iteration 9Q (58.852876 sec): 3 clusters Score: Raw -21014.909705 + Penalty 651.879070 = -20363.030635 nChanged 9 SP:Iteration 10F (58.853929 sec): 3 clusters Score: Raw -21021.994047 + Penalty 649.168802 = -20372.825245 nChanged 7 SP:Iteration 11Q (58.854902 sec): 3 clusters Score: Raw -21025.507455 + Penalty 648.988047 = -20376.519408 nChanged 2 SP:Iteration 12Q (58.855866 sec): 3 clusters Score: Raw -21026.113689 + Penalty 648.988047 = -20377.125641 nChanged 0 SP:Iteration 13F (58.856914 sec): 3 clusters Score: Raw -21026.113689 + Penalty 648.988047 = -20377.125641 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 14 (879 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.859824 sec): 2 clusters Score: Raw -36169.072082 + Penalty 282.841743 = -35886.230339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.861569 sec): 3 clusters Score: Raw -35696.202796 + Penalty 609.876171 = -35086.326625 nChanged 360 SP:Iteration 1F (58.863268 sec): 3 clusters Score: Raw -36079.279369 + Penalty 647.430737 = -35431.848632 nChanged 110 SP:Iteration 2F (58.864967 sec): 3 clusters Score: Raw -36184.226002 + Penalty 673.298842 = -35510.927161 nChanged 51 SP:Iteration 3F (58.866713 sec): 3 clusters Score: Raw -36238.623113 + Penalty 704.540826 = -35534.082287 nChanged 39 SP:Iteration 4Q (58.868423 sec): 3 clusters Score: Raw -36273.331746 + Penalty 723.466715 = -35549.865031 nChanged 22 SP:Iteration 5Q (58.870089 sec): 3 clusters Score: Raw -36290.443462 + Penalty 736.642775 = -35553.800687 nChanged 9 SP:Iteration 6Q (58.871772 sec): 3 clusters Score: Raw -36295.141013 + Penalty 747.399769 = -35547.741244 nChanged 6 SP:Iteration 7F (58.873513 sec): 3 clusters Score: Raw -36300.553865 + Penalty 757.144234 = -35543.409631 nChanged 5 SP:Iteration 8F (58.875252 sec): 3 clusters Score: Raw -36311.120718 + Penalty 758.395100 = -35552.725619 nChanged 3 SP:Iteration 9Q (58.876872 sec): 3 clusters Score: Raw -36315.305316 + Penalty 758.395100 = -35556.910216 nChanged 0 SP:Iteration 10F (58.878622 sec): 3 clusters Score: Raw -36315.305316 + Penalty 758.395100 = -35556.910216 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 15 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.879157 sec): 2 clusters Score: Raw -664.916986 + Penalty 200.691394 = -464.225593 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.879404 sec): 3 clusters Score: Raw -682.302195 + Penalty 404.838994 = -277.463202 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 16 (574 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.881453 sec): 2 clusters Score: Raw -18902.696921 + Penalty 952.627044 = -17950.069877 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.882732 sec): 3 clusters Score: Raw -18838.523652 + Penalty 1905.242714 = -16933.280937 nChanged 150 SP:Iteration 1F (58.883985 sec): 3 clusters Score: Raw -19122.739329 + Penalty 1905.652737 = -17217.086592 nChanged 54 SP:Iteration 2F (58.885220 sec): 3 clusters Score: Raw -19243.572991 + Penalty 1905.755970 = -17337.817021 nChanged 25 SP:Iteration 3Q (58.886353 sec): 3 clusters Score: Raw -19282.542044 + Penalty 1906.149216 = -17376.392827 nChanged 9 SP:Iteration 4Q (58.887494 sec): 3 clusters Score: Raw -19295.125941 + Penalty 1906.297367 = -17388.828574 nChanged 6 SP:Iteration 5Q (58.888614 sec): 3 clusters Score: Raw -19301.553313 + Penalty 1905.961266 = -17395.592047 nChanged 5 SP:Iteration 6Q (58.889745 sec): 3 clusters Score: Raw -19311.135293 + Penalty 1905.597313 = -17405.537980 nChanged 9 SP:Iteration 7Q (58.890869 sec): 3 clusters Score: Raw -19332.249013 + Penalty 1905.312213 = -17426.936800 nChanged 7 SP:Iteration 8Q (58.891994 sec): 3 clusters Score: Raw -19356.174447 + Penalty 1905.098168 = -17451.076279 nChanged 9 SP:Iteration 9Q (58.893115 sec): 3 clusters Score: Raw -19387.403211 + Penalty 1905.068781 = -17482.334431 nChanged 10 SP:Iteration 10F (58.894306 sec): 3 clusters Score: Raw -19409.615985 + Penalty 1905.253759 = -17504.362226 nChanged 9 SP:Iteration 11Q (58.895437 sec): 3 clusters Score: Raw -19420.389827 + Penalty 1905.568805 = -17514.821022 nChanged 5 SP:Iteration 12Q (58.896530 sec): 3 clusters Score: Raw -19428.480910 + Penalty 1905.520583 = -17522.960328 nChanged 2 SP:Iteration 13Q (58.897620 sec): 3 clusters Score: Raw -19430.561052 + Penalty 1905.601978 = -17524.959074 nChanged 1 SP:Iteration 14Q (58.898707 sec): 3 clusters Score: Raw -19431.438577 + Penalty 1905.647005 = -17525.791573 nChanged 2 SP:Iteration 15Q (58.899795 sec): 3 clusters Score: Raw -19434.018033 + Penalty 1905.619656 = -17528.398377 nChanged 2 SP:Iteration 16Q (58.900883 sec): 3 clusters Score: Raw -19435.916508 + Penalty 1905.649006 = -17530.267502 nChanged 1 SP:Iteration 17Q (58.901970 sec): 3 clusters Score: Raw -19439.068997 + Penalty 1905.444028 = -17533.624969 nChanged 1 SP:Iteration 18Q (58.903055 sec): 3 clusters Score: Raw -19440.445796 + Penalty 1905.444028 = -17535.001767 nChanged 0 SP:Iteration 19F (58.904246 sec): 3 clusters Score: Raw -19440.445796 + Penalty 1905.444028 = -17535.001767 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 17 (196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.905323 sec): 2 clusters Score: Raw -8753.510313 + Penalty 691.250473 = -8062.259840 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.905875 sec): 3 clusters Score: Raw -8767.509183 + Penalty 1383.586063 = -7383.923120 nChanged 25 SP:Iteration 1F (58.906430 sec): 3 clusters Score: Raw -8813.801057 + Penalty 1384.670909 = -7429.130148 nChanged 7 SP:Iteration 2Q (58.906976 sec): 3 clusters Score: Raw -8830.362972 + Penalty 1385.302577 = -7445.060395 nChanged 2 SP:Iteration 3Q (58.907528 sec): 3 clusters Score: Raw -8834.378375 + Penalty 1386.301778 = -7448.076597 nChanged 3 SP:Iteration 4Q (58.908065 sec): 3 clusters Score: Raw -8841.536292 + Penalty 1386.431636 = -7455.104656 nChanged 2 SP:Iteration 5Q (58.908601 sec): 3 clusters Score: Raw -8843.542789 + Penalty 1386.431636 = -7457.111154 nChanged 0 SP:Iteration 6F (58.909164 sec): 3 clusters Score: Raw -8843.542789 + Penalty 1386.431636 = -7457.111154 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 18 (282 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.910395 sec): 2 clusters Score: Raw -14547.943731 + Penalty 735.122899 = -13812.820832 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.911105 sec): 3 clusters Score: Raw -14497.223073 + Penalty 1469.730741 = -13027.492332 nChanged 48 SP:Iteration 1F (58.911798 sec): 3 clusters Score: Raw -14569.128318 + Penalty 1470.416528 = -13098.711790 nChanged 12 SP:Iteration 2Q (58.912479 sec): 3 clusters Score: Raw -14595.818557 + Penalty 1470.589853 = -13125.228704 nChanged 5 SP:Iteration 3Q (58.913154 sec): 3 clusters Score: Raw -14601.742446 + Penalty 1470.754283 = -13130.988162 nChanged 1 SP:Iteration 4Q (58.913828 sec): 3 clusters Score: Raw -14602.427285 + Penalty 1470.754283 = -13131.673001 nChanged 0 SP:Iteration 5F (58.914515 sec): 3 clusters Score: Raw -14602.427285 + Penalty 1470.754283 = -13131.673001 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 19 (603 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.916712 sec): 2 clusters Score: Raw -30206.337079 + Penalty 463.804239 = -29742.532840 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.917978 sec): 3 clusters Score: Raw -29900.183116 + Penalty 928.049181 = -28972.133935 nChanged 200 SP:Iteration 1F (58.919220 sec): 3 clusters Score: Raw -30024.314189 + Penalty 932.388526 = -29091.925662 nChanged 55 SP:Iteration 2F (58.920460 sec): 3 clusters Score: Raw -30058.401449 + Penalty 935.619466 = -29122.781984 nChanged 32 SP:Iteration 3F (58.921705 sec): 3 clusters Score: Raw -30087.122345 + Penalty 938.527388 = -29148.594957 nChanged 30 SP:Iteration 4Q (58.922974 sec): 3 clusters Score: Raw -30111.979300 + Penalty 942.639864 = -29169.339436 nChanged 26 SP:Iteration 5Q (58.924306 sec): 3 clusters Score: Raw -30141.551023 + Penalty 945.563787 = -29195.987235 nChanged 25 SP:Iteration 6Q (58.925571 sec): 3 clusters Score: Raw -30172.117527 + Penalty 948.598136 = -29223.519390 nChanged 24 SP:Iteration 7Q (58.926821 sec): 3 clusters Score: Raw -30186.885262 + Penalty 950.419858 = -29236.465404 nChanged 12 SP:Iteration 8Q (58.928055 sec): 3 clusters Score: Raw -30192.271447 + Penalty 951.976543 = -29240.294904 nChanged 6 SP:Iteration 9Q (58.929253 sec): 3 clusters Score: Raw -30195.194397 + Penalty 951.797305 = -29243.397092 nChanged 6 SP:Iteration 10F (58.930492 sec): 3 clusters Score: Raw -30198.174107 + Penalty 952.867249 = -29245.306859 nChanged 4 SP:Iteration 11Q (58.931687 sec): 3 clusters Score: Raw -30199.781516 + Penalty 953.886062 = -29245.895454 nChanged 4 SP:Iteration 12Q (58.932879 sec): 3 clusters Score: Raw -30201.343294 + Penalty 954.660108 = -29246.683186 nChanged 3 SP:Iteration 13Q (58.934065 sec): 3 clusters Score: Raw -30203.570214 + Penalty 954.926096 = -29248.644117 nChanged 2 SP:Iteration 14Q (58.935246 sec): 3 clusters Score: Raw -30204.061876 + Penalty 954.902453 = -29249.159422 nChanged 1 SP:Iteration 15Q (58.936426 sec): 3 clusters Score: Raw -30204.550664 + Penalty 954.677050 = -29249.873615 nChanged 1 SP:Iteration 16Q (58.937608 sec): 3 clusters Score: Raw -30204.912814 + Penalty 954.057303 = -29250.855511 nChanged 1 SP:Iteration 17Q (58.938786 sec): 3 clusters Score: Raw -30205.102376 + Penalty 954.954487 = -29250.147890 nChanged 1 SP:Iteration 18F (58.940030 sec): 3 clusters Score: Raw -30205.209279 + Penalty 954.954487 = -29250.254793 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 20 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.940675 sec): 2 clusters Score: Raw -2839.057274 + Penalty 481.639796 = -2357.417478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.940994 sec): 3 clusters Score: Raw -2925.444442 + Penalty 963.279592 = -1962.164850 nChanged 3 SP:Iteration 1Q (58.941296 sec): 3 clusters Score: Raw -2939.858286 + Penalty 963.279592 = -1976.578694 nChanged 0 SP:Iteration 2F (58.941624 sec): 3 clusters Score: Raw -2939.858286 + Penalty 963.279592 = -1976.578694 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 21 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.942158 sec): 2 clusters Score: Raw -772.971684 + Penalty 251.107649 = -521.864035 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.942397 sec): 3 clusters Score: Raw -804.611889 + Penalty 502.692377 = -301.919512 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 22 (259 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.943557 sec): 2 clusters Score: Raw -10996.501851 + Penalty 769.920300 = -10226.581550 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.944213 sec): 3 clusters Score: Raw -10966.445328 + Penalty 1540.226191 = -9426.219137 nChanged 45 SP:Iteration 1F (58.944863 sec): 3 clusters Score: Raw -11035.967558 + Penalty 1540.759978 = -9495.207579 nChanged 10 SP:Iteration 2Q (58.945502 sec): 3 clusters Score: Raw -11065.884089 + Penalty 1541.137038 = -9524.747051 nChanged 5 SP:Iteration 3Q (58.946134 sec): 3 clusters Score: Raw -11078.440897 + Penalty 1542.085305 = -9536.355591 nChanged 5 SP:Iteration 4Q (58.946762 sec): 3 clusters Score: Raw -11088.834447 + Penalty 1541.660722 = -9547.173726 nChanged 2 SP:Iteration 5Q (58.947387 sec): 3 clusters Score: Raw -11091.700572 + Penalty 1541.660722 = -9550.039851 nChanged 0 SP:Iteration 6F (58.948036 sec): 3 clusters Score: Raw -11091.700572 + Penalty 1541.660722 = -9550.039851 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 23 (563 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.949989 sec): 2 clusters Score: Raw -22069.329297 + Penalty 947.956977 = -21121.372321 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.951176 sec): 3 clusters Score: Raw -21922.810673 + Penalty 1896.253847 = -20026.556826 nChanged 141 SP:Iteration 1F (58.952349 sec): 3 clusters Score: Raw -22106.224144 + Penalty 1895.932735 = -20210.291409 nChanged 37 SP:Iteration 2F (58.953496 sec): 3 clusters Score: Raw -22149.721662 + Penalty 1895.806614 = -20253.915048 nChanged 14 SP:Iteration 3Q (58.954621 sec): 3 clusters Score: Raw -22167.602882 + Penalty 1895.790592 = -20271.812290 nChanged 7 SP:Iteration 4Q (58.955766 sec): 3 clusters Score: Raw -22176.259562 + Penalty 1895.882740 = -20280.376822 nChanged 3 SP:Iteration 5Q (58.956944 sec): 3 clusters Score: Raw -22178.093145 + Penalty 1895.937237 = -20282.155907 nChanged 3 SP:Iteration 6Q (58.958146 sec): 3 clusters Score: Raw -22181.545088 + Penalty 1895.927963 = -20285.617126 nChanged 1 SP:Iteration 7Q (58.959341 sec): 3 clusters Score: Raw -22185.010389 + Penalty 1895.938188 = -20289.072201 nChanged 3 SP:Iteration 8Q (58.960529 sec): 3 clusters Score: Raw -22188.575466 + Penalty 1895.935154 = -20292.640312 nChanged 2 SP:Iteration 9Q (58.961667 sec): 3 clusters Score: Raw -22191.040167 + Penalty 1895.926096 = -20295.114072 nChanged 1 SP:Iteration 10F (58.962831 sec): 3 clusters Score: Raw -22191.489155 + Penalty 1895.926096 = -20295.563059 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 24 (289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.964065 sec): 2 clusters Score: Raw -13079.714063 + Penalty 478.486078 = -12601.227986 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.964778 sec): 3 clusters Score: Raw -12981.946455 + Penalty 955.164065 = -12026.782390 nChanged 77 SP:Iteration 1F (58.965481 sec): 3 clusters Score: Raw -13049.013693 + Penalty 954.510314 = -12094.503379 nChanged 19 SP:Iteration 2F (58.966183 sec): 3 clusters Score: Raw -13063.501801 + Penalty 954.701682 = -12108.800119 nChanged 4 SP:Iteration 3Q (58.966876 sec): 3 clusters Score: Raw -13068.816662 + Penalty 955.329752 = -12113.486910 nChanged 4 SP:Iteration 4Q (58.967568 sec): 3 clusters Score: Raw -13074.099017 + Penalty 957.128339 = -12116.970679 nChanged 6 SP:Iteration 5Q (58.968261 sec): 3 clusters Score: Raw -13080.508761 + Penalty 957.769321 = -12122.739440 nChanged 2 SP:Iteration 6Q (58.968952 sec): 3 clusters Score: Raw -13081.241681 + Penalty 957.769321 = -12123.472361 nChanged 0 SP:Iteration 7F (58.969657 sec): 3 clusters Score: Raw -13081.241681 + Penalty 957.769321 = -12123.472361 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 25 (187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.970600 sec): 2 clusters Score: Raw -7928.473619 + Penalty 537.123070 = -7391.350549 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.971136 sec): 3 clusters Score: Raw -7930.924950 + Penalty 1069.085924 = -6861.839026 nChanged 41 SP:Iteration 1F (58.971667 sec): 3 clusters Score: Raw -8004.713051 + Penalty 1067.696228 = -6937.016823 nChanged 8 SP:Iteration 2Q (58.972174 sec): 3 clusters Score: Raw -8013.718926 + Penalty 1064.373320 = -6949.345606 nChanged 6 SP:Iteration 3Q (58.972683 sec): 3 clusters Score: Raw -8020.893725 + Penalty 1065.742055 = -6955.151669 nChanged 8 SP:Iteration 4Q (58.973201 sec): 3 clusters Score: Raw -8043.987966 + Penalty 1065.785009 = -6978.202958 nChanged 6 SP:Iteration 5Q (58.973717 sec): 3 clusters Score: Raw -8050.733032 + Penalty 1066.020337 = -6984.712695 nChanged 1 SP:Iteration 6Q (58.974236 sec): 3 clusters Score: Raw -8054.032701 + Penalty 1066.020337 = -6988.012364 nChanged 0 SP:Iteration 7F (58.974769 sec): 3 clusters Score: Raw -8054.032701 + Penalty 1066.020337 = -6988.012364 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 26 (719 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.977292 sec): 2 clusters Score: Raw -35713.724523 + Penalty 1010.184599 = -34703.539925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.978761 sec): 3 clusters Score: Raw -35500.889150 + Penalty 2019.881081 = -33481.008069 nChanged 180 SP:Iteration 1F (58.980221 sec): 3 clusters Score: Raw -35694.566916 + Penalty 2019.385129 = -33675.181787 nChanged 56 SP:Iteration 2F (58.981686 sec): 3 clusters Score: Raw -35776.207434 + Penalty 2019.064990 = -33757.142443 nChanged 33 SP:Iteration 3Q (58.983111 sec): 3 clusters Score: Raw -35820.168233 + Penalty 2018.625375 = -33801.542858 nChanged 18 SP:Iteration 4Q (58.984610 sec): 3 clusters Score: Raw -35842.872225 + Penalty 2018.010438 = -33824.861787 nChanged 18 SP:Iteration 5Q (58.986089 sec): 3 clusters Score: Raw -35868.130971 + Penalty 2017.607055 = -33850.523917 nChanged 15 SP:Iteration 6Q (58.987499 sec): 3 clusters Score: Raw -35886.906530 + Penalty 2017.588812 = -33869.317717 nChanged 17 SP:Iteration 7Q (58.988877 sec): 3 clusters Score: Raw -35911.685398 + Penalty 2017.722193 = -33893.963205 nChanged 14 SP:Iteration 8Q (58.990322 sec): 3 clusters Score: Raw -35940.914878 + Penalty 2017.975333 = -33922.939545 nChanged 20 SP:Iteration 9Q (58.991714 sec): 3 clusters Score: Raw -35990.688890 + Penalty 2018.463115 = -33972.225775 nChanged 23 SP:Iteration 10F (58.993164 sec): 3 clusters Score: Raw -36077.167688 + Penalty 2018.999319 = -34058.168369 nChanged 26 SP:Iteration 11Q (58.994494 sec): 3 clusters Score: Raw -36240.499828 + Penalty 2018.828063 = -34221.671765 nChanged 28 SP:Iteration 12Q (58.995764 sec): 3 clusters Score: Raw -36405.312725 + Penalty 2017.724442 = -34387.588283 nChanged 31 SP:Iteration 13Q (58.997045 sec): 3 clusters Score: Raw -36475.222008 + Penalty 2016.691347 = -34458.530661 nChanged 14 SP:Iteration 14Q (58.998301 sec): 3 clusters Score: Raw -36502.589942 + Penalty 2016.239891 = -34486.350051 nChanged 6 SP:Iteration 15Q (58.999524 sec): 3 clusters Score: Raw -36512.936305 + Penalty 2016.026242 = -34496.910063 nChanged 2 SP:Iteration 16Q (59.000742 sec): 3 clusters Score: Raw -36523.445554 + Penalty 2015.803927 = -34507.641626 nChanged 4 SP:Iteration 17Q (59.001965 sec): 3 clusters Score: Raw -36532.367785 + Penalty 2015.810611 = -34516.557175 nChanged 1 SP:Iteration 18Q (59.003159 sec): 3 clusters Score: Raw -36533.582792 + Penalty 2015.810611 = -34517.772181 nChanged 0 SP:Iteration 19F (59.004598 sec): 3 clusters Score: Raw -36533.582792 + Penalty 2015.810611 = -34517.772181 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 27 (43 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.005213 sec): 2 clusters Score: Raw -1866.725868 + Penalty 436.882029 = -1429.843839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.005509 sec): 3 clusters Score: Raw -1935.949117 + Penalty 874.177585 = -1061.771532 nChanged 1 SP:Iteration 1Q (59.005785 sec): 3 clusters Score: Raw -1947.559336 + Penalty 874.177585 = -1073.381750 nChanged 0 SP:Iteration 2F (59.006069 sec): 3 clusters Score: Raw -1947.559336 + Penalty 874.177585 = -1073.381750 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 28 (224 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.007143 sec): 2 clusters Score: Raw -12151.272879 + Penalty 506.945392 = -11644.327488 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.007744 sec): 3 clusters Score: Raw -12062.695496 + Penalty 1010.680410 = -11052.015087 nChanged 49 SP:Iteration 1F (59.008335 sec): 3 clusters Score: Raw -12119.357913 + Penalty 1010.452045 = -11108.905868 nChanged 16 SP:Iteration 2F (59.008934 sec): 3 clusters Score: Raw -12141.945660 + Penalty 1010.420534 = -11131.525126 nChanged 5 SP:Iteration 3Q (59.009519 sec): 3 clusters Score: Raw -12148.585287 + Penalty 1010.276341 = -11138.308946 nChanged 1 SP:Iteration 4Q (59.010131 sec): 3 clusters Score: Raw -12149.661800 + Penalty 1010.276341 = -11139.385459 nChanged 0 SP:Iteration 5F (59.010721 sec): 3 clusters Score: Raw -12149.661800 + Penalty 1010.276341 = -11139.385459 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 29 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.011267 sec): 2 clusters Score: Raw -1291.501914 + Penalty 303.435247 = -988.066667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.011533 sec): 3 clusters Score: Raw -1319.955930 + Penalty 604.785044 = -715.170887 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 30 (274 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.014318 sec): 2 clusters Score: Raw -12410.392965 + Penalty 715.960368 = -11694.432597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.015749 sec): 3 clusters Score: Raw -12403.101312 + Penalty 1434.705299 = -10968.396013 nChanged 50 SP:Iteration 1F (59.017151 sec): 3 clusters Score: Raw -12484.651618 + Penalty 1433.112108 = -11051.539511 nChanged 9 SP:Iteration 2Q (59.018482 sec): 3 clusters Score: Raw -12498.914371 + Penalty 1432.900827 = -11066.013544 nChanged 3 SP:Iteration 3Q (59.019550 sec): 3 clusters Score: Raw -12510.221902 + Penalty 1432.615773 = -11077.606129 nChanged 1 SP:Iteration 4Q (59.020612 sec): 3 clusters Score: Raw -12512.803965 + Penalty 1433.047448 = -11079.756516 nChanged 1 SP:Iteration 5Q (59.021678 sec): 3 clusters Score: Raw -12513.943918 + Penalty 1433.532211 = -11080.411707 nChanged 1 SP:Iteration 6Q (59.022690 sec): 3 clusters Score: Raw -12515.905847 + Penalty 1433.532211 = -11082.373636 nChanged 0 SP:Iteration 7F (59.023645 sec): 3 clusters Score: Raw -12515.905847 + Penalty 1433.532211 = -11082.373636 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 34 (263 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.025116 sec): 2 clusters Score: Raw -11932.357627 + Penalty 360.335816 = -11572.021810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.025814 sec): 3 clusters Score: Raw -11821.325339 + Penalty 718.210946 = -11103.114393 nChanged 81 SP:Iteration 1F (59.026502 sec): 3 clusters Score: Raw -11877.291930 + Penalty 717.476240 = -11159.815690 nChanged 20 SP:Iteration 2F (59.027191 sec): 3 clusters Score: Raw -11889.872338 + Penalty 718.956764 = -11170.915573 nChanged 9 SP:Iteration 3Q (59.027885 sec): 3 clusters Score: Raw -11898.496054 + Penalty 717.998257 = -11180.497797 nChanged 5 SP:Iteration 4Q (59.028689 sec): 3 clusters Score: Raw -11904.572654 + Penalty 717.555063 = -11187.017592 nChanged 3 SP:Iteration 5Q (59.029469 sec): 3 clusters Score: Raw -11905.511053 + Penalty 717.555063 = -11187.955990 nChanged 0 SP:Iteration 6F (59.030210 sec): 3 clusters Score: Raw -11905.511053 + Penalty 717.555063 = -11187.955990 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 35 (62 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.030873 sec): 2 clusters Score: Raw -2448.496229 + Penalty 394.356010 = -2054.140218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.031205 sec): 3 clusters Score: Raw -2485.526356 + Penalty 790.244098 = -1695.282258 nChanged 7 SP:Iteration 1F (59.031530 sec): 3 clusters Score: Raw -2507.994654 + Penalty 790.945427 = -1717.049227 nChanged 1 SP:Iteration 2Q (59.031840 sec): 3 clusters Score: Raw -2511.200658 + Penalty 790.945427 = -1720.255231 nChanged 0 SP:Iteration 3F (59.032165 sec): 3 clusters Score: Raw -2511.200658 + Penalty 790.945427 = -1720.255231 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 36 (669 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.034524 sec): 2 clusters Score: Raw -31556.824572 + Penalty 890.434225 = -30666.390347 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.035969 sec): 3 clusters Score: Raw -31331.999059 + Penalty 1780.486787 = -29551.512272 nChanged 188 SP:Iteration 1F (59.037347 sec): 3 clusters Score: Raw -31485.987973 + Penalty 1780.958647 = -29705.029326 nChanged 42 SP:Iteration 2F (59.038735 sec): 3 clusters Score: Raw -31536.052669 + Penalty 1782.112914 = -29753.939754 nChanged 23 SP:Iteration 3Q (59.040113 sec): 3 clusters Score: Raw -31566.092487 + Penalty 1782.230839 = -29783.861649 nChanged 14 SP:Iteration 4Q (59.041475 sec): 3 clusters Score: Raw -31580.625259 + Penalty 1782.558235 = -29798.067024 nChanged 9 SP:Iteration 5Q (59.042837 sec): 3 clusters Score: Raw -31591.312438 + Penalty 1782.460812 = -29808.851626 nChanged 7 SP:Iteration 6Q (59.044214 sec): 3 clusters Score: Raw -31595.313576 + Penalty 1782.635156 = -29812.678420 nChanged 4 SP:Iteration 7Q (59.045571 sec): 3 clusters Score: Raw -31599.466321 + Penalty 1783.054347 = -29816.411974 nChanged 3 SP:Iteration 8Q (59.046953 sec): 3 clusters Score: Raw -31604.041767 + Penalty 1783.428503 = -29820.613264 nChanged 4 SP:Iteration 9Q (59.048327 sec): 3 clusters Score: Raw -31607.895977 + Penalty 1784.229215 = -29823.666762 nChanged 4 SP:Iteration 10F (59.049701 sec): 3 clusters Score: Raw -31610.013647 + Penalty 1784.870260 = -29825.143387 nChanged 3 SP:Iteration 11Q (59.051050 sec): 3 clusters Score: Raw -31611.727292 + Penalty 1784.870260 = -29826.857032 nChanged 0 SP:Iteration 12F (59.052407 sec): 3 clusters Score: Raw -31611.727292 + Penalty 1784.870260 = -29826.857032 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 38 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.052931 sec): 2 clusters Score: Raw -276.980328 + Penalty 176.076171 = -100.904157 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.053157 sec): 3 clusters Score: Raw -284.848415 + Penalty 355.852760 = 71.004345 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 39 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.053644 sec): 2 clusters Score: Raw -565.626354 + Penalty 242.555663 = -323.070691 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.053875 sec): 3 clusters Score: Raw -578.076003 + Penalty 484.066961 = -94.009042 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 40 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.054344 sec): 2 clusters Score: Raw -285.577402 + Penalty 152.781569 = -132.795833 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.054564 sec): 3 clusters Score: Raw -286.235676 + Penalty 305.563138 = 19.327462 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 41 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.055043 sec): 2 clusters Score: Raw -523.671772 + Penalty 231.294022 = -292.377751 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.055269 sec): 3 clusters Score: Raw -532.638890 + Penalty 462.588043 = -70.050847 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 43 (251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.056397 sec): 2 clusters Score: Raw -12932.181837 + Penalty 784.549919 = -12147.631918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.057057 sec): 3 clusters Score: Raw -12927.328775 + Penalty 1568.382725 = -11358.946050 nChanged 41 SP:Iteration 1F (59.057702 sec): 3 clusters Score: Raw -13011.880001 + Penalty 1568.600230 = -11443.279772 nChanged 10 SP:Iteration 2Q (59.058329 sec): 3 clusters Score: Raw -13033.425954 + Penalty 1568.498921 = -11464.927033 nChanged 1 SP:Iteration 3Q (59.058966 sec): 3 clusters Score: Raw -13034.437482 + Penalty 1568.498921 = -11465.938560 nChanged 0 SP:Iteration 4F (59.059641 sec): 3 clusters Score: Raw -13034.437482 + Penalty 1568.498921 = -11465.938560 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 44 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.060149 sec): 2 clusters Score: Raw -617.506630 + Penalty 252.499662 = -365.006968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.060388 sec): 3 clusters Score: Raw -630.236557 + Penalty 510.494808 = -119.741749 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 45 (130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.061459 sec): 2 clusters Score: Raw -5583.493657 + Penalty 538.145765 = -5045.347892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.061908 sec): 3 clusters Score: Raw -5614.725515 + Penalty 1079.535101 = -4535.190414 nChanged 16 SP:Iteration 1F (59.062349 sec): 3 clusters Score: Raw -5641.764180 + Penalty 1079.535101 = -4562.229079 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 46 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.062944 sec): 2 clusters Score: Raw -228.913341 + Penalty 86.772830 = -142.140511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.063161 sec): 3 clusters Score: Raw -226.733486 + Penalty 184.526194 = -42.207292 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 47 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.063641 sec): 2 clusters Score: Raw -434.457990 + Penalty 174.031001 = -260.426989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.063867 sec): 3 clusters Score: Raw -450.069673 + Penalty 348.958995 = -101.110677 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 48 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.064368 sec): 2 clusters Score: Raw -886.239021 + Penalty 241.335398 = -644.903623 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.064611 sec): 3 clusters Score: Raw -896.745401 + Penalty 484.639182 = -412.106218 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 49 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.065127 sec): 2 clusters Score: Raw -958.624039 + Penalty 224.632547 = -733.991492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.065378 sec): 3 clusters Score: Raw -983.013973 + Penalty 446.561274 = -536.452699 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 50 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.065875 sec): 2 clusters Score: Raw -882.973052 + Penalty 322.057820 = -560.915232 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.066116 sec): 3 clusters Score: Raw -922.480284 + Penalty 648.615234 = -273.865050 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 51 (328 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.067489 sec): 2 clusters Score: Raw -11163.001181 + Penalty 301.953739 = -10861.047442 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.068280 sec): 3 clusters Score: Raw -11046.486236 + Penalty 604.898853 = -10441.587384 nChanged 73 SP:Iteration 1F (59.069054 sec): 3 clusters Score: Raw -11136.429400 + Penalty 604.316641 = -10532.112759 nChanged 41 SP:Iteration 2F (59.069837 sec): 3 clusters Score: Raw -11215.875741 + Penalty 603.908641 = -10611.967100 nChanged 19 SP:Iteration 3F (59.070612 sec): 3 clusters Score: Raw -11233.277823 + Penalty 603.907478 = -10629.370345 nChanged 7 SP:Iteration 4Q (59.071364 sec): 3 clusters Score: Raw -11242.330181 + Penalty 603.936415 = -10638.393766 nChanged 5 SP:Iteration 5Q (59.072112 sec): 3 clusters Score: Raw -11246.612022 + Penalty 603.963224 = -10642.648798 nChanged 2 SP:Iteration 6Q (59.072885 sec): 3 clusters Score: Raw -11247.373895 + Penalty 604.150841 = -10643.223054 nChanged 2 SP:Iteration 7Q (59.073631 sec): 3 clusters Score: Raw -11248.491572 + Penalty 604.174289 = -10644.317283 nChanged 2 SP:Iteration 8Q (59.074396 sec): 3 clusters Score: Raw -11250.095002 + Penalty 604.174289 = -10645.920713 nChanged 0 SP:Iteration 9F (59.075178 sec): 3 clusters Score: Raw -11250.095002 + Penalty 604.174289 = -10645.920713 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 53 (47 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.075783 sec): 2 clusters Score: Raw -2225.624998 + Penalty 398.397693 = -1827.227305 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.076081 sec): 3 clusters Score: Raw -2284.739822 + Penalty 797.528138 = -1487.211684 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 54 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.076627 sec): 2 clusters Score: Raw -1452.902429 + Penalty 292.662394 = -1160.240035 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.076899 sec): 3 clusters Score: Raw -1479.597679 + Penalty 587.091744 = -892.505935 nChanged 1 SP:Iteration 1Q (59.077155 sec): 3 clusters Score: Raw -1484.516454 + Penalty 587.091744 = -897.424710 nChanged 0 SP:Iteration 2F (59.077413 sec): 3 clusters Score: Raw -1484.516454 + Penalty 587.091744 = -897.424710 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 55 (66 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.078052 sec): 2 clusters Score: Raw -3448.751998 + Penalty 382.658838 = -3066.093159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.078382 sec): 3 clusters Score: Raw -3461.642722 + Penalty 767.299573 = -2694.343149 nChanged 4 SP:Iteration 1F (59.078706 sec): 3 clusters Score: Raw -3467.739389 + Penalty 767.299573 = -2700.439816 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 56 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.079179 sec): 2 clusters Score: Raw -289.485586 + Penalty 155.307219 = -134.178367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.079398 sec): 3 clusters Score: Raw -294.419898 + Penalty 310.614437 = 16.194540 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 57 (180 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.080329 sec): 2 clusters Score: Raw -8407.785906 + Penalty 782.285120 = -7625.500786 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.080869 sec): 3 clusters Score: Raw -8462.132938 + Penalty 1565.196978 = -6896.935960 nChanged 17 SP:Iteration 1F (59.081404 sec): 3 clusters Score: Raw -8502.877883 + Penalty 1564.943759 = -6937.934124 nChanged 4 SP:Iteration 2Q (59.081901 sec): 3 clusters Score: Raw -8526.122645 + Penalty 1564.762420 = -6961.360226 nChanged 5 SP:Iteration 3Q (59.082434 sec): 3 clusters Score: Raw -8550.179674 + Penalty 1564.774361 = -6985.405313 nChanged 2 SP:Iteration 4Q (59.082951 sec): 3 clusters Score: Raw -8556.284926 + Penalty 1564.691028 = -6991.593898 nChanged 1 SP:Iteration 5Q (59.083449 sec): 3 clusters Score: Raw -8557.202669 + Penalty 1564.691028 = -6992.511641 nChanged 0 SP:Iteration 6F (59.083965 sec): 3 clusters Score: Raw -8557.202669 + Penalty 1564.691028 = -6992.511641 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 58 (169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.084878 sec): 2 clusters Score: Raw -8532.272430 + Penalty 503.586143 = -8028.686287 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.085419 sec): 3 clusters Score: Raw -8495.220811 + Penalty 1008.331119 = -7486.889693 nChanged 28 SP:Iteration 1F (59.085959 sec): 3 clusters Score: Raw -8537.127488 + Penalty 1008.016664 = -7529.110824 nChanged 6 SP:Iteration 2Q (59.086467 sec): 3 clusters Score: Raw -8543.130170 + Penalty 1008.211368 = -7534.918801 nChanged 2 SP:Iteration 3Q (59.086973 sec): 3 clusters Score: Raw -8545.910693 + Penalty 1008.505120 = -7537.405574 nChanged 1 SP:Iteration 4Q (59.087479 sec): 3 clusters Score: Raw -8548.321829 + Penalty 1008.863882 = -7539.457947 nChanged 1 SP:Iteration 5Q (59.087984 sec): 3 clusters Score: Raw -8550.390338 + Penalty 1009.560356 = -7540.829982 nChanged 3 SP:Iteration 6Q (59.088492 sec): 3 clusters Score: Raw -8555.473916 + Penalty 1009.724077 = -7545.749839 nChanged 1 SP:Iteration 7Q (59.088986 sec): 3 clusters Score: Raw -8555.841461 + Penalty 1009.724077 = -7546.117384 nChanged 0 SP:Iteration 8F (59.089486 sec): 3 clusters Score: Raw -8555.841461 + Penalty 1009.724077 = -7546.117384 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 59 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.089993 sec): 2 clusters Score: Raw -545.936367 + Penalty 231.664817 = -314.271549 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.090227 sec): 3 clusters Score: Raw -572.216528 + Penalty 458.407027 = -113.809501 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 60 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.090687 sec): 2 clusters Score: Raw -99.405262 + Penalty 56.871369 = -42.533893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.090880 sec): 2 clusters Score: Raw -99.405262 + Penalty 56.871369 = -42.533893 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 62 (216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.091895 sec): 2 clusters Score: Raw -10129.044240 + Penalty 504.958560 = -9624.085680 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.092502 sec): 3 clusters Score: Raw -10074.804088 + Penalty 1005.930775 = -9068.873312 nChanged 45 SP:Iteration 1F (59.093094 sec): 3 clusters Score: Raw -10130.175587 + Penalty 1006.386574 = -9123.789014 nChanged 10 SP:Iteration 2Q (59.093669 sec): 3 clusters Score: Raw -10142.957338 + Penalty 1006.922475 = -9136.034863 nChanged 5 SP:Iteration 3Q (59.094241 sec): 3 clusters Score: Raw -10148.226905 + Penalty 1007.363494 = -9140.863411 nChanged 2 SP:Iteration 4Q (59.094813 sec): 3 clusters Score: Raw -10151.441372 + Penalty 1007.363494 = -9144.077878 nChanged 0 SP:Iteration 5F (59.095392 sec): 3 clusters Score: Raw -10151.441372 + Penalty 1007.363494 = -9144.077878 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 63 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.095892 sec): 2 clusters Score: Raw -464.578522 + Penalty 197.815372 = -266.763149 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.096125 sec): 3 clusters Score: Raw -467.208011 + Penalty 355.286205 = -111.921807 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 65 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.096646 sec): 2 clusters Score: Raw -1072.481498 + Penalty 352.443356 = -720.038141 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.096900 sec): 3 clusters Score: Raw -1158.620150 + Penalty 703.585968 = -455.034182 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 67 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.097381 sec): 2 clusters Score: Raw -539.945799 + Penalty 222.144461 = -317.801337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.097609 sec): 3 clusters Score: Raw -544.353597 + Penalty 445.104675 = -99.248922 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 68 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.098132 sec): 2 clusters Score: Raw -799.945217 + Penalty 250.477491 = -549.467726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.098375 sec): 3 clusters Score: Raw -837.889700 + Penalty 501.982567 = -335.907133 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 69 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.098854 sec): 2 clusters Score: Raw -403.550824 + Penalty 223.381081 = -180.169742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.099078 sec): 3 clusters Score: Raw -421.438597 + Penalty 424.412706 = 2.974109 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 70 (495 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.100915 sec): 2 clusters Score: Raw -24197.054471 + Penalty 651.433491 = -23545.620981 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.102016 sec): 3 clusters Score: Raw -23980.424351 + Penalty 1303.333365 = -22677.090986 nChanged 133 SP:Iteration 1F (59.103084 sec): 3 clusters Score: Raw -24068.099178 + Penalty 1303.150562 = -22764.948617 nChanged 29 SP:Iteration 2F (59.104144 sec): 3 clusters Score: Raw -24096.237646 + Penalty 1302.694103 = -22793.543543 nChanged 30 SP:Iteration 3F (59.105196 sec): 3 clusters Score: Raw -24118.145931 + Penalty 1302.801367 = -22815.344564 nChanged 9 SP:Iteration 4Q (59.106242 sec): 3 clusters Score: Raw -24124.194598 + Penalty 1302.932621 = -22821.261976 nChanged 5 SP:Iteration 5Q (59.107301 sec): 3 clusters Score: Raw -24128.786607 + Penalty 1302.663127 = -22826.123479 nChanged 4 SP:Iteration 6Q (59.108367 sec): 3 clusters Score: Raw -24131.088839 + Penalty 1303.068074 = -22828.020766 nChanged 3 SP:Iteration 7Q (59.109422 sec): 3 clusters Score: Raw -24134.492123 + Penalty 1303.334219 = -22831.157904 nChanged 6 SP:Iteration 8Q (59.110474 sec): 3 clusters Score: Raw -24137.864718 + Penalty 1303.990656 = -22833.874062 nChanged 4 SP:Iteration 9Q (59.111525 sec): 3 clusters Score: Raw -24140.572824 + Penalty 1304.482648 = -22836.090175 nChanged 5 SP:Iteration 10F (59.112605 sec): 3 clusters Score: Raw -24143.623760 + Penalty 1305.211824 = -22838.411937 nChanged 7 SP:Iteration 11Q (59.113659 sec): 3 clusters Score: Raw -24147.244424 + Penalty 1307.198302 = -22840.046122 nChanged 13 SP:Iteration 12Q (59.114708 sec): 3 clusters Score: Raw -24162.876753 + Penalty 1309.731367 = -22853.145386 nChanged 14 SP:Iteration 13Q (59.115776 sec): 3 clusters Score: Raw -24174.085307 + Penalty 1312.835210 = -22861.250097 nChanged 11 SP:Iteration 14Q (59.116822 sec): 3 clusters Score: Raw -24180.666252 + Penalty 1316.291834 = -22864.374418 nChanged 8 SP:Iteration 15Q (59.117861 sec): 3 clusters Score: Raw -24187.226884 + Penalty 1320.789068 = -22866.437816 nChanged 9 SP:Iteration 16Q (59.118901 sec): 3 clusters Score: Raw -24196.759085 + Penalty 1325.821780 = -22870.937305 nChanged 9 SP:Iteration 17Q (59.119934 sec): 3 clusters Score: Raw -24204.641708 + Penalty 1332.138388 = -22872.503321 nChanged 10 SP:Iteration 18Q (59.120993 sec): 3 clusters Score: Raw -24213.652743 + Penalty 1338.495907 = -22875.156836 nChanged 11 SP:Iteration 19Q (59.122087 sec): 3 clusters Score: Raw -24226.932082 + Penalty 1341.803510 = -22885.128572 nChanged 7 SP:Iteration 20F (59.123142 sec): 3 clusters Score: Raw -24232.940815 + Penalty 1345.230042 = -22887.710773 nChanged 5 SP:Iteration 21Q (59.124136 sec): 3 clusters Score: Raw -24238.384362 + Penalty 1348.559041 = -22889.825320 nChanged 3 SP:Iteration 22Q (59.125120 sec): 3 clusters Score: Raw -24241.479466 + Penalty 1354.776520 = -22886.702945 nChanged 7 SP:Iteration 23F (59.126183 sec): 3 clusters Score: Raw -24246.830133 + Penalty 1357.525095 = -22889.305038 nChanged 6 SP:Iteration 24Q (59.127166 sec): 3 clusters Score: Raw -24251.557688 + Penalty 1361.991546 = -22889.566142 nChanged 4 SP:Iteration 25Q (59.128171 sec): 3 clusters Score: Raw -24256.934987 + Penalty 1367.558540 = -22889.376447 nChanged 4 SP:Iteration 26F (59.129308 sec): 3 clusters Score: Raw -24260.222649 + Penalty 1371.752350 = -22888.470299 nChanged 3 SP:Iteration 27F (59.130435 sec): 3 clusters Score: Raw -24262.973642 + Penalty 1377.971133 = -22885.002510 nChanged 5 SP:Iteration 28F (59.131540 sec): 3 clusters Score: Raw -24267.256371 + Penalty 1378.082323 = -22889.174048 nChanged 1 SP:Iteration 29Q (59.132539 sec): 3 clusters Score: Raw -24268.263906 + Penalty 1378.082323 = -22890.181582 nChanged 0 SP:Iteration 30F (59.133590 sec): 3 clusters Score: Raw -24268.263906 + Penalty 1378.082323 = -22890.181582 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 71 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.134084 sec): 2 clusters Score: Raw -242.924543 + Penalty 139.492550 = -103.431993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.134308 sec): 3 clusters Score: Raw -241.691203 + Penalty 276.352607 = 34.661404 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 72 (65 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.134947 sec): 2 clusters Score: Raw -2844.224598 + Penalty 433.533993 = -2410.690605 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.135276 sec): 3 clusters Score: Raw -2914.451618 + Penalty 864.254101 = -2050.197517 nChanged 1 SP:Iteration 1Q (59.135583 sec): 3 clusters Score: Raw -2918.580031 + Penalty 864.254101 = -2054.325930 nChanged 0 SP:Iteration 2F (59.135914 sec): 3 clusters Score: Raw -2918.580031 + Penalty 864.254101 = -2054.325930 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 74 (135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.137004 sec): 2 clusters Score: Raw -4636.027627 + Penalty 209.767502 = -4426.260125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.137462 sec): 3 clusters Score: Raw -4605.372776 + Penalty 432.305248 = -4173.067528 nChanged 33 SP:Iteration 1F (59.137911 sec): 3 clusters Score: Raw -4651.686366 + Penalty 438.846870 = -4212.839495 nChanged 14 SP:Iteration 2F (59.138361 sec): 3 clusters Score: Raw -4680.642887 + Penalty 436.804055 = -4243.838832 nChanged 6 SP:Iteration 3Q (59.138793 sec): 3 clusters Score: Raw -4695.859617 + Penalty 439.865486 = -4255.994131 nChanged 2 SP:Iteration 4Q (59.139218 sec): 3 clusters Score: Raw -4698.379521 + Penalty 439.865486 = -4258.514035 nChanged 0 SP:Iteration 5F (59.139657 sec): 3 clusters Score: Raw -4698.379521 + Penalty 439.865486 = -4258.514035 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 75 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.140293 sec): 2 clusters Score: Raw -388.758523 + Penalty 187.383970 = -201.374554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.140516 sec): 3 clusters Score: Raw -397.173187 + Penalty 374.767939 = -22.405248 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 76 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.141003 sec): 2 clusters Score: Raw -621.028145 + Penalty 251.351302 = -369.676842 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.141230 sec): 3 clusters Score: Raw -630.650111 + Penalty 495.611233 = -135.038878 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 79 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.141712 sec): 2 clusters Score: Raw -486.920344 + Penalty 198.461300 = -288.459044 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.141941 sec): 3 clusters Score: Raw -504.475460 + Penalty 397.336140 = -107.139321 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 82 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.142500 sec): 2 clusters Score: Raw -1276.761460 + Penalty 319.071895 = -957.689565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.142763 sec): 3 clusters Score: Raw -1314.519263 + Penalty 638.356132 = -676.163130 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 83 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.143266 sec): 2 clusters Score: Raw -872.683409 + Penalty 268.092250 = -604.591159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.143509 sec): 3 clusters Score: Raw -896.933878 + Penalty 539.235461 = -357.698417 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 84 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.143999 sec): 2 clusters Score: Raw -620.498106 + Penalty 80.871340 = -539.626766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.144237 sec): 3 clusters Score: Raw -630.067407 + Penalty 151.365722 = -478.701685 nChanged 1 SP:Iteration 1F (59.144465 sec): 3 clusters Score: Raw -632.209396 + Penalty 148.513468 = -483.695928 nChanged 1 SP:Iteration 2F (59.144693 sec): 3 clusters Score: Raw -636.138706 + Penalty 148.513468 = -487.625238 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 85 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.145171 sec): 2 clusters Score: Raw -486.853526 + Penalty 195.372962 = -291.480564 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.145398 sec): 3 clusters Score: Raw -488.715580 + Penalty 362.093778 = -126.621802 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 88 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.145913 sec): 2 clusters Score: Raw -1136.279669 + Penalty 322.086361 = -814.193307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.146164 sec): 3 clusters Score: Raw -1167.782450 + Penalty 626.212742 = -541.569708 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 90 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.146673 sec): 2 clusters Score: Raw -1066.035984 + Penalty 326.709115 = -739.326869 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.146924 sec): 3 clusters Score: Raw -1110.601271 + Penalty 652.357153 = -458.244118 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 91 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.147443 sec): 2 clusters Score: Raw -1189.424630 + Penalty 305.342244 = -884.082386 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.147696 sec): 3 clusters Score: Raw -1224.894180 + Penalty 627.433136 = -597.461044 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 92 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.148159 sec): 2 clusters Score: Raw -146.393171 + Penalty 101.947656 = -44.445515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.148369 sec): 3 clusters Score: Raw -142.593466 + Penalty 210.512934 = 67.919468 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 93 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.148829 sec): 2 clusters Score: Raw -151.481465 + Penalty 103.913035 = -47.568430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.149038 sec): 3 clusters Score: Raw -146.376784 + Penalty 191.929611 = 45.552826 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 97 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.149505 sec): 2 clusters Score: Raw -222.496804 + Penalty 135.981784 = -86.515020 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.149746 sec): 3 clusters Score: Raw -229.793146 + Penalty 276.026833 = 46.233687 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 98 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.150230 sec): 2 clusters Score: Raw -469.860946 + Penalty 225.531836 = -244.329110 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.150457 sec): 3 clusters Score: Raw -476.672783 + Penalty 444.528825 = -32.143958 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 103 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.150934 sec): 2 clusters Score: Raw -383.551394 + Penalty 171.097107 = -212.454288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.151157 sec): 3 clusters Score: Raw -407.880200 + Penalty 353.087787 = -54.792413 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 105 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.151657 sec): 2 clusters Score: Raw -855.162478 + Penalty 298.298454 = -556.864024 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.151898 sec): 3 clusters Score: Raw -886.517189 + Penalty 599.859695 = -286.657494 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 113 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.152388 sec): 2 clusters Score: Raw -632.628576 + Penalty 224.499054 = -408.129521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.152622 sec): 3 clusters Score: Raw -637.154285 + Penalty 447.137717 = -190.016568 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 120 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.153093 sec): 2 clusters Score: Raw -369.044277 + Penalty 198.996520 = -170.047757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.153312 sec): 3 clusters Score: Raw -363.916133 + Penalty 396.288507 = 32.372374 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 121 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.153801 sec): 2 clusters Score: Raw -630.692882 + Penalty 278.090074 = -352.602808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.154032 sec): 3 clusters Score: Raw -667.469548 + Penalty 558.685299 = -108.784249 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 132 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.154535 sec): 2 clusters Score: Raw -904.138030 + Penalty 310.671880 = -593.466150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.154779 sec): 3 clusters Score: Raw -937.991722 + Penalty 619.087437 = -318.904286 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 133 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.155252 sec): 2 clusters Score: Raw -416.555345 + Penalty 181.844672 = -234.710672 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.155475 sec): 3 clusters Score: Raw -411.822789 + Penalty 372.624064 = -39.198725 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 134 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.155976 sec): 2 clusters Score: Raw -895.296563 + Penalty 237.216644 = -658.079919 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.156219 sec): 3 clusters Score: Raw -917.251788 + Penalty 471.946469 = -445.305319 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 137 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.156703 sec): 2 clusters Score: Raw -286.286153 + Penalty 155.947027 = -130.339126 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.156921 sec): 3 clusters Score: Raw -292.258235 + Penalty 310.315578 = 18.057343 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 138 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.157387 sec): 2 clusters Score: Raw -264.272212 + Penalty 160.844833 = -103.427379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.157603 sec): 3 clusters Score: Raw -259.635838 + Penalty 325.272177 = 65.636339 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 140 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.158086 sec): 2 clusters Score: Raw -490.557604 + Penalty 199.253924 = -291.303679 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.158313 sec): 3 clusters Score: Raw -498.157430 + Penalty 385.622536 = -112.534894 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 142 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.158781 sec): 2 clusters Score: Raw -313.441604 + Penalty 169.071413 = -144.370190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.158999 sec): 3 clusters Score: Raw -310.558798 + Penalty 338.142826 = 27.584028 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 144 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.159450 sec): 2 clusters Score: Raw -46.959185 + Penalty 0.000000 = -46.959185 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.159637 sec): 2 clusters Score: Raw -46.959185 + Penalty 0.000000 = -46.959185 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 149 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.160110 sec): 2 clusters Score: Raw -410.671498 + Penalty 194.267621 = -216.403877 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.160331 sec): 3 clusters Score: Raw -410.144281 + Penalty 384.454240 = -25.690041 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 155 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.160829 sec): 2 clusters Score: Raw -865.481717 + Penalty 257.207839 = -608.273878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.161070 sec): 3 clusters Score: Raw -879.653405 + Penalty 514.415677 = -365.237728 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 160 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.161542 sec): 2 clusters Score: Raw -380.816138 + Penalty 209.187384 = -171.628754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.161763 sec): 3 clusters Score: Raw -398.102661 + Penalty 418.374769 = 20.272107 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 166 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.162236 sec): 2 clusters Score: Raw -444.591060 + Penalty 195.432824 = -249.158236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.162457 sec): 3 clusters Score: Raw -436.069003 + Penalty 390.865648 = -45.203355 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 167 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.162918 sec): 2 clusters Score: Raw -193.563466 + Penalty 127.974089 = -65.589378 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.163129 sec): 3 clusters Score: Raw -186.862673 + Penalty 127.974089 = -58.888584 nChanged 1 SP:Iteration 1F (59.163321 sec): 2 clusters Score: Raw -193.563466 + Penalty 127.974089 = -65.589378 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 174 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.163797 sec): 2 clusters Score: Raw -204.471312 + Penalty 119.960288 = -84.511023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.164010 sec): 3 clusters Score: Raw -198.184664 + Penalty 239.920577 = 41.735912 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 176 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.164469 sec): 2 clusters Score: Raw -152.717151 + Penalty 109.055320 = -43.661831 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.164679 sec): 3 clusters Score: Raw -147.074867 + Penalty 211.003853 = 63.928986 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 183 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.165132 sec): 2 clusters Score: Raw -95.097920 + Penalty 48.451692 = -46.646228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.165334 sec): 3 clusters Score: Raw -88.943125 + Penalty 96.903385 = 7.960259 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 188 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.165794 sec): 2 clusters Score: Raw -156.711781 + Penalty 95.455106 = -61.256675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.166002 sec): 3 clusters Score: Raw -147.519653 + Penalty 190.772888 = 43.253236 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 194 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.166461 sec): 2 clusters Score: Raw -158.610591 + Penalty 102.295824 = -56.314767 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.166668 sec): 3 clusters Score: Raw -148.486027 + Penalty 203.895728 = 55.409701 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 197 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.167119 sec): 2 clusters Score: Raw -47.495632 + Penalty 0.000000 = -47.495632 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.167306 sec): 2 clusters Score: Raw -47.495632 + Penalty 0.000000 = -47.495632 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 200 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.167765 sec): 2 clusters Score: Raw -142.612030 + Penalty 93.813388 = -48.798643 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.167974 sec): 3 clusters Score: Raw -138.127618 + Penalty 185.901846 = 47.774229 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 204 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.168494 sec): 2 clusters Score: Raw -1007.599622 + Penalty 70.224333 = -937.375289 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.168748 sec): 3 clusters Score: Raw -1003.531503 + Penalty 154.715203 = -848.816299 nChanged 4 SP:Iteration 1F (59.168998 sec): 3 clusters Score: Raw -1008.573141 + Penalty 167.232658 = -841.340482 nChanged 1 SP:Iteration 2F (59.169247 sec): 3 clusters Score: Raw -1009.275190 + Penalty 212.269491 = -797.005699 nChanged 2 SP:Iteration 3F (59.169496 sec): 3 clusters Score: Raw -1015.345871 + Penalty 212.269491 = -803.076380 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 207 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.169957 sec): 2 clusters Score: Raw -148.190699 + Penalty 102.188703 = -46.001995 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.170167 sec): 3 clusters Score: Raw -144.031725 + Penalty 200.125346 = 56.093621 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 213 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.170637 sec): 2 clusters Score: Raw -95.734687 + Penalty 69.169349 = -26.565337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.170830 sec): 2 clusters Score: Raw -95.734687 + Penalty 69.169349 = -26.565337 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 217 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.171279 sec): 2 clusters Score: Raw -47.380909 + Penalty 0.000000 = -47.380909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.171466 sec): 2 clusters Score: Raw -47.380909 + Penalty 0.000000 = -47.380909 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 221 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.171944 sec): 2 clusters Score: Raw -495.350744 + Penalty 240.551450 = -254.799294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.172169 sec): 3 clusters Score: Raw -505.819473 + Penalty 483.372444 = -22.447029 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 227 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.172628 sec): 2 clusters Score: Raw -152.271200 + Penalty 105.776918 = -46.494282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.172824 sec): 2 clusters Score: Raw -152.271200 + Penalty 105.776918 = -46.494282 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 228 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.173266 sec): 2 clusters Score: Raw -40.029365 + Penalty 0.000000 = -40.029365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.173445 sec): 2 clusters Score: Raw -40.029365 + Penalty 0.000000 = -40.029365 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 230 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.173906 sec): 2 clusters Score: Raw -152.370961 + Penalty 110.774078 = -41.596883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.174100 sec): 2 clusters Score: Raw -152.370961 + Penalty 110.774078 = -41.596883 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 232 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59.174556 sec): 2 clusters Score: Raw -98.224329 + Penalty 65.841648 = -32.382681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59.174748 sec): 2 clusters Score: Raw -98.224329 + Penalty 65.841648 = -32.382681 nChanged 0 Deleting Class 120 (7 points): Lose 32.308074 but Gain 1046.088539 Iteration 119Q (59.319807 sec): 110 clusters Score: Raw -1133145.356791 + Penalty 102052.908613 = -1031092.448178 nChanged 12 Deleting Class 9 (28 points): Lose 86.220353 but Gain 1096.423217 Iteration 120F (60.725202 sec): 109 clusters Score: Raw -1133073.812987 + Penalty 100973.198595 = -1032100.614392 nChanged 35 Deleting Class 121 (13 points): Lose 100.013013 but Gain 1109.053350 Iteration 121Q (60.860866 sec): 108 clusters Score: Raw -1133021.222290 + Penalty 99913.353924 = -1033107.868366 nChanged 18 Deleting Class 5 (42 points): Lose 202.740414 but Gain 1209.159441 Iteration 122Q (60.993060 sec): 107 clusters Score: Raw -1132851.933240 + Penalty 98750.948483 = -1034100.984756 nChanged 44 Deleting Class 213 (2 points): Lose 14.270647 but Gain 1020.784285 Iteration 123Q (61.126250 sec): 106 clusters Score: Raw -1132906.682357 + Penalty 97760.080276 = -1035146.602081 nChanged 18 Deleting Class 88 (25 points): Lose 98.324550 but Gain 1102.097421 Iteration 124Q (61.257630 sec): 105 clusters Score: Raw -1132829.429725 + Penalty 96685.469510 = -1036143.960215 nChanged 37 Deleting Class 176 (3 points): Lose 16.114316 but Gain 1015.425697 Iteration 125Q (61.391010 sec): 104 clusters Score: Raw -1132863.033803 + Penalty 95801.786630 = -1037061.247173 nChanged 23 Deleting Class 194 (6 points): Lose 34.244878 but Gain 1046.552793 Iteration 126Q (61.523562 sec): 103 clusters Score: Raw -1132862.779864 + Penalty 94794.567095 = -1038068.212770 nChanged 22 Deleting Class 50 (18 points): Lose 140.989136 but Gain 1139.792747 Iteration 127Q (61.654783 sec): 102 clusters Score: Raw -1132735.959162 + Penalty 93648.409833 = -1039087.549329 nChanged 32 Deleting Class 76 (12 points): Lose 38.711853 but Gain 1034.705618 Iteration 128Q (61.786423 sec): 101 clusters Score: Raw -1132747.141948 + Penalty 92634.471228 = -1040112.670720 nChanged 25 Deleting Class 230 (3 points): Lose 36.278844 but Gain 1031.429234 Iteration 129Q (61.912159 sec): 100 clusters Score: Raw -1132732.781012 + Penalty 91509.352157 = -1041223.428855 nChanged 21 Deleting Class 39 (14 points): Lose 56.788191 but Gain 1069.579239 Iteration 130F (63.189776 sec): 99 clusters Score: Raw -1132690.671587 + Penalty 90477.124116 = -1042213.547472 nChanged 28 Deleting Class 41 (9 points): Lose 49.027787 but Gain 1035.470611 Iteration 131Q (63.314427 sec): 98 clusters Score: Raw -1132667.112945 + Penalty 89451.047164 = -1043216.065781 nChanged 27 Deleting Class 138 (5 points): Lose 39.125511 but Gain 1022.300641 Iteration 132Q (63.438277 sec): 97 clusters Score: Raw -1132645.770158 + Penalty 88430.676971 = -1044215.093188 nChanged 16 Deleting Class 221 (10 points): Lose 86.842719 but Gain 1068.656264 Iteration 133Q (63.562136 sec): 96 clusters Score: Raw -1132568.944689 + Penalty 87413.128753 = -1045155.815937 nChanged 22 Deleting Class 20 (60 points): Lose 221.572421 but Gain 1203.327165 Iteration 134Q (63.684597 sec): 95 clusters Score: Raw -1132386.505682 + Penalty 86338.102314 = -1046048.403368 nChanged 68 Deleting Class 27 (43 points): Lose 215.857037 but Gain 1192.212620 Iteration 135Q (63.810681 sec): 94 clusters Score: Raw -1132284.605148 + Penalty 85211.600301 = -1047073.004847 nChanged 62 Deleting Class 105 (18 points): Lose 85.293030 but Gain 1055.706129 Iteration 136Q (63.933262 sec): 93 clusters Score: Raw -1132300.512711 + Penalty 84155.224270 = -1048145.288441 nChanged 50 Deleting Class 142 (7 points): Lose 23.933811 but Gain 991.356039 Iteration 137Q (64.055699 sec): 92 clusters Score: Raw -1132332.889419 + Penalty 83155.545611 = -1049177.343808 nChanged 31 Deleting Class 227 (3 points): Lose 24.201521 but Gain 984.900149 Iteration 138Q (64.177520 sec): 91 clusters Score: Raw -1132333.941421 + Penalty 82170.422934 = -1050163.518488 nChanged 19 Deleting Class 90 (22 points): Lose 123.625150 but Gain 1081.190017 Iteration 139Q (64.297098 sec): 90 clusters Score: Raw -1132234.163529 + Penalty 81081.040938 = -1051153.122590 nChanged 35 Deleting Class 65 (30 points): Lose 154.679653 but Gain 1109.553036 Iteration 140F (65.461859 sec): 89 clusters Score: Raw -1132118.846991 + Penalty 80100.028424 = -1052018.818567 nChanged 42 Deleting Class 132 (22 points): Lose 111.766020 but Gain 1070.539454 Iteration 141Q (65.585368 sec): 88 clusters Score: Raw -1132078.853574 + Penalty 79045.493125 = -1053033.360449 nChanged 37 Deleting Class 38 (6 points): Lose 51.633662 but Gain 1005.232732 Iteration 142Q (65.711856 sec): 87 clusters Score: Raw -1132066.590300 + Penalty 78091.629307 = -1053974.960993 nChanged 21 Deleting Class 160 (8 points): Lose 76.635662 but Gain 1029.045361 Iteration 143Q (65.831899 sec): 86 clusters Score: Raw -1132008.073916 + Penalty 77062.864673 = -1054945.209243 nChanged 14 Deleting Class 217 (1 points): Lose 5.999003 but Gain 957.928379 Iteration 144Q (65.950129 sec): 85 clusters Score: Raw -1132018.872533 + Penalty 76104.135447 = -1055914.737086 nChanged 9 Deleting Class 93 (3 points): Lose 17.775236 but Gain 967.545335 Iteration 145Q (66.069004 sec): 84 clusters Score: Raw -1132007.251546 + Penalty 75117.520656 = -1056889.730890 nChanged 7 Deleting Class 98 (10 points): Lose 52.545844 but Gain 1001.931228 Iteration 146Q (66.186154 sec): 83 clusters Score: Raw -1131961.847871 + Penalty 74123.770087 = -1057838.077784 nChanged 15 Deleting Class 232 (2 points): Lose 22.365926 but Gain 971.674890 Iteration 147Q (66.303475 sec): 82 clusters Score: Raw -1131955.127812 + Penalty 73154.799066 = -1058800.328746 nChanged 9 Deleting Class 44 (11 points): Lose 44.214915 but Gain 986.893066 Iteration 148Q (66.419260 sec): 81 clusters Score: Raw -1131922.767387 + Penalty 72173.594839 = -1059749.172548 nChanged 18 Deleting Class 166 (8 points): Lose 32.211805 but Gain 961.383219 Iteration 149Q (66.536087 sec): 80 clusters Score: Raw -1131915.183591 + Penalty 71222.554163 = -1060692.629428 nChanged 21 Deleting Class 69 (9 points): Lose 117.030878 but Gain 1039.962515 Iteration 150F (67.550905 sec): 79 clusters Score: Raw -1131832.826649 + Penalty 71177.636178 = -1060655.190471 nChanged 30 Deleting Class 167 (4 points): Lose 22.231289 but Gain 944.305098 Iteration 151F (68.561229 sec): 78 clusters Score: Raw -1131848.568839 + Penalty 70246.440119 = -1061602.128720 nChanged 21 Deleting Class 92 (3 points): Lose 28.827099 but Gain 949.245483 Iteration 152Q (68.676183 sec): 77 clusters Score: Raw -1131834.267713 + Penalty 69304.435886 = -1062529.831827 nChanged 10 Deleting Class 207 (3 points): Lose 31.643901 but Gain 951.489896 Iteration 153Q (68.789658 sec): 76 clusters Score: Raw -1131816.179788 + Penalty 68359.618725 = -1063456.561064 nChanged 14 Deleting Class 140 (12 points): Lose 67.943714 but Gain 984.646279 Iteration 154Q (68.903221 sec): 75 clusters Score: Raw -1131764.854925 + Penalty 67402.053883 = -1064362.801042 nChanged 24 Deleting Class 67 (11 points): Lose 34.272607 but Gain 947.656669 Iteration 155Q (69.016875 sec): 74 clusters Score: Raw -1131757.335477 + Penalty 66468.451262 = -1065288.884215 nChanged 23 Deleting Class 149 (8 points): Lose 50.694982 but Gain 955.651290 Iteration 156Q (69.137130 sec): 73 clusters Score: Raw -1131727.264930 + Penalty 65522.080085 = -1066205.184844 nChanged 22 Deleting Class 53 (45 points): Lose 171.995616 but Gain 1067.983628 Iteration 157Q (69.249813 sec): 72 clusters Score: Raw -1131579.264547 + Penalty 64457.888831 = -1067121.375716 nChanged 54 Deleting Class 188 (3 points): Lose 5.128188 but Gain 888.792652 Iteration 158Q (69.362431 sec): 71 clusters Score: Raw -1131650.071145 + Penalty 63578.084100 = -1068071.987044 nChanged 20 Deleting Class 59 (12 points): Lose 63.053253 but Gain 938.509771 Iteration 159Q (69.473380 sec): 70 clusters Score: Raw -1131601.494519 + Penalty 62658.057675 = -1068943.436844 nChanged 28 Deleting Class 75 (8 points): Lose 49.906048 but Gain 921.788880 Iteration 160F (70.367606 sec): 69 clusters Score: Raw -1131577.801047 + Penalty 61734.960716 = -1069842.840331 nChanged 17 Deleting Class 133 (8 points): Lose 35.660995 but Gain 894.539683 Iteration 161Q (70.478376 sec): 68 clusters Score: Raw -1131558.076487 + Penalty 60846.165074 = -1070711.911413 nChanged 14 Deleting Class 56 (6 points): Lose 28.420470 but Gain 886.661148 Iteration 162Q (70.588984 sec): 67 clusters Score: Raw -1131543.416556 + Penalty 59966.306279 = -1071577.110277 nChanged 13 Deleting Class 200 (3 points): Lose 16.305239 but Gain 873.506443 Iteration 163Q (70.698219 sec): 66 clusters Score: Raw -1131536.736064 + Penalty 59107.928925 = -1072428.807139 nChanged 10 Deleting Class 174 (4 points): Lose 28.287550 but Gain 885.172249 Iteration 164Q (70.808921 sec): 65 clusters Score: Raw -1131516.214062 + Penalty 58228.769040 = -1073287.445022 nChanged 8 Deleting Class 137 (6 points): Lose 36.314185 but Gain 890.313866 Iteration 165Q (70.919303 sec): 64 clusters Score: Raw -1131487.922767 + Penalty 57344.345195 = -1074143.577573 nChanged 13 Deleting Class 113 (14 points): Lose 77.595950 but Gain 927.006498 Iteration 166Q (71.027208 sec): 63 clusters Score: Raw -1131421.170149 + Penalty 56428.714692 = -1074992.455457 nChanged 22 Deleting Class 91 (24 points): Lose 114.610652 but Gain 963.564500 Iteration 167Q (71.135684 sec): 62 clusters Score: Raw -1131338.583410 + Penalty 55493.633104 = -1075844.950305 nChanged 32 Deleting Class 83 (19 points): Lose 81.547047 but Gain 931.381155 Iteration 168Q (71.244337 sec): 61 clusters Score: Raw -1131303.791089 + Penalty 54562.630112 = -1076741.160977 nChanged 27 Deleting Class 21 (17 points): Lose 62.551460 but Gain 906.622326 Iteration 169Q (71.352573 sec): 60 clusters Score: Raw -1131271.939304 + Penalty 53657.885484 = -1077614.053819 nChanged 30 Deleting Class 155 (18 points): Lose 67.155799 but Gain 910.282598 Iteration 170F (72.122670 sec): 59 clusters Score: Raw -1131241.011747 + Penalty 52764.624534 = -1078476.387213 nChanged 34 Deleting Class 71 (3 points): Lose 25.599656 but Gain 865.294970 Iteration 171Q (72.229931 sec): 58 clusters Score: Raw -1131248.356472 + Penalty 51945.019801 = -1079303.336671 nChanged 15 Deleting Class 63 (10 points): Lose 41.592480 but Gain 878.800094 Iteration 172Q (72.334791 sec): 57 clusters Score: Raw -1131224.683330 + Penalty 51151.747218 = -1080072.936113 nChanged 18 Deleting Class 60 (2 points): Lose 8.581111 but Gain 839.293710 Iteration 173Q (72.441176 sec): 56 clusters Score: Raw -1131238.233058 + Penalty 50318.591655 = -1080919.641403 nChanged 10 Deleting Class 40 (6 points): Lose 46.318517 but Gain 872.242016 Iteration 174Q (72.546573 sec): 55 clusters Score: Raw -1131201.998594 + Penalty 49455.955943 = -1081746.042651 nChanged 19 Deleting Class 97 (6 points): Lose 33.664630 but Gain 857.325524 Iteration 175Q (72.651093 sec): 54 clusters Score: Raw -1131188.161108 + Penalty 48606.533387 = -1082581.627722 nChanged 17 Deleting Class 85 (10 points): Lose 44.383854 but Gain 867.949620 Iteration 176Q (72.755726 sec): 53 clusters Score: Raw -1131161.257027 + Penalty 47809.205804 = -1083352.051222 nChanged 20 Deleting Class 72 (66 points): Lose 240.280600 but Gain 1063.197582 Iteration 177Q (72.859241 sec): 52 clusters Score: Raw -1130941.421230 + Penalty 46720.518092 = -1084220.903137 nChanged 72 Deleting Class 197 (1 points): Lose 8.569541 but Gain 830.376417 Iteration 178Q (72.964079 sec): 51 clusters Score: Raw -1131045.468441 + Penalty 45891.391567 = -1085154.076874 nChanged 19 Deleting Class 68 (26 points): Lose 150.152868 but Gain 969.989647 Iteration 179Q (73.065579 sec): 50 clusters Score: Raw -1130906.896396 + Penalty 44926.727037 = -1085980.169359 nChanged 40 Deleting Class 79 (15 points): Lose 82.155474 but Gain 902.091795 Iteration 180F (73.718895 sec): 49 clusters Score: Raw -1130876.523142 + Penalty 44030.860411 = -1086845.662731 nChanged 30 Deleting Class 82 (43 points): Lose 187.161310 but Gain 1015.113082 Iteration 181Q (73.819573 sec): 48 clusters Score: Raw -1130717.778982 + Penalty 43049.258726 = -1087668.520256 nChanged 59 Deleting Class 55 (55 points): Lose 148.367637 but Gain 964.145618 Iteration 182Q (73.923525 sec): 47 clusters Score: Raw -1130639.863762 + Penalty 42104.084559 = -1088535.779202 nChanged 83 Deleting Class 29 (29 points): Lose 140.212085 but Gain 927.559115 Iteration 183Q (74.024812 sec): 46 clusters Score: Raw -1130591.361075 + Penalty 41194.651686 = -1089396.709389 nChanged 70 Deleting Class 48 (18 points): Lose 60.058979 but Gain 848.995978 Iteration 184Q (74.124541 sec): 45 clusters Score: Raw -1130594.783678 + Penalty 40347.483029 = -1090247.300649 nChanged 57 Deleting Class 103 (10 points): Lose 49.783020 but Gain 835.166068 Iteration 185Q (74.222807 sec): 44 clusters Score: Raw -1130587.979402 + Penalty 39533.484693 = -1091054.494709 nChanged 48 Deleting Class 54 (27 points): Lose 107.423128 but Gain 896.566137 Iteration 186Q (74.322410 sec): 43 clusters Score: Raw -1130505.171425 + Penalty 38651.316995 = -1091853.854430 nChanged 50 Deleting Class 144 (1 points): Lose 3.074491 but Gain 784.800926 Iteration 187Q (74.419797 sec): 42 clusters Score: Raw -1130542.810334 + Penalty 37913.114892 = -1092629.695442 nChanged 24 Deleting Class 134 (19 points): Lose 52.331143 but Gain 824.115996 Iteration 188Q (74.516248 sec): 41 clusters Score: Raw -1130505.487506 + Penalty 37068.367461 = -1093437.120045 nChanged 27 Deleting Class 47 (10 points): Lose 42.009882 but Gain 773.137385 Iteration 189Q (74.612288 sec): 40 clusters Score: Raw -1130493.256633 + Penalty 36302.794293 = -1094190.462341 nChanged 22 Deleting Class 43 (247 points): Lose 733.260112 but Gain 1454.723293 Iteration 190F (75.130025 sec): 39 clusters Score: Raw -1129779.641266 + Penalty 34910.700856 = -1094868.940410 nChanged 261 Deleting Class 15 (20 points): Lose 82.306377 but Gain 778.750867 Iteration 191Q (75.229542 sec): 38 clusters Score: Raw -1130180.621330 + Penalty 34146.707002 = -1096033.914328 nChanged 78 Deleting Class 183 (2 points): Lose 21.034406 but Gain 715.038185 Iteration 192Q (75.324231 sec): 37 clusters Score: Raw -1130232.214985 + Penalty 33445.911027 = -1096786.303958 nChanged 46 Deleting Class 45 (146 points): Lose 433.654873 but Gain 1121.399348 Iteration 193Q (75.418410 sec): 36 clusters Score: Raw -1129838.052434 + Penalty 32360.498726 = -1097477.553708 nChanged 185 Deleting Class 49 (27 points): Lose 121.142426 but Gain 783.241085 Iteration 194Q (75.514082 sec): 35 clusters Score: Raw -1129996.356482 + Penalty 31659.988671 = -1098336.367811 nChanged 81 Deleting Class 46 (18 points): Lose 92.791408 but Gain 717.128227 Iteration 195Q (75.610135 sec): 34 clusters Score: Raw -1130009.036979 + Penalty 30962.106712 = -1099046.930266 nChanged 56 Deleting Class 35 (84 points): Lose 422.517322 but Gain 1021.732485 Iteration 196Q (75.702805 sec): 33 clusters Score: Raw -1129629.035236 + Penalty 29948.016366 = -1099681.018870 nChanged 105 Deleting Class 58 (185 points): Lose 428.073424 but Gain 1018.730968 Iteration 197Q (75.794720 sec): 32 clusters Score: Raw -1129373.363430 + Penalty 28925.587514 = -1100447.775916 nChanged 214 Deleting Class 28 (192 points): Lose 432.408836 but Gain 995.042125 Iteration 198Q (75.886705 sec): 31 clusters Score: Raw -1129234.463756 + Penalty 27952.532678 = -1101281.931078 nChanged 244 Deleting Class 57 (196 points): Lose 1111.774409 but Gain 1536.641169 Iteration 199Q (75.978630 sec): 30 clusters Score: Raw -1128454.462456 + Penalty 26533.247571 = -1101921.214884 nChanged 268 Deleting Class 17 (213 points): Lose 1000.827772 but Gain 1328.630275 Iteration 200F (76.373375 sec): 29 clusters Score: Raw -1127927.882734 + Penalty 25230.226053 = -1102697.656681 nChanged 292 Deleting Class 62 (253 points): Lose 666.690609 but Gain 983.793821 Iteration 201Q (76.467174 sec): 28 clusters Score: Raw -1127843.666796 + Penalty 24195.227011 = -1103648.439785 nChanged 347 Deleting Class 84 (17 points): Lose 88.616524 but Gain 355.636443 Iteration 202Q (76.558967 sec): 27 clusters Score: Raw -1128259.013077 + Penalty 23845.839821 = -1104413.173257 nChanged 132 Deleting Class 204 (41 points): Lose 154.699302 but Gain 257.885437 Iteration 203Q (76.646946 sec): 26 clusters Score: Raw -1128208.329916 + Penalty 23624.697725 = -1104583.632191 nChanged 114 Deleting Class 228 (1 points): Lose 13.956300 but Gain 51.146480 Iteration 204Q (76.733912 sec): 25 clusters Score: Raw -1128287.692148 + Penalty 23575.823753 = -1104711.868396 nChanged 67 Iteration 205Q (76.819152 sec): 25 clusters Score: Raw -1128313.924420 + Penalty 23580.473684 = -1104733.450736 nChanged 43 Iteration 206Q (76.904995 sec): 25 clusters Score: Raw -1128329.260292 + Penalty 23579.724511 = -1104749.535781 nChanged 36 Iteration 207Q (76.990379 sec): 25 clusters Score: Raw -1128341.710164 + Penalty 23583.059361 = -1104758.650803 nChanged 39 Iteration 208Q (77.076079 sec): 25 clusters Score: Raw -1128352.677847 + Penalty 23585.561237 = -1104767.116610 nChanged 28 Iteration 209Q (77.160456 sec): 25 clusters Score: Raw -1128362.188451 + Penalty 23589.204219 = -1104772.984232 nChanged 32 Deleting Class 18 (337 points): Lose 1321.552783 but Gain 1325.918024 Iteration 210F (77.498677 sec): 24 clusters Score: Raw -1127048.819837 + Penalty 22288.445397 = -1104760.374439 nChanged 368 Iteration 211F (77.822526 sec): 24 clusters Score: Raw -1127872.797718 + Penalty 22312.311217 = -1105560.486501 nChanged 164 Iteration 212Q (77.909590 sec): 24 clusters Score: Raw -1128005.161534 + Penalty 22333.286787 = -1105671.874747 nChanged 103 Iteration 213Q (77.994890 sec): 24 clusters Score: Raw -1128062.631479 + Penalty 22340.464304 = -1105722.167175 nChanged 67 Iteration 214Q (78.081457 sec): 24 clusters Score: Raw -1128093.932490 + Penalty 22343.576546 = -1105750.355945 nChanged 47 Iteration 215Q (78.166518 sec): 24 clusters Score: Raw -1128108.361498 + Penalty 22348.627601 = -1105759.733897 nChanged 35 Iteration 216Q (78.252743 sec): 24 clusters Score: Raw -1128119.584859 + Penalty 22351.710469 = -1105767.874390 nChanged 31 Iteration 217Q (78.337346 sec): 24 clusters Score: Raw -1128127.890625 + Penalty 22356.095347 = -1105771.795278 nChanged 23 Iteration 218Q (78.420949 sec): 24 clusters Score: Raw -1128137.539842 + Penalty 22361.916043 = -1105775.623800 nChanged 28 Writing temp clu file Memory request: 0.13 GB would take us to total of 0.25 GB. Compute initial score before splitting: Score: Raw -1128137.539842 + Penalty 22361.916043 = -1105775.623800Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 1 (920 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (78.476879 sec): 2 clusters Score: Raw -38358.464264 + Penalty 223.943912 = -38134.520352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (78.478848 sec): 3 clusters Score: Raw -37824.865925 + Penalty 448.998837 = -37375.867088 nChanged 397 SP:Iteration 1F (78.480721 sec): 3 clusters Score: Raw -38144.311391 + Penalty 450.392563 = -37693.918828 nChanged 95 SP:Iteration 2F (78.482593 sec): 3 clusters Score: Raw -38236.899795 + Penalty 453.391215 = -37783.508580 nChanged 61 SP:Iteration 3F (78.484461 sec): 3 clusters Score: Raw -38275.504312 + Penalty 454.383181 = -37821.121131 nChanged 31 SP:Iteration 4Q (78.486315 sec): 3 clusters Score: Raw -38299.889824 + Penalty 453.377838 = -37846.511986 nChanged 23 SP:Iteration 5Q (78.488159 sec): 3 clusters Score: Raw -38310.951037 + Penalty 454.384974 = -37856.566063 nChanged 13 SP:Iteration 6Q (78.490011 sec): 3 clusters Score: Raw -38316.663901 + Penalty 454.112877 = -37862.551025 nChanged 8 SP:Iteration 7Q (78.491856 sec): 3 clusters Score: Raw -38319.389160 + Penalty 455.043751 = -37864.345409 nChanged 8 SP:Iteration 8Q (78.493681 sec): 3 clusters Score: Raw -38322.477906 + Penalty 455.646716 = -37866.831190 nChanged 7 SP:Iteration 9Q (78.495509 sec): 3 clusters Score: Raw -38325.884948 + Penalty 456.111144 = -37869.773804 nChanged 10 SP:Iteration 10F (78.497378 sec): 3 clusters Score: Raw -38334.619427 + Penalty 457.364479 = -37877.254947 nChanged 11 SP:Iteration 11Q (78.499198 sec): 3 clusters Score: Raw -38341.701353 + Penalty 457.802600 = -37883.898753 nChanged 9 SP:Iteration 12Q (78.501011 sec): 3 clusters Score: Raw -38345.123641 + Penalty 457.852468 = -37887.271173 nChanged 4 SP:Iteration 13Q (78.502812 sec): 3 clusters Score: Raw -38345.978613 + Penalty 457.269521 = -37888.709092 nChanged 3 SP:Iteration 14Q (78.504607 sec): 3 clusters Score: Raw -38346.892657 + Penalty 456.904167 = -37889.988490 nChanged 3 SP:Iteration 15Q (78.506465 sec): 3 clusters Score: Raw -38347.710084 + Penalty 456.904167 = -37890.805918 nChanged 0 SP:Iteration 16F (78.508406 sec): 3 clusters Score: Raw -38347.710084 + Penalty 456.904167 = -37890.805918 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 2 (2054 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (78.518541 sec): 2 clusters Score: Raw -96325.957134 + Penalty 319.578037 = -96006.379097 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (78.522564 sec): 3 clusters Score: Raw -95052.348777 + Penalty 652.670576 = -94399.678201 nChanged 901 SP:Iteration 1F (78.526702 sec): 3 clusters Score: Raw -95627.670912 + Penalty 661.057772 = -94966.613140 nChanged 197 SP:Iteration 2F (78.530763 sec): 3 clusters Score: Raw -95757.351657 + Penalty 671.276209 = -95086.075448 nChanged 146 SP:Iteration 3F (78.534748 sec): 3 clusters Score: Raw -95898.759200 + Penalty 686.656390 = -95212.102811 nChanged 128 SP:Iteration 4F (78.538967 sec): 3 clusters Score: Raw -96021.241083 + Penalty 706.807547 = -95314.433536 nChanged 99 SP:Iteration 5Q (78.543296 sec): 3 clusters Score: Raw -96099.419447 + Penalty 730.763750 = -95368.655697 nChanged 79 SP:Iteration 6Q (78.547207 sec): 3 clusters Score: Raw -96169.259937 + Penalty 754.639538 = -95414.620399 nChanged 73 SP:Iteration 7Q (78.550947 sec): 3 clusters Score: Raw -96242.465300 + Penalty 779.013397 = -95463.451903 nChanged 42 SP:Iteration 8Q (78.554632 sec): 3 clusters Score: Raw -96282.772592 + Penalty 798.947054 = -95483.825539 nChanged 32 SP:Iteration 9Q (78.558596 sec): 3 clusters Score: Raw -96306.788108 + Penalty 825.078491 = -95481.709617 nChanged 18 SP:Iteration 10F (78.562828 sec): 3 clusters Score: Raw -96319.175722 + Penalty 834.166021 = -95485.009701 nChanged 14 SP:Iteration 11Q (78.566244 sec): 3 clusters Score: Raw -96329.373791 + Penalty 854.833625 = -95474.540166 nChanged 14 SP:Iteration 12F (78.570353 sec): 3 clusters Score: Raw -96340.528067 + Penalty 863.365196 = -95477.162872 nChanged 7 SP:Iteration 13Q (78.573708 sec): 3 clusters Score: Raw -96345.276457 + Penalty 871.257206 = -95474.019251 nChanged 4 SP:Iteration 14F (78.577895 sec): 3 clusters Score: Raw -96347.426262 + Penalty 874.620694 = -95472.805569 nChanged 1 SP:Iteration 15F (78.581950 sec): 3 clusters Score: Raw -96347.759441 + Penalty 874.870462 = -95472.888979 nChanged 1 SP:Iteration 16Q (78.585261 sec): 3 clusters Score: Raw -96348.308417 + Penalty 874.870462 = -95473.437955 nChanged 0 SP:Iteration 17F (78.589349 sec): 3 clusters Score: Raw -96348.308417 + Penalty 874.870462 = -95473.437955 nChanged 0 Memory request: 0.03 GB would take us to total of 0.28 GB. Trying to split cluster 4 (5571 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (78.615615 sec): 2 clusters Score: Raw -243910.851749 + Penalty 89.578369 = -243821.273380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (78.627335 sec): 3 clusters Score: Raw -240204.704755 + Penalty 180.742744 = -240023.962012 nChanged 2696 SP:Iteration 1F (78.637940 sec): 3 clusters Score: Raw -242056.100750 + Penalty 182.431440 = -241873.669310 nChanged 338 SP:Iteration 2F (78.649045 sec): 3 clusters Score: Raw -242277.779090 + Penalty 183.806834 = -242093.972256 nChanged 261 SP:Iteration 3Q (78.659629 sec): 3 clusters Score: Raw -242675.181318 + Penalty 184.717790 = -242490.463527 nChanged 231 SP:Iteration 4Q (78.670035 sec): 3 clusters Score: Raw -242952.596764 + Penalty 185.440863 = -242767.155900 nChanged 184 SP:Iteration 5Q (78.680295 sec): 3 clusters Score: Raw -243062.535245 + Penalty 186.211442 = -242876.323803 nChanged 118 SP:Iteration 6Q (78.690219 sec): 3 clusters Score: Raw -243113.245374 + Penalty 187.098139 = -242926.147235 nChanged 113 SP:Iteration 7Q (78.700091 sec): 3 clusters Score: Raw -243157.095486 + Penalty 188.047676 = -242969.047810 nChanged 134 SP:Iteration 8Q (78.709951 sec): 3 clusters Score: Raw -243212.689337 + Penalty 189.405758 = -243023.283580 nChanged 112 SP:Iteration 9Q (78.719595 sec): 3 clusters Score: Raw -243256.633624 + Penalty 190.333995 = -243066.299628 nChanged 124 SP:Iteration 10F (78.729935 sec): 3 clusters Score: Raw -243308.698849 + Penalty 190.812138 = -243117.886712 nChanged 107 SP:Iteration 11Q (78.739450 sec): 3 clusters Score: Raw -243354.164008 + Penalty 191.177112 = -243162.986896 nChanged 95 SP:Iteration 12Q (78.749225 sec): 3 clusters Score: Raw -243396.685409 + Penalty 192.630187 = -243204.055222 nChanged 102 SP:Iteration 13Q (78.758700 sec): 3 clusters Score: Raw -243448.132163 + Penalty 194.089827 = -243254.042336 nChanged 100 SP:Iteration 14Q (78.767712 sec): 3 clusters Score: Raw -243495.971517 + Penalty 193.433295 = -243302.538222 nChanged 87 SP:Iteration 15Q (78.776692 sec): 3 clusters Score: Raw -243535.501081 + Penalty 196.047175 = -243339.453906 nChanged 83 SP:Iteration 16Q (78.785523 sec): 3 clusters Score: Raw -243576.659120 + Penalty 198.884390 = -243377.774730 nChanged 83 SP:Iteration 17Q (78.794314 sec): 3 clusters Score: Raw -243623.444253 + Penalty 201.870796 = -243421.573457 nChanged 92 SP:Iteration 18Q (78.803040 sec): 3 clusters Score: Raw -243680.577790 + Penalty 202.746692 = -243477.831097 nChanged 83 SP:Iteration 19Q (78.812476 sec): 3 clusters Score: Raw -243730.693652 + Penalty 208.959972 = -243521.733681 nChanged 57 SP:Iteration 20F (78.823249 sec): 3 clusters Score: Raw -243762.127641 + Penalty 217.253800 = -243544.873841 nChanged 57 SP:Iteration 21Q (78.831815 sec): 3 clusters Score: Raw -243799.221136 + Penalty 220.888257 = -243578.332879 nChanged 60 SP:Iteration 22Q (78.840091 sec): 3 clusters Score: Raw -243841.769499 + Penalty 233.459248 = -243608.310251 nChanged 40 SP:Iteration 23Q (78.848463 sec): 3 clusters Score: Raw -243869.360602 + Penalty 247.767309 = -243621.593292 nChanged 21 SP:Iteration 24Q (78.856611 sec): 3 clusters Score: Raw -243881.980247 + Penalty 258.936413 = -243623.043834 nChanged 17 SP:Iteration 25Q (78.864491 sec): 3 clusters Score: Raw -243893.914749 + Penalty 270.419029 = -243623.495720 nChanged 18 SP:Iteration 26Q (78.872324 sec): 3 clusters Score: Raw -243910.656394 + Penalty 266.247251 = -243644.409143 nChanged 10 SP:Iteration 27Q (78.880506 sec): 3 clusters Score: Raw -243920.339184 + Penalty 265.401652 = -243654.937532 nChanged 1 SP:Iteration 28Q (78.888449 sec): 3 clusters Score: Raw -243919.945087 + Penalty 265.401652 = -243654.543435 nChanged 0 SP:Iteration 29F (78.898589 sec): 3 clusters Score: Raw -243919.945087 + Penalty 265.401652 = -243654.543435 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 6 (951 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (78.907559 sec): 2 clusters Score: Raw -47803.861054 + Penalty 875.751789 = -46928.109265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (78.909563 sec): 3 clusters Score: Raw -47395.076521 + Penalty 1751.813272 = -45643.263249 nChanged 300 SP:Iteration 1F (78.911463 sec): 3 clusters Score: Raw -47588.993640 + Penalty 1752.439436 = -45836.554204 nChanged 82 SP:Iteration 2F (78.913360 sec): 3 clusters Score: Raw -47644.504791 + Penalty 1753.385659 = -45891.119131 nChanged 43 SP:Iteration 3Q (78.915252 sec): 3 clusters Score: Raw -47681.873032 + Penalty 1754.615804 = -45927.257228 nChanged 36 SP:Iteration 4Q (78.917144 sec): 3 clusters Score: Raw -47710.094515 + Penalty 1755.636840 = -45954.457675 nChanged 26 SP:Iteration 5Q (78.919027 sec): 3 clusters Score: Raw -47731.585693 + Penalty 1757.173544 = -45974.412149 nChanged 21 SP:Iteration 6Q (78.920913 sec): 3 clusters Score: Raw -47750.922090 + Penalty 1759.712351 = -45991.209740 nChanged 22 SP:Iteration 7Q (78.922817 sec): 3 clusters Score: Raw -47767.996844 + Penalty 1764.147775 = -46003.849068 nChanged 24 SP:Iteration 8Q (78.924730 sec): 3 clusters Score: Raw -47786.641117 + Penalty 1768.168336 = -46018.472781 nChanged 26 SP:Iteration 9Q (78.926627 sec): 3 clusters Score: Raw -47811.276084 + Penalty 1771.098124 = -46040.177961 nChanged 21 SP:Iteration 10F (78.928509 sec): 3 clusters Score: Raw -47829.470940 + Penalty 1773.769157 = -46055.701783 nChanged 14 SP:Iteration 11Q (78.930370 sec): 3 clusters Score: Raw -47839.758799 + Penalty 1775.739381 = -46064.019418 nChanged 13 SP:Iteration 12Q (78.932228 sec): 3 clusters Score: Raw -47849.980735 + Penalty 1778.533437 = -46071.447298 nChanged 12 SP:Iteration 13Q (78.934082 sec): 3 clusters Score: Raw -47858.634856 + Penalty 1780.086626 = -46078.548230 nChanged 8 SP:Iteration 14Q (78.935946 sec): 3 clusters Score: Raw -47862.391831 + Penalty 1783.559008 = -46078.832823 nChanged 13 SP:Iteration 15Q (78.937793 sec): 3 clusters Score: Raw -47870.562979 + Penalty 1787.096536 = -46083.466443 nChanged 15 SP:Iteration 16Q (78.939656 sec): 3 clusters Score: Raw -47881.750908 + Penalty 1791.541080 = -46090.209828 nChanged 19 SP:Iteration 17Q (78.941520 sec): 3 clusters Score: Raw -47900.497368 + Penalty 1794.430530 = -46106.066838 nChanged 9 SP:Iteration 18Q (78.943353 sec): 3 clusters Score: Raw -47908.744901 + Penalty 1798.620027 = -46110.124874 nChanged 12 SP:Iteration 19Q (78.945179 sec): 3 clusters Score: Raw -47919.304517 + Penalty 1803.027460 = -46116.277057 nChanged 16 SP:Iteration 20F (78.947186 sec): 3 clusters Score: Raw -47935.055150 + Penalty 1806.969227 = -46128.085923 nChanged 12 SP:Iteration 21Q (78.949259 sec): 3 clusters Score: Raw -47949.021168 + Penalty 1808.722005 = -46140.299163 nChanged 9 SP:Iteration 22Q (78.951134 sec): 3 clusters Score: Raw -47954.872196 + Penalty 1810.916548 = -46143.955648 nChanged 5 SP:Iteration 23Q (78.952968 sec): 3 clusters Score: Raw -47961.101856 + Penalty 1814.133132 = -46146.968724 nChanged 7 SP:Iteration 24Q (78.954768 sec): 3 clusters Score: Raw -47965.986673 + Penalty 1815.188581 = -46150.798092 nChanged 3 SP:Iteration 25Q (78.956579 sec): 3 clusters Score: Raw -47967.122423 + Penalty 1814.778236 = -46152.344187 nChanged 1 SP:Iteration 26Q (78.958458 sec): 3 clusters Score: Raw -47967.819263 + Penalty 1814.778236 = -46153.041027 nChanged 0 SP:Iteration 27F (78.960368 sec): 3 clusters Score: Raw -47967.819263 + Penalty 1814.778236 = -46153.041027 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 7 (1051 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (78.967191 sec): 2 clusters Score: Raw -48964.804563 + Penalty 428.324584 = -48536.479979 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (78.969429 sec): 3 clusters Score: Raw -48348.262979 + Penalty 861.779329 = -47486.483650 nChanged 394 SP:Iteration 1F (78.971626 sec): 3 clusters Score: Raw -48571.041896 + Penalty 869.840030 = -47701.201867 nChanged 142 SP:Iteration 2F (78.973743 sec): 3 clusters Score: Raw -48671.420073 + Penalty 879.482114 = -47791.937959 nChanged 94 SP:Iteration 3F (78.975836 sec): 3 clusters Score: Raw -48755.024612 + Penalty 883.734149 = -47871.290463 nChanged 51 SP:Iteration 4Q (78.977887 sec): 3 clusters Score: Raw -48805.448728 + Penalty 886.852957 = -47918.595771 nChanged 35 SP:Iteration 5Q (78.979866 sec): 3 clusters Score: Raw -48824.450666 + Penalty 889.814213 = -47934.636453 nChanged 23 SP:Iteration 6Q (78.981886 sec): 3 clusters Score: Raw -48836.775808 + Penalty 891.137229 = -47945.638579 nChanged 12 SP:Iteration 7Q (78.983972 sec): 3 clusters Score: Raw -48846.292041 + Penalty 893.517728 = -47952.774313 nChanged 12 SP:Iteration 8Q (78.985897 sec): 3 clusters Score: Raw -48852.588924 + Penalty 896.985232 = -47955.603692 nChanged 11 SP:Iteration 9Q (78.987877 sec): 3 clusters Score: Raw -48857.547935 + Penalty 897.650444 = -47959.897492 nChanged 11 SP:Iteration 10F (78.989948 sec): 3 clusters Score: Raw -48861.890414 + Penalty 897.995643 = -47963.894772 nChanged 4 SP:Iteration 11Q (78.991857 sec): 3 clusters Score: Raw -48862.999030 + Penalty 899.479705 = -47963.519324 nChanged 4 SP:Iteration 12F (78.994051 sec): 3 clusters Score: Raw -48864.584202 + Penalty 901.184656 = -47963.399546 nChanged 6 SP:Iteration 13F (78.996150 sec): 3 clusters Score: Raw -48865.998185 + Penalty 904.491095 = -47961.507089 nChanged 5 SP:Iteration 14F (78.998188 sec): 3 clusters Score: Raw -48867.419475 + Penalty 907.770468 = -47959.649006 nChanged 7 SP:Iteration 15F (79.000226 sec): 3 clusters Score: Raw -48870.625872 + Penalty 916.318538 = -47954.307334 nChanged 16 SP:Iteration 16F (79.002260 sec): 3 clusters Score: Raw -48878.867611 + Penalty 926.723294 = -47952.144316 nChanged 18 SP:Iteration 17F (79.004293 sec): 3 clusters Score: Raw -48886.533115 + Penalty 932.175389 = -47954.357726 nChanged 18 SP:Iteration 18Q (79.006161 sec): 3 clusters Score: Raw -48895.892798 + Penalty 936.959394 = -47958.933404 nChanged 19 SP:Iteration 19Q (79.008043 sec): 3 clusters Score: Raw -48908.753822 + Penalty 950.422677 = -47958.331145 nChanged 26 SP:Iteration 20F (79.010235 sec): 3 clusters Score: Raw -48928.885197 + Penalty 974.855089 = -47954.030107 nChanged 31 SP:Iteration 21F (79.012414 sec): 3 clusters Score: Raw -48951.092229 + Penalty 973.325480 = -47977.766748 nChanged 17 SP:Iteration 22Q (79.014253 sec): 3 clusters Score: Raw -48967.046891 + Penalty 982.723108 = -47984.323782 nChanged 10 SP:Iteration 23Q (79.016108 sec): 3 clusters Score: Raw -48977.904517 + Penalty 993.996494 = -47983.908022 nChanged 7 SP:Iteration 24F (79.018170 sec): 3 clusters Score: Raw -48984.158593 + Penalty 1008.141657 = -47976.016937 nChanged 4 SP:Iteration 25F (79.020217 sec): 3 clusters Score: Raw -48991.708924 + Penalty 1013.268903 = -47978.440021 nChanged 4 SP:Iteration 26Q (79.021972 sec): 3 clusters Score: Raw -48997.546368 + Penalty 1013.268903 = -47984.277465 nChanged 0 SP:Iteration 27F (79.024018 sec): 3 clusters Score: Raw -48997.546368 + Penalty 1013.268903 = -47984.277465 nChanged 0 Memory request: 0.03 GB would take us to total of 0.29 GB. Trying to split cluster 8 (6938 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.058767 sec): 2 clusters Score: Raw -294893.613756 + Penalty 300.325002 = -294593.288754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.072173 sec): 3 clusters Score: Raw -290295.889315 + Penalty 594.357587 = -289701.531728 nChanged 3189 SP:Iteration 1F (79.085562 sec): 3 clusters Score: Raw -292439.740449 + Penalty 594.568845 = -291845.171604 nChanged 1389 SP:Iteration 2F (79.099041 sec): 3 clusters Score: Raw -294004.351835 + Penalty 628.683047 = -293375.668788 nChanged 506 SP:Iteration 3F (79.112611 sec): 3 clusters Score: Raw -294586.105335 + Penalty 690.903908 = -293895.201427 nChanged 182 SP:Iteration 4Q (79.124264 sec): 3 clusters Score: Raw -294755.172147 + Penalty 753.065492 = -294002.106654 nChanged 89 SP:Iteration 5Q (79.135676 sec): 3 clusters Score: Raw -294836.481539 + Penalty 807.288585 = -294029.192954 nChanged 43 SP:Iteration 6Q (79.146749 sec): 3 clusters Score: Raw -294875.300875 + Penalty 852.284780 = -294023.016095 nChanged 19 SP:Iteration 7F (79.161895 sec): 3 clusters Score: Raw -294896.477835 + Penalty 883.085685 = -294013.392150 nChanged 14 SP:Iteration 8F (79.175804 sec): 3 clusters Score: Raw -294908.503914 + Penalty 926.525341 = -293981.978573 nChanged 12 SP:Iteration 9F (79.190218 sec): 3 clusters Score: Raw -294919.436349 + Penalty 956.196721 = -293963.239628 nChanged 6 SP:Iteration 10F (79.204031 sec): 3 clusters Score: Raw -294924.062949 + Penalty 988.744261 = -293935.318688 nChanged 4 SP:Iteration 11F (79.217744 sec): 3 clusters Score: Raw -294927.364602 + Penalty 1011.113145 = -293916.251457 nChanged 3 SP:Iteration 12F (79.231486 sec): 3 clusters Score: Raw -294932.815857 + Penalty 1053.405582 = -293879.410275 nChanged 4 SP:Iteration 13F (79.245520 sec): 3 clusters Score: Raw -294944.900552 + Penalty 1063.899512 = -293881.001040 nChanged 3 SP:Iteration 14Q (79.256629 sec): 3 clusters Score: Raw -294949.946644 + Penalty 1061.758472 = -293888.188172 nChanged 1 SP:Iteration 15Q (79.267351 sec): 3 clusters Score: Raw -294952.195322 + Penalty 1067.177562 = -293885.017760 nChanged 1 SP:Iteration 16F (79.280964 sec): 3 clusters Score: Raw -294954.967941 + Penalty 1067.177562 = -293887.790380 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 10 (383 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.287485 sec): 2 clusters Score: Raw -18306.510809 + Penalty 597.767986 = -17708.742823 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.288483 sec): 3 clusters Score: Raw -18162.057701 + Penalty 1195.759541 = -16966.298160 nChanged 82 SP:Iteration 1F (79.289440 sec): 3 clusters Score: Raw -18241.596015 + Penalty 1195.504744 = -17046.091272 nChanged 33 SP:Iteration 2F (79.290346 sec): 3 clusters Score: Raw -18269.119916 + Penalty 1195.540394 = -17073.579523 nChanged 11 SP:Iteration 3Q (79.291242 sec): 3 clusters Score: Raw -18285.764921 + Penalty 1195.775367 = -17089.989554 nChanged 9 SP:Iteration 4Q (79.292135 sec): 3 clusters Score: Raw -18295.625807 + Penalty 1196.183399 = -17099.442408 nChanged 5 SP:Iteration 5Q (79.293024 sec): 3 clusters Score: Raw -18298.931708 + Penalty 1196.534299 = -17102.397408 nChanged 4 SP:Iteration 6Q (79.293914 sec): 3 clusters Score: Raw -18302.511930 + Penalty 1196.868865 = -17105.643065 nChanged 4 SP:Iteration 7Q (79.294835 sec): 3 clusters Score: Raw -18304.609942 + Penalty 1197.100750 = -17107.509192 nChanged 3 SP:Iteration 8Q (79.295727 sec): 3 clusters Score: Raw -18308.194568 + Penalty 1197.879757 = -17110.314811 nChanged 4 SP:Iteration 9Q (79.296614 sec): 3 clusters Score: Raw -18310.752375 + Penalty 1198.562883 = -17112.189492 nChanged 3 SP:Iteration 10F (79.297515 sec): 3 clusters Score: Raw -18313.139527 + Penalty 1199.395699 = -17113.743828 nChanged 7 SP:Iteration 11Q (79.298400 sec): 3 clusters Score: Raw -18320.263755 + Penalty 1200.552611 = -17119.711144 nChanged 4 SP:Iteration 12Q (79.299284 sec): 3 clusters Score: Raw -18324.004163 + Penalty 1202.557635 = -17121.446528 nChanged 5 SP:Iteration 13Q (79.300166 sec): 3 clusters Score: Raw -18328.616299 + Penalty 1205.434899 = -17123.181400 nChanged 6 SP:Iteration 14Q (79.301046 sec): 3 clusters Score: Raw -18335.681986 + Penalty 1209.221548 = -17126.460438 nChanged 7 SP:Iteration 15Q (79.301925 sec): 3 clusters Score: Raw -18343.349202 + Penalty 1212.420262 = -17130.928940 nChanged 5 SP:Iteration 16Q (79.302798 sec): 3 clusters Score: Raw -18347.907535 + Penalty 1212.750564 = -17135.156970 nChanged 2 SP:Iteration 17Q (79.303664 sec): 3 clusters Score: Raw -18350.135506 + Penalty 1213.090136 = -17137.045370 nChanged 2 SP:Iteration 18Q (79.304531 sec): 3 clusters Score: Raw -18352.117373 + Penalty 1214.553684 = -17137.563689 nChanged 3 SP:Iteration 19Q (79.305401 sec): 3 clusters Score: Raw -18356.029786 + Penalty 1215.221627 = -17140.808159 nChanged 1 SP:Iteration 20F (79.306296 sec): 3 clusters Score: Raw -18356.451400 + Penalty 1215.221627 = -17141.229773 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 11 (904 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.310061 sec): 2 clusters Score: Raw -46698.874363 + Penalty 1002.019972 = -45696.854392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.311964 sec): 3 clusters Score: Raw -46380.841014 + Penalty 2005.253065 = -44375.587949 nChanged 274 SP:Iteration 1F (79.313835 sec): 3 clusters Score: Raw -46600.240800 + Penalty 2005.477928 = -44594.762872 nChanged 48 SP:Iteration 2F (79.315672 sec): 3 clusters Score: Raw -46643.091861 + Penalty 2006.166420 = -44636.925441 nChanged 23 SP:Iteration 3Q (79.317519 sec): 3 clusters Score: Raw -46662.349691 + Penalty 2006.598802 = -44655.750888 nChanged 15 SP:Iteration 4Q (79.319342 sec): 3 clusters Score: Raw -46676.288206 + Penalty 2005.755307 = -44670.532899 nChanged 12 SP:Iteration 5Q (79.321165 sec): 3 clusters Score: Raw -46686.807715 + Penalty 2005.010617 = -44681.797098 nChanged 19 SP:Iteration 6Q (79.322985 sec): 3 clusters Score: Raw -46702.648564 + Penalty 2004.275996 = -44698.372569 nChanged 13 SP:Iteration 7Q (79.324861 sec): 3 clusters Score: Raw -46711.626714 + Penalty 2004.295182 = -44707.331532 nChanged 5 SP:Iteration 8Q (79.326736 sec): 3 clusters Score: Raw -46718.314484 + Penalty 2004.075471 = -44714.239013 nChanged 5 SP:Iteration 9Q (79.328588 sec): 3 clusters Score: Raw -46722.982189 + Penalty 2003.162717 = -44719.819472 nChanged 5 SP:Iteration 10F (79.330448 sec): 3 clusters Score: Raw -46730.408014 + Penalty 2001.727842 = -44728.680172 nChanged 10 SP:Iteration 11Q (79.332264 sec): 3 clusters Score: Raw -46740.031472 + Penalty 2002.638835 = -44737.392637 nChanged 5 SP:Iteration 12Q (79.334267 sec): 3 clusters Score: Raw -46742.722503 + Penalty 2002.576613 = -44740.145890 nChanged 3 SP:Iteration 13Q (79.336304 sec): 3 clusters Score: Raw -46744.228335 + Penalty 2002.690837 = -44741.537499 nChanged 3 SP:Iteration 14Q (79.338221 sec): 3 clusters Score: Raw -46745.822383 + Penalty 2002.624678 = -44743.197705 nChanged 3 SP:Iteration 15Q (79.340053 sec): 3 clusters Score: Raw -46748.164675 + Penalty 2003.099189 = -44745.065486 nChanged 6 SP:Iteration 16Q (79.341905 sec): 3 clusters Score: Raw -46755.180414 + Penalty 2002.679050 = -44752.501364 nChanged 6 SP:Iteration 17Q (79.343791 sec): 3 clusters Score: Raw -46760.434063 + Penalty 2002.100829 = -44758.333235 nChanged 2 SP:Iteration 18Q (79.345598 sec): 3 clusters Score: Raw -46761.341843 + Penalty 2002.378708 = -44758.963135 nChanged 3 SP:Iteration 19Q (79.347400 sec): 3 clusters Score: Raw -46764.129510 + Penalty 2002.378708 = -44761.750802 nChanged 0 SP:Iteration 20F (79.349242 sec): 3 clusters Score: Raw -46764.129510 + Penalty 2002.378708 = -44761.750802 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 12 (567 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.351507 sec): 2 clusters Score: Raw -24743.463246 + Penalty 347.895478 = -24395.567768 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.352804 sec): 3 clusters Score: Raw -24438.439181 + Penalty 703.219158 = -23735.220023 nChanged 200 SP:Iteration 1F (79.354054 sec): 3 clusters Score: Raw -24584.745545 + Penalty 722.721251 = -23862.024294 nChanged 82 SP:Iteration 2F (79.355285 sec): 3 clusters Score: Raw -24663.911077 + Penalty 743.720280 = -23920.190797 nChanged 46 SP:Iteration 3F (79.356511 sec): 3 clusters Score: Raw -24711.200522 + Penalty 765.893311 = -23945.307211 nChanged 35 SP:Iteration 4F (79.357734 sec): 3 clusters Score: Raw -24741.660256 + Penalty 786.462629 = -23955.197627 nChanged 23 SP:Iteration 5Q (79.359028 sec): 3 clusters Score: Raw -24763.248679 + Penalty 794.128031 = -23969.120647 nChanged 15 SP:Iteration 6Q (79.360271 sec): 3 clusters Score: Raw -24780.468660 + Penalty 804.361669 = -23976.106991 nChanged 11 SP:Iteration 7Q (79.361482 sec): 3 clusters Score: Raw -24790.309494 + Penalty 805.661962 = -23984.647532 nChanged 4 SP:Iteration 8Q (79.362616 sec): 3 clusters Score: Raw -24792.306477 + Penalty 809.881560 = -23982.424917 nChanged 2 SP:Iteration 9F (79.363827 sec): 3 clusters Score: Raw -24793.070652 + Penalty 809.939032 = -23983.131619 nChanged 1 SP:Iteration 10F (79.365037 sec): 3 clusters Score: Raw -24793.938322 + Penalty 809.416625 = -23984.521698 nChanged 1 SP:Iteration 11Q (79.366155 sec): 3 clusters Score: Raw -24794.313570 + Penalty 811.157093 = -23983.156476 nChanged 1 SP:Iteration 12F (79.367366 sec): 3 clusters Score: Raw -24795.334038 + Penalty 811.157093 = -23984.176945 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 14 (895 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.370494 sec): 2 clusters Score: Raw -36671.196122 + Penalty 290.454206 = -36380.741917 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.372406 sec): 3 clusters Score: Raw -36187.481679 + Penalty 590.100942 = -35597.380737 nChanged 367 SP:Iteration 1F (79.374223 sec): 3 clusters Score: Raw -36578.349738 + Penalty 596.036176 = -35982.313562 nChanged 88 SP:Iteration 2F (79.376040 sec): 3 clusters Score: Raw -36634.155839 + Penalty 603.207554 = -36030.948285 nChanged 38 SP:Iteration 3Q (79.377878 sec): 3 clusters Score: Raw -36656.033950 + Penalty 609.358015 = -36046.675935 nChanged 17 SP:Iteration 4Q (79.379732 sec): 3 clusters Score: Raw -36664.964416 + Penalty 611.656041 = -36053.308374 nChanged 13 SP:Iteration 5Q (79.381524 sec): 3 clusters Score: Raw -36671.456481 + Penalty 610.939594 = -36060.516887 nChanged 10 SP:Iteration 6Q (79.383292 sec): 3 clusters Score: Raw -36677.129197 + Penalty 612.115608 = -36065.013590 nChanged 12 SP:Iteration 7Q (79.385059 sec): 3 clusters Score: Raw -36686.339728 + Penalty 611.101930 = -36075.237797 nChanged 8 SP:Iteration 8Q (79.386831 sec): 3 clusters Score: Raw -36689.354118 + Penalty 610.109299 = -36079.244819 nChanged 7 SP:Iteration 9Q (79.388678 sec): 3 clusters Score: Raw -36691.383914 + Penalty 610.300538 = -36081.083377 nChanged 6 SP:Iteration 10F (79.390571 sec): 3 clusters Score: Raw -36692.994891 + Penalty 609.071546 = -36083.923345 nChanged 4 SP:Iteration 11Q (79.392426 sec): 3 clusters Score: Raw -36694.422997 + Penalty 609.478382 = -36084.944614 nChanged 5 SP:Iteration 12Q (79.394254 sec): 3 clusters Score: Raw -36695.622950 + Penalty 610.417309 = -36085.205641 nChanged 3 SP:Iteration 13Q (79.396027 sec): 3 clusters Score: Raw -36696.056964 + Penalty 610.141712 = -36085.915252 nChanged 3 SP:Iteration 14Q (79.397848 sec): 3 clusters Score: Raw -36696.664269 + Penalty 609.979176 = -36086.685093 nChanged 6 SP:Iteration 15Q (79.399648 sec): 3 clusters Score: Raw -36698.244189 + Penalty 610.337635 = -36087.906554 nChanged 6 SP:Iteration 16Q (79.401408 sec): 3 clusters Score: Raw -36700.399644 + Penalty 610.437663 = -36089.961982 nChanged 7 SP:Iteration 17Q (79.403181 sec): 3 clusters Score: Raw -36702.904641 + Penalty 609.797996 = -36093.106645 nChanged 5 SP:Iteration 18Q (79.404952 sec): 3 clusters Score: Raw -36704.259511 + Penalty 609.716927 = -36094.542584 nChanged 2 SP:Iteration 19Q (79.406731 sec): 3 clusters Score: Raw -36704.887211 + Penalty 610.112180 = -36094.775031 nChanged 1 SP:Iteration 20F (79.408522 sec): 3 clusters Score: Raw -36704.941085 + Penalty 610.112180 = -36094.828904 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 16 (635 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.410941 sec): 2 clusters Score: Raw -21527.757803 + Penalty 972.462020 = -20555.295783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.412337 sec): 3 clusters Score: Raw -21412.226729 + Penalty 1945.859576 = -19466.367153 nChanged 161 SP:Iteration 1F (79.413700 sec): 3 clusters Score: Raw -21639.541468 + Penalty 1944.156743 = -19695.384725 nChanged 61 SP:Iteration 2F (79.415065 sec): 3 clusters Score: Raw -21776.015940 + Penalty 1942.627353 = -19833.388587 nChanged 50 SP:Iteration 3F (79.416426 sec): 3 clusters Score: Raw -21937.938161 + Penalty 1940.363677 = -19997.574484 nChanged 44 SP:Iteration 4F (79.417791 sec): 3 clusters Score: Raw -22125.615722 + Penalty 1942.605843 = -20183.009880 nChanged 33 SP:Iteration 5F (79.419164 sec): 3 clusters Score: Raw -22260.867186 + Penalty 1946.228086 = -20314.639100 nChanged 31 SP:Iteration 6Q (79.420372 sec): 3 clusters Score: Raw -22382.342586 + Penalty 1949.430716 = -20432.911870 nChanged 23 SP:Iteration 7Q (79.421559 sec): 3 clusters Score: Raw -22471.196492 + Penalty 1951.215819 = -20519.980673 nChanged 8 SP:Iteration 8Q (79.422732 sec): 3 clusters Score: Raw -22509.949307 + Penalty 1952.653050 = -20557.296257 nChanged 10 SP:Iteration 9Q (79.423940 sec): 3 clusters Score: Raw -22556.617284 + Penalty 1954.399076 = -20602.218208 nChanged 12 SP:Iteration 10F (79.425309 sec): 3 clusters Score: Raw -22589.978266 + Penalty 1955.193985 = -20634.784281 nChanged 7 SP:Iteration 11Q (79.426470 sec): 3 clusters Score: Raw -22644.917806 + Penalty 1956.227171 = -20688.690634 nChanged 8 SP:Iteration 12Q (79.427623 sec): 3 clusters Score: Raw -22673.149995 + Penalty 1956.860905 = -20716.289091 nChanged 5 SP:Iteration 13Q (79.428774 sec): 3 clusters Score: Raw -22683.768631 + Penalty 1956.812147 = -20726.956483 nChanged 2 SP:Iteration 14Q (79.429917 sec): 3 clusters Score: Raw -22691.991558 + Penalty 1956.812147 = -20735.179411 nChanged 0 SP:Iteration 15F (79.431283 sec): 3 clusters Score: Raw -22691.991558 + Penalty 1956.812147 = -20735.179411 nChanged 0 Score: Raw -1149379.237950 + Penalty 23922.156808 = -1125457.081142 Splitting cluster 16 changes total score from -1105775.623800 to -1125457.081142 So it's getting split into cluster 3. Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 19 (785 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.779884 sec): 2 clusters Score: Raw -39868.990949 + Penalty 590.978054 = -39278.012895 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.781496 sec): 3 clusters Score: Raw -39489.319817 + Penalty 1182.075906 = -38307.243911 nChanged 287 SP:Iteration 1F (79.783081 sec): 3 clusters Score: Raw -39667.988457 + Penalty 1183.291910 = -38484.696547 nChanged 79 SP:Iteration 2F (79.784644 sec): 3 clusters Score: Raw -39723.922403 + Penalty 1184.521738 = -38539.400665 nChanged 57 SP:Iteration 3F (79.786243 sec): 3 clusters Score: Raw -39769.442358 + Penalty 1187.442289 = -38582.000069 nChanged 41 SP:Iteration 4F (79.787804 sec): 3 clusters Score: Raw -39798.876219 + Penalty 1191.081082 = -38607.795137 nChanged 28 SP:Iteration 5Q (79.789393 sec): 3 clusters Score: Raw -39819.725162 + Penalty 1194.503033 = -38625.222129 nChanged 25 SP:Iteration 6Q (79.790975 sec): 3 clusters Score: Raw -39839.623330 + Penalty 1197.160737 = -38642.462593 nChanged 21 SP:Iteration 7Q (79.792537 sec): 3 clusters Score: Raw -39855.531684 + Penalty 1200.555381 = -38654.976303 nChanged 19 SP:Iteration 8Q (79.794104 sec): 3 clusters Score: Raw -39868.548370 + Penalty 1203.254996 = -38665.293373 nChanged 17 SP:Iteration 9Q (79.795687 sec): 3 clusters Score: Raw -39883.235086 + Penalty 1206.791417 = -38676.443669 nChanged 11 SP:Iteration 10F (79.797274 sec): 3 clusters Score: Raw -39889.708894 + Penalty 1211.257390 = -38678.451503 nChanged 12 SP:Iteration 11Q (79.798819 sec): 3 clusters Score: Raw -39897.621566 + Penalty 1212.897471 = -38684.724095 nChanged 8 SP:Iteration 12Q (79.800358 sec): 3 clusters Score: Raw -39900.818887 + Penalty 1216.646689 = -38684.172199 nChanged 5 SP:Iteration 13F (79.801919 sec): 3 clusters Score: Raw -39905.942795 + Penalty 1216.829926 = -38689.112869 nChanged 3 SP:Iteration 14Q (79.803499 sec): 3 clusters Score: Raw -39908.788706 + Penalty 1217.792549 = -38690.996157 nChanged 3 SP:Iteration 15Q (79.805080 sec): 3 clusters Score: Raw -39913.497492 + Penalty 1219.489194 = -38694.008298 nChanged 4 SP:Iteration 16Q (79.806621 sec): 3 clusters Score: Raw -39915.452234 + Penalty 1223.512831 = -38691.939403 nChanged 3 SP:Iteration 17F (79.808198 sec): 3 clusters Score: Raw -39918.273441 + Penalty 1225.545015 = -38692.728426 nChanged 5 SP:Iteration 18Q (79.809743 sec): 3 clusters Score: Raw -39923.973994 + Penalty 1230.218655 = -38693.755339 nChanged 5 SP:Iteration 19Q (79.811297 sec): 3 clusters Score: Raw -39927.380719 + Penalty 1234.138932 = -38693.241787 nChanged 4 SP:Iteration 20F (79.812907 sec): 3 clusters Score: Raw -39930.175906 + Penalty 1235.826110 = -38694.349796 nChanged 1 SP:Iteration 21Q (79.814425 sec): 3 clusters Score: Raw -39931.200082 + Penalty 1236.175407 = -38695.024675 nChanged 2 SP:Iteration 22Q (79.815989 sec): 3 clusters Score: Raw -39932.911618 + Penalty 1239.035491 = -38693.876127 nChanged 2 SP:Iteration 23F (79.817610 sec): 3 clusters Score: Raw -39933.825875 + Penalty 1242.576219 = -38691.249656 nChanged 4 SP:Iteration 24F (79.819201 sec): 3 clusters Score: Raw -39939.064736 + Penalty 1244.554408 = -38694.510328 nChanged 3 SP:Iteration 25Q (79.820696 sec): 3 clusters Score: Raw -39941.516929 + Penalty 1245.777430 = -38695.739498 nChanged 1 SP:Iteration 26Q (79.822179 sec): 3 clusters Score: Raw -39942.808644 + Penalty 1246.187078 = -38696.621565 nChanged 1 SP:Iteration 27Q (79.823681 sec): 3 clusters Score: Raw -39944.146824 + Penalty 1247.772855 = -38696.373969 nChanged 1 SP:Iteration 28F (79.825286 sec): 3 clusters Score: Raw -39945.190546 + Penalty 1248.817898 = -38696.372648 nChanged 1 SP:Iteration 29F (79.826877 sec): 3 clusters Score: Raw -39945.928286 + Penalty 1248.817898 = -38697.110388 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 22 (463 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.829598 sec): 2 clusters Score: Raw -18730.825867 + Penalty 831.865559 = -17898.960308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.830620 sec): 3 clusters Score: Raw -18615.792762 + Penalty 1659.613525 = -16956.179237 nChanged 121 SP:Iteration 1F (79.831625 sec): 3 clusters Score: Raw -18735.833296 + Penalty 1658.058312 = -17077.774984 nChanged 28 SP:Iteration 2F (79.832629 sec): 3 clusters Score: Raw -18766.980755 + Penalty 1658.961656 = -17108.019099 nChanged 10 SP:Iteration 3Q (79.833618 sec): 3 clusters Score: Raw -18779.328932 + Penalty 1659.688797 = -17119.640135 nChanged 6 SP:Iteration 4Q (79.834656 sec): 3 clusters Score: Raw -18786.819532 + Penalty 1659.819142 = -17127.000390 nChanged 5 SP:Iteration 5Q (79.835649 sec): 3 clusters Score: Raw -18790.195222 + Penalty 1660.439728 = -17129.755494 nChanged 3 SP:Iteration 6Q (79.836634 sec): 3 clusters Score: Raw -18794.499216 + Penalty 1660.583029 = -17133.916187 nChanged 3 SP:Iteration 7Q (79.837615 sec): 3 clusters Score: Raw -18798.887445 + Penalty 1661.434576 = -17137.452870 nChanged 3 SP:Iteration 8Q (79.838596 sec): 3 clusters Score: Raw -18800.637553 + Penalty 1661.131730 = -17139.505824 nChanged 1 SP:Iteration 9Q (79.839574 sec): 3 clusters Score: Raw -18801.434562 + Penalty 1660.731690 = -17140.702872 nChanged 1 SP:Iteration 10F (79.840575 sec): 3 clusters Score: Raw -18802.133250 + Penalty 1661.021486 = -17141.111764 nChanged 1 SP:Iteration 11Q (79.841557 sec): 3 clusters Score: Raw -18802.658508 + Penalty 1661.021486 = -17141.637021 nChanged 0 SP:Iteration 12F (79.842558 sec): 3 clusters Score: Raw -18802.658508 + Penalty 1661.021486 = -17141.637021 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 23 (727 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.845843 sec): 2 clusters Score: Raw -28765.987128 + Penalty 936.232163 = -27829.754965 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.847362 sec): 3 clusters Score: Raw -28541.389649 + Penalty 1873.192438 = -26668.197212 nChanged 215 SP:Iteration 1F (79.848890 sec): 3 clusters Score: Raw -28750.996697 + Penalty 1874.189551 = -26876.807145 nChanged 49 SP:Iteration 2F (79.850363 sec): 3 clusters Score: Raw -28812.487809 + Penalty 1875.850735 = -26936.637074 nChanged 35 SP:Iteration 3Q (79.851824 sec): 3 clusters Score: Raw -28856.972645 + Penalty 1878.200356 = -26978.772289 nChanged 22 SP:Iteration 4Q (79.853289 sec): 3 clusters Score: Raw -28890.236564 + Penalty 1881.842677 = -27008.393887 nChanged 18 SP:Iteration 5Q (79.854730 sec): 3 clusters Score: Raw -28914.787146 + Penalty 1883.210980 = -27031.576166 nChanged 12 SP:Iteration 6Q (79.856155 sec): 3 clusters Score: Raw -28925.755288 + Penalty 1884.020768 = -27041.734520 nChanged 9 SP:Iteration 7Q (79.857571 sec): 3 clusters Score: Raw -28944.189250 + Penalty 1885.350324 = -27058.838926 nChanged 10 SP:Iteration 8Q (79.858967 sec): 3 clusters Score: Raw -28962.089682 + Penalty 1886.049388 = -27076.040293 nChanged 11 SP:Iteration 9Q (79.860376 sec): 3 clusters Score: Raw -28981.536489 + Penalty 1886.267003 = -27095.269486 nChanged 13 SP:Iteration 10F (79.861866 sec): 3 clusters Score: Raw -29003.848206 + Penalty 1885.993308 = -27117.854898 nChanged 12 SP:Iteration 11Q (79.863322 sec): 3 clusters Score: Raw -29021.694776 + Penalty 1887.099561 = -27134.595215 nChanged 4 SP:Iteration 12Q (79.864734 sec): 3 clusters Score: Raw -29025.397769 + Penalty 1887.922459 = -27137.475310 nChanged 2 SP:Iteration 13Q (79.866144 sec): 3 clusters Score: Raw -29027.602452 + Penalty 1888.435392 = -27139.167060 nChanged 2 SP:Iteration 14Q (79.867532 sec): 3 clusters Score: Raw -29031.600182 + Penalty 1888.694224 = -27142.905958 nChanged 3 SP:Iteration 15Q (79.868969 sec): 3 clusters Score: Raw -29035.174409 + Penalty 1888.982524 = -27146.191885 nChanged 1 SP:Iteration 16Q (79.870535 sec): 3 clusters Score: Raw -29035.610995 + Penalty 1889.139522 = -27146.471473 nChanged 1 SP:Iteration 17Q (79.871950 sec): 3 clusters Score: Raw -29036.125612 + Penalty 1889.139522 = -27146.986090 nChanged 0 SP:Iteration 18F (79.873431 sec): 3 clusters Score: Raw -29036.125612 + Penalty 1889.139522 = -27146.986090 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 24 (362 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.875057 sec): 2 clusters Score: Raw -16279.600737 + Penalty 548.755462 = -15730.845275 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.875911 sec): 3 clusters Score: Raw -16140.205890 + Penalty 1096.251917 = -15043.953973 nChanged 95 SP:Iteration 1F (79.876794 sec): 3 clusters Score: Raw -16207.332900 + Penalty 1096.452568 = -15110.880332 nChanged 30 SP:Iteration 2F (79.877625 sec): 3 clusters Score: Raw -16240.934840 + Penalty 1093.067482 = -15147.867358 nChanged 19 SP:Iteration 3F (79.878457 sec): 3 clusters Score: Raw -16259.129709 + Penalty 1090.962482 = -15168.167227 nChanged 13 SP:Iteration 4Q (79.879282 sec): 3 clusters Score: Raw -16272.011524 + Penalty 1093.314781 = -15178.696743 nChanged 10 SP:Iteration 5Q (79.880108 sec): 3 clusters Score: Raw -16288.085575 + Penalty 1095.815152 = -15192.270423 nChanged 10 SP:Iteration 6Q (79.880935 sec): 3 clusters Score: Raw -16301.550766 + Penalty 1096.017133 = -15205.533633 nChanged 5 SP:Iteration 7Q (79.881757 sec): 3 clusters Score: Raw -16306.318768 + Penalty 1094.980130 = -15211.338638 nChanged 4 SP:Iteration 8Q (79.882579 sec): 3 clusters Score: Raw -16310.616507 + Penalty 1097.147842 = -15213.468666 nChanged 4 SP:Iteration 9Q (79.883422 sec): 3 clusters Score: Raw -16314.596601 + Penalty 1097.895405 = -15216.701196 nChanged 2 SP:Iteration 10F (79.884254 sec): 3 clusters Score: Raw -16317.478579 + Penalty 1098.178713 = -15219.299866 nChanged 3 SP:Iteration 11Q (79.885076 sec): 3 clusters Score: Raw -16322.070487 + Penalty 1096.724849 = -15225.345638 nChanged 2 SP:Iteration 12Q (79.885899 sec): 3 clusters Score: Raw -16324.448338 + Penalty 1094.665255 = -15229.783083 nChanged 1 SP:Iteration 13Q (79.886719 sec): 3 clusters Score: Raw -16325.887816 + Penalty 1092.614553 = -15233.273263 nChanged 2 SP:Iteration 14Q (79.887538 sec): 3 clusters Score: Raw -16326.852859 + Penalty 1092.614553 = -15234.238305 nChanged 0 SP:Iteration 15F (79.888371 sec): 3 clusters Score: Raw -16326.852859 + Penalty 1092.614553 = -15234.238305 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 25 (249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.889489 sec): 2 clusters Score: Raw -10872.613489 + Penalty 621.189338 = -10251.424151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.890138 sec): 3 clusters Score: Raw -10840.314009 + Penalty 1242.256941 = -9598.057068 nChanged 49 SP:Iteration 1F (79.890775 sec): 3 clusters Score: Raw -10912.149475 + Penalty 1241.366657 = -9670.782818 nChanged 15 SP:Iteration 2F (79.891415 sec): 3 clusters Score: Raw -10932.558482 + Penalty 1240.388740 = -9692.169741 nChanged 8 SP:Iteration 3Q (79.892038 sec): 3 clusters Score: Raw -10937.762168 + Penalty 1240.338068 = -9697.424100 nChanged 4 SP:Iteration 4Q (79.892658 sec): 3 clusters Score: Raw -10945.292546 + Penalty 1240.701357 = -9704.591188 nChanged 5 SP:Iteration 5Q (79.893279 sec): 3 clusters Score: Raw -10950.356237 + Penalty 1240.691332 = -9709.664904 nChanged 2 SP:Iteration 6Q (79.893899 sec): 3 clusters Score: Raw -10953.847589 + Penalty 1240.744795 = -9713.102794 nChanged 1 SP:Iteration 7Q (79.894517 sec): 3 clusters Score: Raw -10955.075259 + Penalty 1240.908969 = -9714.166290 nChanged 1 SP:Iteration 8Q (79.895136 sec): 3 clusters Score: Raw -10956.456713 + Penalty 1241.038032 = -9715.418681 nChanged 1 SP:Iteration 9Q (79.895760 sec): 3 clusters Score: Raw -10957.538067 + Penalty 1241.269993 = -9716.268075 nChanged 1 SP:Iteration 10F (79.896394 sec): 3 clusters Score: Raw -10962.417981 + Penalty 1241.237142 = -9721.180839 nChanged 2 SP:Iteration 11Q (79.897012 sec): 3 clusters Score: Raw -10963.957645 + Penalty 1241.875822 = -9722.081823 nChanged 2 SP:Iteration 12Q (79.897630 sec): 3 clusters Score: Raw -10968.091281 + Penalty 1242.577152 = -9725.514129 nChanged 2 SP:Iteration 13Q (79.898249 sec): 3 clusters Score: Raw -10969.444520 + Penalty 1243.044873 = -9726.399647 nChanged 1 SP:Iteration 14Q (79.898867 sec): 3 clusters Score: Raw -10970.378382 + Penalty 1243.069042 = -9727.309340 nChanged 2 SP:Iteration 15Q (79.899486 sec): 3 clusters Score: Raw -10973.770976 + Penalty 1243.054399 = -9730.716577 nChanged 2 SP:Iteration 16Q (79.900124 sec): 3 clusters Score: Raw -10976.680141 + Penalty 1242.602681 = -9734.077460 nChanged 1 SP:Iteration 17Q (79.900741 sec): 3 clusters Score: Raw -10977.493479 + Penalty 1242.602681 = -9734.890798 nChanged 0 SP:Iteration 18F (79.901374 sec): 3 clusters Score: Raw -10977.493479 + Penalty 1242.602681 = -9734.890798 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 26 (634 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.903550 sec): 2 clusters Score: Raw -31925.326702 + Penalty 999.417692 = -30925.909010 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.904874 sec): 3 clusters Score: Raw -31761.852783 + Penalty 1999.772222 = -29762.080560 nChanged 167 SP:Iteration 1F (79.906182 sec): 3 clusters Score: Raw -31930.512819 + Penalty 2000.730295 = -29929.782523 nChanged 43 SP:Iteration 2F (79.907506 sec): 3 clusters Score: Raw -31980.200822 + Penalty 2001.154758 = -29979.046064 nChanged 19 SP:Iteration 3Q (79.908803 sec): 3 clusters Score: Raw -32011.986393 + Penalty 2001.419218 = -30010.567175 nChanged 14 SP:Iteration 4Q (79.910082 sec): 3 clusters Score: Raw -32029.148478 + Penalty 2001.651516 = -30027.496962 nChanged 8 SP:Iteration 5Q (79.911358 sec): 3 clusters Score: Raw -32040.785270 + Penalty 2001.590523 = -30039.194747 nChanged 7 SP:Iteration 6Q (79.912632 sec): 3 clusters Score: Raw -32049.193714 + Penalty 2001.958845 = -30047.234869 nChanged 6 SP:Iteration 7Q (79.913906 sec): 3 clusters Score: Raw -32054.195793 + Penalty 2002.304624 = -30051.891169 nChanged 3 SP:Iteration 8Q (79.915196 sec): 3 clusters Score: Raw -32058.104495 + Penalty 2002.449672 = -30055.654822 nChanged 4 SP:Iteration 9Q (79.916469 sec): 3 clusters Score: Raw -32063.201804 + Penalty 2002.177878 = -30061.023926 nChanged 6 SP:Iteration 10F (79.917776 sec): 3 clusters Score: Raw -32069.969504 + Penalty 2002.517189 = -30067.452315 nChanged 8 SP:Iteration 11Q (79.919081 sec): 3 clusters Score: Raw -32078.634491 + Penalty 2002.310059 = -30076.324433 nChanged 7 SP:Iteration 12Q (79.920353 sec): 3 clusters Score: Raw -32088.351681 + Penalty 2001.483254 = -30086.868427 nChanged 7 SP:Iteration 13Q (79.921619 sec): 3 clusters Score: Raw -32096.963549 + Penalty 2001.345464 = -30095.618085 nChanged 4 SP:Iteration 14Q (79.922886 sec): 3 clusters Score: Raw -32101.677440 + Penalty 2001.206973 = -30100.470468 nChanged 4 SP:Iteration 15Q (79.924164 sec): 3 clusters Score: Raw -32106.721255 + Penalty 2001.030247 = -30105.691008 nChanged 5 SP:Iteration 16Q (79.925424 sec): 3 clusters Score: Raw -32114.955726 + Penalty 2000.761863 = -30114.193863 nChanged 2 SP:Iteration 17Q (79.926682 sec): 3 clusters Score: Raw -32121.042609 + Penalty 2000.406960 = -30120.635649 nChanged 8 SP:Iteration 18Q (79.927938 sec): 3 clusters Score: Raw -32149.409057 + Penalty 1999.998731 = -30149.410325 nChanged 15 SP:Iteration 19Q (79.929198 sec): 3 clusters Score: Raw -32220.338993 + Penalty 1999.540607 = -30220.798386 nChanged 20 SP:Iteration 20F (79.930495 sec): 3 clusters Score: Raw -32370.059893 + Penalty 1999.638812 = -30370.421081 nChanged 19 SP:Iteration 21Q (79.931699 sec): 3 clusters Score: Raw -32454.011907 + Penalty 1999.976223 = -30454.035684 nChanged 22 SP:Iteration 22Q (79.932906 sec): 3 clusters Score: Raw -32501.739332 + Penalty 2000.185991 = -30501.553342 nChanged 11 SP:Iteration 23Q (79.934080 sec): 3 clusters Score: Raw -32526.471439 + Penalty 2000.008426 = -30526.463013 nChanged 11 SP:Iteration 24Q (79.935251 sec): 3 clusters Score: Raw -32550.068323 + Penalty 1999.748235 = -30550.320088 nChanged 5 SP:Iteration 25Q (79.936408 sec): 3 clusters Score: Raw -32559.699695 + Penalty 2000.076815 = -30559.622880 nChanged 5 SP:Iteration 26Q (79.937556 sec): 3 clusters Score: Raw -32567.323461 + Penalty 2000.224542 = -30567.098919 nChanged 4 SP:Iteration 27Q (79.938702 sec): 3 clusters Score: Raw -32576.534973 + Penalty 2000.451718 = -30576.083255 nChanged 3 SP:Iteration 28Q (79.939841 sec): 3 clusters Score: Raw -32584.390046 + Penalty 2000.451213 = -30583.938833 nChanged 1 SP:Iteration 29Q (79.940999 sec): 3 clusters Score: Raw -32585.882560 + Penalty 2000.451213 = -30585.431348 nChanged 0 SP:Iteration 30F (79.942300 sec): 3 clusters Score: Raw -32585.882560 + Penalty 2000.451213 = -30585.431348 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 30 (385 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.943813 sec): 2 clusters Score: Raw -17369.752965 + Penalty 771.503549 = -16598.249416 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.944715 sec): 3 clusters Score: Raw -17287.945813 + Penalty 1541.664270 = -15746.281543 nChanged 76 SP:Iteration 1F (79.945590 sec): 3 clusters Score: Raw -17396.124236 + Penalty 1538.873028 = -15857.251208 nChanged 26 SP:Iteration 2F (79.946460 sec): 3 clusters Score: Raw -17446.767351 + Penalty 1535.466462 = -15911.300889 nChanged 16 SP:Iteration 3Q (79.947310 sec): 3 clusters Score: Raw -17474.069994 + Penalty 1534.591293 = -15939.478701 nChanged 4 SP:Iteration 4Q (79.948151 sec): 3 clusters Score: Raw -17486.758598 + Penalty 1534.034371 = -15952.724227 nChanged 2 SP:Iteration 5Q (79.948988 sec): 3 clusters Score: Raw -17489.709830 + Penalty 1534.257372 = -15955.452458 nChanged 1 SP:Iteration 6Q (79.949822 sec): 3 clusters Score: Raw -17491.166036 + Penalty 1534.493751 = -15956.672285 nChanged 1 SP:Iteration 7Q (79.950657 sec): 3 clusters Score: Raw -17494.235668 + Penalty 1534.415658 = -15959.820010 nChanged 2 SP:Iteration 8Q (79.951493 sec): 3 clusters Score: Raw -17498.416384 + Penalty 1533.791097 = -15964.625286 nChanged 3 SP:Iteration 9Q (79.952326 sec): 3 clusters Score: Raw -17501.256278 + Penalty 1532.981650 = -15968.274629 nChanged 2 SP:Iteration 10F (79.953194 sec): 3 clusters Score: Raw -17503.823563 + Penalty 1533.647359 = -15970.176204 nChanged 1 SP:Iteration 11Q (79.954051 sec): 3 clusters Score: Raw -17506.481107 + Penalty 1533.647359 = -15972.833748 nChanged 0 SP:Iteration 12F (79.954921 sec): 3 clusters Score: Raw -17506.481107 + Penalty 1533.647359 = -15972.833748 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 34 (269 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.956082 sec): 2 clusters Score: Raw -12150.387344 + Penalty 372.739589 = -11777.647756 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.956800 sec): 3 clusters Score: Raw -12030.371767 + Penalty 734.398119 = -11295.973648 nChanged 83 SP:Iteration 1F (79.957535 sec): 3 clusters Score: Raw -12094.263893 + Penalty 734.685608 = -11359.578285 nChanged 35 SP:Iteration 2F (79.958237 sec): 3 clusters Score: Raw -12122.900352 + Penalty 743.559196 = -11379.341156 nChanged 20 SP:Iteration 3F (79.958938 sec): 3 clusters Score: Raw -12140.945478 + Penalty 755.206062 = -11385.739416 nChanged 13 SP:Iteration 4Q (79.959633 sec): 3 clusters Score: Raw -12155.038158 + Penalty 773.261598 = -11381.776560 nChanged 14 SP:Iteration 5F (79.960343 sec): 3 clusters Score: Raw -12169.507645 + Penalty 790.203690 = -11379.303956 nChanged 12 SP:Iteration 6F (79.961050 sec): 3 clusters Score: Raw -12180.157371 + Penalty 796.216651 = -11383.940721 nChanged 4 SP:Iteration 7Q (79.961746 sec): 3 clusters Score: Raw -12183.420514 + Penalty 799.862520 = -11383.557994 nChanged 2 SP:Iteration 8F (79.962454 sec): 3 clusters Score: Raw -12184.471058 + Penalty 799.862520 = -11384.608538 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 36 (698 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.964916 sec): 2 clusters Score: Raw -32841.482843 + Penalty 901.913563 = -31939.569280 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.966365 sec): 3 clusters Score: Raw -32607.289407 + Penalty 1804.329870 = -30802.959537 nChanged 189 SP:Iteration 1F (79.967788 sec): 3 clusters Score: Raw -32755.488976 + Penalty 1805.340395 = -30950.148581 nChanged 44 SP:Iteration 2F (79.969253 sec): 3 clusters Score: Raw -32790.825740 + Penalty 1806.541543 = -30984.284197 nChanged 23 SP:Iteration 3Q (79.970655 sec): 3 clusters Score: Raw -32814.853069 + Penalty 1807.969766 = -31006.883303 nChanged 15 SP:Iteration 4Q (79.972069 sec): 3 clusters Score: Raw -32826.069104 + Penalty 1809.415899 = -31016.653205 nChanged 9 SP:Iteration 5Q (79.973511 sec): 3 clusters Score: Raw -32834.383861 + Penalty 1809.989706 = -31024.394155 nChanged 7 SP:Iteration 6Q (79.974934 sec): 3 clusters Score: Raw -32841.148263 + Penalty 1810.581812 = -31030.566451 nChanged 5 SP:Iteration 7Q (79.976370 sec): 3 clusters Score: Raw -32844.796540 + Penalty 1811.029002 = -31033.767538 nChanged 3 SP:Iteration 8Q (79.977776 sec): 3 clusters Score: Raw -32846.611066 + Penalty 1811.400347 = -31035.210719 nChanged 4 SP:Iteration 9Q (79.979173 sec): 3 clusters Score: Raw -32849.422770 + Penalty 1811.946062 = -31037.476707 nChanged 5 SP:Iteration 10F (79.980585 sec): 3 clusters Score: Raw -32852.163001 + Penalty 1813.024572 = -31039.138429 nChanged 4 SP:Iteration 11Q (79.981981 sec): 3 clusters Score: Raw -32854.802268 + Penalty 1813.982580 = -31040.819689 nChanged 6 SP:Iteration 12Q (79.983400 sec): 3 clusters Score: Raw -32857.232436 + Penalty 1815.151338 = -31042.081099 nChanged 5 SP:Iteration 13Q (79.984795 sec): 3 clusters Score: Raw -32860.404597 + Penalty 1815.358728 = -31045.045869 nChanged 6 SP:Iteration 14Q (79.986189 sec): 3 clusters Score: Raw -32865.344980 + Penalty 1816.778217 = -31048.566763 nChanged 7 SP:Iteration 15Q (79.987592 sec): 3 clusters Score: Raw -32869.906461 + Penalty 1817.477764 = -31052.428697 nChanged 3 SP:Iteration 16Q (79.988984 sec): 3 clusters Score: Raw -32873.603707 + Penalty 1818.456096 = -31055.147611 nChanged 5 SP:Iteration 17Q (79.990401 sec): 3 clusters Score: Raw -32875.860789 + Penalty 1818.396703 = -31057.464085 nChanged 1 SP:Iteration 18Q (79.991813 sec): 3 clusters Score: Raw -32876.179937 + Penalty 1818.396703 = -31057.783234 nChanged 0 SP:Iteration 19F (79.993233 sec): 3 clusters Score: Raw -32876.179937 + Penalty 1818.396703 = -31057.783234 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 51 (633 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.995445 sec): 2 clusters Score: Raw -20902.645749 + Penalty 438.622693 = -20464.023056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.996772 sec): 3 clusters Score: Raw -20662.567066 + Penalty 880.802302 = -19781.764764 nChanged 206 SP:Iteration 1F (79.998074 sec): 3 clusters Score: Raw -20922.281420 + Penalty 884.921857 = -20037.359563 nChanged 66 SP:Iteration 2F (79.999374 sec): 3 clusters Score: Raw -21011.639301 + Penalty 888.934000 = -20122.705301 nChanged 37 SP:Iteration 3F (80.000670 sec): 3 clusters Score: Raw -21053.000867 + Penalty 888.394043 = -20164.606825 nChanged 20 SP:Iteration 4Q (80.001933 sec): 3 clusters Score: Raw -21069.992548 + Penalty 889.232160 = -20180.760389 nChanged 22 SP:Iteration 5Q (80.003207 sec): 3 clusters Score: Raw -21095.256856 + Penalty 888.633153 = -20206.623702 nChanged 16 SP:Iteration 6Q (80.004453 sec): 3 clusters Score: Raw -21105.892503 + Penalty 888.467941 = -20217.424561 nChanged 7 SP:Iteration 7Q (80.005697 sec): 3 clusters Score: Raw -21107.860409 + Penalty 889.122918 = -20218.737491 nChanged 2 SP:Iteration 8Q (80.006944 sec): 3 clusters Score: Raw -21108.271303 + Penalty 889.613001 = -20218.658302 nChanged 2 SP:Iteration 9F (80.008274 sec): 3 clusters Score: Raw -21109.173318 + Penalty 890.128602 = -20219.044716 nChanged 1 SP:Iteration 10F (80.009571 sec): 3 clusters Score: Raw -21109.577468 + Penalty 891.329001 = -20218.248468 nChanged 2 SP:Iteration 11F (80.010877 sec): 3 clusters Score: Raw -21111.259785 + Penalty 891.263896 = -20219.995890 nChanged 1 SP:Iteration 12Q (80.012124 sec): 3 clusters Score: Raw -21111.502579 + Penalty 891.092595 = -20220.409985 nChanged 1 SP:Iteration 13Q (80.013370 sec): 3 clusters Score: Raw -21112.877518 + Penalty 889.518541 = -20223.358977 nChanged 5 SP:Iteration 14Q (80.014648 sec): 3 clusters Score: Raw -21115.136096 + Penalty 888.986983 = -20226.149113 nChanged 4 SP:Iteration 15Q (80.015919 sec): 3 clusters Score: Raw -21117.236425 + Penalty 887.952545 = -20229.283880 nChanged 2 SP:Iteration 16Q (80.017183 sec): 3 clusters Score: Raw -21119.210620 + Penalty 886.315264 = -20232.895356 nChanged 4 SP:Iteration 17Q (80.018425 sec): 3 clusters Score: Raw -21124.188365 + Penalty 886.175059 = -20238.013305 nChanged 1 SP:Iteration 18Q (80.019667 sec): 3 clusters Score: Raw -21125.898912 + Penalty 885.938180 = -20239.960732 nChanged 1 SP:Iteration 19Q (80.020915 sec): 3 clusters Score: Raw -21126.127681 + Penalty 885.592203 = -20240.535478 nChanged 2 SP:Iteration 20F (80.022211 sec): 3 clusters Score: Raw -21126.515021 + Penalty 885.176310 = -20241.338711 nChanged 2 SP:Iteration 21Q (80.023451 sec): 3 clusters Score: Raw -21127.400377 + Penalty 885.096573 = -20242.303805 nChanged 1 SP:Iteration 22Q (80.024699 sec): 3 clusters Score: Raw -21128.817446 + Penalty 885.158210 = -20243.659236 nChanged 1 SP:Iteration 23Q (80.025968 sec): 3 clusters Score: Raw -21130.067053 + Penalty 885.564585 = -20244.502468 nChanged 1 SP:Iteration 24Q (80.027215 sec): 3 clusters Score: Raw -21132.104768 + Penalty 885.636391 = -20246.468377 nChanged 2 SP:Iteration 25Q (80.028448 sec): 3 clusters Score: Raw -21133.387091 + Penalty 885.648412 = -20247.738679 nChanged 1 SP:Iteration 26Q (80.029681 sec): 3 clusters Score: Raw -21133.734219 + Penalty 885.556710 = -20248.177509 nChanged 1 SP:Iteration 27Q (80.030931 sec): 3 clusters Score: Raw -21138.120961 + Penalty 885.768214 = -20252.352748 nChanged 1 SP:Iteration 28Q (80.032160 sec): 3 clusters Score: Raw -21139.020263 + Penalty 885.879945 = -20253.140318 nChanged 1 SP:Iteration 29Q (80.033387 sec): 3 clusters Score: Raw -21139.693285 + Penalty 885.742585 = -20253.950701 nChanged 1 SP:Iteration 30F (80.034662 sec): 3 clusters Score: Raw -21140.236540 + Penalty 885.742585 = -20254.493955 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 70 (1417 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.042168 sec): 2 clusters Score: Raw -64771.847668 + Penalty 738.650685 = -64033.196983 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.044850 sec): 3 clusters Score: Raw -64018.229507 + Penalty 1476.157421 = -62542.072085 nChanged 497 SP:Iteration 1F (80.047498 sec): 3 clusters Score: Raw -64319.314624 + Penalty 1474.661727 = -62844.652897 nChanged 153 SP:Iteration 2F (80.050118 sec): 3 clusters Score: Raw -64458.627344 + Penalty 1474.494833 = -62984.132511 nChanged 133 SP:Iteration 3F (80.052734 sec): 3 clusters Score: Raw -64608.903367 + Penalty 1476.608581 = -63132.294786 nChanged 110 SP:Iteration 4F (80.055368 sec): 3 clusters Score: Raw -64732.911862 + Penalty 1479.354762 = -63253.557100 nChanged 67 SP:Iteration 5Q (80.058041 sec): 3 clusters Score: Raw -64797.989079 + Penalty 1480.693057 = -63317.296022 nChanged 43 SP:Iteration 6Q (80.060659 sec): 3 clusters Score: Raw -64832.024533 + Penalty 1480.220100 = -63351.804433 nChanged 35 SP:Iteration 7Q (80.063146 sec): 3 clusters Score: Raw -64857.274296 + Penalty 1483.021660 = -63374.252635 nChanged 18 SP:Iteration 8Q (80.065589 sec): 3 clusters Score: Raw -64871.609362 + Penalty 1481.956792 = -63389.652570 nChanged 11 SP:Iteration 9Q (80.071621 sec): 3 clusters Score: Raw -64878.312034 + Penalty 1480.486192 = -63397.825843 nChanged 10 SP:Iteration 10F (80.076662 sec): 3 clusters Score: Raw -64882.913757 + Penalty 1481.396489 = -63401.517268 nChanged 6 SP:Iteration 11Q (80.081493 sec): 3 clusters Score: Raw -64886.559444 + Penalty 1482.418144 = -63404.141300 nChanged 4 SP:Iteration 12Q (80.085270 sec): 3 clusters Score: Raw -64889.022475 + Penalty 1482.418144 = -63406.604331 nChanged 0 SP:Iteration 13F (80.087965 sec): 3 clusters Score: Raw -64889.022475 + Penalty 1482.418144 = -63406.604331 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 74 (211 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.092775 sec): 2 clusters Score: Raw -7162.250771 + Penalty 296.831491 = -6865.419280 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.093392 sec): 3 clusters Score: Raw -7102.073804 + Penalty 582.394177 = -6519.679627 nChanged 46 SP:Iteration 1F (80.093969 sec): 3 clusters Score: Raw -7145.956629 + Penalty 581.917668 = -6564.038961 nChanged 11 SP:Iteration 2F (80.094566 sec): 3 clusters Score: Raw -7159.428867 + Penalty 583.205970 = -6576.222897 nChanged 4 SP:Iteration 3Q (80.095133 sec): 3 clusters Score: Raw -7169.682942 + Penalty 588.874019 = -6580.808924 nChanged 5 SP:Iteration 4Q (80.095700 sec): 3 clusters Score: Raw -7184.210199 + Penalty 595.702586 = -6588.507612 nChanged 8 SP:Iteration 5Q (80.096259 sec): 3 clusters Score: Raw -7209.602672 + Penalty 606.910549 = -6602.692123 nChanged 10 SP:Iteration 6Q (80.096814 sec): 3 clusters Score: Raw -7239.220414 + Penalty 614.323057 = -6624.897357 nChanged 9 SP:Iteration 7Q (80.097360 sec): 3 clusters Score: Raw -7253.459369 + Penalty 619.480473 = -6633.978896 nChanged 4 SP:Iteration 8Q (80.097902 sec): 3 clusters Score: Raw -7256.822474 + Penalty 622.238574 = -6634.583900 nChanged 1 SP:Iteration 9Q (80.098444 sec): 3 clusters Score: Raw -7259.554368 + Penalty 622.238574 = -6637.315794 nChanged 0 SP:Iteration 10F (80.099012 sec): 3 clusters Score: Raw -7259.554368 + Penalty 622.238574 = -6637.315794 nChanged 0 Iteration 219Q (80.200700 sec): 25 clusters Score: Raw -1129315.777078 + Penalty 23932.950782 = -1105382.826296 nChanged 49 Iteration 220F (80.549968 sec): 25 clusters Score: Raw -1129364.303898 + Penalty 23932.847591 = -1105431.456307 nChanged 41 Iteration 221Q (80.635161 sec): 25 clusters Score: Raw -1129387.667818 + Penalty 23944.486760 = -1105443.181058 nChanged 33 Iteration 222Q (80.720116 sec): 25 clusters Score: Raw -1129401.246244 + Penalty 23952.346752 = -1105448.899492 nChanged 28 Iteration 223Q (80.804201 sec): 25 clusters Score: Raw -1129411.019070 + Penalty 23958.886430 = -1105452.132640 nChanged 24 Iteration 224Q (80.887958 sec): 25 clusters Score: Raw -1129418.350429 + Penalty 23965.705402 = -1105452.645027 nChanged 21 Iteration 225Q (80.971784 sec): 25 clusters Score: Raw -1129426.335845 + Penalty 23973.226755 = -1105453.109089 nChanged 25 Iteration 226Q (81.055828 sec): 25 clusters Score: Raw -1129435.942937 + Penalty 23982.571009 = -1105453.371929 nChanged 34 Iteration 227Q (81.141097 sec): 25 clusters Score: Raw -1129446.313080 + Penalty 23988.837336 = -1105457.475744 nChanged 26 Iteration 228Q (81.225328 sec): 25 clusters Score: Raw -1129454.687974 + Penalty 23992.673852 = -1105462.014123 nChanged 22 Iteration 229Q (81.309670 sec): 25 clusters Score: Raw -1129460.290997 + Penalty 23997.025767 = -1105463.265230 nChanged 16 Iteration 230F (81.646916 sec): 25 clusters Score: Raw -1129464.316313 + Penalty 24000.915442 = -1105463.400871 nChanged 13 Iteration 231Q (81.731170 sec): 25 clusters Score: Raw -1129467.311501 + Penalty 24003.645705 = -1105463.665795 nChanged 10 Iteration 232Q (81.815162 sec): 25 clusters Score: Raw -1129469.802609 + Penalty 24006.709462 = -1105463.093147 nChanged 13 Iteration 233F (82.151996 sec): 25 clusters Score: Raw -1129473.151840 + Penalty 24010.125322 = -1105463.026518 nChanged 17 Iteration 234F (82.488014 sec): 25 clusters Score: Raw -1129476.391337 + Penalty 24010.333998 = -1105466.057339 nChanged 12 Iteration 235Q (82.572476 sec): 25 clusters Score: Raw -1129479.061711 + Penalty 24011.821359 = -1105467.240352 nChanged 9 Iteration 236Q (82.656303 sec): 25 clusters Score: Raw -1129481.544255 + Penalty 24012.991492 = -1105468.552763 nChanged 11 Iteration 237Q (82.741057 sec): 25 clusters Score: Raw -1129484.017725 + Penalty 24014.529541 = -1105469.488184 nChanged 8 Iteration 238Q (82.836252 sec): 25 clusters Score: Raw -1129486.047504 + Penalty 24016.926882 = -1105469.120623 nChanged 14 Iteration 239F (83.172080 sec): 25 clusters Score: Raw -1129489.501853 + Penalty 24020.777325 = -1105468.724527 nChanged 15 Iteration 240F (83.508822 sec): 25 clusters Score: Raw -1129494.649214 + Penalty 24025.447775 = -1105469.201439 nChanged 21 Iteration 241Q (83.592906 sec): 25 clusters Score: Raw -1129500.173357 + Penalty 24027.766488 = -1105472.406869 nChanged 15 Iteration 242Q (83.677654 sec): 25 clusters Score: Raw -1129504.213909 + Penalty 24030.180718 = -1105474.033191 nChanged 11 Iteration 243Q (83.762728 sec): 25 clusters Score: Raw -1129507.118018 + Penalty 24032.392526 = -1105474.725492 nChanged 12 Iteration 244Q (83.846385 sec): 25 clusters Score: Raw -1129509.337706 + Penalty 24033.421678 = -1105475.916027 nChanged 5 Iteration 245Q (83.934003 sec): 25 clusters Score: Raw -1129510.399155 + Penalty 24034.263197 = -1105476.135958 nChanged 4 Iteration 246Q (84.019077 sec): 25 clusters Score: Raw -1129511.521031 + Penalty 24034.895921 = -1105476.625110 nChanged 1 Iteration 247Q (84.103475 sec): 25 clusters Score: Raw -1129512.221561 + Penalty 24035.734362 = -1105476.487200 nChanged 2 Iteration 248F (84.442164 sec): 25 clusters Score: Raw -1129513.607352 + Penalty 24035.970289 = -1105477.637063 nChanged 5 Iteration 249Q (84.526451 sec): 25 clusters Score: Raw -1129515.040581 + Penalty 24037.116234 = -1105477.924348 nChanged 3 Iteration 250F (84.864075 sec): 25 clusters Score: Raw -1129515.456378 + Penalty 24037.066052 = -1105478.390327 nChanged 1 Iteration 251Q (84.948075 sec): 25 clusters Score: Raw -1129515.798419 + Penalty 24037.665355 = -1105478.133064 nChanged 3 Iteration 252F (85.284858 sec): 25 clusters Score: Raw -1129517.217742 + Penalty 24038.057924 = -1105479.159818 nChanged 1 Iteration 253Q (85.368714 sec): 25 clusters Score: Raw -1129517.926202 + Penalty 24038.502417 = -1105479.423785 nChanged 1 Iteration 254Q (85.453202 sec): 25 clusters Score: Raw -1129518.076324 + Penalty 24038.502417 = -1105479.573907 nChanged 0 Iteration 255F (85.789858 sec): 25 clusters Score: Raw -1129518.076324 + Penalty 24038.502417 = -1105479.573907 nChanged 0 Writing temp clu file Memory request: 0.13 GB would take us to total of 0.25 GB. Compute initial score before splitting: Score: Raw -1129518.076324 + Penalty 24038.502417 = -1105479.573907Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 1 (920 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.845911 sec): 2 clusters Score: Raw -38358.464264 + Penalty 223.943912 = -38134.520352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.847856 sec): 3 clusters Score: Raw -37818.928495 + Penalty 491.493613 = -37327.434882 nChanged 391 SP:Iteration 1F (85.849784 sec): 3 clusters Score: Raw -38248.919201 + Penalty 518.341835 = -37730.577366 nChanged 110 SP:Iteration 2F (85.851678 sec): 3 clusters Score: Raw -38344.893089 + Penalty 546.636254 = -37798.256834 nChanged 41 SP:Iteration 3Q (85.853667 sec): 3 clusters Score: Raw -38375.811658 + Penalty 548.921492 = -37826.890165 nChanged 17 SP:Iteration 4Q (85.855628 sec): 3 clusters Score: Raw -38385.612054 + Penalty 555.227245 = -37830.384808 nChanged 9 SP:Iteration 5Q (85.857549 sec): 3 clusters Score: Raw -38390.175641 + Penalty 563.125260 = -37827.050381 nChanged 7 SP:Iteration 6F (85.859439 sec): 3 clusters Score: Raw -38393.706493 + Penalty 564.234866 = -37829.471628 nChanged 4 SP:Iteration 7Q (85.861294 sec): 3 clusters Score: Raw -38395.222433 + Penalty 559.517820 = -37835.704614 nChanged 4 SP:Iteration 8Q (85.863219 sec): 3 clusters Score: Raw -38397.072306 + Penalty 551.589267 = -37845.483039 nChanged 4 SP:Iteration 9Q (85.865119 sec): 3 clusters Score: Raw -38398.990117 + Penalty 548.420778 = -37850.569339 nChanged 3 SP:Iteration 10F (85.867022 sec): 3 clusters Score: Raw -38401.126962 + Penalty 539.764876 = -37861.362086 nChanged 3 SP:Iteration 11Q (85.868882 sec): 3 clusters Score: Raw -38402.800431 + Penalty 539.651372 = -37863.149059 nChanged 2 SP:Iteration 12Q (85.870769 sec): 3 clusters Score: Raw -38403.222451 + Penalty 539.651372 = -37863.571079 nChanged 0 SP:Iteration 13F (85.872703 sec): 3 clusters Score: Raw -38403.222451 + Penalty 539.651372 = -37863.571079 nChanged 0 Memory request: 0.01 GB would take us to total of 0.27 GB. Trying to split cluster 2 (2054 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.882905 sec): 2 clusters Score: Raw -96325.957134 + Penalty 319.578037 = -96006.379097 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.886894 sec): 3 clusters Score: Raw -95093.965974 + Penalty 630.099343 = -94463.866631 nChanged 885 SP:Iteration 1F (85.890845 sec): 3 clusters Score: Raw -95836.138295 + Penalty 624.842602 = -95211.295692 nChanged 202 SP:Iteration 2F (85.894694 sec): 3 clusters Score: Raw -95938.269570 + Penalty 618.336790 = -95319.932780 nChanged 105 SP:Iteration 3F (85.898760 sec): 3 clusters Score: Raw -95995.659481 + Penalty 610.708941 = -95384.950540 nChanged 80 SP:Iteration 4Q (85.902691 sec): 3 clusters Score: Raw -96035.502287 + Penalty 603.778746 = -95431.723541 nChanged 73 SP:Iteration 5Q (85.906460 sec): 3 clusters Score: Raw -96068.155600 + Penalty 597.960831 = -95470.194769 nChanged 60 SP:Iteration 6Q (85.910411 sec): 3 clusters Score: Raw -96099.314459 + Penalty 590.910810 = -95508.403649 nChanged 59 SP:Iteration 7Q (85.914342 sec): 3 clusters Score: Raw -96130.774703 + Penalty 587.405706 = -95543.368997 nChanged 49 SP:Iteration 8Q (85.918283 sec): 3 clusters Score: Raw -96150.529022 + Penalty 584.279319 = -95566.249703 nChanged 36 SP:Iteration 9Q (85.922033 sec): 3 clusters Score: Raw -96162.629389 + Penalty 579.696659 = -95582.932731 nChanged 36 SP:Iteration 10F (85.925825 sec): 3 clusters Score: Raw -96177.948176 + Penalty 575.382600 = -95602.565575 nChanged 27 SP:Iteration 11Q (85.929530 sec): 3 clusters Score: Raw -96191.301999 + Penalty 572.228582 = -95619.073417 nChanged 15 SP:Iteration 12Q (85.933267 sec): 3 clusters Score: Raw -96198.215627 + Penalty 569.725557 = -95628.490070 nChanged 15 SP:Iteration 13Q (85.936860 sec): 3 clusters Score: Raw -96206.638201 + Penalty 568.575188 = -95638.063013 nChanged 12 SP:Iteration 14Q (85.940417 sec): 3 clusters Score: Raw -96211.664992 + Penalty 567.730853 = -95643.934139 nChanged 9 SP:Iteration 15Q (85.943949 sec): 3 clusters Score: Raw -96214.858885 + Penalty 565.808207 = -95649.050678 nChanged 8 SP:Iteration 16Q (85.947501 sec): 3 clusters Score: Raw -96216.930688 + Penalty 565.432603 = -95651.498086 nChanged 9 SP:Iteration 17Q (85.951094 sec): 3 clusters Score: Raw -96219.548220 + Penalty 562.189165 = -95657.359055 nChanged 8 SP:Iteration 18Q (85.954691 sec): 3 clusters Score: Raw -96222.055079 + Penalty 561.639968 = -95660.415111 nChanged 7 SP:Iteration 19Q (85.958238 sec): 3 clusters Score: Raw -96224.160244 + Penalty 558.659853 = -95665.500391 nChanged 13 SP:Iteration 20F (85.962038 sec): 3 clusters Score: Raw -96228.357167 + Penalty 559.959069 = -95668.398098 nChanged 13 SP:Iteration 21Q (85.965528 sec): 3 clusters Score: Raw -96232.812385 + Penalty 561.098733 = -95671.713652 nChanged 10 SP:Iteration 22Q (85.968983 sec): 3 clusters Score: Raw -96235.226480 + Penalty 559.872925 = -95675.353555 nChanged 6 SP:Iteration 23Q (85.972478 sec): 3 clusters Score: Raw -96236.067939 + Penalty 555.982640 = -95680.085299 nChanged 8 SP:Iteration 24Q (85.975912 sec): 3 clusters Score: Raw -96239.358586 + Penalty 553.042970 = -95686.315617 nChanged 8 SP:Iteration 25Q (85.979411 sec): 3 clusters Score: Raw -96243.861753 + Penalty 550.425829 = -95693.435924 nChanged 7 SP:Iteration 26Q (85.982955 sec): 3 clusters Score: Raw -96247.104370 + Penalty 545.928312 = -95701.176058 nChanged 10 SP:Iteration 27Q (85.986355 sec): 3 clusters Score: Raw -96250.352793 + Penalty 549.906308 = -95700.446485 nChanged 14 SP:Iteration 28F (85.990202 sec): 3 clusters Score: Raw -96253.517681 + Penalty 544.735628 = -95708.782054 nChanged 13 SP:Iteration 29Q (85.993948 sec): 3 clusters Score: Raw -96257.165569 + Penalty 549.408963 = -95707.756606 nChanged 19 SP:Iteration 30F (85.998168 sec): 3 clusters Score: Raw -96267.318916 + Penalty 556.902941 = -95710.415975 nChanged 17 SP:Iteration 31Q (86.001752 sec): 3 clusters Score: Raw -96276.942456 + Penalty 556.469402 = -95720.473054 nChanged 16 SP:Iteration 32Q (86.005341 sec): 3 clusters Score: Raw -96287.677942 + Penalty 580.144191 = -95707.533751 nChanged 22 SP:Iteration 33F (86.009074 sec): 3 clusters Score: Raw -96311.447704 + Penalty 772.381727 = -95539.065976 nChanged 18 SP:Iteration 34F (86.012823 sec): 3 clusters Score: Raw -96332.501026 + Penalty 957.244389 = -95375.256637 nChanged 2 SP:Iteration 35F (86.016962 sec): 3 clusters Score: Raw -96332.929572 + Penalty 957.244389 = -95375.685184 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 3 (269 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.019355 sec): 2 clusters Score: Raw -10951.689769 + Penalty 880.159178 = -10071.530590 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.020092 sec): 3 clusters Score: Raw -10999.892996 + Penalty 1761.125000 = -9238.767995 nChanged 47 SP:Iteration 1F (86.020812 sec): 3 clusters Score: Raw -11109.521762 + Penalty 1761.312766 = -9348.208996 nChanged 13 SP:Iteration 2Q (86.021479 sec): 3 clusters Score: Raw -11132.252517 + Penalty 1761.312766 = -9370.939751 nChanged 0 SP:Iteration 3F (86.022176 sec): 3 clusters Score: Raw -11132.252517 + Penalty 1761.312766 = -9370.939751 nChanged 0 Memory request: 0.03 GB would take us to total of 0.28 GB. Trying to split cluster 4 (5571 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.053903 sec): 2 clusters Score: Raw -243910.851749 + Penalty 89.578369 = -243821.273380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.064726 sec): 3 clusters Score: Raw -240153.602945 + Penalty 174.237111 = -239979.365835 nChanged 2731 SP:Iteration 1F (86.075576 sec): 3 clusters Score: Raw -242621.788184 + Penalty 172.198031 = -242449.590153 nChanged 385 SP:Iteration 2F (86.086448 sec): 3 clusters Score: Raw -242940.919632 + Penalty 169.690405 = -242771.229227 nChanged 266 SP:Iteration 3Q (86.097104 sec): 3 clusters Score: Raw -243104.492922 + Penalty 169.032562 = -242935.460360 nChanged 157 SP:Iteration 4Q (86.107714 sec): 3 clusters Score: Raw -243168.853947 + Penalty 168.572413 = -243000.281535 nChanged 150 SP:Iteration 5Q (86.118064 sec): 3 clusters Score: Raw -243241.932224 + Penalty 167.273082 = -243074.659141 nChanged 151 SP:Iteration 6Q (86.128440 sec): 3 clusters Score: Raw -243317.659898 + Penalty 166.485863 = -243151.174035 nChanged 144 SP:Iteration 7Q (86.138566 sec): 3 clusters Score: Raw -243395.468029 + Penalty 166.837776 = -243228.630253 nChanged 134 SP:Iteration 8Q (86.148725 sec): 3 clusters Score: Raw -243478.139162 + Penalty 167.512519 = -243310.626643 nChanged 135 SP:Iteration 9Q (86.158611 sec): 3 clusters Score: Raw -243567.700733 + Penalty 169.796811 = -243397.903922 nChanged 107 SP:Iteration 10F (86.169727 sec): 3 clusters Score: Raw -243647.921969 + Penalty 169.116177 = -243478.805792 nChanged 94 SP:Iteration 11Q (86.179368 sec): 3 clusters Score: Raw -243722.501077 + Penalty 173.397857 = -243549.103220 nChanged 86 SP:Iteration 12Q (86.188955 sec): 3 clusters Score: Raw -243795.615422 + Penalty 183.647816 = -243611.967606 nChanged 62 SP:Iteration 13Q (86.198360 sec): 3 clusters Score: Raw -243851.788964 + Penalty 184.484286 = -243667.304678 nChanged 43 SP:Iteration 14Q (86.207743 sec): 3 clusters Score: Raw -243891.336312 + Penalty 193.493051 = -243697.843261 nChanged 22 SP:Iteration 15Q (86.216829 sec): 3 clusters Score: Raw -243908.140309 + Penalty 205.907426 = -243702.232883 nChanged 9 SP:Iteration 16Q (86.226211 sec): 3 clusters Score: Raw -243912.200463 + Penalty 214.345039 = -243697.855425 nChanged 3 SP:Iteration 17F (86.237423 sec): 3 clusters Score: Raw -243912.800999 + Penalty 216.919217 = -243695.881782 nChanged 1 SP:Iteration 18F (86.248726 sec): 3 clusters Score: Raw -243913.000844 + Penalty 220.426924 = -243692.573920 nChanged 1 SP:Iteration 19F (86.259957 sec): 3 clusters Score: Raw -243913.149302 + Penalty 224.240376 = -243688.908925 nChanged 1 SP:Iteration 20F (86.271318 sec): 3 clusters Score: Raw -243913.239413 + Penalty 224.240376 = -243688.999036 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 6 (935 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.280424 sec): 2 clusters Score: Raw -47031.531167 + Penalty 876.362263 = -46155.168904 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.282257 sec): 3 clusters Score: Raw -46648.286970 + Penalty 1751.446511 = -44896.840459 nChanged 275 SP:Iteration 1F (86.284054 sec): 3 clusters Score: Raw -46844.166790 + Penalty 1751.522666 = -45092.644123 nChanged 81 SP:Iteration 2F (86.285850 sec): 3 clusters Score: Raw -46906.766884 + Penalty 1751.522624 = -45155.244260 nChanged 39 SP:Iteration 3Q (86.287669 sec): 3 clusters Score: Raw -46937.066548 + Penalty 1751.925222 = -45185.141326 nChanged 27 SP:Iteration 4Q (86.289505 sec): 3 clusters Score: Raw -46957.029746 + Penalty 1752.057723 = -45204.972023 nChanged 20 SP:Iteration 5Q (86.291325 sec): 3 clusters Score: Raw -46969.868690 + Penalty 1752.564710 = -45217.303980 nChanged 16 SP:Iteration 6Q (86.293100 sec): 3 clusters Score: Raw -46979.845420 + Penalty 1753.425031 = -45226.420388 nChanged 14 SP:Iteration 7Q (86.294877 sec): 3 clusters Score: Raw -46989.070020 + Penalty 1753.986560 = -45235.083459 nChanged 9 SP:Iteration 8Q (86.296681 sec): 3 clusters Score: Raw -46995.221579 + Penalty 1754.861449 = -45240.360130 nChanged 10 SP:Iteration 9Q (86.298459 sec): 3 clusters Score: Raw -47000.852272 + Penalty 1755.982346 = -45244.869926 nChanged 12 SP:Iteration 10F (86.300254 sec): 3 clusters Score: Raw -47013.386499 + Penalty 1757.091572 = -45256.294928 nChanged 13 SP:Iteration 11Q (86.302031 sec): 3 clusters Score: Raw -47019.917799 + Penalty 1757.372953 = -45262.544847 nChanged 6 SP:Iteration 12Q (86.303907 sec): 3 clusters Score: Raw -47023.864895 + Penalty 1757.473704 = -45266.391190 nChanged 6 SP:Iteration 13Q (86.305753 sec): 3 clusters Score: Raw -47027.041785 + Penalty 1757.773413 = -45269.268372 nChanged 6 SP:Iteration 14Q (86.307593 sec): 3 clusters Score: Raw -47029.550600 + Penalty 1757.954137 = -45271.596463 nChanged 2 SP:Iteration 15Q (86.309415 sec): 3 clusters Score: Raw -47031.146817 + Penalty 1757.817884 = -45273.328933 nChanged 3 SP:Iteration 16Q (86.311227 sec): 3 clusters Score: Raw -47032.741947 + Penalty 1757.871617 = -45274.870330 nChanged 1 SP:Iteration 17Q (86.313007 sec): 3 clusters Score: Raw -47033.253796 + Penalty 1757.846074 = -45275.407722 nChanged 2 SP:Iteration 18Q (86.314789 sec): 3 clusters Score: Raw -47033.666615 + Penalty 1757.846074 = -45275.820541 nChanged 0 SP:Iteration 19F (86.316579 sec): 3 clusters Score: Raw -47033.666615 + Penalty 1757.846074 = -45275.820541 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 7 (1269 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.324873 sec): 2 clusters Score: Raw -59974.265837 + Penalty 469.336878 = -59504.928960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.327487 sec): 3 clusters Score: Raw -59219.435262 + Penalty 940.367022 = -58279.068240 nChanged 515 SP:Iteration 1F (86.329886 sec): 3 clusters Score: Raw -59416.055380 + Penalty 950.666432 = -58465.388949 nChanged 165 SP:Iteration 2F (86.332255 sec): 3 clusters Score: Raw -59531.471583 + Penalty 973.957768 = -58557.513815 nChanged 146 SP:Iteration 3F (86.334614 sec): 3 clusters Score: Raw -59658.242507 + Penalty 993.059803 = -58665.182704 nChanged 105 SP:Iteration 4F (86.336969 sec): 3 clusters Score: Raw -59753.385521 + Penalty 1000.441379 = -58752.944142 nChanged 79 SP:Iteration 5F (86.339342 sec): 3 clusters Score: Raw -59824.631232 + Penalty 1017.107606 = -58807.523626 nChanged 60 SP:Iteration 6Q (86.341676 sec): 3 clusters Score: Raw -59889.186908 + Penalty 1048.369822 = -58840.817086 nChanged 54 SP:Iteration 7Q (86.344041 sec): 3 clusters Score: Raw -59939.685199 + Penalty 1069.985050 = -58869.700148 nChanged 26 SP:Iteration 8Q (86.346289 sec): 3 clusters Score: Raw -59959.139682 + Penalty 1083.810234 = -58875.329448 nChanged 13 SP:Iteration 9Q (86.348502 sec): 3 clusters Score: Raw -59974.175999 + Penalty 1098.695491 = -58875.480508 nChanged 13 SP:Iteration 10F (86.350950 sec): 3 clusters Score: Raw -59984.031797 + Penalty 1109.868930 = -58874.162867 nChanged 7 SP:Iteration 11F (86.353309 sec): 3 clusters Score: Raw -59993.351703 + Penalty 1120.633476 = -58872.718226 nChanged 5 SP:Iteration 12F (86.355754 sec): 3 clusters Score: Raw -60000.037093 + Penalty 1124.787891 = -58875.249202 nChanged 3 SP:Iteration 13Q (86.357790 sec): 3 clusters Score: Raw -60005.112269 + Penalty 1137.305896 = -58867.806372 nChanged 5 SP:Iteration 14F (86.360148 sec): 3 clusters Score: Raw -60010.282164 + Penalty 1143.848454 = -58866.433711 nChanged 3 SP:Iteration 15F (86.362496 sec): 3 clusters Score: Raw -60012.473641 + Penalty 1147.251909 = -58865.221732 nChanged 2 SP:Iteration 16F (86.364914 sec): 3 clusters Score: Raw -60015.144068 + Penalty 1147.251909 = -58867.892159 nChanged 0 Memory request: 0.03 GB would take us to total of 0.29 GB. Trying to split cluster 8 (6987 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.399299 sec): 2 clusters Score: Raw -296883.814297 + Penalty 301.541806 = -296582.272491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.412137 sec): 3 clusters Score: Raw -292264.615364 + Penalty 613.042723 = -291651.572642 nChanged 3190 SP:Iteration 1F (86.425024 sec): 3 clusters Score: Raw -294039.950108 + Penalty 641.995214 = -293397.954894 nChanged 1170 SP:Iteration 2F (86.437875 sec): 3 clusters Score: Raw -295056.309793 + Penalty 699.436232 = -294356.873561 nChanged 783 SP:Iteration 3F (86.450322 sec): 3 clusters Score: Raw -295878.579829 + Penalty 779.153469 = -295099.426359 nChanged 536 SP:Iteration 4F (86.462940 sec): 3 clusters Score: Raw -296463.760654 + Penalty 858.683845 = -295605.076809 nChanged 271 SP:Iteration 5Q (86.474897 sec): 3 clusters Score: Raw -296727.070185 + Penalty 947.359808 = -295779.710377 nChanged 120 SP:Iteration 6Q (86.485658 sec): 3 clusters Score: Raw -296842.119020 + Penalty 1027.538909 = -295814.580111 nChanged 44 SP:Iteration 7Q (86.495880 sec): 3 clusters Score: Raw -296890.059789 + Penalty 1056.473369 = -295833.586421 nChanged 18 SP:Iteration 8Q (86.505894 sec): 3 clusters Score: Raw -296908.268396 + Penalty 1077.375520 = -295830.892876 nChanged 8 SP:Iteration 9F (86.518344 sec): 3 clusters Score: Raw -296913.867757 + Penalty 1089.112526 = -295824.755231 nChanged 2 SP:Iteration 10F (86.531738 sec): 3 clusters Score: Raw -296915.304564 + Penalty 1098.816536 = -295816.488028 nChanged 2 SP:Iteration 11F (86.544349 sec): 3 clusters Score: Raw -296916.896362 + Penalty 1106.268239 = -295810.628123 nChanged 2 SP:Iteration 12F (86.557229 sec): 3 clusters Score: Raw -296920.825628 + Penalty 1111.268969 = -295809.556658 nChanged 2 SP:Iteration 13F (86.569938 sec): 3 clusters Score: Raw -296922.139926 + Penalty 1111.268969 = -295810.870957 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 10 (381 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.576471 sec): 2 clusters Score: Raw -18211.051122 + Penalty 595.510596 = -17615.540526 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.577364 sec): 3 clusters Score: Raw -18063.817082 + Penalty 1192.620228 = -16871.196854 nChanged 89 SP:Iteration 1F (86.578247 sec): 3 clusters Score: Raw -18131.643543 + Penalty 1196.455494 = -16935.188049 nChanged 31 SP:Iteration 2F (86.579128 sec): 3 clusters Score: Raw -18158.103923 + Penalty 1198.925519 = -16959.178404 nChanged 15 SP:Iteration 3Q (86.580036 sec): 3 clusters Score: Raw -18176.143488 + Penalty 1202.056874 = -16974.086613 nChanged 10 SP:Iteration 4Q (86.580941 sec): 3 clusters Score: Raw -18187.235586 + Penalty 1206.714031 = -16980.521556 nChanged 9 SP:Iteration 5Q (86.581808 sec): 3 clusters Score: Raw -18193.644510 + Penalty 1208.640792 = -16985.003718 nChanged 9 SP:Iteration 6Q (86.582673 sec): 3 clusters Score: Raw -18204.080879 + Penalty 1209.865221 = -16994.215657 nChanged 6 SP:Iteration 7Q (86.583536 sec): 3 clusters Score: Raw -18210.121379 + Penalty 1213.350547 = -16996.770832 nChanged 5 SP:Iteration 8Q (86.584399 sec): 3 clusters Score: Raw -18212.958930 + Penalty 1216.441355 = -16996.517574 nChanged 4 SP:Iteration 9F (86.585274 sec): 3 clusters Score: Raw -18216.455853 + Penalty 1218.890719 = -16997.565134 nChanged 2 SP:Iteration 10F (86.586149 sec): 3 clusters Score: Raw -18217.515789 + Penalty 1223.311596 = -16994.204193 nChanged 4 SP:Iteration 11F (86.587023 sec): 3 clusters Score: Raw -18220.283767 + Penalty 1228.304759 = -16991.979008 nChanged 6 SP:Iteration 12F (86.587950 sec): 3 clusters Score: Raw -18226.132639 + Penalty 1235.367700 = -16990.764939 nChanged 6 SP:Iteration 13F (86.588886 sec): 3 clusters Score: Raw -18230.961229 + Penalty 1241.053228 = -16989.908001 nChanged 4 SP:Iteration 14F (86.589803 sec): 3 clusters Score: Raw -18236.484701 + Penalty 1245.295574 = -16991.189127 nChanged 5 SP:Iteration 15Q (86.590699 sec): 3 clusters Score: Raw -18241.715196 + Penalty 1245.299620 = -16996.415576 nChanged 2 SP:Iteration 16Q (86.591592 sec): 3 clusters Score: Raw -18243.593290 + Penalty 1247.451620 = -16996.141670 nChanged 2 SP:Iteration 17F (86.592479 sec): 3 clusters Score: Raw -18249.920075 + Penalty 1248.234210 = -17001.685865 nChanged 4 SP:Iteration 18Q (86.593336 sec): 3 clusters Score: Raw -18253.275259 + Penalty 1248.234210 = -17005.041049 nChanged 0 SP:Iteration 19F (86.594212 sec): 3 clusters Score: Raw -18253.275259 + Penalty 1248.234210 = -17005.041049 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 11 (905 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.597682 sec): 2 clusters Score: Raw -46743.648145 + Penalty 1001.963622 = -45741.684523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.599496 sec): 3 clusters Score: Raw -46433.783556 + Penalty 2003.729983 = -44430.053573 nChanged 268 SP:Iteration 1F (86.601282 sec): 3 clusters Score: Raw -46636.078143 + Penalty 2003.477212 = -44632.600930 nChanged 44 SP:Iteration 2Q (86.603023 sec): 3 clusters Score: Raw -46669.611951 + Penalty 2003.349986 = -44666.261965 nChanged 21 SP:Iteration 3Q (86.604796 sec): 3 clusters Score: Raw -46685.883288 + Penalty 2003.396626 = -44682.486662 nChanged 19 SP:Iteration 4Q (86.606534 sec): 3 clusters Score: Raw -46702.888753 + Penalty 2003.346799 = -44699.541954 nChanged 11 SP:Iteration 5Q (86.608267 sec): 3 clusters Score: Raw -46712.526770 + Penalty 2003.329884 = -44709.196886 nChanged 9 SP:Iteration 6Q (86.610062 sec): 3 clusters Score: Raw -46715.572866 + Penalty 2003.212484 = -44712.360382 nChanged 2 SP:Iteration 7Q (86.611857 sec): 3 clusters Score: Raw -46716.639848 + Penalty 2003.141079 = -44713.498769 nChanged 4 SP:Iteration 8Q (86.613640 sec): 3 clusters Score: Raw -46721.156712 + Penalty 2002.993962 = -44718.162750 nChanged 4 SP:Iteration 9Q (86.615371 sec): 3 clusters Score: Raw -46722.769242 + Penalty 2002.760086 = -44720.009156 nChanged 4 SP:Iteration 10F (86.617164 sec): 3 clusters Score: Raw -46724.552381 + Penalty 2002.697832 = -44721.854549 nChanged 5 SP:Iteration 11Q (86.618934 sec): 3 clusters Score: Raw -46726.284466 + Penalty 2002.678041 = -44723.606425 nChanged 6 SP:Iteration 12Q (86.620739 sec): 3 clusters Score: Raw -46729.601268 + Penalty 2002.569677 = -44727.031592 nChanged 3 SP:Iteration 13Q (86.622519 sec): 3 clusters Score: Raw -46730.873936 + Penalty 2002.392699 = -44728.481238 nChanged 4 SP:Iteration 14Q (86.624273 sec): 3 clusters Score: Raw -46732.127832 + Penalty 2002.392264 = -44729.735568 nChanged 2 SP:Iteration 15Q (86.626003 sec): 3 clusters Score: Raw -46734.042166 + Penalty 2002.276661 = -44731.765504 nChanged 5 SP:Iteration 16Q (86.627795 sec): 3 clusters Score: Raw -46738.311839 + Penalty 2002.482251 = -44735.829588 nChanged 6 SP:Iteration 17Q (86.629583 sec): 3 clusters Score: Raw -46742.568310 + Penalty 2002.298656 = -44740.269654 nChanged 6 SP:Iteration 18Q (86.631383 sec): 3 clusters Score: Raw -46746.339170 + Penalty 2002.260957 = -44744.078213 nChanged 3 SP:Iteration 19Q (86.633153 sec): 3 clusters Score: Raw -46749.847128 + Penalty 2002.620300 = -44747.226828 nChanged 5 SP:Iteration 20F (86.634901 sec): 3 clusters Score: Raw -46753.596346 + Penalty 2002.426631 = -44751.169716 nChanged 6 SP:Iteration 21Q (86.636631 sec): 3 clusters Score: Raw -46758.140549 + Penalty 2002.300357 = -44755.840192 nChanged 6 SP:Iteration 22Q (86.638388 sec): 3 clusters Score: Raw -46760.379173 + Penalty 2002.423765 = -44757.955409 nChanged 2 SP:Iteration 23Q (86.640120 sec): 3 clusters Score: Raw -46761.518640 + Penalty 2002.284441 = -44759.234199 nChanged 3 SP:Iteration 24Q (86.641848 sec): 3 clusters Score: Raw -46763.767028 + Penalty 2002.284441 = -44761.482588 nChanged 0 SP:Iteration 25F (86.643646 sec): 3 clusters Score: Raw -46763.767028 + Penalty 2002.284441 = -44761.482588 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 12 (568 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.646129 sec): 2 clusters Score: Raw -24790.598716 + Penalty 348.611047 = -24441.987669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.647330 sec): 3 clusters Score: Raw -24483.095931 + Penalty 699.072927 = -23784.023004 nChanged 226 SP:Iteration 1F (86.648529 sec): 3 clusters Score: Raw -24659.739555 + Penalty 702.064827 = -23957.674728 nChanged 62 SP:Iteration 2F (86.649720 sec): 3 clusters Score: Raw -24711.116399 + Penalty 706.400370 = -24004.716030 nChanged 29 SP:Iteration 3F (86.652617 sec): 3 clusters Score: Raw -24727.707836 + Penalty 710.886019 = -24016.821817 nChanged 21 SP:Iteration 4Q (86.655126 sec): 3 clusters Score: Raw -24740.300744 + Penalty 715.006328 = -24025.294416 nChanged 15 SP:Iteration 5Q (86.657339 sec): 3 clusters Score: Raw -24746.291001 + Penalty 717.161659 = -24029.129342 nChanged 9 SP:Iteration 6Q (86.659327 sec): 3 clusters Score: Raw -24749.860508 + Penalty 718.451692 = -24031.408816 nChanged 6 SP:Iteration 7Q (86.661181 sec): 3 clusters Score: Raw -24752.437962 + Penalty 721.221551 = -24031.216411 nChanged 10 SP:Iteration 8F (86.662884 sec): 3 clusters Score: Raw -24757.291968 + Penalty 722.674901 = -24034.617067 nChanged 7 SP:Iteration 9Q (86.664094 sec): 3 clusters Score: Raw -24759.737945 + Penalty 724.409709 = -24035.328236 nChanged 6 SP:Iteration 10F (86.665323 sec): 3 clusters Score: Raw -24761.594064 + Penalty 723.756883 = -24037.837181 nChanged 7 SP:Iteration 11Q (86.666537 sec): 3 clusters Score: Raw -24763.912006 + Penalty 726.215866 = -24037.696141 nChanged 5 SP:Iteration 12F (86.667759 sec): 3 clusters Score: Raw -24765.208564 + Penalty 727.705479 = -24037.503085 nChanged 4 SP:Iteration 13F (86.668995 sec): 3 clusters Score: Raw -24766.757398 + Penalty 729.281319 = -24037.476079 nChanged 4 SP:Iteration 14F (86.670213 sec): 3 clusters Score: Raw -24768.501715 + Penalty 730.541047 = -24037.960668 nChanged 3 SP:Iteration 15Q (86.671425 sec): 3 clusters Score: Raw -24769.694006 + Penalty 731.538709 = -24038.155296 nChanged 3 SP:Iteration 16Q (86.672635 sec): 3 clusters Score: Raw -24770.610810 + Penalty 733.324036 = -24037.286775 nChanged 4 SP:Iteration 17F (86.673849 sec): 3 clusters Score: Raw -24771.918456 + Penalty 735.084641 = -24036.833815 nChanged 2 SP:Iteration 18F (86.675063 sec): 3 clusters Score: Raw -24772.475432 + Penalty 734.953397 = -24037.522035 nChanged 2 SP:Iteration 19Q (86.676272 sec): 3 clusters Score: Raw -24772.917279 + Penalty 735.645181 = -24037.272098 nChanged 3 SP:Iteration 20F (86.677483 sec): 3 clusters Score: Raw -24773.585705 + Penalty 737.080391 = -24036.505314 nChanged 4 SP:Iteration 21F (86.678732 sec): 3 clusters Score: Raw -24774.724364 + Penalty 738.555972 = -24036.168392 nChanged 6 SP:Iteration 22F (86.679947 sec): 3 clusters Score: Raw -24777.085431 + Penalty 743.127877 = -24033.957554 nChanged 5 SP:Iteration 23F (86.681155 sec): 3 clusters Score: Raw -24779.726614 + Penalty 743.378841 = -24036.347773 nChanged 4 SP:Iteration 24Q (86.682360 sec): 3 clusters Score: Raw -24781.248988 + Penalty 744.508289 = -24036.740699 nChanged 3 SP:Iteration 25Q (86.683564 sec): 3 clusters Score: Raw -24783.092677 + Penalty 752.422867 = -24030.669810 nChanged 7 SP:Iteration 26F (86.684775 sec): 3 clusters Score: Raw -24788.724109 + Penalty 772.933267 = -24015.790842 nChanged 11 SP:Iteration 27F (86.685977 sec): 3 clusters Score: Raw -24801.929544 + Penalty 786.038929 = -24015.890615 nChanged 11 SP:Iteration 28Q (86.687173 sec): 3 clusters Score: Raw -24812.026747 + Penalty 791.333787 = -24020.692960 nChanged 4 SP:Iteration 29Q (86.688374 sec): 3 clusters Score: Raw -24815.396669 + Penalty 799.727575 = -24015.669094 nChanged 5 SP:Iteration 30F (86.689597 sec): 3 clusters Score: Raw -24820.271483 + Penalty 805.980156 = -24014.291327 nChanged 4 SP:Iteration 31F (86.690814 sec): 3 clusters Score: Raw -24822.821343 + Penalty 811.060727 = -24011.760616 nChanged 4 SP:Iteration 32F (86.692014 sec): 3 clusters Score: Raw -24827.167388 + Penalty 818.013494 = -24009.153894 nChanged 3 SP:Iteration 33F (86.693210 sec): 3 clusters Score: Raw -24830.027140 + Penalty 823.850590 = -24006.176550 nChanged 2 SP:Iteration 34F (86.694406 sec): 3 clusters Score: Raw -24833.161875 + Penalty 825.631131 = -24007.530744 nChanged 1 SP:Iteration 35Q (86.695535 sec): 3 clusters Score: Raw -24835.693561 + Penalty 827.919186 = -24007.774375 nChanged 3 SP:Iteration 36Q (86.696660 sec): 3 clusters Score: Raw -24839.336890 + Penalty 827.849019 = -24011.487872 nChanged 1 SP:Iteration 37Q (86.697769 sec): 3 clusters Score: Raw -24840.425118 + Penalty 827.849019 = -24012.576099 nChanged 0 SP:Iteration 38F (86.698963 sec): 3 clusters Score: Raw -24840.425118 + Penalty 827.849019 = -24012.576099 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 14 (895 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.702338 sec): 2 clusters Score: Raw -36671.196122 + Penalty 290.454206 = -36380.741917 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.704131 sec): 3 clusters Score: Raw -36152.255310 + Penalty 579.039885 = -35573.215425 nChanged 346 SP:Iteration 1F (86.705888 sec): 3 clusters Score: Raw -36465.543896 + Penalty 590.716583 = -35874.827313 nChanged 161 SP:Iteration 2F (86.707669 sec): 3 clusters Score: Raw -36631.749014 + Penalty 605.674116 = -36026.074897 nChanged 71 SP:Iteration 3F (86.709438 sec): 3 clusters Score: Raw -36694.427548 + Penalty 608.179353 = -36086.248195 nChanged 26 SP:Iteration 4Q (86.711173 sec): 3 clusters Score: Raw -36710.941203 + Penalty 614.030469 = -36096.910735 nChanged 17 SP:Iteration 5Q (86.712967 sec): 3 clusters Score: Raw -36717.015930 + Penalty 618.356173 = -36098.659756 nChanged 7 SP:Iteration 6Q (86.714728 sec): 3 clusters Score: Raw -36718.749191 + Penalty 619.563320 = -36099.185872 nChanged 10 SP:Iteration 7Q (86.716463 sec): 3 clusters Score: Raw -36720.852991 + Penalty 620.668939 = -36100.184051 nChanged 1 SP:Iteration 8Q (86.718215 sec): 3 clusters Score: Raw -36721.162944 + Penalty 622.310402 = -36098.852542 nChanged 5 SP:Iteration 9F (86.719956 sec): 3 clusters Score: Raw -36723.738086 + Penalty 622.738780 = -36100.999306 nChanged 2 SP:Iteration 10F (86.721753 sec): 3 clusters Score: Raw -36724.022704 + Penalty 624.256152 = -36099.766552 nChanged 1 SP:Iteration 11F (86.723539 sec): 3 clusters Score: Raw -36724.122099 + Penalty 627.351498 = -36096.770601 nChanged 2 SP:Iteration 12F (86.725314 sec): 3 clusters Score: Raw -36724.529895 + Penalty 630.482173 = -36094.047721 nChanged 2 SP:Iteration 13F (86.727048 sec): 3 clusters Score: Raw -36724.878858 + Penalty 633.456492 = -36091.422366 nChanged 2 SP:Iteration 14F (86.728817 sec): 3 clusters Score: Raw -36725.099451 + Penalty 635.068956 = -36090.030495 nChanged 1 SP:Iteration 15F (86.730721 sec): 3 clusters Score: Raw -36725.347586 + Penalty 636.789404 = -36088.558182 nChanged 1 SP:Iteration 16F (86.732490 sec): 3 clusters Score: Raw -36725.587006 + Penalty 638.512235 = -36087.074771 nChanged 1 SP:Iteration 17F (86.734278 sec): 3 clusters Score: Raw -36725.690149 + Penalty 638.512235 = -36087.177914 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 16 (392 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.737030 sec): 2 clusters Score: Raw -13202.721997 + Penalty 873.076213 = -12329.645784 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.737935 sec): 3 clusters Score: Raw -13172.858028 + Penalty 1745.503795 = -11427.354232 nChanged 87 SP:Iteration 1F (86.738823 sec): 3 clusters Score: Raw -13282.123063 + Penalty 1744.862891 = -11537.260172 nChanged 18 SP:Iteration 2Q (86.739687 sec): 3 clusters Score: Raw -13324.952630 + Penalty 1743.895558 = -11581.057071 nChanged 12 SP:Iteration 3Q (86.740540 sec): 3 clusters Score: Raw -13347.446023 + Penalty 1744.433270 = -11603.012753 nChanged 7 SP:Iteration 4Q (86.741386 sec): 3 clusters Score: Raw -13366.078763 + Penalty 1744.639831 = -11621.438932 nChanged 5 SP:Iteration 5Q (86.742223 sec): 3 clusters Score: Raw -13371.709975 + Penalty 1744.639831 = -11627.070144 nChanged 0 SP:Iteration 6F (86.743107 sec): 3 clusters Score: Raw -13371.709975 + Penalty 1744.639831 = -11627.070144 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 19 (489 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.745566 sec): 2 clusters Score: Raw -25525.647129 + Penalty 590.369419 = -24935.277710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.746641 sec): 3 clusters Score: Raw -25312.221513 + Penalty 1178.555849 = -24133.665664 nChanged 144 SP:Iteration 1F (86.747699 sec): 3 clusters Score: Raw -25402.708587 + Penalty 1178.254645 = -24224.453942 nChanged 37 SP:Iteration 2F (86.748753 sec): 3 clusters Score: Raw -25434.626322 + Penalty 1179.032782 = -24255.593540 nChanged 23 SP:Iteration 3Q (86.749803 sec): 3 clusters Score: Raw -25456.707360 + Penalty 1179.511062 = -24277.196298 nChanged 22 SP:Iteration 4Q (86.752883 sec): 3 clusters Score: Raw -25483.501617 + Penalty 1178.972641 = -24304.528976 nChanged 30 SP:Iteration 5F (86.755227 sec): 3 clusters Score: Raw -25520.406510 + Penalty 1178.076279 = -24342.330231 nChanged 15 SP:Iteration 6Q (86.757351 sec): 3 clusters Score: Raw -25535.943587 + Penalty 1179.160334 = -24356.783253 nChanged 13 SP:Iteration 7Q (86.759180 sec): 3 clusters Score: Raw -25549.580178 + Penalty 1180.568656 = -24369.011522 nChanged 9 SP:Iteration 8Q (86.760907 sec): 3 clusters Score: Raw -25557.852775 + Penalty 1181.386566 = -24376.466209 nChanged 6 SP:Iteration 9Q (86.762472 sec): 3 clusters Score: Raw -25563.270626 + Penalty 1184.102613 = -24379.168014 nChanged 4 SP:Iteration 10F (86.763839 sec): 3 clusters Score: Raw -25566.382646 + Penalty 1184.208381 = -24382.174265 nChanged 5 SP:Iteration 11Q (86.764964 sec): 3 clusters Score: Raw -25573.302689 + Penalty 1183.711509 = -24389.591180 nChanged 1 SP:Iteration 12Q (86.766049 sec): 3 clusters Score: Raw -25574.446747 + Penalty 1184.228356 = -24390.218391 nChanged 1 SP:Iteration 13Q (86.767130 sec): 3 clusters Score: Raw -25574.829438 + Penalty 1185.124195 = -24389.705242 nChanged 1 SP:Iteration 14F (86.768260 sec): 3 clusters Score: Raw -25575.439689 + Penalty 1187.261367 = -24388.178322 nChanged 2 SP:Iteration 15F (86.769389 sec): 3 clusters Score: Raw -25575.868687 + Penalty 1187.261367 = -24388.607320 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 22 (465 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.772520 sec): 2 clusters Score: Raw -18814.602411 + Penalty 834.525717 = -17980.076694 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.773588 sec): 3 clusters Score: Raw -18682.710688 + Penalty 1666.875991 = -17015.834696 nChanged 98 SP:Iteration 1F (86.774623 sec): 3 clusters Score: Raw -18793.876501 + Penalty 1665.415129 = -17128.461372 nChanged 44 SP:Iteration 2F (86.775633 sec): 3 clusters Score: Raw -18849.912328 + Penalty 1664.983375 = -17184.928953 nChanged 21 SP:Iteration 3Q (86.776622 sec): 3 clusters Score: Raw -18878.680329 + Penalty 1664.892994 = -17213.787335 nChanged 13 SP:Iteration 4Q (86.777605 sec): 3 clusters Score: Raw -18898.165267 + Penalty 1664.888975 = -17233.276292 nChanged 9 SP:Iteration 5Q (86.778583 sec): 3 clusters Score: Raw -18914.592124 + Penalty 1664.389736 = -17250.202388 nChanged 6 SP:Iteration 6Q (86.779558 sec): 3 clusters Score: Raw -18920.517265 + Penalty 1664.578791 = -17255.938474 nChanged 5 SP:Iteration 7Q (86.780537 sec): 3 clusters Score: Raw -18928.638982 + Penalty 1664.730788 = -17263.908194 nChanged 1 SP:Iteration 8Q (86.781507 sec): 3 clusters Score: Raw -18929.324792 + Penalty 1664.730788 = -17264.594004 nChanged 0 SP:Iteration 9F (86.782514 sec): 3 clusters Score: Raw -18929.324792 + Penalty 1664.730788 = -17264.594004 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 23 (704 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.785986 sec): 2 clusters Score: Raw -27940.898048 + Penalty 929.852585 = -27011.045463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.787441 sec): 3 clusters Score: Raw -27713.802627 + Penalty 1859.856364 = -25853.946262 nChanged 184 SP:Iteration 1F (86.788911 sec): 3 clusters Score: Raw -27901.840322 + Penalty 1860.696349 = -26041.143973 nChanged 61 SP:Iteration 2F (86.790343 sec): 3 clusters Score: Raw -27983.030637 + Penalty 1861.921259 = -26121.109378 nChanged 35 SP:Iteration 3Q (86.791756 sec): 3 clusters Score: Raw -28038.523837 + Penalty 1862.548322 = -26175.975515 nChanged 26 SP:Iteration 4Q (86.793169 sec): 3 clusters Score: Raw -28085.898436 + Penalty 1864.201395 = -26221.697041 nChanged 24 SP:Iteration 5Q (86.794576 sec): 3 clusters Score: Raw -28122.202772 + Penalty 1865.269048 = -26256.933724 nChanged 17 SP:Iteration 6Q (86.795951 sec): 3 clusters Score: Raw -28141.951077 + Penalty 1865.554847 = -26276.396229 nChanged 10 SP:Iteration 7Q (86.797327 sec): 3 clusters Score: Raw -28154.082117 + Penalty 1865.948903 = -26288.133214 nChanged 6 SP:Iteration 8Q (86.798691 sec): 3 clusters Score: Raw -28162.678347 + Penalty 1865.978479 = -26296.699869 nChanged 12 SP:Iteration 9Q (86.800052 sec): 3 clusters Score: Raw -28175.638234 + Penalty 1865.700813 = -26309.937421 nChanged 4 SP:Iteration 10F (86.801461 sec): 3 clusters Score: Raw -28178.090399 + Penalty 1866.018610 = -26312.071789 nChanged 1 SP:Iteration 11Q (86.802797 sec): 3 clusters Score: Raw -28178.712478 + Penalty 1865.877437 = -26312.835042 nChanged 1 SP:Iteration 12Q (86.804136 sec): 3 clusters Score: Raw -28180.366232 + Penalty 1866.081214 = -26314.285018 nChanged 1 SP:Iteration 13Q (86.805491 sec): 3 clusters Score: Raw -28181.716018 + Penalty 1866.593974 = -26315.122044 nChanged 2 SP:Iteration 14Q (86.806858 sec): 3 clusters Score: Raw -28184.170007 + Penalty 1866.593974 = -26317.576033 nChanged 0 SP:Iteration 15F (86.808282 sec): 3 clusters Score: Raw -28184.170007 + Penalty 1866.593974 = -26317.576033 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 24 (365 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.809948 sec): 2 clusters Score: Raw -16405.943230 + Penalty 551.312863 = -15854.630366 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.810816 sec): 3 clusters Score: Raw -16290.895252 + Penalty 1102.937118 = -15187.958135 nChanged 93 SP:Iteration 1F (86.811662 sec): 3 clusters Score: Raw -16365.045514 + Penalty 1105.073442 = -15259.972072 nChanged 21 SP:Iteration 2F (86.812540 sec): 3 clusters Score: Raw -16381.207890 + Penalty 1106.117730 = -15275.090159 nChanged 11 SP:Iteration 3Q (86.813399 sec): 3 clusters Score: Raw -16389.530250 + Penalty 1107.217597 = -15282.312653 nChanged 7 SP:Iteration 4Q (86.814246 sec): 3 clusters Score: Raw -16397.327970 + Penalty 1109.736306 = -15287.591664 nChanged 8 SP:Iteration 5Q (86.815078 sec): 3 clusters Score: Raw -16401.527649 + Penalty 1112.497894 = -15289.029755 nChanged 6 SP:Iteration 6Q (86.815908 sec): 3 clusters Score: Raw -16403.934161 + Penalty 1115.887638 = -15288.046523 nChanged 6 SP:Iteration 7F (86.816753 sec): 3 clusters Score: Raw -16408.902358 + Penalty 1124.122465 = -15284.779892 nChanged 9 SP:Iteration 8F (86.817596 sec): 3 clusters Score: Raw -16417.510846 + Penalty 1132.956267 = -15284.554579 nChanged 10 SP:Iteration 9F (86.818437 sec): 3 clusters Score: Raw -16431.806303 + Penalty 1145.068645 = -15286.737658 nChanged 12 SP:Iteration 10F (86.819278 sec): 3 clusters Score: Raw -16446.431931 + Penalty 1152.770038 = -15293.661894 nChanged 8 SP:Iteration 11Q (86.820114 sec): 3 clusters Score: Raw -16458.572108 + Penalty 1159.283004 = -15299.289104 nChanged 6 SP:Iteration 12Q (86.820940 sec): 3 clusters Score: Raw -16462.828467 + Penalty 1164.802856 = -15298.025612 nChanged 4 SP:Iteration 13F (86.821805 sec): 3 clusters Score: Raw -16466.513350 + Penalty 1168.659201 = -15297.854149 nChanged 3 SP:Iteration 14F (86.822651 sec): 3 clusters Score: Raw -16473.136114 + Penalty 1170.452486 = -15302.683628 nChanged 3 SP:Iteration 15Q (86.823469 sec): 3 clusters Score: Raw -16479.682424 + Penalty 1170.452486 = -15309.229937 nChanged 0 SP:Iteration 16F (86.824311 sec): 3 clusters Score: Raw -16479.682424 + Penalty 1170.452486 = -15309.229937 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 25 (248 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.825561 sec): 2 clusters Score: Raw -10839.226205 + Penalty 619.711723 = -10219.514481 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.826212 sec): 3 clusters Score: Raw -10816.738367 + Penalty 1241.437875 = -9575.300491 nChanged 60 SP:Iteration 1F (86.826852 sec): 3 clusters Score: Raw -10895.738527 + Penalty 1247.962867 = -9647.775661 nChanged 20 SP:Iteration 2F (86.827492 sec): 3 clusters Score: Raw -10923.380086 + Penalty 1248.369731 = -9675.010355 nChanged 9 SP:Iteration 3Q (86.828117 sec): 3 clusters Score: Raw -10962.435602 + Penalty 1248.428191 = -9714.007411 nChanged 10 SP:Iteration 4Q (86.828769 sec): 3 clusters Score: Raw -10991.866358 + Penalty 1254.504153 = -9737.362205 nChanged 6 SP:Iteration 5Q (86.829393 sec): 3 clusters Score: Raw -11014.099304 + Penalty 1259.950936 = -9754.148368 nChanged 6 SP:Iteration 6Q (86.830013 sec): 3 clusters Score: Raw -11022.556515 + Penalty 1265.219581 = -9757.336934 nChanged 5 SP:Iteration 7Q (86.830625 sec): 3 clusters Score: Raw -11032.742896 + Penalty 1268.226091 = -9764.516805 nChanged 2 SP:Iteration 8Q (86.831236 sec): 3 clusters Score: Raw -11038.168230 + Penalty 1268.226091 = -9769.942138 nChanged 0 SP:Iteration 9F (86.831873 sec): 3 clusters Score: Raw -11038.168230 + Penalty 1268.226091 = -9769.942138 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 26 (630 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.834049 sec): 2 clusters Score: Raw -31749.015700 + Penalty 998.790149 = -30750.225551 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.835387 sec): 3 clusters Score: Raw -31581.082500 + Penalty 1997.582102 = -29583.500398 nChanged 151 SP:Iteration 1F (86.836755 sec): 3 clusters Score: Raw -31746.737446 + Penalty 1997.573167 = -29749.164279 nChanged 36 SP:Iteration 2F (86.838125 sec): 3 clusters Score: Raw -31790.760342 + Penalty 1997.570252 = -29793.190090 nChanged 24 SP:Iteration 3Q (86.839475 sec): 3 clusters Score: Raw -31816.979330 + Penalty 1997.553452 = -29819.425878 nChanged 13 SP:Iteration 4Q (86.840794 sec): 3 clusters Score: Raw -31834.289941 + Penalty 1997.552019 = -29836.737922 nChanged 5 SP:Iteration 5Q (86.842072 sec): 3 clusters Score: Raw -31843.781339 + Penalty 1997.494202 = -29846.287136 nChanged 6 SP:Iteration 6Q (86.843346 sec): 3 clusters Score: Raw -31851.295071 + Penalty 1997.484816 = -29853.810255 nChanged 5 SP:Iteration 7Q (86.844618 sec): 3 clusters Score: Raw -31857.410729 + Penalty 1997.425329 = -29859.985399 nChanged 4 SP:Iteration 8Q (86.845887 sec): 3 clusters Score: Raw -31862.394872 + Penalty 1997.418262 = -29864.976610 nChanged 2 SP:Iteration 9Q (86.847156 sec): 3 clusters Score: Raw -31863.870833 + Penalty 1997.443571 = -29866.427261 nChanged 3 SP:Iteration 10F (86.848462 sec): 3 clusters Score: Raw -31867.936220 + Penalty 1997.481543 = -29870.454678 nChanged 3 SP:Iteration 11Q (86.849736 sec): 3 clusters Score: Raw -31872.036738 + Penalty 1997.494804 = -29874.541934 nChanged 3 SP:Iteration 12Q (86.851026 sec): 3 clusters Score: Raw -31875.592914 + Penalty 1997.507902 = -29878.085012 nChanged 1 SP:Iteration 13Q (86.852292 sec): 3 clusters Score: Raw -31876.741158 + Penalty 1997.524311 = -29879.216847 nChanged 1 SP:Iteration 14Q (86.853557 sec): 3 clusters Score: Raw -31877.924264 + Penalty 1997.523715 = -29880.400549 nChanged 2 SP:Iteration 15Q (86.854867 sec): 3 clusters Score: Raw -31881.606347 + Penalty 1997.546171 = -29884.060176 nChanged 2 SP:Iteration 16Q (86.856136 sec): 3 clusters Score: Raw -31885.244213 + Penalty 1997.557307 = -29887.686906 nChanged 1 SP:Iteration 17Q (86.857399 sec): 3 clusters Score: Raw -31885.940712 + Penalty 1997.557307 = -29888.383405 nChanged 0 SP:Iteration 18F (86.858701 sec): 3 clusters Score: Raw -31885.940712 + Penalty 1997.557307 = -29888.383405 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 30 (386 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.860385 sec): 2 clusters Score: Raw -17400.382736 + Penalty 772.589248 = -16627.793488 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.861277 sec): 3 clusters Score: Raw -17323.095893 + Penalty 1544.388960 = -15778.706932 nChanged 87 SP:Iteration 1F (86.862153 sec): 3 clusters Score: Raw -17454.168360 + Penalty 1543.091847 = -15911.076513 nChanged 32 SP:Iteration 2F (86.863046 sec): 3 clusters Score: Raw -17497.606285 + Penalty 1542.436467 = -15955.169818 nChanged 12 SP:Iteration 3Q (86.863899 sec): 3 clusters Score: Raw -17512.143627 + Penalty 1542.578728 = -15969.564899 nChanged 2 SP:Iteration 4Q (86.864765 sec): 3 clusters Score: Raw -17521.597079 + Penalty 1542.888893 = -15978.708185 nChanged 1 SP:Iteration 5Q (86.865614 sec): 3 clusters Score: Raw -17522.261384 + Penalty 1542.888893 = -15979.372491 nChanged 0 SP:Iteration 6F (86.866485 sec): 3 clusters Score: Raw -17522.261384 + Penalty 1542.888893 = -15979.372491 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 34 (269 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.867660 sec): 2 clusters Score: Raw -12150.387344 + Penalty 372.739589 = -11777.647756 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.868353 sec): 3 clusters Score: Raw -12033.015542 + Penalty 749.811515 = -11283.204028 nChanged 85 SP:Iteration 1F (86.869034 sec): 3 clusters Score: Raw -12109.018864 + Penalty 759.702270 = -11349.316593 nChanged 22 SP:Iteration 2F (86.869712 sec): 3 clusters Score: Raw -12129.164769 + Penalty 769.980830 = -11359.183939 nChanged 8 SP:Iteration 3Q (86.870389 sec): 3 clusters Score: Raw -12137.201814 + Penalty 781.400197 = -11355.801617 nChanged 7 SP:Iteration 4F (86.871067 sec): 3 clusters Score: Raw -12142.299790 + Penalty 785.207913 = -11357.091877 nChanged 3 SP:Iteration 5Q (86.871760 sec): 3 clusters Score: Raw -12144.173363 + Penalty 786.991168 = -11357.182194 nChanged 2 SP:Iteration 6Q (86.872430 sec): 3 clusters Score: Raw -12145.909948 + Penalty 788.254583 = -11357.655365 nChanged 1 SP:Iteration 7Q (86.873131 sec): 3 clusters Score: Raw -12146.835661 + Penalty 791.478099 = -11355.357562 nChanged 2 SP:Iteration 8F (86.873808 sec): 3 clusters Score: Raw -12147.639779 + Penalty 797.941408 = -11349.698371 nChanged 4 SP:Iteration 9F (86.874484 sec): 3 clusters Score: Raw -12149.721489 + Penalty 805.145587 = -11344.575903 nChanged 4 SP:Iteration 10F (86.875159 sec): 3 clusters Score: Raw -12156.418393 + Penalty 806.368186 = -11350.050208 nChanged 2 SP:Iteration 11Q (86.875826 sec): 3 clusters Score: Raw -12157.896795 + Penalty 808.074899 = -11349.821896 nChanged 4 SP:Iteration 12F (86.876502 sec): 3 clusters Score: Raw -12161.001650 + Penalty 815.048796 = -11345.952854 nChanged 6 SP:Iteration 13F (86.877178 sec): 3 clusters Score: Raw -12167.422581 + Penalty 824.286354 = -11343.136227 nChanged 6 SP:Iteration 14F (86.877852 sec): 3 clusters Score: Raw -12173.699903 + Penalty 825.771815 = -11347.928087 nChanged 2 SP:Iteration 15Q (86.878508 sec): 3 clusters Score: Raw -12174.603436 + Penalty 828.193185 = -11346.410251 nChanged 1 SP:Iteration 16F (86.879183 sec): 3 clusters Score: Raw -12174.761812 + Penalty 829.982896 = -11344.778916 nChanged 1 SP:Iteration 17F (86.879859 sec): 3 clusters Score: Raw -12174.753672 + Penalty 829.982896 = -11344.770775 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 36 (690 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.882236 sec): 2 clusters Score: Raw -32514.579307 + Penalty 899.592775 = -31614.986532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.883672 sec): 3 clusters Score: Raw -32275.554548 + Penalty 1798.137825 = -30477.416722 nChanged 193 SP:Iteration 1F (86.885098 sec): 3 clusters Score: Raw -32444.275985 + Penalty 1797.371031 = -30646.904954 nChanged 42 SP:Iteration 2F (86.886503 sec): 3 clusters Score: Raw -32491.522164 + Penalty 1798.367284 = -30693.154879 nChanged 24 SP:Iteration 3Q (86.887918 sec): 3 clusters Score: Raw -32513.202890 + Penalty 1799.642563 = -30713.560328 nChanged 19 SP:Iteration 4Q (86.889316 sec): 3 clusters Score: Raw -32532.030005 + Penalty 1800.408243 = -30731.621763 nChanged 13 SP:Iteration 5Q (86.890699 sec): 3 clusters Score: Raw -32543.726733 + Penalty 1800.379051 = -30743.347682 nChanged 6 SP:Iteration 6Q (86.892068 sec): 3 clusters Score: Raw -32547.931961 + Penalty 1800.175141 = -30747.756820 nChanged 2 SP:Iteration 7Q (86.893423 sec): 3 clusters Score: Raw -32550.679691 + Penalty 1800.611704 = -30750.067987 nChanged 3 SP:Iteration 8Q (86.894810 sec): 3 clusters Score: Raw -32554.608205 + Penalty 1800.739681 = -30753.868524 nChanged 2 SP:Iteration 9Q (86.896184 sec): 3 clusters Score: Raw -32556.947353 + Penalty 1801.898352 = -30755.049001 nChanged 4 SP:Iteration 10F (86.897608 sec): 3 clusters Score: Raw -32560.798518 + Penalty 1801.805543 = -30758.992975 nChanged 4 SP:Iteration 11Q (86.899029 sec): 3 clusters Score: Raw -32563.399920 + Penalty 1801.652901 = -30761.747019 nChanged 2 SP:Iteration 12Q (86.900432 sec): 3 clusters Score: Raw -32564.885795 + Penalty 1801.549211 = -30763.336584 nChanged 2 SP:Iteration 13Q (86.901807 sec): 3 clusters Score: Raw -32565.968735 + Penalty 1801.264136 = -30764.704598 nChanged 1 SP:Iteration 14Q (86.903179 sec): 3 clusters Score: Raw -32566.498643 + Penalty 1801.264136 = -30765.234507 nChanged 0 SP:Iteration 15F (86.904589 sec): 3 clusters Score: Raw -32566.498643 + Penalty 1801.264136 = -30765.234507 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 51 (638 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.906884 sec): 2 clusters Score: Raw -21135.399820 + Penalty 436.094145 = -20699.305676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.908297 sec): 3 clusters Score: Raw -20871.890990 + Penalty 873.123338 = -19998.767652 nChanged 204 SP:Iteration 1F (86.909692 sec): 3 clusters Score: Raw -21093.024498 + Penalty 873.408035 = -20219.616463 nChanged 65 SP:Iteration 2F (86.911050 sec): 3 clusters Score: Raw -21151.967993 + Penalty 873.555541 = -20278.412452 nChanged 44 SP:Iteration 3F (86.912365 sec): 3 clusters Score: Raw -21208.796360 + Penalty 875.432080 = -20333.364280 nChanged 37 SP:Iteration 4F (86.913691 sec): 3 clusters Score: Raw -21265.614231 + Penalty 876.065796 = -20389.548435 nChanged 24 SP:Iteration 5Q (86.914984 sec): 3 clusters Score: Raw -21310.926105 + Penalty 876.624667 = -20434.301437 nChanged 19 SP:Iteration 6Q (86.916270 sec): 3 clusters Score: Raw -21359.137533 + Penalty 878.362253 = -20480.775280 nChanged 23 SP:Iteration 7Q (86.917540 sec): 3 clusters Score: Raw -21401.997467 + Penalty 878.196661 = -20523.800806 nChanged 17 SP:Iteration 8Q (86.918777 sec): 3 clusters Score: Raw -21428.830392 + Penalty 877.871358 = -20550.959034 nChanged 15 SP:Iteration 9Q (86.920007 sec): 3 clusters Score: Raw -21441.427075 + Penalty 877.692272 = -20563.734803 nChanged 5 SP:Iteration 10F (86.921342 sec): 3 clusters Score: Raw -21448.254943 + Penalty 877.322585 = -20570.932358 nChanged 6 SP:Iteration 11Q (86.922559 sec): 3 clusters Score: Raw -21460.816010 + Penalty 877.010603 = -20583.805407 nChanged 9 SP:Iteration 12Q (86.923781 sec): 3 clusters Score: Raw -21474.901133 + Penalty 875.886298 = -20599.014835 nChanged 8 SP:Iteration 13Q (86.924999 sec): 3 clusters Score: Raw -21485.585813 + Penalty 875.619208 = -20609.966605 nChanged 9 SP:Iteration 14Q (86.926216 sec): 3 clusters Score: Raw -21502.547284 + Penalty 874.656114 = -20627.891170 nChanged 8 SP:Iteration 15Q (86.927428 sec): 3 clusters Score: Raw -21515.123073 + Penalty 874.582949 = -20640.540124 nChanged 5 SP:Iteration 16Q (86.928641 sec): 3 clusters Score: Raw -21520.122502 + Penalty 874.738002 = -20645.384500 nChanged 1 SP:Iteration 17Q (86.929855 sec): 3 clusters Score: Raw -21520.836374 + Penalty 874.899359 = -20645.937015 nChanged 1 SP:Iteration 18Q (86.931099 sec): 3 clusters Score: Raw -21521.659318 + Penalty 875.040695 = -20646.618623 nChanged 1 SP:Iteration 19Q (86.932342 sec): 3 clusters Score: Raw -21523.155259 + Penalty 875.040695 = -20648.114564 nChanged 0 SP:Iteration 20F (86.933706 sec): 3 clusters Score: Raw -21523.155259 + Penalty 875.040695 = -20648.114564 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 70 (1459 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.941320 sec): 2 clusters Score: Raw -66631.544808 + Penalty 739.403624 = -65892.141185 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.944416 sec): 3 clusters Score: Raw -65838.931862 + Penalty 1484.544536 = -64354.387326 nChanged 501 SP:Iteration 1F (86.947313 sec): 3 clusters Score: Raw -66110.258001 + Penalty 1497.914153 = -64612.343847 nChanged 184 SP:Iteration 2F (86.950089 sec): 3 clusters Score: Raw -66271.232856 + Penalty 1517.175075 = -64754.057781 nChanged 132 SP:Iteration 3F (86.952839 sec): 3 clusters Score: Raw -66407.166788 + Penalty 1539.589352 = -64867.577437 nChanged 105 SP:Iteration 4F (86.955611 sec): 3 clusters Score: Raw -66520.616630 + Penalty 1564.059980 = -64956.556651 nChanged 77 SP:Iteration 5F (86.958423 sec): 3 clusters Score: Raw -66604.677633 + Penalty 1596.289639 = -65008.387993 nChanged 54 SP:Iteration 6Q (86.961107 sec): 3 clusters Score: Raw -66661.648379 + Penalty 1618.164421 = -65043.483959 nChanged 33 SP:Iteration 7Q (86.963719 sec): 3 clusters Score: Raw -66691.116146 + Penalty 1633.954642 = -65057.161503 nChanged 19 SP:Iteration 8Q (86.966368 sec): 3 clusters Score: Raw -66709.346896 + Penalty 1648.599214 = -65060.747681 nChanged 13 SP:Iteration 9Q (86.968983 sec): 3 clusters Score: Raw -66724.746026 + Penalty 1656.081486 = -65068.664540 nChanged 12 SP:Iteration 10F (86.971775 sec): 3 clusters Score: Raw -66735.718249 + Penalty 1662.743634 = -65072.974615 nChanged 7 SP:Iteration 11Q (86.974265 sec): 3 clusters Score: Raw -66741.727994 + Penalty 1663.864356 = -65077.863637 nChanged 3 SP:Iteration 12Q (86.976742 sec): 3 clusters Score: Raw -66744.054156 + Penalty 1664.345594 = -65079.708563 nChanged 1 SP:Iteration 13Q (86.979250 sec): 3 clusters Score: Raw -66744.847954 + Penalty 1664.345594 = -65080.502360 nChanged 0 SP:Iteration 14F (86.981990 sec): 3 clusters Score: Raw -66744.847954 + Penalty 1664.345594 = -65080.502360 nChanged 0 Memory request: 0.00 GB would take us to total of 0.26 GB. Trying to split cluster 74 (213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.986444 sec): 2 clusters Score: Raw -7214.444240 + Penalty 300.031986 = -6914.412254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.987052 sec): 3 clusters Score: Raw -7155.342912 + Penalty 598.732910 = -6556.610002 nChanged 48 SP:Iteration 1F (86.987646 sec): 3 clusters Score: Raw -7216.138445 + Penalty 599.466523 = -6616.671922 nChanged 17 SP:Iteration 2F (86.988259 sec): 3 clusters Score: Raw -7255.593906 + Penalty 601.891046 = -6653.702860 nChanged 11 SP:Iteration 3F (86.988852 sec): 3 clusters Score: Raw -7288.631721 + Penalty 606.648117 = -6681.983604 nChanged 14 SP:Iteration 4F (86.989441 sec): 3 clusters Score: Raw -7306.181062 + Penalty 605.935754 = -6700.245308 nChanged 1 SP:Iteration 5Q (86.990005 sec): 3 clusters Score: Raw -7307.266045 + Penalty 605.586118 = -6701.679927 nChanged 1 SP:Iteration 6Q (86.990566 sec): 3 clusters Score: Raw -7307.917088 + Penalty 605.504757 = -6702.412331 nChanged 1 SP:Iteration 7Q (86.991125 sec): 3 clusters Score: Raw -7308.179006 + Penalty 605.400404 = -6702.778602 nChanged 1 SP:Iteration 8Q (86.991685 sec): 3 clusters Score: Raw -7308.595641 + Penalty 605.400404 = -6703.195237 nChanged 0 SP:Iteration 9F (86.992274 sec): 3 clusters Score: Raw -7308.595641 + Penalty 605.400404 = -6703.195237 nChanged 0 Time taken for this iteration:86.216915 seconds. 300->25 Clusters: Score -1105479.573907, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 256 (time per iteration =339.941363 ms) Total iterations: 2668 (time per iteration =32.618062 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 6078155000.000000 (time per metric unit =14.317665ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 151953875000.000000 (time per metric unit=572.706612ps) That took 87.024989 seconds.