FileBase PeterP-2014-02-27_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 0.10 and 0.16 GB of RAM. Memory request: 0.05 GB would take us to total of 0.05 GB. ---------------------------------------------------------- Loaded 10946 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 10946 points ------ Starting initial clusters from distinct float masks Not enough masks (162) to generate starting clusters (300), so starting with (163) clusters instead. Assigned 163 initial classes from 162 unique masks. Deleting Class 89 (1 points): Lose 0.444816 but Gain 1492.229142 Iteration 0F (1.099190 sec): 162 clusters Score: Raw -306167.295950 + Penalty 143762.085077 = -162405.210873 nChanged 2374 Deleting Class 58 (1 points): Lose 4.457509 but Gain 1490.340656 Iteration 1F (1.870850 sec): 155 clusters Score: Raw -308953.741715 + Penalty 142459.237218 = -166494.504496 nChanged 841 Deleting Class 155 (1 points): Lose 7.072802 but Gain 1462.513924 Iteration 2F (2.643977 sec): 154 clusters Score: Raw -310026.945641 + Penalty 141515.523795 = -168511.421846 nChanged 753 Deleting Class 78 (2 points): Lose 31.589257 but Gain 1456.983163 Iteration 3F (3.394999 sec): 153 clusters Score: Raw -310948.622915 + Penalty 140503.169855 = -170445.453060 nChanged 717 Deleting Class 147 (1 points): Lose 15.188983 but Gain 1420.140504 Iteration 4F (4.131066 sec): 152 clusters Score: Raw -311691.174477 + Penalty 138403.564911 = -173287.609566 nChanged 591 Deleting Class 139 (2 points): Lose 53.224584 but Gain 1449.797564 Iteration 5F (4.863916 sec): 150 clusters Score: Raw -312214.963131 + Penalty 136771.440672 = -175443.522460 nChanged 442 Deleting Class 140 (1 points): Lose 1.781184 but Gain 1384.919589 Iteration 6Q (4.946340 sec): 149 clusters Score: Raw -312569.533085 + Penalty 134815.785654 = -177753.747431 nChanged 304 Deleting Class 69 (3 points): Lose 48.357077 but Gain 1430.392869 Iteration 7Q (5.017664 sec): 148 clusters Score: Raw -312754.589294 + Penalty 133640.050249 = -179114.539045 nChanged 240 Deleting Class 158 (1 points): Lose 6.641177 but Gain 1320.309753 Iteration 8Q (5.084247 sec): 147 clusters Score: Raw -312928.471645 + Penalty 131374.196251 = -181554.275394 nChanged 163 Deleting Class 150 (2 points): Lose 33.689862 but Gain 1347.185465 Iteration 9Q (5.145598 sec): 145 clusters Score: Raw -312993.501510 + Penalty 130120.692535 = -182872.808975 nChanged 123 Deleting Class 60 (1 points): Lose 3.076760 but Gain 1294.733893 Iteration 10F (5.856316 sec): 144 clusters Score: Raw -313063.260943 + Penalty 128842.712961 = -184220.547982 nChanged 87 Deleting Class 65 (1 points): Lose 4.267484 but Gain 1294.020756 Iteration 11Q (5.912043 sec): 143 clusters Score: Raw -313091.708372 + Penalty 127530.748130 = -185560.960242 nChanged 82 Deleting Class 160 (2 points): Lose 36.591436 but Gain 1325.245508 Iteration 12Q (5.967764 sec): 142 clusters Score: Raw -313089.694593 + Penalty 126247.204213 = -186842.490379 nChanged 59 Deleting Class 70 (1 points): Lose 15.568320 but Gain 1288.308705 Iteration 13Q (6.021428 sec): 141 clusters Score: Raw -313107.257403 + Penalty 124984.669443 = -188122.587960 nChanged 47 Deleting Class 142 (3 points): Lose 47.453736 but Gain 1310.111079 Iteration 14Q (6.073923 sec): 140 clusters Score: Raw -313085.185789 + Penalty 123693.180090 = -189392.005699 nChanged 45 Deleting Class 117 (3 points): Lose 35.449247 but Gain 1294.039250 Iteration 15Q (6.126524 sec): 139 clusters Score: Raw -313091.598738 + Penalty 122398.407444 = -190693.191294 nChanged 48 Deleting Class 71 (2 points): Lose 23.400718 but Gain 1274.624059 Iteration 16Q (6.178693 sec): 138 clusters Score: Raw -313104.482101 + Penalty 121166.535176 = -191937.946924 nChanged 37 Deleting Class 88 (1 points): Lose 23.496203 but Gain 1271.371299 Iteration 17Q (6.230352 sec): 137 clusters Score: Raw -313122.721979 + Penalty 120102.408218 = -193020.313761 nChanged 31 Deleting Class 102 (1 points): Lose 5.163633 but Gain 1252.579213 Iteration 18Q (6.280972 sec): 136 clusters Score: Raw -313172.672532 + Penalty 118842.899886 = -194329.772646 nChanged 20 Deleting Class 125 (2 points): Lose 19.923286 but Gain 1264.470575 Iteration 19Q (6.331169 sec): 135 clusters Score: Raw -313162.904021 + Penalty 117672.190759 = -195490.713262 nChanged 15 Writing temp clu file Memory request: 0.05 GB would take us to total of 0.10 GB. Compute initial score before splitting: Score: Raw -313162.904021 + Penalty 117672.190759 = -195490.713262Memory request: 0.01 GB would take us to total of 0.11 GB. Trying to split cluster 1 (748 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.373329 sec): 2 clusters Score: Raw -25247.709584 + Penalty 763.621927 = -24484.087657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.374923 sec): 3 clusters Score: Raw -24945.500154 + Penalty 1527.177664 = -23418.322490 nChanged 230 SP:Iteration 1F (6.376480 sec): 3 clusters Score: Raw -25141.325341 + Penalty 1527.361883 = -23613.963458 nChanged 67 SP:Iteration 2F (6.377998 sec): 3 clusters Score: Raw -25206.069886 + Penalty 1527.321566 = -23678.748320 nChanged 43 SP:Iteration 3F (6.379479 sec): 3 clusters Score: Raw -25253.358984 + Penalty 1527.370854 = -23725.988131 nChanged 26 SP:Iteration 4Q (6.380973 sec): 3 clusters Score: Raw -25283.580159 + Penalty 1527.394454 = -23756.185705 nChanged 27 SP:Iteration 5Q (6.382452 sec): 3 clusters Score: Raw -25308.066800 + Penalty 1527.543262 = -23780.523538 nChanged 17 SP:Iteration 6Q (6.384032 sec): 3 clusters Score: Raw -25318.310037 + Penalty 1527.360466 = -23790.949571 nChanged 12 SP:Iteration 7Q (6.385488 sec): 3 clusters Score: Raw -25329.364181 + Penalty 1527.468588 = -23801.895593 nChanged 13 SP:Iteration 8Q (6.386977 sec): 3 clusters Score: Raw -25339.336142 + Penalty 1527.364741 = -23811.971402 nChanged 10 SP:Iteration 9Q (6.388451 sec): 3 clusters Score: Raw -25346.065049 + Penalty 1527.159559 = -23818.905490 nChanged 10 SP:Iteration 10F (6.389945 sec): 3 clusters Score: Raw -25351.813137 + Penalty 1526.713166 = -23825.099971 nChanged 6 SP:Iteration 11Q (6.391399 sec): 3 clusters Score: Raw -25358.755759 + Penalty 1526.163802 = -23832.591957 nChanged 9 SP:Iteration 12Q (6.392850 sec): 3 clusters Score: Raw -25368.412528 + Penalty 1525.950475 = -23842.462052 nChanged 8 SP:Iteration 13Q (6.394304 sec): 3 clusters Score: Raw -25375.119711 + Penalty 1525.712422 = -23849.407289 nChanged 2 SP:Iteration 14Q (6.395753 sec): 3 clusters Score: Raw -25376.356956 + Penalty 1525.750049 = -23850.606907 nChanged 1 SP:Iteration 15Q (6.397246 sec): 3 clusters Score: Raw -25377.200663 + Penalty 1525.750049 = -23851.450614 nChanged 0 SP:Iteration 16F (6.398746 sec): 3 clusters Score: Raw -25377.200663 + Penalty 1525.750049 = -23851.450614 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 2 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.399354 sec): 2 clusters Score: Raw -806.976996 + Penalty 181.026037 = -625.950959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.399642 sec): 3 clusters Score: Raw -804.571545 + Penalty 364.183886 = -440.387658 nChanged 1 SP:Iteration 1Q (6.399896 sec): 3 clusters Score: Raw -806.587018 + Penalty 364.183886 = -442.403131 nChanged 0 SP:Iteration 2F (6.400146 sec): 3 clusters Score: Raw -806.587018 + Penalty 364.183886 = -442.403131 nChanged 0 Memory request: 0.01 GB would take us to total of 0.11 GB. Trying to split cluster 3 (583 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.402282 sec): 2 clusters Score: Raw -16519.388261 + Penalty 54.780537 = -16464.607724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.403502 sec): 3 clusters Score: Raw -16167.322469 + Penalty 108.243212 = -16059.079257 nChanged 277 SP:Iteration 1F (6.404712 sec): 3 clusters Score: Raw -16407.575915 + Penalty 108.365093 = -16299.210822 nChanged 49 SP:Iteration 2F (6.405909 sec): 3 clusters Score: Raw -16445.505507 + Penalty 108.698785 = -16336.806722 nChanged 32 SP:Iteration 3F (6.407104 sec): 3 clusters Score: Raw -16464.880544 + Penalty 109.357505 = -16355.523040 nChanged 22 SP:Iteration 4Q (6.408270 sec): 3 clusters Score: Raw -16479.432170 + Penalty 110.332572 = -16369.099598 nChanged 24 SP:Iteration 5Q (6.409431 sec): 3 clusters Score: Raw -16498.850649 + Penalty 111.321168 = -16387.529481 nChanged 28 SP:Iteration 6Q (6.410583 sec): 3 clusters Score: Raw -16526.851646 + Penalty 112.248383 = -16414.603263 nChanged 23 SP:Iteration 7Q (6.411725 sec): 3 clusters Score: Raw -16559.071527 + Penalty 112.543247 = -16446.528281 nChanged 15 SP:Iteration 8Q (6.412843 sec): 3 clusters Score: Raw -16575.091114 + Penalty 113.000405 = -16462.090709 nChanged 11 SP:Iteration 9Q (6.413978 sec): 3 clusters Score: Raw -16581.483935 + Penalty 113.047801 = -16468.436134 nChanged 10 SP:Iteration 10F (6.415252 sec): 3 clusters Score: Raw -16593.277270 + Penalty 112.740496 = -16480.536775 nChanged 17 SP:Iteration 11Q (6.416332 sec): 3 clusters Score: Raw -16613.653959 + Penalty 112.406580 = -16501.247380 nChanged 10 SP:Iteration 12Q (6.417390 sec): 3 clusters Score: Raw -16624.086126 + Penalty 112.612579 = -16511.473546 nChanged 6 SP:Iteration 13Q (6.418437 sec): 3 clusters Score: Raw -16626.909856 + Penalty 111.855208 = -16515.054648 nChanged 7 SP:Iteration 14Q (6.419477 sec): 3 clusters Score: Raw -16629.280014 + Penalty 111.942492 = -16517.337522 nChanged 1 SP:Iteration 15Q (6.420510 sec): 3 clusters Score: Raw -16629.331442 + Penalty 111.942492 = -16517.388950 nChanged 0 SP:Iteration 16F (6.421704 sec): 3 clusters Score: Raw -16629.331442 + Penalty 111.942492 = -16517.388950 nChanged 0 Score: Raw -323438.850999 + Penalty 117755.675723 = -205683.175276 Splitting cluster 3 changes total score from -195490.713262 to -205683.175276 So it's getting split into cluster 58. Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 4 (420 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.079517 sec): 2 clusters Score: Raw -13558.532393 + Penalty 122.393668 = -13436.138725 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.080478 sec): 3 clusters Score: Raw -13322.142212 + Penalty 262.533221 = -13059.608991 nChanged 166 SP:Iteration 1F (7.081405 sec): 3 clusters Score: Raw -13480.019636 + Penalty 287.899135 = -13192.120502 nChanged 54 SP:Iteration 2F (7.082327 sec): 3 clusters Score: Raw -13548.096156 + Penalty 303.411572 = -13244.684584 nChanged 25 SP:Iteration 3F (7.083268 sec): 3 clusters Score: Raw -13575.641839 + Penalty 294.981743 = -13280.660096 nChanged 13 SP:Iteration 4Q (7.084187 sec): 3 clusters Score: Raw -13589.759865 + Penalty 310.893507 = -13278.866358 nChanged 5 SP:Iteration 5F (7.085109 sec): 3 clusters Score: Raw -13594.762666 + Penalty 316.035549 = -13278.727116 nChanged 3 SP:Iteration 6F (7.086032 sec): 3 clusters Score: Raw -13595.881075 + Penalty 302.815763 = -13293.065312 nChanged 2 SP:Iteration 7Q (7.086867 sec): 3 clusters Score: Raw -13596.476891 + Penalty 302.815763 = -13293.661128 nChanged 0 SP:Iteration 8F (7.087823 sec): 3 clusters Score: Raw -13596.476891 + Penalty 302.815763 = -13293.661128 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 5 (102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.088559 sec): 2 clusters Score: Raw -3209.205649 + Penalty 422.906889 = -2786.298760 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.088950 sec): 3 clusters Score: Raw -3222.530565 + Penalty 845.737676 = -2376.792889 nChanged 10 SP:Iteration 1F (7.089334 sec): 3 clusters Score: Raw -3244.092278 + Penalty 845.813923 = -2398.278355 nChanged 1 SP:Iteration 2Q (7.089740 sec): 3 clusters Score: Raw -3245.451647 + Penalty 845.813923 = -2399.637724 nChanged 0 SP:Iteration 3F (7.090138 sec): 3 clusters Score: Raw -3245.451647 + Penalty 845.813923 = -2399.637724 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 6 (343 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.092150 sec): 2 clusters Score: Raw -10429.515574 + Penalty 69.317616 = -10360.197958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.092985 sec): 3 clusters Score: Raw -10228.445082 + Penalty 136.569921 = -10091.875161 nChanged 141 SP:Iteration 1F (7.093781 sec): 3 clusters Score: Raw -10312.850967 + Penalty 135.842104 = -10177.008863 nChanged 39 SP:Iteration 2F (7.094593 sec): 3 clusters Score: Raw -10342.364412 + Penalty 134.601312 = -10207.763100 nChanged 25 SP:Iteration 3F (7.095380 sec): 3 clusters Score: Raw -10359.346631 + Penalty 136.209272 = -10223.137360 nChanged 26 SP:Iteration 4F (7.096167 sec): 3 clusters Score: Raw -10384.886053 + Penalty 141.670158 = -10243.215895 nChanged 25 SP:Iteration 5F (7.096951 sec): 3 clusters Score: Raw -10413.860439 + Penalty 151.824744 = -10262.035695 nChanged 16 SP:Iteration 6Q (7.097717 sec): 3 clusters Score: Raw -10435.169300 + Penalty 161.327384 = -10273.841916 nChanged 8 SP:Iteration 7Q (7.098469 sec): 3 clusters Score: Raw -10448.640985 + Penalty 164.040216 = -10284.600769 nChanged 3 SP:Iteration 8Q (7.099161 sec): 3 clusters Score: Raw -10451.375105 + Penalty 165.242653 = -10286.132452 nChanged 1 SP:Iteration 9Q (7.099828 sec): 3 clusters Score: Raw -10452.085629 + Penalty 166.557442 = -10285.528188 nChanged 1 SP:Iteration 10F (7.100593 sec): 3 clusters Score: Raw -10452.872317 + Penalty 166.557442 = -10286.314876 nChanged 0 Memory request: 0.02 GB would take us to total of 0.13 GB. Trying to split cluster 7 (4845 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.121977 sec): 2 clusters Score: Raw -144818.524503 + Penalty 263.417447 = -144555.107057 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.131100 sec): 3 clusters Score: Raw -141656.051946 + Penalty 532.864921 = -141123.187025 nChanged 2241 SP:Iteration 1F (7.139759 sec): 3 clusters Score: Raw -143162.914574 + Penalty 546.167359 = -142616.747215 nChanged 676 SP:Iteration 2F (7.148954 sec): 3 clusters Score: Raw -143603.670970 + Penalty 552.892338 = -143050.778633 nChanged 264 SP:Iteration 3F (7.157999 sec): 3 clusters Score: Raw -143710.093280 + Penalty 558.271338 = -143151.821941 nChanged 136 SP:Iteration 4Q (7.166758 sec): 3 clusters Score: Raw -143748.971894 + Penalty 564.917226 = -143184.054668 nChanged 91 SP:Iteration 5Q (7.175644 sec): 3 clusters Score: Raw -143774.969771 + Penalty 573.001847 = -143201.967924 nChanged 87 SP:Iteration 6Q (7.184278 sec): 3 clusters Score: Raw -143803.482295 + Penalty 581.702887 = -143221.779408 nChanged 88 SP:Iteration 7Q (7.193107 sec): 3 clusters Score: Raw -143827.695083 + Penalty 591.869594 = -143235.825489 nChanged 99 SP:Iteration 8Q (7.201872 sec): 3 clusters Score: Raw -143854.103661 + Penalty 604.768240 = -143249.335421 nChanged 134 SP:Iteration 9Q (7.210485 sec): 3 clusters Score: Raw -143897.023842 + Penalty 620.403587 = -143276.620255 nChanged 141 SP:Iteration 10F (7.219289 sec): 3 clusters Score: Raw -143947.151149 + Penalty 638.068487 = -143309.082662 nChanged 159 SP:Iteration 11Q (7.228052 sec): 3 clusters Score: Raw -144019.979641 + Penalty 659.418137 = -143360.561504 nChanged 190 SP:Iteration 12Q (7.236569 sec): 3 clusters Score: Raw -144124.214670 + Penalty 681.605092 = -143442.609578 nChanged 183 SP:Iteration 13Q (7.245479 sec): 3 clusters Score: Raw -144227.970413 + Penalty 699.874318 = -143528.096095 nChanged 179 SP:Iteration 14Q (7.254035 sec): 3 clusters Score: Raw -144350.751224 + Penalty 714.441242 = -143636.309982 nChanged 175 SP:Iteration 15Q (7.261991 sec): 3 clusters Score: Raw -144476.330910 + Penalty 735.759963 = -143740.570947 nChanged 140 SP:Iteration 16Q (7.269860 sec): 3 clusters Score: Raw -144569.040639 + Penalty 744.058567 = -143824.982072 nChanged 106 SP:Iteration 17Q (7.277746 sec): 3 clusters Score: Raw -144640.794780 + Penalty 753.937995 = -143886.856785 nChanged 88 SP:Iteration 18Q (7.285233 sec): 3 clusters Score: Raw -144703.019187 + Penalty 766.323016 = -143936.696171 nChanged 64 SP:Iteration 19Q (7.292621 sec): 3 clusters Score: Raw -144747.735147 + Penalty 774.145414 = -143973.589733 nChanged 41 SP:Iteration 20F (7.301388 sec): 3 clusters Score: Raw -144778.541542 + Penalty 779.214907 = -143999.326635 nChanged 27 SP:Iteration 21Q (7.308345 sec): 3 clusters Score: Raw -144793.606596 + Penalty 803.885663 = -143989.720933 nChanged 19 SP:Iteration 22F (7.316902 sec): 3 clusters Score: Raw -144808.156660 + Penalty 809.275959 = -143998.880702 nChanged 16 SP:Iteration 23Q (7.323887 sec): 3 clusters Score: Raw -144820.789413 + Penalty 811.898390 = -144008.891023 nChanged 7 SP:Iteration 24Q (7.330771 sec): 3 clusters Score: Raw -144825.473006 + Penalty 813.207950 = -144012.265056 nChanged 6 SP:Iteration 25Q (7.337560 sec): 3 clusters Score: Raw -144828.242308 + Penalty 817.206149 = -144011.036159 nChanged 3 SP:Iteration 26F (7.346264 sec): 3 clusters Score: Raw -144829.568004 + Penalty 826.819594 = -144002.748410 nChanged 4 SP:Iteration 27F (7.355471 sec): 3 clusters Score: Raw -144831.357673 + Penalty 829.740499 = -144001.617175 nChanged 1 SP:Iteration 28F (7.365221 sec): 3 clusters Score: Raw -144832.846062 + Penalty 829.740499 = -144003.105563 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 8 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.368186 sec): 2 clusters Score: Raw -791.363682 + Penalty 131.389364 = -659.974318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.368458 sec): 3 clusters Score: Raw -797.005426 + Penalty 292.329694 = -504.675732 nChanged 2 SP:Iteration 1F (7.368716 sec): 3 clusters Score: Raw -799.335108 + Penalty 292.329694 = -507.005414 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 9 (57 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.369324 sec): 2 clusters Score: Raw -1717.675187 + Penalty 224.310694 = -1493.364494 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.369656 sec): 3 clusters Score: Raw -1715.691275 + Penalty 449.484771 = -1266.206504 nChanged 8 SP:Iteration 1F (7.369987 sec): 3 clusters Score: Raw -1726.900953 + Penalty 447.474172 = -1279.426782 nChanged 1 SP:Iteration 2Q (7.370310 sec): 3 clusters Score: Raw -1732.781981 + Penalty 447.474172 = -1285.307809 nChanged 0 SP:Iteration 3F (7.370634 sec): 3 clusters Score: Raw -1732.781981 + Penalty 447.474172 = -1285.307809 nChanged 0 Memory request: 0.01 GB would take us to total of 0.11 GB. Trying to split cluster 10 (571 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.373106 sec): 2 clusters Score: Raw -21189.877069 + Penalty 657.091230 = -20532.785839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.374423 sec): 3 clusters Score: Raw -20954.922205 + Penalty 1314.719893 = -19640.202313 nChanged 151 SP:Iteration 1F (7.375686 sec): 3 clusters Score: Raw -21093.221639 + Penalty 1315.225935 = -19777.995704 nChanged 45 SP:Iteration 2F (7.377004 sec): 3 clusters Score: Raw -21146.310539 + Penalty 1315.245387 = -19831.065152 nChanged 29 SP:Iteration 3F (7.378280 sec): 3 clusters Score: Raw -21172.239224 + Penalty 1315.148055 = -19857.091169 nChanged 15 SP:Iteration 4Q (7.379542 sec): 3 clusters Score: Raw -21181.717154 + Penalty 1315.293723 = -19866.423431 nChanged 10 SP:Iteration 5Q (7.380812 sec): 3 clusters Score: Raw -21193.690026 + Penalty 1314.984157 = -19878.705870 nChanged 11 SP:Iteration 6Q (7.382070 sec): 3 clusters Score: Raw -21204.905001 + Penalty 1314.870885 = -19890.034116 nChanged 6 SP:Iteration 7Q (7.383328 sec): 3 clusters Score: Raw -21210.193511 + Penalty 1314.677954 = -19895.515557 nChanged 7 SP:Iteration 8Q (7.384526 sec): 3 clusters Score: Raw -21214.428357 + Penalty 1314.575111 = -19899.853245 nChanged 8 SP:Iteration 9Q (7.385699 sec): 3 clusters Score: Raw -21224.075346 + Penalty 1314.527037 = -19909.548308 nChanged 10 SP:Iteration 10F (7.386916 sec): 3 clusters Score: Raw -21236.581111 + Penalty 1314.515483 = -19922.065628 nChanged 12 SP:Iteration 11Q (7.388089 sec): 3 clusters Score: Raw -21247.537103 + Penalty 1314.317720 = -19933.219383 nChanged 8 SP:Iteration 12Q (7.389255 sec): 3 clusters Score: Raw -21256.517506 + Penalty 1314.188428 = -19942.329079 nChanged 4 SP:Iteration 13Q (7.390418 sec): 3 clusters Score: Raw -21262.296563 + Penalty 1314.096544 = -19948.200019 nChanged 5 SP:Iteration 14Q (7.391578 sec): 3 clusters Score: Raw -21268.404833 + Penalty 1314.144825 = -19954.260008 nChanged 10 SP:Iteration 15Q (7.392737 sec): 3 clusters Score: Raw -21284.534777 + Penalty 1314.193542 = -19970.341235 nChanged 13 SP:Iteration 16Q (7.393894 sec): 3 clusters Score: Raw -21303.163346 + Penalty 1314.206675 = -19988.956671 nChanged 13 SP:Iteration 17Q (7.395044 sec): 3 clusters Score: Raw -21318.193534 + Penalty 1314.346749 = -20003.846785 nChanged 7 SP:Iteration 18Q (7.396198 sec): 3 clusters Score: Raw -21322.376577 + Penalty 1314.352780 = -20008.023796 nChanged 2 SP:Iteration 19Q (7.397330 sec): 3 clusters Score: Raw -21324.324469 + Penalty 1314.352780 = -20009.971689 nChanged 0 SP:Iteration 20F (7.398525 sec): 3 clusters Score: Raw -21324.324469 + Penalty 1314.352780 = -20009.971689 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 11 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.399012 sec): 2 clusters Score: Raw -264.391021 + Penalty 171.977254 = -92.413766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.399237 sec): 3 clusters Score: Raw -262.508377 + Penalty 355.314587 = 92.806210 nChanged 0 Memory request: 0.01 GB would take us to total of 0.11 GB. Trying to split cluster 12 (694 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.401657 sec): 2 clusters Score: Raw -23988.813626 + Penalty 529.672626 = -23459.140999 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.403160 sec): 3 clusters Score: Raw -23672.603322 + Penalty 1065.623336 = -22606.979986 nChanged 223 SP:Iteration 1F (7.404574 sec): 3 clusters Score: Raw -23806.142374 + Penalty 1070.316124 = -22735.826250 nChanged 53 SP:Iteration 2F (7.405968 sec): 3 clusters Score: Raw -23840.199692 + Penalty 1073.915936 = -22766.283756 nChanged 27 SP:Iteration 3Q (7.407354 sec): 3 clusters Score: Raw -23858.925246 + Penalty 1078.400814 = -22780.524432 nChanged 22 SP:Iteration 4Q (7.408771 sec): 3 clusters Score: Raw -23879.830910 + Penalty 1082.815575 = -22797.015334 nChanged 26 SP:Iteration 5Q (7.410172 sec): 3 clusters Score: Raw -23902.862753 + Penalty 1084.644631 = -22818.218122 nChanged 21 SP:Iteration 6Q (7.411569 sec): 3 clusters Score: Raw -23920.197148 + Penalty 1086.042254 = -22834.154893 nChanged 18 SP:Iteration 7Q (7.412982 sec): 3 clusters Score: Raw -23932.070071 + Penalty 1089.178847 = -22842.891224 nChanged 11 SP:Iteration 8Q (7.414373 sec): 3 clusters Score: Raw -23945.091673 + Penalty 1090.599385 = -22854.492288 nChanged 11 SP:Iteration 9Q (7.415811 sec): 3 clusters Score: Raw -23954.370694 + Penalty 1091.149717 = -22863.220976 nChanged 7 SP:Iteration 10F (7.417242 sec): 3 clusters Score: Raw -23959.500739 + Penalty 1092.691192 = -22866.809547 nChanged 10 SP:Iteration 11Q (7.418613 sec): 3 clusters Score: Raw -23969.103041 + Penalty 1094.232622 = -22874.870420 nChanged 6 SP:Iteration 12Q (7.419966 sec): 3 clusters Score: Raw -23972.614978 + Penalty 1094.419235 = -22878.195742 nChanged 5 SP:Iteration 13Q (7.421314 sec): 3 clusters Score: Raw -23975.766745 + Penalty 1096.450148 = -22879.316597 nChanged 4 SP:Iteration 14Q (7.422746 sec): 3 clusters Score: Raw -23979.653519 + Penalty 1096.951587 = -22882.701932 nChanged 4 SP:Iteration 15Q (7.424177 sec): 3 clusters Score: Raw -23983.338786 + Penalty 1099.182571 = -22884.156214 nChanged 3 SP:Iteration 16Q (7.425585 sec): 3 clusters Score: Raw -23985.665517 + Penalty 1101.630941 = -22884.034576 nChanged 4 SP:Iteration 17F (7.427011 sec): 3 clusters Score: Raw -23989.195278 + Penalty 1100.616335 = -22888.578943 nChanged 5 SP:Iteration 18Q (7.428354 sec): 3 clusters Score: Raw -23996.493259 + Penalty 1101.550850 = -22894.942409 nChanged 2 SP:Iteration 19Q (7.429678 sec): 3 clusters Score: Raw -24001.274745 + Penalty 1102.016031 = -22899.258715 nChanged 3 SP:Iteration 20F (7.431116 sec): 3 clusters Score: Raw -24004.855390 + Penalty 1102.016031 = -22902.839360 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 13 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.431611 sec): 2 clusters Score: Raw -265.821703 + Penalty 101.926715 = -163.894987 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.431839 sec): 3 clusters Score: Raw -261.157752 + Penalty 101.926715 = -159.231037 nChanged 1 SP:Iteration 1F (7.432045 sec): 2 clusters Score: Raw -265.821703 + Penalty 101.926715 = -163.894987 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 14 (309 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.433277 sec): 2 clusters Score: Raw -9751.384794 + Penalty 75.293000 = -9676.091793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.434028 sec): 3 clusters Score: Raw -9576.498191 + Penalty 152.152684 = -9424.345507 nChanged 126 SP:Iteration 1F (7.434759 sec): 3 clusters Score: Raw -9649.150679 + Penalty 152.715057 = -9496.435622 nChanged 18 SP:Iteration 2F (7.435489 sec): 3 clusters Score: Raw -9654.391554 + Penalty 153.372034 = -9501.019520 nChanged 17 SP:Iteration 3F (7.436219 sec): 3 clusters Score: Raw -9661.957551 + Penalty 153.640189 = -9508.317362 nChanged 16 SP:Iteration 4F (7.436948 sec): 3 clusters Score: Raw -9669.834101 + Penalty 156.633969 = -9513.200131 nChanged 13 SP:Iteration 5Q (7.437674 sec): 3 clusters Score: Raw -9677.567414 + Penalty 160.138880 = -9517.428534 nChanged 12 SP:Iteration 6Q (7.438397 sec): 3 clusters Score: Raw -9685.016424 + Penalty 161.855831 = -9523.160593 nChanged 17 SP:Iteration 7F (7.439124 sec): 3 clusters Score: Raw -9702.512416 + Penalty 167.883030 = -9534.629386 nChanged 21 SP:Iteration 8F (7.439852 sec): 3 clusters Score: Raw -9728.297036 + Penalty 178.625412 = -9549.671624 nChanged 14 SP:Iteration 9Q (7.440633 sec): 3 clusters Score: Raw -9744.765281 + Penalty 182.981349 = -9561.783932 nChanged 5 SP:Iteration 10F (7.441309 sec): 3 clusters Score: Raw -9752.883519 + Penalty 193.569436 = -9559.314082 nChanged 3 SP:Iteration 11F (7.441998 sec): 3 clusters Score: Raw -9755.128064 + Penalty 193.569436 = -9561.558628 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 15 (157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.442861 sec): 2 clusters Score: Raw -5592.370642 + Penalty 493.638399 = -5098.732243 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.443348 sec): 3 clusters Score: Raw -5571.904540 + Penalty 987.210926 = -4584.693614 nChanged 27 SP:Iteration 1F (7.443827 sec): 3 clusters Score: Raw -5616.626059 + Penalty 987.456545 = -4629.169515 nChanged 4 SP:Iteration 2Q (7.444333 sec): 3 clusters Score: Raw -5624.044282 + Penalty 987.727707 = -4636.316574 nChanged 2 SP:Iteration 3Q (7.444810 sec): 3 clusters Score: Raw -5625.862276 + Penalty 987.599354 = -4638.262922 nChanged 2 SP:Iteration 4Q (7.445284 sec): 3 clusters Score: Raw -5627.872144 + Penalty 987.599354 = -4640.272790 nChanged 0 SP:Iteration 5F (7.445761 sec): 3 clusters Score: Raw -5627.872144 + Penalty 987.599354 = -4640.272790 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 16 (426 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.447480 sec): 2 clusters Score: Raw -15253.567880 + Penalty 443.477314 = -14810.090566 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.448492 sec): 3 clusters Score: Raw -15032.917592 + Penalty 895.777040 = -14137.140552 nChanged 121 SP:Iteration 1F (7.449477 sec): 3 clusters Score: Raw -15120.102417 + Penalty 901.086374 = -14219.016043 nChanged 45 SP:Iteration 2F (7.450416 sec): 3 clusters Score: Raw -15166.727563 + Penalty 913.141081 = -14253.586482 nChanged 28 SP:Iteration 3F (7.451357 sec): 3 clusters Score: Raw -15197.215936 + Penalty 921.264815 = -14275.951121 nChanged 17 SP:Iteration 4Q (7.452286 sec): 3 clusters Score: Raw -15214.871902 + Penalty 924.938669 = -14289.933233 nChanged 8 SP:Iteration 5Q (7.453259 sec): 3 clusters Score: Raw -15222.090413 + Penalty 931.349171 = -14290.741242 nChanged 6 SP:Iteration 6Q (7.454232 sec): 3 clusters Score: Raw -15229.435171 + Penalty 935.117340 = -14294.317831 nChanged 4 SP:Iteration 7Q (7.455185 sec): 3 clusters Score: Raw -15232.135297 + Penalty 944.847682 = -14287.287615 nChanged 4 SP:Iteration 8F (7.456164 sec): 3 clusters Score: Raw -15236.793465 + Penalty 939.864693 = -14296.928772 nChanged 3 SP:Iteration 9Q (7.457107 sec): 3 clusters Score: Raw -15240.923143 + Penalty 941.588589 = -14299.334554 nChanged 2 SP:Iteration 10F (7.458043 sec): 3 clusters Score: Raw -15243.070498 + Penalty 943.888613 = -14299.181885 nChanged 2 SP:Iteration 11F (7.458979 sec): 3 clusters Score: Raw -15244.829186 + Penalty 942.826979 = -14302.002207 nChanged 3 SP:Iteration 12Q (7.459873 sec): 3 clusters Score: Raw -15248.714948 + Penalty 941.488726 = -14307.226221 nChanged 3 SP:Iteration 13Q (7.460764 sec): 3 clusters Score: Raw -15251.868527 + Penalty 937.980675 = -14313.887852 nChanged 1 SP:Iteration 14Q (7.461654 sec): 3 clusters Score: Raw -15252.387811 + Penalty 939.027656 = -14313.360155 nChanged 1 SP:Iteration 15F (7.462589 sec): 3 clusters Score: Raw -15252.991752 + Penalty 942.273572 = -14310.718180 nChanged 1 SP:Iteration 16F (7.463524 sec): 3 clusters Score: Raw -15254.300447 + Penalty 942.273572 = -14312.026875 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 17 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.464008 sec): 2 clusters Score: Raw -312.197695 + Penalty 183.817091 = -128.380604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.464236 sec): 3 clusters Score: Raw -308.077653 + Penalty 370.342542 = 62.264889 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 18 (119 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.465015 sec): 2 clusters Score: Raw -3049.087155 + Penalty 227.096680 = -2821.990476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.465446 sec): 3 clusters Score: Raw -3022.571746 + Penalty 443.805308 = -2578.766438 nChanged 33 SP:Iteration 1F (7.465869 sec): 3 clusters Score: Raw -3060.960296 + Penalty 442.833413 = -2618.126883 nChanged 6 SP:Iteration 2F (7.466290 sec): 3 clusters Score: Raw -3071.619889 + Penalty 442.036680 = -2629.583209 nChanged 3 SP:Iteration 3Q (7.466702 sec): 3 clusters Score: Raw -3075.160565 + Penalty 435.967511 = -2639.193054 nChanged 4 SP:Iteration 4Q (7.467113 sec): 3 clusters Score: Raw -3080.204687 + Penalty 436.316617 = -2643.888070 nChanged 3 SP:Iteration 5Q (7.467554 sec): 3 clusters Score: Raw -3083.283451 + Penalty 438.933830 = -2644.349621 nChanged 2 SP:Iteration 6Q (7.467963 sec): 3 clusters Score: Raw -3085.415506 + Penalty 438.933830 = -2646.481676 nChanged 0 SP:Iteration 7F (7.468383 sec): 3 clusters Score: Raw -3085.415506 + Penalty 438.933830 = -2646.481676 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 19 (89 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.469036 sec): 2 clusters Score: Raw -2639.308375 + Penalty 59.926319 = -2579.382056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.469391 sec): 3 clusters Score: Raw -2599.256550 + Penalty 118.421360 = -2480.835190 nChanged 29 SP:Iteration 1F (7.469739 sec): 3 clusters Score: Raw -2621.411809 + Penalty 119.703969 = -2501.707840 nChanged 9 SP:Iteration 2F (7.470084 sec): 3 clusters Score: Raw -2631.493205 + Penalty 121.264030 = -2510.229175 nChanged 7 SP:Iteration 3F (7.470428 sec): 3 clusters Score: Raw -2640.264931 + Penalty 123.353459 = -2516.911471 nChanged 7 SP:Iteration 4F (7.470772 sec): 3 clusters Score: Raw -2652.538464 + Penalty 125.256666 = -2527.281798 nChanged 4 SP:Iteration 5Q (7.471109 sec): 3 clusters Score: Raw -2654.135243 + Penalty 125.256666 = -2528.878577 nChanged 0 SP:Iteration 6F (7.471449 sec): 3 clusters Score: Raw -2654.135243 + Penalty 125.256666 = -2528.878577 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 20 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.471933 sec): 2 clusters Score: Raw -691.205063 + Penalty 311.000742 = -380.204321 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.472170 sec): 3 clusters Score: Raw -694.663299 + Penalty 620.613974 = -74.049326 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 21 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.472633 sec): 2 clusters Score: Raw -327.110232 + Penalty 199.612480 = -127.497753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.472857 sec): 3 clusters Score: Raw -335.558277 + Penalty 377.834117 = 42.275841 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 22 (128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.473636 sec): 2 clusters Score: Raw -4320.752274 + Penalty 307.907528 = -4012.844747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.474082 sec): 3 clusters Score: Raw -4276.543910 + Penalty 615.656337 = -3660.887573 nChanged 32 SP:Iteration 1F (7.474519 sec): 3 clusters Score: Raw -4302.725045 + Penalty 616.589815 = -3686.135230 nChanged 8 SP:Iteration 2F (7.474952 sec): 3 clusters Score: Raw -4311.934334 + Penalty 617.597422 = -3694.336912 nChanged 5 SP:Iteration 3Q (7.475383 sec): 3 clusters Score: Raw -4317.018946 + Penalty 618.214204 = -3698.804742 nChanged 1 SP:Iteration 4Q (7.475814 sec): 3 clusters Score: Raw -4317.420484 + Penalty 619.281850 = -3698.138634 nChanged 3 SP:Iteration 5F (7.476250 sec): 3 clusters Score: Raw -4318.426409 + Penalty 618.325239 = -3700.101170 nChanged 4 SP:Iteration 6Q (7.476683 sec): 3 clusters Score: Raw -4324.990909 + Penalty 621.848798 = -3703.142111 nChanged 3 SP:Iteration 7Q (7.477114 sec): 3 clusters Score: Raw -4327.428179 + Penalty 621.495671 = -3705.932509 nChanged 3 SP:Iteration 8Q (7.477544 sec): 3 clusters Score: Raw -4331.498533 + Penalty 621.495671 = -3710.002863 nChanged 0 SP:Iteration 9F (7.477978 sec): 3 clusters Score: Raw -4331.498533 + Penalty 621.495671 = -3710.002863 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 23 (156 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.478827 sec): 2 clusters Score: Raw -5348.486424 + Penalty 441.625265 = -4906.861159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.479348 sec): 3 clusters Score: Raw -5306.061785 + Penalty 882.994325 = -4423.067461 nChanged 23 SP:Iteration 1F (7.479834 sec): 3 clusters Score: Raw -5339.922651 + Penalty 882.176778 = -4457.745873 nChanged 11 SP:Iteration 2F (7.480318 sec): 3 clusters Score: Raw -5358.197843 + Penalty 881.509892 = -4476.687952 nChanged 4 SP:Iteration 3Q (7.480798 sec): 3 clusters Score: Raw -5364.254357 + Penalty 882.111929 = -4482.142428 nChanged 2 SP:Iteration 4Q (7.481276 sec): 3 clusters Score: Raw -5366.475244 + Penalty 883.131135 = -4483.344109 nChanged 2 SP:Iteration 5Q (7.481754 sec): 3 clusters Score: Raw -5368.504608 + Penalty 883.131135 = -4485.373474 nChanged 0 SP:Iteration 6F (7.482239 sec): 3 clusters Score: Raw -5368.504608 + Penalty 883.131135 = -4485.373474 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 24 (95 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.482914 sec): 2 clusters Score: Raw -3050.079998 + Penalty 650.615927 = -2399.464072 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.483297 sec): 3 clusters Score: Raw -3180.404371 + Penalty 1302.258236 = -1878.146135 nChanged 2 SP:Iteration 1Q (7.483652 sec): 3 clusters Score: Raw -3185.987165 + Penalty 1302.258236 = -1883.728929 nChanged 0 SP:Iteration 2F (7.484033 sec): 3 clusters Score: Raw -3185.987165 + Penalty 1302.258236 = -1883.728929 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 25 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.484541 sec): 2 clusters Score: Raw -923.421856 + Penalty 292.781840 = -630.640016 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.484799 sec): 3 clusters Score: Raw -962.621052 + Penalty 586.127016 = -376.494036 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 26 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.485272 sec): 2 clusters Score: Raw -590.593310 + Penalty 363.672877 = -226.920434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.485504 sec): 3 clusters Score: Raw -623.440704 + Penalty 728.793636 = 105.352932 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 27 (62 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.486099 sec): 2 clusters Score: Raw -2138.203640 + Penalty 441.506570 = -1696.697070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.486424 sec): 3 clusters Score: Raw -2203.470633 + Penalty 884.000348 = -1319.470285 nChanged 4 SP:Iteration 1F (7.486748 sec): 3 clusters Score: Raw -2219.910346 + Penalty 884.000348 = -1335.909998 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 28 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.487200 sec): 2 clusters Score: Raw -145.097395 + Penalty 112.663643 = -32.433752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.487411 sec): 3 clusters Score: Raw -143.893265 + Penalty 199.179722 = 55.286457 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 29 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.487896 sec): 2 clusters Score: Raw -646.736673 + Penalty 203.152025 = -443.584648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.488136 sec): 3 clusters Score: Raw -651.896233 + Penalty 406.304050 = -245.592183 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 30 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.488598 sec): 2 clusters Score: Raw -345.828085 + Penalty 184.471565 = -161.356520 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.488818 sec): 3 clusters Score: Raw -345.176913 + Penalty 366.921480 = 21.744567 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 31 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.489297 sec): 2 clusters Score: Raw -208.455724 + Penalty 154.386724 = -54.069000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.489515 sec): 3 clusters Score: Raw -214.430790 + Penalty 308.773448 = 94.342658 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 32 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.489990 sec): 2 clusters Score: Raw -508.618335 + Penalty 264.984815 = -243.633520 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.490226 sec): 3 clusters Score: Raw -525.167385 + Penalty 532.052143 = 6.884759 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 33 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.490699 sec): 2 clusters Score: Raw -466.932216 + Penalty 212.741978 = -254.190238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.490931 sec): 3 clusters Score: Raw -480.468294 + Penalty 418.793953 = -61.674341 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 34 (62 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.491531 sec): 2 clusters Score: Raw -2166.091094 + Penalty 295.623262 = -1870.467832 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.491856 sec): 3 clusters Score: Raw -2166.319951 + Penalty 592.217477 = -1574.102474 nChanged 8 SP:Iteration 1F (7.492175 sec): 3 clusters Score: Raw -2178.061523 + Penalty 591.246524 = -1586.814999 nChanged 2 SP:Iteration 2Q (7.492490 sec): 3 clusters Score: Raw -2181.921380 + Penalty 591.246524 = -1590.674856 nChanged 0 SP:Iteration 3F (7.492807 sec): 3 clusters Score: Raw -2181.921380 + Penalty 591.246524 = -1590.674856 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 35 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.493255 sec): 2 clusters Score: Raw -83.277207 + Penalty 87.416466 = 4.139259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.493459 sec): 3 clusters Score: Raw -73.527080 + Penalty 174.832932 = 101.305852 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 36 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.493906 sec): 2 clusters Score: Raw -120.370210 + Penalty 122.570845 = 2.200635 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.494103 sec): 2 clusters Score: Raw -120.370210 + Penalty 122.570845 = 2.200635 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 37 (42 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.494648 sec): 2 clusters Score: Raw -1573.455020 + Penalty 355.695280 = -1217.759740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.494932 sec): 3 clusters Score: Raw -1605.170336 + Penalty 708.394144 = -896.776192 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 38 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.495387 sec): 2 clusters Score: Raw -283.859987 + Penalty 250.691776 = -33.168211 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.495603 sec): 3 clusters Score: Raw -273.016080 + Penalty 498.674416 = 225.658336 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 39 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.496183 sec): 2 clusters Score: Raw -2139.088030 + Penalty 346.502911 = -1792.585118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.496492 sec): 3 clusters Score: Raw -2150.504584 + Penalty 692.904167 = -1457.600417 nChanged 5 SP:Iteration 1F (7.496811 sec): 3 clusters Score: Raw -2170.236852 + Penalty 692.904167 = -1477.332685 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 40 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.497324 sec): 2 clusters Score: Raw -820.867140 + Penalty 400.221739 = -420.645401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.497573 sec): 3 clusters Score: Raw -925.877412 + Penalty 800.443479 = -125.433933 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 41 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.498056 sec): 2 clusters Score: Raw -738.065970 + Penalty 372.000783 = -366.065187 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.498298 sec): 3 clusters Score: Raw -793.256910 + Penalty 742.298902 = -50.958008 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 42 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.498774 sec): 2 clusters Score: Raw -558.954282 + Penalty 311.925473 = -247.028810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.499009 sec): 3 clusters Score: Raw -590.644679 + Penalty 616.772501 = 26.127822 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 43 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.499466 sec): 2 clusters Score: Raw -264.414497 + Penalty 151.579267 = -112.835230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.499688 sec): 3 clusters Score: Raw -273.706093 + Penalty 301.740447 = 28.034354 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 44 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.500176 sec): 2 clusters Score: Raw -739.031987 + Penalty 319.161629 = -419.870358 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.500418 sec): 3 clusters Score: Raw -797.920147 + Penalty 635.678636 = -162.241511 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 45 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.500906 sec): 2 clusters Score: Raw -744.900141 + Penalty 282.739386 = -462.160755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.501150 sec): 3 clusters Score: Raw -759.631423 + Penalty 565.478773 = -194.152650 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 46 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.501597 sec): 2 clusters Score: Raw -158.890292 + Penalty 124.593628 = -34.296665 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.501810 sec): 3 clusters Score: Raw -149.873876 + Penalty 249.187256 = 99.313379 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 47 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.502264 sec): 2 clusters Score: Raw -195.491994 + Penalty 87.232073 = -108.259921 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.502472 sec): 3 clusters Score: Raw -195.849569 + Penalty 140.771388 = -55.078182 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 48 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.502942 sec): 2 clusters Score: Raw -458.371261 + Penalty 202.020703 = -256.350558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.503174 sec): 3 clusters Score: Raw -477.865758 + Penalty 400.017432 = -77.848327 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 49 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.503685 sec): 2 clusters Score: Raw -987.081839 + Penalty 211.913497 = -775.168342 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.503947 sec): 3 clusters Score: Raw -990.416691 + Penalty 401.452117 = -588.964574 nChanged 2 SP:Iteration 1F (7.504225 sec): 3 clusters Score: Raw -995.979570 + Penalty 401.452117 = -594.527452 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 50 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.504824 sec): 2 clusters Score: Raw -2218.171881 + Penalty 439.186647 = -1778.985235 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.505151 sec): 3 clusters Score: Raw -2301.125753 + Penalty 877.487395 = -1423.638358 nChanged 1 SP:Iteration 1Q (7.505462 sec): 3 clusters Score: Raw -2304.664378 + Penalty 876.186681 = -1428.477697 nChanged 1 SP:Iteration 2Q (7.505764 sec): 3 clusters Score: Raw -2308.637597 + Penalty 876.186681 = -1432.450916 nChanged 0 SP:Iteration 3F (7.506084 sec): 3 clusters Score: Raw -2308.637597 + Penalty 876.186681 = -1432.450916 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 51 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.506581 sec): 2 clusters Score: Raw -849.707404 + Penalty 289.711999 = -559.995404 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.506832 sec): 3 clusters Score: Raw -902.125057 + Penalty 582.819646 = -319.305411 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 52 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.507277 sec): 2 clusters Score: Raw -105.929033 + Penalty 73.815560 = -32.113473 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.507484 sec): 3 clusters Score: Raw -100.122625 + Penalty 141.088253 = 40.965628 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 53 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.507936 sec): 2 clusters Score: Raw -193.558253 + Penalty 135.395776 = -58.162477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.508151 sec): 3 clusters Score: Raw -187.968226 + Penalty 276.926460 = 88.958235 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 54 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.508624 sec): 2 clusters Score: Raw -565.990759 + Penalty 276.206527 = -289.784231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.508854 sec): 3 clusters Score: Raw -556.446180 + Penalty 551.603654 = -4.842526 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 55 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.509337 sec): 2 clusters Score: Raw -780.820710 + Penalty 469.685411 = -311.135300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.509578 sec): 3 clusters Score: Raw -861.419194 + Penalty 939.370821 = 77.951627 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 56 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.510016 sec): 2 clusters Score: Raw -36.752264 + Penalty 0.000000 = -36.752264 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.510205 sec): 2 clusters Score: Raw -36.752264 + Penalty 0.000000 = -36.752264 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 57 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.510651 sec): 2 clusters Score: Raw -110.138608 + Penalty 70.167225 = -39.971383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.510860 sec): 3 clusters Score: Raw -105.033863 + Penalty 134.150502 = 29.116638 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 59 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.511303 sec): 2 clusters Score: Raw -81.693643 + Penalty 82.896822 = 1.203179 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.511510 sec): 2 clusters Score: Raw -81.693643 + Penalty 82.896822 = 1.203179 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 61 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.511991 sec): 2 clusters Score: Raw -601.153361 + Penalty 272.108511 = -329.044850 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.512224 sec): 3 clusters Score: Raw -626.686993 + Penalty 529.264587 = -97.422406 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 62 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.512722 sec): 2 clusters Score: Raw -952.292635 + Penalty 296.236616 = -656.056019 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.512973 sec): 3 clusters Score: Raw -981.147571 + Penalty 592.853296 = -388.294275 nChanged 1 SP:Iteration 1Q (7.513213 sec): 3 clusters Score: Raw -987.683664 + Penalty 592.853296 = -394.830368 nChanged 0 SP:Iteration 2F (7.513459 sec): 3 clusters Score: Raw -987.683664 + Penalty 592.853296 = -394.830368 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 63 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.513946 sec): 2 clusters Score: Raw -779.364311 + Penalty 445.402747 = -333.961564 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.514195 sec): 3 clusters Score: Raw -870.738891 + Penalty 890.044216 = 19.305325 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 64 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.514658 sec): 2 clusters Score: Raw -323.419990 + Penalty 151.541143 = -171.878847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.514882 sec): 3 clusters Score: Raw -326.134847 + Penalty 307.769389 = -18.365458 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 66 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.515329 sec): 2 clusters Score: Raw -183.836373 + Penalty 190.444715 = 6.608341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.515540 sec): 3 clusters Score: Raw -170.414282 + Penalty 380.889429 = 210.475147 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 67 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.515997 sec): 2 clusters Score: Raw -244.996087 + Penalty 176.388505 = -68.607582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.516215 sec): 3 clusters Score: Raw -257.707133 + Penalty 345.134220 = 87.427087 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 68 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.516652 sec): 2 clusters Score: Raw -36.370825 + Penalty 0.000000 = -36.370825 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.516841 sec): 2 clusters Score: Raw -36.370825 + Penalty 0.000000 = -36.370825 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 72 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.517323 sec): 2 clusters Score: Raw -714.329154 + Penalty 281.803678 = -432.525476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.517563 sec): 3 clusters Score: Raw -720.456664 + Penalty 569.446870 = -151.009794 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 73 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.518013 sec): 2 clusters Score: Raw -181.568282 + Penalty 185.434981 = 3.866699 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.518224 sec): 3 clusters Score: Raw -171.592369 + Penalty 185.434981 = 13.842612 nChanged 1 SP:Iteration 1F (7.518416 sec): 2 clusters Score: Raw -181.568282 + Penalty 185.434981 = 3.866699 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 74 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.518890 sec): 2 clusters Score: Raw -305.456640 + Penalty 237.270942 = -68.185698 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.519110 sec): 3 clusters Score: Raw -299.584005 + Penalty 473.854719 = 174.270713 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 75 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.519547 sec): 2 clusters Score: Raw -34.644844 + Penalty 0.000000 = -34.644844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.519736 sec): 2 clusters Score: Raw -34.644844 + Penalty 0.000000 = -34.644844 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 76 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.520219 sec): 2 clusters Score: Raw -616.220911 + Penalty 227.366527 = -388.854384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.520459 sec): 3 clusters Score: Raw -639.515808 + Penalty 460.392180 = -179.123628 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 77 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.520915 sec): 2 clusters Score: Raw -266.323539 + Penalty 181.536968 = -84.786571 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.521134 sec): 3 clusters Score: Raw -268.205366 + Penalty 344.736171 = 76.530805 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 79 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.521579 sec): 2 clusters Score: Raw -110.474708 + Penalty 75.445856 = -35.028852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.521789 sec): 3 clusters Score: Raw -103.860459 + Penalty 161.559433 = 57.698973 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 80 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.522244 sec): 2 clusters Score: Raw -302.867359 + Penalty 241.076015 = -61.791345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.522465 sec): 3 clusters Score: Raw -297.845740 + Penalty 481.647340 = 183.801600 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 81 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.522907 sec): 2 clusters Score: Raw -76.882013 + Penalty 70.402041 = -6.479973 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.523099 sec): 2 clusters Score: Raw -76.882013 + Penalty 70.402041 = -6.479973 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 82 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.523541 sec): 2 clusters Score: Raw -83.342299 + Penalty 85.609433 = 2.267134 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.523747 sec): 3 clusters Score: Raw -73.280445 + Penalty 171.218866 = 97.938421 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 83 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.524196 sec): 2 clusters Score: Raw -178.753063 + Penalty 190.803884 = 12.050820 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.524408 sec): 3 clusters Score: Raw -166.815871 + Penalty 376.456409 = 209.640538 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 84 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.524851 sec): 2 clusters Score: Raw -78.041223 + Penalty 76.965304 = -1.075919 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.525043 sec): 2 clusters Score: Raw -78.041223 + Penalty 76.965304 = -1.075919 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 85 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.525499 sec): 2 clusters Score: Raw -72.825389 + Penalty 68.241694 = -4.583696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.525705 sec): 3 clusters Score: Raw -67.070958 + Penalty 136.483387 = 69.412429 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 86 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.526162 sec): 2 clusters Score: Raw -269.668297 + Penalty 148.484298 = -121.183999 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.526384 sec): 3 clusters Score: Raw -275.348789 + Penalty 279.964859 = 4.616070 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 87 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.526825 sec): 2 clusters Score: Raw -85.648862 + Penalty 94.248262 = 8.599400 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.527017 sec): 2 clusters Score: Raw -85.648862 + Penalty 94.248262 = 8.599400 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 90 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.527454 sec): 2 clusters Score: Raw -33.064454 + Penalty 0.000000 = -33.064454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.527642 sec): 2 clusters Score: Raw -33.064454 + Penalty 0.000000 = -33.064454 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 91 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.528082 sec): 2 clusters Score: Raw -82.854987 + Penalty 85.848168 = 2.993181 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.528275 sec): 2 clusters Score: Raw -82.854987 + Penalty 85.848168 = 2.993181 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 92 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.528716 sec): 2 clusters Score: Raw -81.682755 + Penalty 83.834683 = 2.151928 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.528908 sec): 2 clusters Score: Raw -81.682755 + Penalty 83.834683 = 2.151928 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 93 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.529356 sec): 2 clusters Score: Raw -155.362630 + Penalty 132.943482 = -22.419148 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.529551 sec): 2 clusters Score: Raw -155.362630 + Penalty 132.943482 = -22.419148 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 94 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.530012 sec): 2 clusters Score: Raw -366.272039 + Penalty 195.918277 = -170.353762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.530235 sec): 3 clusters Score: Raw -365.766122 + Penalty 389.736020 = 23.969899 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 95 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.530688 sec): 2 clusters Score: Raw -228.944452 + Penalty 183.003283 = -45.941169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.530907 sec): 3 clusters Score: Raw -233.840239 + Penalty 368.321081 = 134.480841 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 96 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.531356 sec): 2 clusters Score: Raw -180.059778 + Penalty 127.780327 = -52.279451 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.531571 sec): 3 clusters Score: Raw -180.655408 + Penalty 256.289525 = 75.634117 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 98 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.532064 sec): 2 clusters Score: Raw -596.420122 + Penalty 318.788878 = -277.631244 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.532299 sec): 3 clusters Score: Raw -631.879418 + Penalty 642.303627 = 10.424209 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 99 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.532772 sec): 2 clusters Score: Raw -501.641282 + Penalty 215.460003 = -286.181279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.533006 sec): 3 clusters Score: Raw -510.970091 + Penalty 423.363391 = -87.606700 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 100 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.533457 sec): 2 clusters Score: Raw -209.377430 + Penalty 200.786146 = -8.591284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.533671 sec): 3 clusters Score: Raw -203.046960 + Penalty 401.311710 = 198.264750 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 101 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.534149 sec): 2 clusters Score: Raw -536.512639 + Penalty 255.157755 = -281.354884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.534382 sec): 3 clusters Score: Raw -547.975482 + Penalty 509.973737 = -38.001744 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 103 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.534824 sec): 2 clusters Score: Raw -76.515030 + Penalty 69.979032 = -6.535997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.535031 sec): 3 clusters Score: Raw -69.180081 + Penalty 139.958065 = 70.777983 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 104 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.535488 sec): 2 clusters Score: Raw -316.459379 + Penalty 171.447410 = -145.011969 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.535703 sec): 3 clusters Score: Raw -311.315534 + Penalty 343.330568 = 32.015035 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 105 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.536148 sec): 2 clusters Score: Raw -122.304187 + Penalty 114.004705 = -8.299482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.536355 sec): 3 clusters Score: Raw -113.694296 + Penalty 228.671817 = 114.977521 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 106 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.536789 sec): 2 clusters Score: Raw -32.082517 + Penalty 0.000000 = -32.082517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.536974 sec): 2 clusters Score: Raw -32.082517 + Penalty 0.000000 = -32.082517 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 107 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.537418 sec): 2 clusters Score: Raw -105.081365 + Penalty 63.883143 = -41.198222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.537623 sec): 3 clusters Score: Raw -102.610859 + Penalty 115.254870 = 12.644012 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 108 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.538088 sec): 2 clusters Score: Raw -398.697118 + Penalty 224.428504 = -174.268614 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.538316 sec): 3 clusters Score: Raw -416.199011 + Penalty 445.317196 = 29.118185 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 109 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.538795 sec): 2 clusters Score: Raw -350.466257 + Penalty 147.538879 = -202.927378 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.539020 sec): 3 clusters Score: Raw -358.348563 + Penalty 300.807836 = -57.540728 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 110 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.539461 sec): 2 clusters Score: Raw -77.667436 + Penalty 70.482281 = -7.185155 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.539667 sec): 3 clusters Score: Raw -70.458561 + Penalty 140.964561 = 70.506001 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 111 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.540111 sec): 2 clusters Score: Raw -123.490843 + Penalty 130.226499 = 6.735655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.540320 sec): 3 clusters Score: Raw -113.694547 + Penalty 263.236532 = 149.541985 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 112 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.540772 sec): 2 clusters Score: Raw -202.662570 + Penalty 166.926503 = -35.736067 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.540969 sec): 2 clusters Score: Raw -202.662570 + Penalty 166.926503 = -35.736067 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 114 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.541411 sec): 2 clusters Score: Raw -82.011080 + Penalty 91.140201 = 9.129121 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.541618 sec): 3 clusters Score: Raw -72.127497 + Penalty 182.280403 = 110.152906 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 115 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.542064 sec): 2 clusters Score: Raw -130.395033 + Penalty 135.433335 = 5.038301 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.542273 sec): 3 clusters Score: Raw -119.587481 + Penalty 263.297430 = 143.709949 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 118 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.542710 sec): 2 clusters Score: Raw -35.282334 + Penalty 0.000000 = -35.282334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.542900 sec): 2 clusters Score: Raw -35.282334 + Penalty 0.000000 = -35.282334 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 119 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.543341 sec): 2 clusters Score: Raw -79.973432 + Penalty 64.651076 = -15.322356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.543547 sec): 3 clusters Score: Raw -70.789465 + Penalty 129.302152 = 58.512687 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 120 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.543991 sec): 2 clusters Score: Raw -119.179133 + Penalty 106.136922 = -13.042211 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.544203 sec): 3 clusters Score: Raw -109.724821 + Penalty 223.121136 = 113.396315 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 121 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.544659 sec): 2 clusters Score: Raw -311.260305 + Penalty 170.344080 = -140.916224 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.544880 sec): 3 clusters Score: Raw -314.925113 + Penalty 340.688161 = 25.763048 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 122 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.545343 sec): 2 clusters Score: Raw -79.816725 + Penalty 80.215057 = 0.398332 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.545535 sec): 2 clusters Score: Raw -79.816725 + Penalty 80.215057 = 0.398332 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 123 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.545978 sec): 2 clusters Score: Raw -117.895853 + Penalty 109.642362 = -8.253491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.546187 sec): 3 clusters Score: Raw -109.611425 + Penalty 212.756194 = 103.144769 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 126 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.546643 sec): 2 clusters Score: Raw -224.723232 + Penalty 106.277300 = -118.445932 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.546862 sec): 3 clusters Score: Raw -225.986929 + Penalty 216.329578 = -9.657351 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 127 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.547304 sec): 2 clusters Score: Raw -82.145862 + Penalty 79.332690 = -2.813172 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.547495 sec): 2 clusters Score: Raw -82.145862 + Penalty 79.332690 = -2.813172 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 128 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.547940 sec): 2 clusters Score: Raw -126.932168 + Penalty 117.139440 = -9.792728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.548150 sec): 3 clusters Score: Raw -116.584866 + Penalty 236.386046 = 119.801180 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 129 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.548584 sec): 2 clusters Score: Raw -38.306524 + Penalty 0.000000 = -38.306524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.548770 sec): 2 clusters Score: Raw -38.306524 + Penalty 0.000000 = -38.306524 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 130 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.549204 sec): 2 clusters Score: Raw -33.114952 + Penalty 0.000000 = -33.114952 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.549390 sec): 2 clusters Score: Raw -33.114952 + Penalty 0.000000 = -33.114952 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 132 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.549843 sec): 2 clusters Score: Raw -241.754380 + Penalty 194.171001 = -47.583378 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.550041 sec): 2 clusters Score: Raw -241.754380 + Penalty 194.171001 = -47.583378 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 133 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.550483 sec): 2 clusters Score: Raw -82.710699 + Penalty 86.635961 = 3.925262 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.550689 sec): 3 clusters Score: Raw -73.161130 + Penalty 173.271921 = 100.110791 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 134 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.551129 sec): 2 clusters Score: Raw -74.048754 + Penalty 58.530957 = -15.517797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.551331 sec): 3 clusters Score: Raw -66.766446 + Penalty 117.061914 = 50.295468 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 135 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.551796 sec): 2 clusters Score: Raw -185.527121 + Penalty 137.325281 = -48.201840 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.552011 sec): 3 clusters Score: Raw -184.485155 + Penalty 283.539732 = 99.054577 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 136 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.552457 sec): 2 clusters Score: Raw -117.948569 + Penalty 107.660212 = -10.288357 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.552651 sec): 2 clusters Score: Raw -117.948569 + Penalty 107.660212 = -10.288357 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 137 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.553095 sec): 2 clusters Score: Raw -130.232909 + Penalty 138.331547 = 8.098638 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.553289 sec): 2 clusters Score: Raw -130.232909 + Penalty 138.331547 = 8.098638 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 138 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.553729 sec): 2 clusters Score: Raw -79.162208 + Penalty 81.728515 = 2.566308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.553936 sec): 3 clusters Score: Raw -71.519981 + Penalty 163.457030 = 91.937049 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 141 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.554381 sec): 2 clusters Score: Raw -76.582313 + Penalty 58.216429 = -18.365883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.554587 sec): 3 clusters Score: Raw -68.133361 + Penalty 116.432859 = 48.299498 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 143 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.555040 sec): 2 clusters Score: Raw -233.581181 + Penalty 139.768304 = -93.812877 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.555254 sec): 3 clusters Score: Raw -225.752553 + Penalty 283.252404 = 57.499851 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 145 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.555699 sec): 2 clusters Score: Raw -76.298270 + Penalty 58.242900 = -18.055370 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.555905 sec): 3 clusters Score: Raw -68.141943 + Penalty 116.485800 = 48.343858 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 146 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.556348 sec): 2 clusters Score: Raw -83.688949 + Penalty 92.489755 = 8.800806 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.556541 sec): 2 clusters Score: Raw -83.688949 + Penalty 92.489755 = 8.800806 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 148 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.556981 sec): 2 clusters Score: Raw -78.626754 + Penalty 59.981078 = -18.645676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.557182 sec): 3 clusters Score: Raw -69.691885 + Penalty 119.962155 = 50.270271 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 149 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.557628 sec): 2 clusters Score: Raw -126.206179 + Penalty 122.135723 = -4.070456 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.557837 sec): 3 clusters Score: Raw -116.849548 + Penalty 238.463526 = 121.613977 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 151 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.558294 sec): 2 clusters Score: Raw -87.057432 + Penalty 94.032012 = 6.974580 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.558500 sec): 3 clusters Score: Raw -75.647187 + Penalty 188.064024 = 112.416838 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 152 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.558939 sec): 2 clusters Score: Raw -77.066539 + Penalty 68.097106 = -8.969433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.559129 sec): 2 clusters Score: Raw -77.066539 + Penalty 68.097106 = -8.969433 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 153 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.559570 sec): 2 clusters Score: Raw -74.373951 + Penalty 63.224412 = -11.149539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.559774 sec): 3 clusters Score: Raw -67.382530 + Penalty 126.448824 = 59.066293 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 154 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.560211 sec): 2 clusters Score: Raw -35.794202 + Penalty 0.000000 = -35.794202 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.560400 sec): 2 clusters Score: Raw -35.794202 + Penalty 0.000000 = -35.794202 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 157 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.560836 sec): 2 clusters Score: Raw -36.587186 + Penalty 0.000000 = -36.587186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.561025 sec): 2 clusters Score: Raw -36.587186 + Penalty 0.000000 = -36.587186 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 161 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.561460 sec): 2 clusters Score: Raw -36.844451 + Penalty 0.000000 = -36.844451 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.561649 sec): 2 clusters Score: Raw -36.844451 + Penalty 0.000000 = -36.844451 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 162 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.562084 sec): 2 clusters Score: Raw -36.823294 + Penalty 0.000000 = -36.823294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.562273 sec): 2 clusters Score: Raw -36.823294 + Penalty 0.000000 = -36.823294 nChanged 0 Deleting Class 87 (2 points): Lose 22.293442 but Gain 1264.634128 Iteration 20F (8.222021 sec): 135 clusters Score: Raw -313279.040039 + Penalty 116510.565547 = -196768.474492 nChanged 27 Deleting Class 162 (1 points): Lose 16.268069 but Gain 1256.954103 Iteration 21Q (8.272318 sec): 134 clusters Score: Raw -313277.966512 + Penalty 115345.574887 = -197932.391625 nChanged 14 Deleting Class 151 (2 points): Lose 21.966572 but Gain 1261.732461 Iteration 22Q (8.321709 sec): 133 clusters Score: Raw -313275.138011 + Penalty 114119.504869 = -199155.633142 nChanged 7 Deleting Class 66 (4 points): Lose 40.179099 but Gain 1277.704649 Iteration 23Q (8.370157 sec): 132 clusters Score: Raw -313241.059783 + Penalty 112852.366124 = -200388.693659 nChanged 6 Deleting Class 55 (18 points): Lose 274.558998 but Gain 1511.368523 Iteration 24Q (8.418751 sec): 131 clusters Score: Raw -312975.317866 + Penalty 113368.329390 = -199606.988477 nChanged 20 Deleting Class 83 (4 points): Lose 52.055130 but Gain 1280.114335 Iteration 25F (9.052478 sec): 130 clusters Score: Raw -312995.742922 + Penalty 112111.576873 = -200884.166049 nChanged 7 Deleting Class 38 (6 points): Lose 76.211717 but Gain 1301.299870 Iteration 26Q (9.101106 sec): 129 clusters Score: Raw -312934.941650 + Penalty 110899.367245 = -202035.574405 nChanged 10 Deleting Class 114 (3 points): Lose 39.088882 but Gain 1304.609382 Iteration 27Q (9.150075 sec): 128 clusters Score: Raw -312932.970025 + Penalty 109607.439042 = -203325.530984 nChanged 7 Deleting Class 146 (2 points): Lose 47.666351 but Gain 1241.038274 Iteration 28Q (9.198730 sec): 127 clusters Score: Raw -312903.321334 + Penalty 108188.239906 = -204715.081428 nChanged 3 Deleting Class 73 (4 points): Lose 55.554214 but Gain 1244.094058 Iteration 29Q (9.246695 sec): 126 clusters Score: Raw -312854.303549 + Penalty 107008.656711 = -205845.646837 nChanged 5 Deleting Class 35 (2 points): Lose 15.888340 but Gain 1172.964293 Iteration 30F (9.861186 sec): 125 clusters Score: Raw -312859.628494 + Penalty 105839.538069 = -207020.090425 nChanged 5 Deleting Class 129 (1 points): Lose 15.409547 but Gain 1171.848511 Iteration 31Q (9.909432 sec): 124 clusters Score: Raw -312857.609956 + Penalty 104670.854616 = -208186.755339 nChanged 6 Deleting Class 137 (3 points): Lose 26.961439 but Gain 1171.099485 Iteration 32Q (9.957197 sec): 123 clusters Score: Raw -312835.424104 + Penalty 103560.699068 = -209274.725036 nChanged 7 Deleting Class 63 (20 points): Lose 242.858789 but Gain 1382.823974 Iteration 33Q (10.004651 sec): 122 clusters Score: Raw -312612.437955 + Penalty 102189.851104 = -210422.586851 nChanged 23 Deleting Class 91 (2 points): Lose 13.374393 but Gain 1151.920691 Iteration 34Q (10.053161 sec): 121 clusters Score: Raw -312643.099424 + Penalty 101039.365691 = -211603.733733 nChanged 6 Deleting Class 133 (2 points): Lose 25.791962 but Gain 1162.491383 Iteration 35Q (10.100780 sec): 120 clusters Score: Raw -312622.145069 + Penalty 99917.695429 = -212704.449640 nChanged 7 Deleting Class 82 (2 points): Lose 17.685870 but Gain 1148.717313 Iteration 36Q (10.148872 sec): 119 clusters Score: Raw -312620.308368 + Penalty 98815.256050 = -213805.052317 nChanged 6 Deleting Class 56 (1 points): Lose 3.102548 but Gain 1124.867616 Iteration 37Q (10.195790 sec): 118 clusters Score: Raw -312625.329752 + Penalty 97688.575391 = -214936.754361 nChanged 3 Deleting Class 26 (14 points): Lose 173.581696 but Gain 1281.678487 Iteration 38Q (10.242754 sec): 117 clusters Score: Raw -312466.666158 + Penalty 96474.542626 = -215992.123532 nChanged 16 Deleting Class 115 (3 points): Lose 39.966143 but Gain 1146.563539 Iteration 39Q (10.289781 sec): 116 clusters Score: Raw -312488.847857 + Penalty 95425.745009 = -217063.102848 nChanged 8 Deleting Class 92 (3 points): Lose 22.879996 but Gain 1124.891546 Iteration 40F (10.852245 sec): 115 clusters Score: Raw -312502.686639 + Penalty 94368.847746 = -218133.838893 nChanged 8 Deleting Class 100 (5 points): Lose 60.116306 but Gain 1160.316646 Iteration 41Q (10.898452 sec): 114 clusters Score: Raw -312468.971132 + Penalty 93237.862809 = -219231.108323 nChanged 8 Deleting Class 80 (7 points): Lose 53.064237 but Gain 1152.254009 Iteration 42Q (10.946684 sec): 113 clusters Score: Raw -312428.987365 + Penalty 92104.321045 = -220324.666319 nChanged 11 Deleting Class 154 (1 points): Lose 12.555857 but Gain 1110.383727 Iteration 43Q (10.992769 sec): 112 clusters Score: Raw -312430.551116 + Penalty 90997.709128 = -221432.841989 nChanged 4 Deleting Class 59 (3 points): Lose 60.141430 but Gain 1153.970053 Iteration 44Q (11.038810 sec): 111 clusters Score: Raw -312374.027565 + Penalty 89857.568652 = -222516.458912 nChanged 3 Deleting Class 74 (7 points): Lose 42.505597 but Gain 1134.067172 Iteration 45Q (11.084568 sec): 110 clusters Score: Raw -312357.307355 + Penalty 88741.800943 = -223615.506412 nChanged 10 Deleting Class 157 (1 points): Lose 2.432682 but Gain 1084.765429 Iteration 46Q (11.130934 sec): 109 clusters Score: Raw -312379.786863 + Penalty 87656.304854 = -224723.482009 nChanged 4 Deleting Class 161 (1 points): Lose 6.191378 but Gain 1077.982179 Iteration 47Q (11.177281 sec): 108 clusters Score: Raw -312377.114699 + Penalty 86579.037276 = -225798.077423 nChanged 3 Deleting Class 40 (23 points): Lose 146.536723 but Gain 1214.918526 Iteration 48Q (11.222701 sec): 107 clusters Score: Raw -312232.833556 + Penalty 85382.965417 = -226849.868139 nChanged 24 Deleting Class 111 (3 points): Lose 36.238082 but Gain 1102.483046 Iteration 49Q (11.269102 sec): 106 clusters Score: Raw -312238.712326 + Penalty 84336.885363 = -227901.826963 nChanged 11 Deleting Class 127 (3 points): Lose 30.527555 but Gain 1092.867912 Iteration 50F (11.779426 sec): 105 clusters Score: Raw -312248.441225 + Penalty 83315.713858 = -228932.727367 nChanged 10 Deleting Class 41 (19 points): Lose 137.721640 but Gain 1197.840326 Iteration 51Q (11.825636 sec): 104 clusters Score: Raw -312132.952779 + Penalty 82149.205709 = -229983.747069 nChanged 26 Deleting Class 138 (2 points): Lose 39.856612 but Gain 1096.642708 Iteration 52Q (11.871304 sec): 103 clusters Score: Raw -312137.592584 + Penalty 80934.289752 = -231203.302833 nChanged 10 Deleting Class 122 (2 points): Lose 33.872828 but Gain 1076.334953 Iteration 53Q (11.916021 sec): 102 clusters Score: Raw -312130.495915 + Penalty 79866.795423 = -232263.700492 nChanged 11 Deleting Class 36 (5 points): Lose 45.574028 but Gain 1066.190444 Iteration 54Q (11.961027 sec): 101 clusters Score: Raw -312096.327240 + Penalty 78866.404079 = -233229.923161 nChanged 9 Deleting Class 84 (2 points): Lose 16.318726 but Gain 1032.729385 Iteration 55Q (12.005246 sec): 100 clusters Score: Raw -312104.636661 + Penalty 77886.896930 = -234217.739732 nChanged 5 Deleting Class 98 (17 points): Lose 98.958999 but Gain 1109.385896 Iteration 56Q (12.049379 sec): 99 clusters Score: Raw -312016.755909 + Penalty 76813.861775 = -235202.894135 nChanged 20 Deleting Class 149 (3 points): Lose 23.824745 but Gain 1033.987441 Iteration 57Q (12.094578 sec): 98 clusters Score: Raw -312027.523324 + Penalty 75784.746446 = -236242.776878 nChanged 7 Deleting Class 75 (1 points): Lose 17.869547 but Gain 1018.085704 Iteration 58Q (12.139068 sec): 97 clusters Score: Raw -312020.117296 + Penalty 74770.908156 = -237249.209139 nChanged 2 Deleting Class 130 (2 points): Lose 25.577042 but Gain 1017.192213 Iteration 59Q (12.183524 sec): 96 clusters Score: Raw -311999.078931 + Penalty 73780.888478 = -238218.190454 nChanged 2 Deleting Class 128 (3 points): Lose 29.034223 but Gain 991.689464 Iteration 60F (12.652550 sec): 95 clusters Score: Raw -311983.348293 + Penalty 72811.259219 = -239172.089074 nChanged 4 Deleting Class 132 (6 points): Lose 52.037393 but Gain 1007.909803 Iteration 61Q (12.697701 sec): 94 clusters Score: Raw -311944.731048 + Penalty 71813.544692 = -240131.186356 nChanged 8 Deleting Class 42 (17 points): Lose 136.579937 but Gain 1092.077789 Iteration 62Q (12.741386 sec): 93 clusters Score: Raw -311822.817902 + Penalty 70800.918528 = -241021.899375 nChanged 18 Deleting Class 112 (6 points): Lose 53.968963 but Gain 1008.025481 Iteration 63Q (12.786317 sec): 92 clusters Score: Raw -311815.650231 + Penalty 69813.948456 = -242001.701774 nChanged 8 Deleting Class 105 (3 points): Lose 14.194395 but Gain 965.151142 Iteration 64Q (12.830267 sec): 91 clusters Score: Raw -311820.729575 + Penalty 68846.824357 = -242973.905217 nChanged 7 Deleting Class 54 (14 points): Lose 80.082237 but Gain 1018.695682 Iteration 65Q (12.873681 sec): 90 clusters Score: Raw -311748.176592 + Penalty 67844.695355 = -243903.481237 nChanged 14 Deleting Class 85 (3 points): Lose 34.734696 but Gain 973.062876 Iteration 66Q (12.917527 sec): 89 clusters Score: Raw -311735.921981 + Penalty 66912.376379 = -244823.545603 nChanged 7 Deleting Class 81 (2 points): Lose 7.691986 but Gain 944.662758 Iteration 67Q (12.960401 sec): 88 clusters Score: Raw -311743.253078 + Penalty 65999.831236 = -245743.421842 nChanged 3 Deleting Class 20 (17 points): Lose 112.945189 but Gain 1040.396487 Iteration 68Q (13.003351 sec): 87 clusters Score: Raw -311635.303298 + Penalty 64968.814227 = -246666.489070 nChanged 17 Deleting Class 103 (2 points): Lose 16.829662 but Gain 938.986784 Iteration 69Q (13.047064 sec): 86 clusters Score: Raw -311644.749120 + Penalty 64032.697882 = -247612.051238 nChanged 3 Deleting Class 95 (7 points): Lose 44.137105 but Gain 962.450834 Iteration 70F (13.464444 sec): 85 clusters Score: Raw -311609.743224 + Penalty 63104.804652 = -248504.938572 nChanged 8 Deleting Class 110 (2 points): Lose 36.993411 but Gain 945.739428 Iteration 71Q (13.508390 sec): 84 clusters Score: Raw -311591.606632 + Penalty 62188.304670 = -249403.301962 nChanged 4 Deleting Class 68 (1 points): Lose 7.317499 but Gain 914.960565 Iteration 72Q (13.550603 sec): 83 clusters Score: Raw -311605.512888 + Penalty 61273.917495 = -250331.595393 nChanged 1 Deleting Class 123 (3 points): Lose 25.170228 but Gain 928.220038 Iteration 73Q (13.592430 sec): 82 clusters Score: Raw -311583.816272 + Penalty 60345.964767 = -251237.851506 nChanged 4 Deleting Class 152 (2 points): Lose 12.077562 but Gain 913.734879 Iteration 74Q (13.635524 sec): 81 clusters Score: Raw -311576.122735 + Penalty 59432.479125 = -252143.643610 nChanged 2 Deleting Class 53 (8 points): Lose 66.230724 but Gain 964.442962 Iteration 75Q (13.679199 sec): 80 clusters Score: Raw -311512.940598 + Penalty 58500.445391 = -253012.495207 nChanged 8 Deleting Class 44 (21 points): Lose 96.303160 but Gain 991.285321 Iteration 76Q (13.723439 sec): 79 clusters Score: Raw -311429.197104 + Penalty 57519.727417 = -253909.469687 nChanged 22 Deleting Class 136 (4 points): Lose 46.654296 but Gain 931.589923 Iteration 77Q (13.766973 sec): 78 clusters Score: Raw -311417.087613 + Penalty 56598.128955 = -254818.958658 nChanged 9 Deleting Class 120 (3 points): Lose 16.788253 but Gain 898.543370 Iteration 78Q (13.809348 sec): 77 clusters Score: Raw -311421.159786 + Penalty 55704.526563 = -255716.633223 nChanged 6 Deleting Class 46 (5 points): Lose 26.434643 but Gain 898.332707 Iteration 79Q (13.851202 sec): 76 clusters Score: Raw -311400.055039 + Penalty 54806.990380 = -256593.064659 nChanged 5 Deleting Class 93 (4 points): Lose 24.395926 but Gain 891.925541 Iteration 80F (14.231286 sec): 75 clusters Score: Raw -311382.154364 + Penalty 53921.051670 = -257461.102695 nChanged 5 Deleting Class 72 (16 points): Lose 62.701579 but Gain 929.722882 Iteration 81Q (14.272934 sec): 74 clusters Score: Raw -311326.214766 + Penalty 53012.602818 = -258313.611949 nChanged 20 Deleting Class 32 (19 points): Lose 92.420755 but Gain 956.671842 Iteration 82Q (14.314330 sec): 73 clusters Score: Raw -311263.136554 + Penalty 52131.814722 = -259131.321832 nChanged 25 Deleting Class 119 (2 points): Lose 9.794362 but Gain 867.495650 Iteration 83Q (14.355118 sec): 72 clusters Score: Raw -311305.345919 + Penalty 51278.790634 = -260026.555285 nChanged 11 Deleting Class 118 (1 points): Lose 8.185603 but Gain 865.361816 Iteration 84Q (14.398420 sec): 71 clusters Score: Raw -311315.903438 + Penalty 50435.759442 = -260880.143996 nChanged 7 Deleting Class 77 (7 points): Lose 33.475767 but Gain 867.679431 Iteration 85Q (14.439909 sec): 70 clusters Score: Raw -311299.860379 + Penalty 49582.401681 = -261717.458698 nChanged 10 Deleting Class 101 (14 points): Lose 67.617063 but Gain 899.242770 Iteration 86Q (14.480796 sec): 69 clusters Score: Raw -311245.316142 + Penalty 48692.144290 = -262553.171852 nChanged 17 Deleting Class 153 (2 points): Lose 25.482244 but Gain 848.352502 Iteration 87Q (14.521463 sec): 68 clusters Score: Raw -311243.324522 + Penalty 47844.419044 = -263398.905478 nChanged 5 Deleting Class 61 (16 points): Lose 100.721235 but Gain 912.795900 Iteration 88Q (14.560902 sec): 67 clusters Score: Raw -311151.059371 + Penalty 47001.285694 = -264149.773677 nChanged 19 Deleting Class 21 (9 points): Lose 34.442369 but Gain 844.948519 Iteration 89Q (14.600842 sec): 66 clusters Score: Raw -311175.727990 + Penalty 46164.341221 = -265011.386769 nChanged 13 Deleting Class 11 (8 points): Lose 59.448805 but Gain 868.962617 Iteration 90F (14.922392 sec): 65 clusters Score: Raw -311130.581243 + Penalty 45265.143200 = -265865.438043 nChanged 11 Deleting Class 45 (20 points): Lose 74.013367 but Gain 877.809589 Iteration 91Q (14.962053 sec): 64 clusters Score: Raw -311082.408109 + Penalty 44403.374255 = -266679.033853 nChanged 26 Deleting Class 148 (2 points): Lose 5.346492 but Gain 804.833066 Iteration 92Q (15.001741 sec): 63 clusters Score: Raw -311112.555921 + Penalty 43602.310365 = -267510.245555 nChanged 10 Deleting Class 108 (11 points): Lose 72.550338 but Gain 870.492055 Iteration 93Q (15.040851 sec): 62 clusters Score: Raw -311051.041654 + Penalty 42778.763090 = -268272.278564 nChanged 16 Deleting Class 62 (23 points): Lose 81.379661 but Gain 874.011944 Iteration 94Q (15.079645 sec): 61 clusters Score: Raw -311004.393837 + Penalty 41908.377266 = -269096.016571 nChanged 31 Deleting Class 17 (8 points): Lose 35.320983 but Gain 822.159690 Iteration 95Q (15.118429 sec): 60 clusters Score: Raw -311022.590857 + Penalty 41096.143139 = -269926.447718 nChanged 16 Deleting Class 50 (64 points): Lose 226.320143 but Gain 1006.007310 Iteration 96Q (15.157239 sec): 59 clusters Score: Raw -310812.299383 + Penalty 40231.592986 = -270580.706397 nChanged 69 Deleting Class 99 (19 points): Lose 88.523557 but Gain 876.686319 Iteration 97Q (15.196770 sec): 58 clusters Score: Raw -310874.712228 + Penalty 39408.482039 = -271466.230190 nChanged 38 Deleting Class 67 (8 points): Lose 74.180108 but Gain 851.854275 Iteration 98Q (15.235959 sec): 57 clusters Score: Raw -310853.850838 + Penalty 38408.838533 = -272445.012305 nChanged 26 Deleting Class 31 (6 points): Lose 23.789103 but Gain 801.396149 Iteration 99Q (15.274443 sec): 56 clusters Score: Raw -310855.532308 + Penalty 37774.513153 = -273081.019155 nChanged 15 Deleting Class 25 (28 points): Lose 150.889983 but Gain 931.122382 Iteration 100F (15.552492 sec): 55 clusters Score: Raw -310727.952704 + Penalty 36877.711607 = -273850.241097 nChanged 35 Deleting Class 134 (2 points): Lose 8.908392 but Gain 785.375177 Iteration 101Q (15.590851 sec): 54 clusters Score: Raw -310782.172458 + Penalty 36120.862914 = -274661.309544 nChanged 18 Deleting Class 145 (2 points): Lose 7.820195 but Gain 781.510000 Iteration 102Q (15.628621 sec): 53 clusters Score: Raw -310792.048527 + Penalty 35334.366631 = -275457.681896 nChanged 8 Deleting Class 94 (9 points): Lose 57.022581 but Gain 829.311163 Iteration 103Q (15.667004 sec): 52 clusters Score: Raw -310744.045387 + Penalty 34522.714632 = -276221.330754 nChanged 11 Deleting Class 141 (2 points): Lose 11.888537 but Gain 781.154810 Iteration 104Q (15.704863 sec): 51 clusters Score: Raw -310748.818438 + Penalty 33757.329750 = -276991.488688 nChanged 5 Deleting Class 135 (5 points): Lose 25.348886 but Gain 793.584682 Iteration 105Q (15.743732 sec): 50 clusters Score: Raw -310729.491410 + Penalty 32965.992511 = -277763.498899 nChanged 7 Deleting Class 143 (8 points): Lose 50.488207 but Gain 818.297063 Iteration 106Q (15.780866 sec): 49 clusters Score: Raw -310691.047502 + Penalty 32148.899391 = -278542.148111 nChanged 12 Deleting Class 27 (60 points): Lose 256.856682 but Gain 1016.578651 Iteration 107Q (15.817379 sec): 48 clusters Score: Raw -310445.857292 + Penalty 31195.395010 = -279250.462282 nChanged 65 Deleting Class 51 (26 points): Lose 124.436758 but Gain 876.355907 Iteration 108Q (15.855392 sec): 47 clusters Score: Raw -310439.982738 + Penalty 30360.636793 = -280079.345945 nChanged 46 Deleting Class 76 (20 points): Lose 90.948273 but Gain 832.688043 Iteration 109Q (15.891975 sec): 46 clusters Score: Raw -310410.307179 + Penalty 29577.999694 = -280832.307485 nChanged 35 Deleting Class 24 (112 points): Lose 591.035847 but Gain 1341.431960 Iteration 110F (16.118283 sec): 45 clusters Score: Raw -309858.378742 + Penalty 28456.152965 = -281402.225776 nChanged 120 Deleting Class 30 (12 points): Lose 80.856622 but Gain 825.062307 Iteration 111Q (16.155982 sec): 44 clusters Score: Raw -310081.315130 + Penalty 26434.706843 = -283646.608287 nChanged 42 Deleting Class 104 (9 points): Lose 43.186376 but Gain 809.094861 Iteration 112Q (16.192057 sec): 43 clusters Score: Raw -310108.760727 + Penalty 25636.332265 = -284472.428462 nChanged 32 Deleting Class 37 (48 points): Lose 172.419080 but Gain 913.201131 Iteration 113Q (16.227371 sec): 42 clusters Score: Raw -309959.656688 + Penalty 24739.920933 = -285219.735755 nChanged 60 Deleting Class 90 (1 points): Lose 20.423473 but Gain 758.775364 Iteration 114Q (16.263006 sec): 41 clusters Score: Raw -310024.424689 + Penalty 24002.290617 = -286022.134072 nChanged 21 Deleting Class 28 (4 points): Lose 20.687049 but Gain 755.866924 Iteration 115Q (16.298424 sec): 40 clusters Score: Raw -310019.223942 + Penalty 23250.455003 = -286768.768939 nChanged 16 Deleting Class 121 (8 points): Lose 28.213511 but Gain 761.898885 Iteration 116Q (16.332530 sec): 39 clusters Score: Raw -310000.970646 + Penalty 22484.888758 = -287516.081887 nChanged 17 Deleting Class 96 (5 points): Lose 17.185159 but Gain 738.425655 Iteration 117Q (16.366582 sec): 38 clusters Score: Raw -309997.540780 + Penalty 21748.355661 = -288249.185118 nChanged 12 Deleting Class 48 (13 points): Lose 71.472560 but Gain 786.747925 Iteration 118Q (16.400292 sec): 37 clusters Score: Raw -309935.010005 + Penalty 20974.388735 = -288960.621271 nChanged 17 Writing temp clu file Memory request: 0.05 GB would take us to total of 0.10 GB. Compute initial score before splitting: Score: Raw -309935.010005 + Penalty 20974.388735 = -288960.621271Memory request: 0.01 GB would take us to total of 0.11 GB. Trying to split cluster 1 (970 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.425657 sec): 2 clusters Score: Raw -31007.416811 + Penalty 822.376751 = -30185.040060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.427584 sec): 3 clusters Score: Raw -30633.634264 + Penalty 1644.713707 = -28988.920557 nChanged 313 SP:Iteration 1F (16.429472 sec): 3 clusters Score: Raw -30882.300916 + Penalty 1644.790248 = -29237.510668 nChanged 72 SP:Iteration 2F (16.431389 sec): 3 clusters Score: Raw -30931.820755 + Penalty 1644.934584 = -29286.886172 nChanged 37 SP:Iteration 3Q (16.433339 sec): 3 clusters Score: Raw -30964.572449 + Penalty 1644.945365 = -29319.627083 nChanged 26 SP:Iteration 4Q (16.435343 sec): 3 clusters Score: Raw -30986.508947 + Penalty 1644.877613 = -29341.631334 nChanged 27 SP:Iteration 5Q (16.437296 sec): 3 clusters Score: Raw -31010.073248 + Penalty 1644.973892 = -29365.099356 nChanged 32 SP:Iteration 6Q (16.439242 sec): 3 clusters Score: Raw -31030.952236 + Penalty 1644.970883 = -29385.981354 nChanged 17 SP:Iteration 7Q (16.441178 sec): 3 clusters Score: Raw -31041.914326 + Penalty 1644.954970 = -29396.959356 nChanged 13 SP:Iteration 8Q (16.443111 sec): 3 clusters Score: Raw -31050.335615 + Penalty 1644.950407 = -29405.385209 nChanged 12 SP:Iteration 9Q (16.445033 sec): 3 clusters Score: Raw -31056.546169 + Penalty 1645.019152 = -29411.527017 nChanged 10 SP:Iteration 10F (16.447013 sec): 3 clusters Score: Raw -31064.325791 + Penalty 1645.097939 = -29419.227853 nChanged 5 SP:Iteration 11Q (16.448974 sec): 3 clusters Score: Raw -31068.805027 + Penalty 1645.162670 = -29423.642357 nChanged 4 SP:Iteration 12Q (16.450951 sec): 3 clusters Score: Raw -31070.780342 + Penalty 1645.167296 = -29425.613046 nChanged 2 SP:Iteration 13Q (16.452904 sec): 3 clusters Score: Raw -31072.244021 + Penalty 1645.206848 = -29427.037173 nChanged 1 SP:Iteration 14Q (16.454824 sec): 3 clusters Score: Raw -31073.144087 + Penalty 1645.234202 = -29427.909885 nChanged 3 SP:Iteration 15Q (16.456744 sec): 3 clusters Score: Raw -31075.224436 + Penalty 1645.262896 = -29429.961540 nChanged 2 SP:Iteration 16Q (16.458693 sec): 3 clusters Score: Raw -31076.619449 + Penalty 1645.328049 = -29431.291401 nChanged 3 SP:Iteration 17Q (16.460656 sec): 3 clusters Score: Raw -31080.568684 + Penalty 1645.366950 = -29435.201735 nChanged 3 SP:Iteration 18Q (16.462613 sec): 3 clusters Score: Raw -31082.253163 + Penalty 1645.464136 = -29436.789027 nChanged 3 SP:Iteration 19Q (16.464702 sec): 3 clusters Score: Raw -31083.214339 + Penalty 1645.534987 = -29437.679353 nChanged 1 SP:Iteration 20F (16.466668 sec): 3 clusters Score: Raw -31083.819058 + Penalty 1645.643889 = -29438.175168 nChanged 2 SP:Iteration 21Q (16.468605 sec): 3 clusters Score: Raw -31085.139925 + Penalty 1645.704548 = -29439.435376 nChanged 2 SP:Iteration 22Q (16.470517 sec): 3 clusters Score: Raw -31085.765268 + Penalty 1645.704548 = -29440.060720 nChanged 0 SP:Iteration 23F (16.472390 sec): 3 clusters Score: Raw -31085.765268 + Penalty 1645.704548 = -29440.060720 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 2 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.472985 sec): 2 clusters Score: Raw -702.325557 + Penalty 170.738467 = -531.587089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.473238 sec): 3 clusters Score: Raw -702.435172 + Penalty 332.510907 = -369.924265 nChanged 1 SP:Iteration 1Q (16.473481 sec): 3 clusters Score: Raw -703.736393 + Penalty 332.510907 = -371.225486 nChanged 0 SP:Iteration 2F (16.473723 sec): 3 clusters Score: Raw -703.736393 + Penalty 332.510907 = -371.225486 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 3 (206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.474693 sec): 2 clusters Score: Raw -6077.367785 + Penalty 52.365258 = -6025.002527 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.475280 sec): 3 clusters Score: Raw -5967.903434 + Penalty 101.260056 = -5866.643378 nChanged 84 SP:Iteration 1F (16.475847 sec): 3 clusters Score: Raw -6016.170888 + Penalty 100.341811 = -5915.829077 nChanged 14 SP:Iteration 2F (16.476408 sec): 3 clusters Score: Raw -6029.290276 + Penalty 107.697016 = -5921.593259 nChanged 17 SP:Iteration 3F (16.476981 sec): 3 clusters Score: Raw -6048.809952 + Penalty 110.233851 = -5938.576101 nChanged 15 SP:Iteration 4F (16.477541 sec): 3 clusters Score: Raw -6064.111032 + Penalty 114.987280 = -5949.123752 nChanged 17 SP:Iteration 5F (16.478104 sec): 3 clusters Score: Raw -6086.232194 + Penalty 142.479708 = -5943.752486 nChanged 7 SP:Iteration 6F (16.478667 sec): 3 clusters Score: Raw -6098.058679 + Penalty 160.891379 = -5937.167299 nChanged 2 SP:Iteration 7F (16.479221 sec): 3 clusters Score: Raw -6098.150412 + Penalty 160.891379 = -5937.259033 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 4 (422 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.480779 sec): 2 clusters Score: Raw -13577.792001 + Penalty 125.844320 = -13451.947681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.481750 sec): 3 clusters Score: Raw -13365.487193 + Penalty 253.333119 = -13112.154073 nChanged 164 SP:Iteration 1F (16.482698 sec): 3 clusters Score: Raw -13576.034965 + Penalty 258.860421 = -13317.174544 nChanged 49 SP:Iteration 2F (16.483633 sec): 3 clusters Score: Raw -13687.960096 + Penalty 256.717060 = -13431.243036 nChanged 29 SP:Iteration 3F (16.484568 sec): 3 clusters Score: Raw -13750.485339 + Penalty 259.760107 = -13490.725232 nChanged 7 SP:Iteration 4Q (16.485390 sec): 3 clusters Score: Raw -13760.776788 + Penalty 259.715377 = -13501.061412 nChanged 4 SP:Iteration 5Q (16.486189 sec): 3 clusters Score: Raw -13767.161272 + Penalty 258.146068 = -13509.015204 nChanged 1 SP:Iteration 6Q (16.486985 sec): 3 clusters Score: Raw -13767.585865 + Penalty 258.146068 = -13509.439797 nChanged 0 SP:Iteration 7F (16.487910 sec): 3 clusters Score: Raw -13767.585865 + Penalty 258.146068 = -13509.439797 nChanged 0 Score: Raw -319784.331079 + Penalty 21177.945670 = -298606.385409 Splitting cluster 4 changes total score from -288960.621271 to -298606.385409 So it's getting split into cluster 11. Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 5 (147 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.674634 sec): 2 clusters Score: Raw -4414.206590 + Penalty 507.490718 = -3906.715872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.675110 sec): 3 clusters Score: Raw -4418.356614 + Penalty 1016.722749 = -3401.633865 nChanged 17 SP:Iteration 1F (16.675569 sec): 3 clusters Score: Raw -4453.916402 + Penalty 1013.326048 = -3440.590354 nChanged 6 SP:Iteration 2Q (16.676021 sec): 3 clusters Score: Raw -4468.032872 + Penalty 1013.370544 = -3454.662327 nChanged 1 SP:Iteration 3Q (16.676501 sec): 3 clusters Score: Raw -4470.815128 + Penalty 1013.370544 = -3457.444583 nChanged 0 SP:Iteration 4F (16.676981 sec): 3 clusters Score: Raw -4470.815128 + Penalty 1013.370544 = -3457.444583 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 6 (345 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.678379 sec): 2 clusters Score: Raw -10491.848483 + Penalty 72.028689 = -10419.819794 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.679247 sec): 3 clusters Score: Raw -10297.691633 + Penalty 144.359008 = -10153.332626 nChanged 146 SP:Iteration 1F (16.680104 sec): 3 clusters Score: Raw -10392.814188 + Penalty 144.285958 = -10248.528230 nChanged 29 SP:Iteration 2F (16.680954 sec): 3 clusters Score: Raw -10407.546071 + Penalty 144.276428 = -10263.269643 nChanged 14 SP:Iteration 3Q (16.681795 sec): 3 clusters Score: Raw -10413.855554 + Penalty 143.884213 = -10269.971340 nChanged 9 SP:Iteration 4Q (16.682611 sec): 3 clusters Score: Raw -10418.984665 + Penalty 142.561264 = -10276.423401 nChanged 9 SP:Iteration 5Q (16.683421 sec): 3 clusters Score: Raw -10434.128361 + Penalty 142.173180 = -10291.955181 nChanged 9 SP:Iteration 6Q (16.684215 sec): 3 clusters Score: Raw -10448.017127 + Penalty 142.114164 = -10305.902963 nChanged 5 SP:Iteration 7Q (16.684998 sec): 3 clusters Score: Raw -10450.141216 + Penalty 142.475925 = -10307.665290 nChanged 4 SP:Iteration 8Q (16.685774 sec): 3 clusters Score: Raw -10451.575829 + Penalty 142.672419 = -10308.903410 nChanged 5 SP:Iteration 9Q (16.686547 sec): 3 clusters Score: Raw -10452.034827 + Penalty 143.207501 = -10308.827327 nChanged 4 SP:Iteration 10F (16.687357 sec): 3 clusters Score: Raw -10452.813049 + Penalty 144.047204 = -10308.765846 nChanged 8 SP:Iteration 11F (16.688165 sec): 3 clusters Score: Raw -10455.428442 + Penalty 144.460098 = -10310.968344 nChanged 6 SP:Iteration 12Q (16.688933 sec): 3 clusters Score: Raw -10457.299754 + Penalty 145.660822 = -10311.638932 nChanged 7 SP:Iteration 13Q (16.689698 sec): 3 clusters Score: Raw -10459.957408 + Penalty 146.833698 = -10313.123710 nChanged 12 SP:Iteration 14Q (16.690460 sec): 3 clusters Score: Raw -10465.771618 + Penalty 150.019897 = -10315.751721 nChanged 12 SP:Iteration 15Q (16.691210 sec): 3 clusters Score: Raw -10476.951399 + Penalty 159.607499 = -10317.343900 nChanged 14 SP:Iteration 16Q (16.691959 sec): 3 clusters Score: Raw -10491.352746 + Penalty 177.936768 = -10313.415977 nChanged 15 SP:Iteration 17F (16.692752 sec): 3 clusters Score: Raw -10508.116145 + Penalty 186.553092 = -10321.563053 nChanged 6 SP:Iteration 18Q (16.693458 sec): 3 clusters Score: Raw -10513.616022 + Penalty 194.189038 = -10319.426984 nChanged 3 SP:Iteration 19F (16.694251 sec): 3 clusters Score: Raw -10515.059830 + Penalty 201.890636 = -10313.169193 nChanged 2 SP:Iteration 20F (16.695048 sec): 3 clusters Score: Raw -10515.824035 + Penalty 208.356079 = -10307.467956 nChanged 1 SP:Iteration 21F (16.695848 sec): 3 clusters Score: Raw -10516.627789 + Penalty 208.356079 = -10308.271709 nChanged 0 Memory request: 0.03 GB would take us to total of 0.13 GB. Trying to split cluster 7 (5145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.718618 sec): 2 clusters Score: Raw -153200.527923 + Penalty 288.543319 = -152911.984605 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.728509 sec): 3 clusters Score: Raw -149883.801238 + Penalty 606.510016 = -149277.291222 nChanged 2347 SP:Iteration 1F (16.738130 sec): 3 clusters Score: Raw -151840.840348 + Penalty 639.820462 = -151201.019886 nChanged 577 SP:Iteration 2F (16.747692 sec): 3 clusters Score: Raw -152276.401642 + Penalty 656.850818 = -151619.550825 nChanged 264 SP:Iteration 3F (16.757188 sec): 3 clusters Score: Raw -152469.517878 + Penalty 669.059945 = -151800.457933 nChanged 207 SP:Iteration 4Q (16.766400 sec): 3 clusters Score: Raw -152617.166008 + Penalty 681.811926 = -151935.354083 nChanged 176 SP:Iteration 5Q (16.775731 sec): 3 clusters Score: Raw -152723.507734 + Penalty 689.576740 = -152033.930993 nChanged 144 SP:Iteration 6Q (16.784301 sec): 3 clusters Score: Raw -152810.077259 + Penalty 701.411791 = -152108.665468 nChanged 137 SP:Iteration 7Q (16.792625 sec): 3 clusters Score: Raw -152895.588078 + Penalty 714.277651 = -152181.310427 nChanged 116 SP:Iteration 8Q (16.800870 sec): 3 clusters Score: Raw -152966.957276 + Penalty 725.379844 = -152241.577431 nChanged 92 SP:Iteration 9Q (16.809031 sec): 3 clusters Score: Raw -153018.937473 + Penalty 726.992380 = -152291.945093 nChanged 75 SP:Iteration 10F (16.818306 sec): 3 clusters Score: Raw -153061.554237 + Penalty 730.906147 = -152330.648090 nChanged 63 SP:Iteration 11Q (16.826104 sec): 3 clusters Score: Raw -153094.123604 + Penalty 743.452794 = -152350.670810 nChanged 48 SP:Iteration 12Q (16.833853 sec): 3 clusters Score: Raw -153120.097561 + Penalty 760.169159 = -152359.928402 nChanged 52 SP:Iteration 13Q (16.841824 sec): 3 clusters Score: Raw -153148.417478 + Penalty 782.983645 = -152365.433833 nChanged 36 SP:Iteration 14Q (16.849734 sec): 3 clusters Score: Raw -153171.327246 + Penalty 797.866981 = -152373.460266 nChanged 27 SP:Iteration 15Q (16.857299 sec): 3 clusters Score: Raw -153185.271091 + Penalty 814.522531 = -152370.748560 nChanged 17 SP:Iteration 16F (16.866675 sec): 3 clusters Score: Raw -153193.993982 + Penalty 835.893188 = -152358.100793 nChanged 17 SP:Iteration 17F (16.876382 sec): 3 clusters Score: Raw -153203.652862 + Penalty 849.684935 = -152353.967927 nChanged 9 SP:Iteration 18F (16.885707 sec): 3 clusters Score: Raw -153206.593331 + Penalty 856.985939 = -152349.607392 nChanged 7 SP:Iteration 19F (16.894994 sec): 3 clusters Score: Raw -153209.762508 + Penalty 868.838515 = -152340.923993 nChanged 6 SP:Iteration 20F (16.904377 sec): 3 clusters Score: Raw -153211.914300 + Penalty 868.801471 = -152343.112829 nChanged 5 SP:Iteration 21Q (16.911867 sec): 3 clusters Score: Raw -153215.432747 + Penalty 874.736418 = -152340.696329 nChanged 5 SP:Iteration 22F (16.921136 sec): 3 clusters Score: Raw -153218.204164 + Penalty 876.430253 = -152341.773911 nChanged 5 SP:Iteration 23Q (16.928560 sec): 3 clusters Score: Raw -153220.773094 + Penalty 884.037274 = -152336.735819 nChanged 2 SP:Iteration 24F (16.937781 sec): 3 clusters Score: Raw -153221.114551 + Penalty 883.697894 = -152337.416657 nChanged 2 SP:Iteration 25Q (16.945439 sec): 3 clusters Score: Raw -153221.739499 + Penalty 881.401038 = -152340.338461 nChanged 1 SP:Iteration 26Q (16.952798 sec): 3 clusters Score: Raw -153221.839167 + Penalty 887.425615 = -152334.413552 nChanged 1 SP:Iteration 27F (16.962128 sec): 3 clusters Score: Raw -153222.001783 + Penalty 887.425615 = -152334.576168 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 8 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.965492 sec): 2 clusters Score: Raw -889.846087 + Penalty 181.333765 = -708.512323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.965779 sec): 3 clusters Score: Raw -889.441185 + Penalty 363.469869 = -525.971316 nChanged 4 SP:Iteration 1F (16.966044 sec): 3 clusters Score: Raw -895.218885 + Penalty 363.469869 = -531.749016 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 9 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.966648 sec): 2 clusters Score: Raw -1515.619355 + Penalty 301.148523 = -1214.470833 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.966958 sec): 3 clusters Score: Raw -1558.467172 + Penalty 602.942933 = -955.524239 nChanged 3 SP:Iteration 1F (16.967262 sec): 3 clusters Score: Raw -1565.105502 + Penalty 603.908738 = -961.196764 nChanged 1 SP:Iteration 2Q (16.967554 sec): 3 clusters Score: Raw -1566.967441 + Penalty 603.908738 = -963.058703 nChanged 0 SP:Iteration 3F (16.967855 sec): 3 clusters Score: Raw -1566.967441 + Penalty 603.908738 = -963.058703 nChanged 0 Memory request: 0.01 GB would take us to total of 0.11 GB. Trying to split cluster 10 (595 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.970285 sec): 2 clusters Score: Raw -22076.486995 + Penalty 666.650441 = -21409.836554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.971565 sec): 3 clusters Score: Raw -21839.009006 + Penalty 1333.270224 = -20505.738781 nChanged 175 SP:Iteration 1F (16.972794 sec): 3 clusters Score: Raw -21977.272139 + Penalty 1333.117864 = -20644.154275 nChanged 52 SP:Iteration 2F (16.974024 sec): 3 clusters Score: Raw -22036.652438 + Penalty 1333.052712 = -20703.599726 nChanged 31 SP:Iteration 3F (16.975293 sec): 3 clusters Score: Raw -22069.329393 + Penalty 1332.936180 = -20736.393213 nChanged 23 SP:Iteration 4Q (16.976564 sec): 3 clusters Score: Raw -22090.859613 + Penalty 1333.145091 = -20757.714522 nChanged 14 SP:Iteration 5Q (16.977826 sec): 3 clusters Score: Raw -22101.946955 + Penalty 1333.377246 = -20768.569709 nChanged 9 SP:Iteration 6Q (16.979085 sec): 3 clusters Score: Raw -22109.312877 + Penalty 1333.419657 = -20775.893220 nChanged 3 SP:Iteration 7Q (16.980335 sec): 3 clusters Score: Raw -22111.355834 + Penalty 1333.518845 = -20777.836989 nChanged 2 SP:Iteration 8Q (16.981553 sec): 3 clusters Score: Raw -22112.252015 + Penalty 1333.665588 = -20778.586427 nChanged 3 SP:Iteration 9Q (16.982751 sec): 3 clusters Score: Raw -22116.016406 + Penalty 1333.924385 = -20782.092021 nChanged 5 SP:Iteration 10F (16.983986 sec): 3 clusters Score: Raw -22119.150419 + Penalty 1334.167656 = -20784.982763 nChanged 4 SP:Iteration 11Q (16.985189 sec): 3 clusters Score: Raw -22122.377696 + Penalty 1334.226484 = -20788.151212 nChanged 5 SP:Iteration 12Q (16.986388 sec): 3 clusters Score: Raw -22127.725435 + Penalty 1334.224826 = -20793.500609 nChanged 6 SP:Iteration 13Q (16.987611 sec): 3 clusters Score: Raw -22132.101631 + Penalty 1334.224826 = -20797.876805 nChanged 0 SP:Iteration 14F (16.988840 sec): 3 clusters Score: Raw -22132.101631 + Penalty 1334.224826 = -20797.876805 nChanged 0 Memory request: 0.01 GB would take us to total of 0.11 GB. Trying to split cluster 12 (731 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.991305 sec): 2 clusters Score: Raw -25014.500732 + Penalty 545.743298 = -24468.757435 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.992796 sec): 3 clusters Score: Raw -24666.487805 + Penalty 1092.927413 = -23573.560392 nChanged 235 SP:Iteration 1F (16.994266 sec): 3 clusters Score: Raw -24831.744546 + Penalty 1095.086213 = -23736.658333 nChanged 60 SP:Iteration 2F (16.995742 sec): 3 clusters Score: Raw -24872.994006 + Penalty 1096.190021 = -23776.803985 nChanged 34 SP:Iteration 3Q (16.997223 sec): 3 clusters Score: Raw -24896.474911 + Penalty 1097.593406 = -23798.881506 nChanged 22 SP:Iteration 4Q (16.998715 sec): 3 clusters Score: Raw -24910.478370 + Penalty 1098.447527 = -23812.030843 nChanged 12 SP:Iteration 5Q (17.000252 sec): 3 clusters Score: Raw -24918.718729 + Penalty 1098.640277 = -23820.078451 nChanged 10 SP:Iteration 6Q (17.001786 sec): 3 clusters Score: Raw -24927.182803 + Penalty 1098.630154 = -23828.552649 nChanged 7 SP:Iteration 7Q (17.003266 sec): 3 clusters Score: Raw -24932.077702 + Penalty 1098.870591 = -23833.207111 nChanged 8 SP:Iteration 8Q (17.004706 sec): 3 clusters Score: Raw -24935.956056 + Penalty 1098.537294 = -23837.418763 nChanged 3 SP:Iteration 9Q (17.006134 sec): 3 clusters Score: Raw -24938.378385 + Penalty 1098.983701 = -23839.394683 nChanged 4 SP:Iteration 10F (17.007605 sec): 3 clusters Score: Raw -24943.731848 + Penalty 1099.069803 = -23844.662046 nChanged 5 SP:Iteration 11Q (17.009052 sec): 3 clusters Score: Raw -24946.712452 + Penalty 1099.217138 = -23847.495314 nChanged 3 SP:Iteration 12Q (17.010495 sec): 3 clusters Score: Raw -24948.208379 + Penalty 1099.448843 = -23848.759536 nChanged 2 SP:Iteration 13Q (17.011946 sec): 3 clusters Score: Raw -24949.985835 + Penalty 1099.479254 = -23850.506582 nChanged 2 SP:Iteration 14Q (17.013455 sec): 3 clusters Score: Raw -24950.407527 + Penalty 1099.500321 = -23850.907206 nChanged 1 SP:Iteration 15Q (17.015038 sec): 3 clusters Score: Raw -24950.534652 + Penalty 1099.500321 = -23851.034330 nChanged 0 SP:Iteration 16F (17.016611 sec): 3 clusters Score: Raw -24950.534652 + Penalty 1099.500321 = -23851.034330 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 13 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.017113 sec): 2 clusters Score: Raw -268.950408 + Penalty 129.309199 = -139.641209 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.017343 sec): 3 clusters Score: Raw -271.738258 + Penalty 257.063663 = -14.674595 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 14 (304 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.018580 sec): 2 clusters Score: Raw -9602.042733 + Penalty 74.573086 = -9527.469647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.019319 sec): 3 clusters Score: Raw -9427.973815 + Penalty 149.187668 = -9278.786147 nChanged 125 SP:Iteration 1F (17.020045 sec): 3 clusters Score: Raw -9511.574026 + Penalty 148.511968 = -9363.062058 nChanged 35 SP:Iteration 2F (17.020770 sec): 3 clusters Score: Raw -9545.438519 + Penalty 153.983706 = -9391.454813 nChanged 28 SP:Iteration 3F (17.021429 sec): 3 clusters Score: Raw -9580.726156 + Penalty 164.037364 = -9416.688792 nChanged 14 SP:Iteration 4Q (17.022077 sec): 3 clusters Score: Raw -9604.038030 + Penalty 165.197395 = -9438.840635 nChanged 3 SP:Iteration 5Q (17.022703 sec): 3 clusters Score: Raw -9612.992483 + Penalty 165.197395 = -9447.795088 nChanged 0 SP:Iteration 6F (17.023367 sec): 3 clusters Score: Raw -9612.992483 + Penalty 165.197395 = -9447.795088 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 15 (185 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.024306 sec): 2 clusters Score: Raw -6549.456805 + Penalty 522.158642 = -6027.298163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.024841 sec): 3 clusters Score: Raw -6523.978018 + Penalty 1042.723635 = -5481.254383 nChanged 36 SP:Iteration 1F (17.025366 sec): 3 clusters Score: Raw -6570.070115 + Penalty 1043.803742 = -5526.266374 nChanged 6 SP:Iteration 2Q (17.025882 sec): 3 clusters Score: Raw -6580.935242 + Penalty 1044.519511 = -5536.415731 nChanged 8 SP:Iteration 3Q (17.026396 sec): 3 clusters Score: Raw -6590.969357 + Penalty 1044.515800 = -5546.453557 nChanged 2 SP:Iteration 4Q (17.026908 sec): 3 clusters Score: Raw -6594.212830 + Penalty 1044.905649 = -5549.307182 nChanged 1 SP:Iteration 5Q (17.027417 sec): 3 clusters Score: Raw -6595.696335 + Penalty 1045.179365 = -5550.516970 nChanged 1 SP:Iteration 6Q (17.027928 sec): 3 clusters Score: Raw -6596.828593 + Penalty 1045.179365 = -5551.649228 nChanged 0 SP:Iteration 7F (17.028451 sec): 3 clusters Score: Raw -6596.828593 + Penalty 1045.179365 = -5551.649228 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 16 (536 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.030355 sec): 2 clusters Score: Raw -19144.043019 + Penalty 516.178677 = -18627.864342 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.031504 sec): 3 clusters Score: Raw -18882.094236 + Penalty 1031.121484 = -17850.972753 nChanged 148 SP:Iteration 1F (17.032632 sec): 3 clusters Score: Raw -18972.196579 + Penalty 1028.546554 = -17943.650025 nChanged 53 SP:Iteration 2F (17.033761 sec): 3 clusters Score: Raw -19010.480675 + Penalty 1027.285306 = -17983.195370 nChanged 22 SP:Iteration 3Q (17.034888 sec): 3 clusters Score: Raw -19027.392257 + Penalty 1028.066050 = -17999.326207 nChanged 15 SP:Iteration 4Q (17.036013 sec): 3 clusters Score: Raw -19035.907579 + Penalty 1027.575260 = -18008.332320 nChanged 10 SP:Iteration 5Q (17.037175 sec): 3 clusters Score: Raw -19043.420146 + Penalty 1029.260500 = -18014.159646 nChanged 14 SP:Iteration 6Q (17.038304 sec): 3 clusters Score: Raw -19053.243672 + Penalty 1031.967107 = -18021.276564 nChanged 19 SP:Iteration 7Q (17.039500 sec): 3 clusters Score: Raw -19069.141325 + Penalty 1032.337624 = -18036.803701 nChanged 21 SP:Iteration 8Q (17.040682 sec): 3 clusters Score: Raw -19090.974629 + Penalty 1036.267126 = -18054.707503 nChanged 17 SP:Iteration 9Q (17.041843 sec): 3 clusters Score: Raw -19112.938230 + Penalty 1040.384233 = -18072.553997 nChanged 22 SP:Iteration 10F (17.042966 sec): 3 clusters Score: Raw -19140.140198 + Penalty 1047.323005 = -18092.817193 nChanged 15 SP:Iteration 11Q (17.044041 sec): 3 clusters Score: Raw -19152.989404 + Penalty 1051.278607 = -18101.710797 nChanged 7 SP:Iteration 12Q (17.045095 sec): 3 clusters Score: Raw -19159.681862 + Penalty 1055.479671 = -18104.202191 nChanged 7 SP:Iteration 13Q (17.046143 sec): 3 clusters Score: Raw -19165.585879 + Penalty 1062.474461 = -18103.111419 nChanged 4 SP:Iteration 14F (17.047286 sec): 3 clusters Score: Raw -19167.462644 + Penalty 1064.110257 = -18103.352387 nChanged 1 SP:Iteration 15Q (17.048330 sec): 3 clusters Score: Raw -19167.877897 + Penalty 1065.189281 = -18102.688616 nChanged 1 SP:Iteration 16F (17.049453 sec): 3 clusters Score: Raw -19168.101774 + Penalty 1066.461224 = -18101.640551 nChanged 2 SP:Iteration 17F (17.050581 sec): 3 clusters Score: Raw -19169.733640 + Penalty 1065.613423 = -18104.120217 nChanged 1 SP:Iteration 18Q (17.051621 sec): 3 clusters Score: Raw -19171.049808 + Penalty 1066.574570 = -18104.475239 nChanged 1 SP:Iteration 19Q (17.052651 sec): 3 clusters Score: Raw -19171.953054 + Penalty 1065.882562 = -18106.070492 nChanged 3 SP:Iteration 20F (17.053765 sec): 3 clusters Score: Raw -19174.244504 + Penalty 1070.475164 = -18103.769339 nChanged 4 SP:Iteration 21F (17.054892 sec): 3 clusters Score: Raw -19178.867758 + Penalty 1075.463153 = -18103.404605 nChanged 4 SP:Iteration 22F (17.056016 sec): 3 clusters Score: Raw -19181.802779 + Penalty 1074.828892 = -18106.973887 nChanged 1 SP:Iteration 23Q (17.057039 sec): 3 clusters Score: Raw -19182.710866 + Penalty 1074.828892 = -18107.881973 nChanged 0 SP:Iteration 24F (17.058163 sec): 3 clusters Score: Raw -19182.710866 + Penalty 1074.828892 = -18107.881973 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 18 (154 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.059020 sec): 2 clusters Score: Raw -3799.366220 + Penalty 286.818086 = -3512.548134 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.059504 sec): 3 clusters Score: Raw -3775.451459 + Penalty 570.649266 = -3204.802193 nChanged 38 SP:Iteration 1F (17.059977 sec): 3 clusters Score: Raw -3817.648981 + Penalty 572.384062 = -3245.264919 nChanged 9 SP:Iteration 2F (17.060449 sec): 3 clusters Score: Raw -3830.333733 + Penalty 573.237431 = -3257.096301 nChanged 5 SP:Iteration 3Q (17.060910 sec): 3 clusters Score: Raw -3837.009292 + Penalty 572.931431 = -3264.077861 nChanged 2 SP:Iteration 4Q (17.061369 sec): 3 clusters Score: Raw -3838.746760 + Penalty 572.931431 = -3265.815329 nChanged 0 SP:Iteration 5F (17.061858 sec): 3 clusters Score: Raw -3838.746760 + Penalty 572.931431 = -3265.815329 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 19 (89 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.062680 sec): 2 clusters Score: Raw -2639.308375 + Penalty 59.926319 = -2579.382056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.063035 sec): 3 clusters Score: Raw -2599.159671 + Penalty 119.820294 = -2479.339377 nChanged 30 SP:Iteration 1F (17.063378 sec): 3 clusters Score: Raw -2613.940760 + Penalty 119.778284 = -2494.162476 nChanged 6 SP:Iteration 2F (17.063722 sec): 3 clusters Score: Raw -2616.077338 + Penalty 119.787825 = -2496.289514 nChanged 7 SP:Iteration 3F (17.064090 sec): 3 clusters Score: Raw -2619.679030 + Penalty 119.766604 = -2499.912426 nChanged 5 SP:Iteration 4F (17.064434 sec): 3 clusters Score: Raw -2625.977457 + Penalty 120.143381 = -2505.834077 nChanged 2 SP:Iteration 5Q (17.064792 sec): 3 clusters Score: Raw -2627.584048 + Penalty 120.474586 = -2507.109462 nChanged 3 SP:Iteration 6Q (17.065136 sec): 3 clusters Score: Raw -2630.080980 + Penalty 121.067606 = -2509.013373 nChanged 3 SP:Iteration 7Q (17.065479 sec): 3 clusters Score: Raw -2631.839094 + Penalty 121.971458 = -2509.867636 nChanged 4 SP:Iteration 8Q (17.065824 sec): 3 clusters Score: Raw -2634.397123 + Penalty 122.737312 = -2511.659811 nChanged 4 SP:Iteration 9Q (17.066167 sec): 3 clusters Score: Raw -2636.482772 + Penalty 123.720885 = -2512.761888 nChanged 3 SP:Iteration 10F (17.066516 sec): 3 clusters Score: Raw -2639.784381 + Penalty 126.132501 = -2513.651880 nChanged 5 SP:Iteration 11F (17.066864 sec): 3 clusters Score: Raw -2643.944167 + Penalty 127.918986 = -2516.025181 nChanged 2 SP:Iteration 12Q (17.067212 sec): 3 clusters Score: Raw -2645.986397 + Penalty 128.550359 = -2517.436038 nChanged 1 SP:Iteration 13Q (17.067560 sec): 3 clusters Score: Raw -2646.444190 + Penalty 128.550359 = -2517.893831 nChanged 0 SP:Iteration 14F (17.067910 sec): 3 clusters Score: Raw -2646.444190 + Penalty 128.550359 = -2517.893831 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 22 (140 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.068748 sec): 2 clusters Score: Raw -4643.050099 + Penalty 353.663100 = -4289.387000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.069213 sec): 3 clusters Score: Raw -4599.350122 + Penalty 709.793598 = -3889.556524 nChanged 28 SP:Iteration 1F (17.069670 sec): 3 clusters Score: Raw -4624.488795 + Penalty 716.065367 = -3908.423428 nChanged 8 SP:Iteration 2F (17.070131 sec): 3 clusters Score: Raw -4633.664648 + Penalty 719.534128 = -3914.130520 nChanged 3 SP:Iteration 3Q (17.070578 sec): 3 clusters Score: Raw -4636.661470 + Penalty 722.064914 = -3914.596556 nChanged 2 SP:Iteration 4Q (17.071023 sec): 3 clusters Score: Raw -4638.752600 + Penalty 723.687659 = -3915.064940 nChanged 1 SP:Iteration 5Q (17.071468 sec): 3 clusters Score: Raw -4639.577416 + Penalty 729.106722 = -3910.470695 nChanged 2 SP:Iteration 6F (17.071914 sec): 3 clusters Score: Raw -4641.614972 + Penalty 731.056319 = -3910.558653 nChanged 1 SP:Iteration 7Q (17.072359 sec): 3 clusters Score: Raw -4641.917673 + Penalty 733.218131 = -3908.699542 nChanged 1 SP:Iteration 8F (17.072828 sec): 3 clusters Score: Raw -4642.230477 + Penalty 733.888568 = -3908.341909 nChanged 1 SP:Iteration 9F (17.073295 sec): 3 clusters Score: Raw -4642.872087 + Penalty 736.957547 = -3905.914540 nChanged 2 SP:Iteration 10F (17.073753 sec): 3 clusters Score: Raw -4645.966081 + Penalty 741.267274 = -3904.698807 nChanged 2 SP:Iteration 11F (17.074209 sec): 3 clusters Score: Raw -4650.599112 + Penalty 742.146582 = -3908.452529 nChanged 1 SP:Iteration 12Q (17.074662 sec): 3 clusters Score: Raw -4652.373829 + Penalty 745.532472 = -3906.841357 nChanged 2 SP:Iteration 13F (17.075119 sec): 3 clusters Score: Raw -4655.902324 + Penalty 745.532472 = -3910.369852 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 23 (220 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.076150 sec): 2 clusters Score: Raw -7189.336123 + Penalty 513.320201 = -6676.015922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.076752 sec): 3 clusters Score: Raw -7134.564288 + Penalty 1026.373014 = -6108.191274 nChanged 39 SP:Iteration 1F (17.077390 sec): 3 clusters Score: Raw -7190.960206 + Penalty 1026.438568 = -6164.521638 nChanged 13 SP:Iteration 2F (17.078005 sec): 3 clusters Score: Raw -7213.465751 + Penalty 1026.145803 = -6187.319948 nChanged 3 SP:Iteration 3Q (17.078586 sec): 3 clusters Score: Raw -7216.064938 + Penalty 1026.095811 = -6189.969127 nChanged 2 SP:Iteration 4Q (17.079238 sec): 3 clusters Score: Raw -7220.727265 + Penalty 1026.095811 = -6194.631454 nChanged 0 SP:Iteration 5F (17.079830 sec): 3 clusters Score: Raw -7220.727265 + Penalty 1026.095811 = -6194.631454 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 29 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.080339 sec): 2 clusters Score: Raw -646.344369 + Penalty 198.741573 = -447.602797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.080588 sec): 3 clusters Score: Raw -654.329968 + Penalty 394.916225 = -259.413743 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 33 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.081073 sec): 2 clusters Score: Raw -571.592169 + Penalty 245.831874 = -325.760295 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.081313 sec): 3 clusters Score: Raw -591.278918 + Penalty 485.502204 = -105.776714 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 34 (67 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.081929 sec): 2 clusters Score: Raw -2309.029295 + Penalty 303.979303 = -2005.049992 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.082260 sec): 3 clusters Score: Raw -2319.829032 + Penalty 606.270958 = -1713.558074 nChanged 5 SP:Iteration 1F (17.082587 sec): 3 clusters Score: Raw -2330.061496 + Penalty 606.270958 = -1723.790538 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 39 (49 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.083165 sec): 2 clusters Score: Raw -1887.130152 + Penalty 344.541884 = -1542.588267 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.083466 sec): 3 clusters Score: Raw -1898.608678 + Penalty 688.829301 = -1209.779377 nChanged 1 SP:Iteration 1Q (17.083761 sec): 3 clusters Score: Raw -1899.989692 + Penalty 688.829301 = -1211.160391 nChanged 0 SP:Iteration 2F (17.084053 sec): 3 clusters Score: Raw -1899.989692 + Penalty 688.829301 = -1211.160391 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 43 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.084509 sec): 2 clusters Score: Raw -236.077765 + Penalty 136.729865 = -99.347899 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.084726 sec): 3 clusters Score: Raw -243.597287 + Penalty 272.668861 = 29.071574 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 47 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.085180 sec): 2 clusters Score: Raw -195.491994 + Penalty 87.232073 = -108.259921 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.085398 sec): 3 clusters Score: Raw -198.712611 + Penalty 176.921147 = -21.791465 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 49 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.085934 sec): 2 clusters Score: Raw -1297.623185 + Penalty 289.900530 = -1007.722656 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.086219 sec): 3 clusters Score: Raw -1322.523181 + Penalty 583.105620 = -739.417561 nChanged 1 SP:Iteration 1Q (17.086488 sec): 3 clusters Score: Raw -1324.525794 + Penalty 583.105620 = -741.420174 nChanged 0 SP:Iteration 2F (17.086762 sec): 3 clusters Score: Raw -1324.525794 + Penalty 583.105620 = -741.420174 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 52 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.087210 sec): 2 clusters Score: Raw -105.929033 + Penalty 73.815560 = -32.113473 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.087427 sec): 2 clusters Score: Raw -105.929033 + Penalty 73.815560 = -32.113473 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 57 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.087875 sec): 2 clusters Score: Raw -110.138608 + Penalty 70.167225 = -39.971383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.088084 sec): 3 clusters Score: Raw -105.033863 + Penalty 134.150502 = 29.116638 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 58 (389 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.089498 sec): 2 clusters Score: Raw -11281.092323 + Penalty 52.840248 = -11228.252075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.090394 sec): 3 clusters Score: Raw -11051.864489 + Penalty 109.435942 = -10942.428547 nChanged 174 SP:Iteration 1F (17.091283 sec): 3 clusters Score: Raw -11169.779706 + Penalty 118.160036 = -11051.619670 nChanged 40 SP:Iteration 2F (17.092147 sec): 3 clusters Score: Raw -11222.479347 + Penalty 126.699027 = -11095.780320 nChanged 22 SP:Iteration 3F (17.093013 sec): 3 clusters Score: Raw -11244.135317 + Penalty 140.492289 = -11103.643028 nChanged 18 SP:Iteration 4Q (17.093853 sec): 3 clusters Score: Raw -11260.569577 + Penalty 164.066793 = -11096.502784 nChanged 18 SP:Iteration 5F (17.094714 sec): 3 clusters Score: Raw -11277.651141 + Penalty 178.566265 = -11099.084876 nChanged 9 SP:Iteration 6Q (17.095524 sec): 3 clusters Score: Raw -11283.477460 + Penalty 187.237702 = -11096.239758 nChanged 3 SP:Iteration 7F (17.096387 sec): 3 clusters Score: Raw -11286.293477 + Penalty 190.424359 = -11095.869119 nChanged 1 SP:Iteration 8F (17.097247 sec): 3 clusters Score: Raw -11286.607937 + Penalty 194.313639 = -11092.294298 nChanged 1 SP:Iteration 9F (17.098107 sec): 3 clusters Score: Raw -11287.056776 + Penalty 199.520355 = -11087.536421 nChanged 2 SP:Iteration 10F (17.098987 sec): 3 clusters Score: Raw -11287.402961 + Penalty 203.548861 = -11083.854100 nChanged 1 SP:Iteration 11F (17.099852 sec): 3 clusters Score: Raw -11287.654875 + Penalty 197.279894 = -11090.374981 nChanged 1 SP:Iteration 12Q (17.100595 sec): 3 clusters Score: Raw -11288.063602 + Penalty 202.168854 = -11085.894749 nChanged 2 SP:Iteration 13F (17.101455 sec): 3 clusters Score: Raw -11288.866421 + Penalty 211.857083 = -11077.009338 nChanged 2 SP:Iteration 14F (17.102314 sec): 3 clusters Score: Raw -11290.324303 + Penalty 217.693995 = -11072.630308 nChanged 2 SP:Iteration 15F (17.103178 sec): 3 clusters Score: Raw -11291.115400 + Penalty 204.739620 = -11086.375780 nChanged 1 SP:Iteration 16Q (17.103916 sec): 3 clusters Score: Raw -11292.213717 + Penalty 192.182384 = -11100.031332 nChanged 1 SP:Iteration 17Q (17.104647 sec): 3 clusters Score: Raw -11292.279698 + Penalty 192.182384 = -11100.097314 nChanged 0 SP:Iteration 18F (17.105507 sec): 3 clusters Score: Raw -11292.279698 + Penalty 192.182384 = -11100.097314 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 64 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.105992 sec): 2 clusters Score: Raw -323.419990 + Penalty 151.541143 = -171.878847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.106221 sec): 3 clusters Score: Raw -325.243464 + Penalty 297.325963 = -27.917501 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 79 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.106675 sec): 2 clusters Score: Raw -110.474708 + Penalty 75.445856 = -35.028852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.106885 sec): 3 clusters Score: Raw -102.821196 + Penalty 153.379568 = 50.558372 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 86 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.107347 sec): 2 clusters Score: Raw -305.589188 + Penalty 174.245945 = -131.343242 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.107600 sec): 3 clusters Score: Raw -311.850334 + Penalty 347.340185 = 35.489851 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 106 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.108034 sec): 2 clusters Score: Raw -32.082517 + Penalty 0.000000 = -32.082517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.108220 sec): 2 clusters Score: Raw -32.082517 + Penalty 0.000000 = -32.082517 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 107 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.108664 sec): 2 clusters Score: Raw -105.081365 + Penalty 63.883143 = -41.198222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.108874 sec): 3 clusters Score: Raw -100.162612 + Penalty 128.504928 = 28.342316 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 109 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.109338 sec): 2 clusters Score: Raw -350.466257 + Penalty 147.538879 = -202.927378 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.109564 sec): 3 clusters Score: Raw -361.957451 + Penalty 295.077758 = -66.879693 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 126 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.110030 sec): 2 clusters Score: Raw -353.454855 + Penalty 135.040068 = -218.414788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.110259 sec): 3 clusters Score: Raw -353.915573 + Penalty 267.361098 = -86.554476 nChanged 0 Deleting Class 33 (17 points): Lose 105.187015 but Gain 807.004434 Iteration 119Q (17.153604 sec): 37 clusters Score: Raw -310065.933805 + Penalty 20372.347451 = -289693.586354 nChanged 63 Deleting Class 39 (49 points): Lose 137.597078 but Gain 823.391261 Iteration 120F (17.336886 sec): 36 clusters Score: Raw -309980.100089 + Penalty 19558.448595 = -290421.651494 nChanged 77 Deleting Class 86 (9 points): Lose 67.380090 but Gain 737.573390 Iteration 121Q (17.371384 sec): 35 clusters Score: Raw -309986.743087 + Penalty 18843.543290 = -291143.199797 nChanged 45 Deleting Class 79 (3 points): Lose 6.382804 but Gain 638.716218 Iteration 122Q (17.406105 sec): 34 clusters Score: Raw -310021.516845 + Penalty 18226.244422 = -291795.272423 nChanged 27 Deleting Class 64 (9 points): Lose 15.516352 but Gain 641.465226 Iteration 123Q (17.440161 sec): 33 clusters Score: Raw -310019.268910 + Penalty 17586.689876 = -292432.579034 nChanged 27 Deleting Class 52 (3 points): Lose 17.543096 but Gain 624.914319 Iteration 124Q (17.474166 sec): 32 clusters Score: Raw -310015.170257 + Penalty 16963.702702 = -293051.467555 nChanged 16 Deleting Class 43 (7 points): Lose 55.406965 but Gain 653.518085 Iteration 125Q (17.507469 sec): 31 clusters Score: Raw -309966.759835 + Penalty 16318.614323 = -293648.145512 nChanged 24 Deleting Class 49 (40 points): Lose 138.289068 but Gain 730.922873 Iteration 126Q (17.540160 sec): 30 clusters Score: Raw -309844.369585 + Penalty 15593.784230 = -294250.585355 nChanged 60 Deleting Class 29 (18 points): Lose 47.043970 but Gain 639.516899 Iteration 127Q (17.572908 sec): 29 clusters Score: Raw -309863.769102 + Penalty 14967.274337 = -294896.494765 nChanged 36 Deleting Class 57 (3 points): Lose 16.565154 but Gain 594.027918 Iteration 128Q (17.605634 sec): 28 clusters Score: Raw -309874.235618 + Penalty 14381.812590 = -295492.423029 nChanged 17 Deleting Class 13 (8 points): Lose 32.894380 but Gain 578.361949 Iteration 129Q (17.637748 sec): 27 clusters Score: Raw -309849.608294 + Penalty 13813.927081 = -296035.681213 nChanged 24 Deleting Class 107 (3 points): Lose 13.488428 but Gain 540.827581 Iteration 130F (17.773333 sec): 26 clusters Score: Raw -309860.175078 + Penalty 13282.418251 = -296577.756827 nChanged 24 Deleting Class 109 (11 points): Lose 55.609181 but Gain 566.526173 Iteration 131Q (17.805633 sec): 25 clusters Score: Raw -309822.992933 + Penalty 12722.873089 = -297100.119844 nChanged 33 Deleting Class 2 (17 points): Lose 30.043714 but Gain 522.195427 Iteration 132Q (17.836843 sec): 24 clusters Score: Raw -309830.775315 + Penalty 12228.351132 = -297602.424182 nChanged 42 Deleting Class 15 (182 points): Lose 456.588055 but Gain 931.403902 Iteration 133Q (17.868408 sec): 23 clusters Score: Raw -309404.965178 + Penalty 11328.273310 = -298076.691868 nChanged 199 Deleting Class 126 (11 points): Lose 54.238726 but Gain 523.780641 Iteration 134Q (17.900538 sec): 22 clusters Score: Raw -309642.613063 + Penalty 10834.936186 = -298807.676876 nChanged 58 Deleting Class 9 (57 points): Lose 251.906779 but Gain 707.758969 Iteration 135Q (17.931092 sec): 21 clusters Score: Raw -309433.508997 + Penalty 10607.122163 = -298826.386834 nChanged 90 Deleting Class 22 (123 points): Lose 244.365066 but Gain 703.827007 Iteration 136Q (17.961314 sec): 19 clusters Score: Raw -309309.769186 + Penalty 9945.533972 = -299364.235214 nChanged 157 Deleting Class 47 (6 points): Lose 39.301584 but Gain 452.807376 Iteration 137Q (17.991028 sec): 18 clusters Score: Raw -309456.320965 + Penalty 9483.071858 = -299973.249107 nChanged 47 Deleting Class 34 (68 points): Lose 279.053367 but Gain 686.211340 Iteration 138Q (18.020197 sec): 17 clusters Score: Raw -309211.363185 + Penalty 8786.063236 = -300425.299949 nChanged 83 Deleting Class 8 (84 points): Lose 323.854369 but Gain 667.707173 Iteration 139Q (18.048567 sec): 16 clusters Score: Raw -309018.252979 + Penalty 8148.167690 = -300870.085289 nChanged 116 Deleting Class 5 (166 points): Lose 589.338524 but Gain 955.731009 Iteration 140F (18.132962 sec): 15 clusters Score: Raw -308592.568458 + Penalty 7257.266093 = -301335.302365 nChanged 216 Deleting Class 23 (259 points): Lose 737.888978 but Gain 887.805699 Iteration 141Q (18.160920 sec): 14 clusters Score: Raw -308221.364062 + Penalty 5600.106243 = -302621.257819 nChanged 330 Iteration 142Q (18.188480 sec): 14 clusters Score: Raw -308727.647208 + Penalty 5629.646622 = -303098.000587 nChanged 118 Iteration 143Q (18.215711 sec): 14 clusters Score: Raw -308791.987845 + Penalty 5650.264178 = -303141.723667 nChanged 84 Iteration 144Q (18.241990 sec): 14 clusters Score: Raw -308834.146730 + Penalty 5656.804018 = -303177.342712 nChanged 57 Iteration 145Q (18.268208 sec): 14 clusters Score: Raw -308854.886603 + Penalty 5664.378761 = -303190.507842 nChanged 42 Iteration 146Q (18.294450 sec): 14 clusters Score: Raw -308873.472659 + Penalty 5669.747039 = -303203.725620 nChanged 37 Iteration 147Q (18.321213 sec): 14 clusters Score: Raw -308891.660651 + Penalty 5673.090907 = -303218.569744 nChanged 29 Iteration 148Q (18.347368 sec): 14 clusters Score: Raw -308904.461669 + Penalty 5679.099421 = -303225.362249 nChanged 26 Iteration 149Q (18.373734 sec): 14 clusters Score: Raw -308912.093026 + Penalty 5681.334038 = -303230.758988 nChanged 22 Iteration 150F (18.447944 sec): 14 clusters Score: Raw -308918.379406 + Penalty 5684.711713 = -303233.667693 nChanged 20 Iteration 151Q (18.475217 sec): 14 clusters Score: Raw -308922.090112 + Penalty 5686.303872 = -303235.786240 nChanged 8 Iteration 152Q (18.502326 sec): 14 clusters Score: Raw -308923.353295 + Penalty 5687.604702 = -303235.748593 nChanged 5 Iteration 153F (18.576544 sec): 14 clusters Score: Raw -308924.314958 + Penalty 5688.707766 = -303235.607192 nChanged 7 Iteration 154F (18.650934 sec): 14 clusters Score: Raw -308926.100898 + Penalty 5690.378537 = -303235.722362 nChanged 8 Iteration 155Q (18.679666 sec): 14 clusters Score: Raw -308928.075879 + Penalty 5691.580295 = -303236.495584 nChanged 9 Iteration 156Q (18.707125 sec): 14 clusters Score: Raw -308930.833609 + Penalty 5692.752397 = -303238.081212 nChanged 10 Iteration 157Q (18.734471 sec): 14 clusters Score: Raw -308933.571593 + Penalty 5694.662992 = -303238.908601 nChanged 11 Iteration 158Q (18.761315 sec): 14 clusters Score: Raw -308936.028458 + Penalty 5695.184844 = -303240.843615 nChanged 5 Iteration 159Q (18.788256 sec): 14 clusters Score: Raw -308936.798804 + Penalty 5695.383026 = -303241.415778 nChanged 3 Iteration 160F (18.862481 sec): 14 clusters Score: Raw -308937.297152 + Penalty 5695.361154 = -303241.935998 nChanged 1 Iteration 161Q (18.889867 sec): 14 clusters Score: Raw -308937.498080 + Penalty 5695.532044 = -303241.966035 nChanged 1 Iteration 162Q (18.916726 sec): 14 clusters Score: Raw -308938.195177 + Penalty 5695.368215 = -303242.826962 nChanged 3 Iteration 163Q (18.943925 sec): 14 clusters Score: Raw -308939.243981 + Penalty 5696.101700 = -303243.142282 nChanged 2 Iteration 164Q (18.971094 sec): 14 clusters Score: Raw -308940.101384 + Penalty 5696.714751 = -303243.386632 nChanged 4 Iteration 165Q (18.997936 sec): 14 clusters Score: Raw -308941.680522 + Penalty 5697.725857 = -303243.954665 nChanged 4 Iteration 166Q (19.025107 sec): 14 clusters Score: Raw -308942.553976 + Penalty 5698.175435 = -303244.378541 nChanged 3 Iteration 167Q (19.052043 sec): 14 clusters Score: Raw -308943.404535 + Penalty 5698.242724 = -303245.161811 nChanged 1 Iteration 168Q (19.079191 sec): 14 clusters Score: Raw -308943.742769 + Penalty 5698.242724 = -303245.500045 nChanged 0 Iteration 169F (19.153298 sec): 14 clusters Score: Raw -308943.742769 + Penalty 5698.242724 = -303245.500045 nChanged 0 Writing temp clu file Memory request: 0.05 GB would take us to total of 0.10 GB. Compute initial score before splitting: Score: Raw -308943.742769 + Penalty 5698.242724 = -303245.500045Memory request: 0.01 GB would take us to total of 0.11 GB. Trying to split cluster 1 (976 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.177904 sec): 2 clusters Score: Raw -30406.448652 + Penalty 827.721362 = -29578.727290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.179880 sec): 3 clusters Score: Raw -30027.137245 + Penalty 1655.416360 = -28371.720884 nChanged 329 SP:Iteration 1F (19.181779 sec): 3 clusters Score: Raw -30264.594324 + Penalty 1656.194029 = -28608.400294 nChanged 66 SP:Iteration 2F (19.183673 sec): 3 clusters Score: Raw -30322.129209 + Penalty 1656.596966 = -28665.532243 nChanged 39 SP:Iteration 3Q (19.185559 sec): 3 clusters Score: Raw -30352.105191 + Penalty 1656.323257 = -28695.781933 nChanged 36 SP:Iteration 4Q (19.187431 sec): 3 clusters Score: Raw -30383.278306 + Penalty 1656.653985 = -28726.624321 nChanged 32 SP:Iteration 5Q (19.189301 sec): 3 clusters Score: Raw -30408.772832 + Penalty 1657.658572 = -28751.114261 nChanged 27 SP:Iteration 6Q (19.191166 sec): 3 clusters Score: Raw -30429.866920 + Penalty 1660.151318 = -28769.715603 nChanged 29 SP:Iteration 7Q (19.193031 sec): 3 clusters Score: Raw -30449.527750 + Penalty 1662.301612 = -28787.226138 nChanged 23 SP:Iteration 8Q (19.194889 sec): 3 clusters Score: Raw -30465.763038 + Penalty 1665.256254 = -28800.506784 nChanged 18 SP:Iteration 9Q (19.196754 sec): 3 clusters Score: Raw -30478.480067 + Penalty 1666.969403 = -28811.510663 nChanged 20 SP:Iteration 10F (19.198653 sec): 3 clusters Score: Raw -30502.288141 + Penalty 1673.806795 = -28828.481346 nChanged 27 SP:Iteration 11Q (19.200499 sec): 3 clusters Score: Raw -30537.001330 + Penalty 1678.766302 = -28858.235028 nChanged 25 SP:Iteration 12Q (19.202354 sec): 3 clusters Score: Raw -30558.482286 + Penalty 1683.227525 = -28875.254761 nChanged 16 SP:Iteration 13Q (19.204214 sec): 3 clusters Score: Raw -30573.444784 + Penalty 1684.510641 = -28888.934143 nChanged 12 SP:Iteration 14Q (19.206066 sec): 3 clusters Score: Raw -30582.173562 + Penalty 1687.661970 = -28894.511592 nChanged 9 SP:Iteration 15Q (19.207874 sec): 3 clusters Score: Raw -30589.484390 + Penalty 1687.897220 = -28901.587170 nChanged 10 SP:Iteration 16Q (19.209695 sec): 3 clusters Score: Raw -30602.349748 + Penalty 1687.340986 = -28915.008762 nChanged 3 SP:Iteration 17Q (19.211703 sec): 3 clusters Score: Raw -30606.172082 + Penalty 1688.920196 = -28917.251887 nChanged 3 SP:Iteration 18Q (19.213891 sec): 3 clusters Score: Raw -30610.901740 + Penalty 1691.410186 = -28919.491555 nChanged 3 SP:Iteration 19Q (19.216046 sec): 3 clusters Score: Raw -30612.945124 + Penalty 1692.879124 = -28920.066001 nChanged 3 SP:Iteration 20F (19.218222 sec): 3 clusters Score: Raw -30617.108407 + Penalty 1692.879124 = -28924.229284 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 3 (249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.219387 sec): 2 clusters Score: Raw -7281.697614 + Penalty 88.131785 = -7193.565829 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.220055 sec): 3 clusters Score: Raw -7152.369666 + Penalty 193.185722 = -6959.183944 nChanged 100 SP:Iteration 1F (19.220707 sec): 3 clusters Score: Raw -7237.005597 + Penalty 240.176359 = -6996.829238 nChanged 35 SP:Iteration 2F (19.221361 sec): 3 clusters Score: Raw -7271.667574 + Penalty 270.678179 = -7000.989395 nChanged 9 SP:Iteration 3Q (19.222025 sec): 3 clusters Score: Raw -7279.066637 + Penalty 289.879419 = -6989.187218 nChanged 4 SP:Iteration 4F (19.222663 sec): 3 clusters Score: Raw -7287.225494 + Penalty 380.587096 = -6906.638398 nChanged 9 SP:Iteration 5F (19.223302 sec): 3 clusters Score: Raw -7311.237629 + Penalty 414.112228 = -6897.125401 nChanged 3 SP:Iteration 6F (19.223930 sec): 3 clusters Score: Raw -7320.220031 + Penalty 408.926296 = -6911.293735 nChanged 1 SP:Iteration 7Q (19.224480 sec): 3 clusters Score: Raw -7321.044065 + Penalty 408.926296 = -6912.117768 nChanged 0 SP:Iteration 8F (19.225108 sec): 3 clusters Score: Raw -7321.044065 + Penalty 408.926296 = -6912.117768 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 4 (415 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.226743 sec): 2 clusters Score: Raw -13729.899015 + Penalty 115.925836 = -13613.973179 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.227759 sec): 3 clusters Score: Raw -13496.302442 + Penalty 234.279281 = -13262.023160 nChanged 172 SP:Iteration 1F (19.228744 sec): 3 clusters Score: Raw -13630.054879 + Penalty 234.114431 = -13395.940448 nChanged 46 SP:Iteration 2F (19.229723 sec): 3 clusters Score: Raw -13683.287436 + Penalty 237.568390 = -13445.719046 nChanged 30 SP:Iteration 3F (19.230700 sec): 3 clusters Score: Raw -13709.983055 + Penalty 240.784557 = -13469.198498 nChanged 17 SP:Iteration 4Q (19.231624 sec): 3 clusters Score: Raw -13721.371819 + Penalty 243.729979 = -13477.641840 nChanged 9 SP:Iteration 5Q (19.232527 sec): 3 clusters Score: Raw -13724.934609 + Penalty 245.351490 = -13479.583120 nChanged 6 SP:Iteration 6Q (19.233423 sec): 3 clusters Score: Raw -13728.588047 + Penalty 248.117023 = -13480.471023 nChanged 8 SP:Iteration 7Q (19.234280 sec): 3 clusters Score: Raw -13736.562809 + Penalty 248.419310 = -13488.143499 nChanged 7 SP:Iteration 8Q (19.235121 sec): 3 clusters Score: Raw -13741.268094 + Penalty 249.545521 = -13491.722573 nChanged 3 SP:Iteration 9Q (19.235944 sec): 3 clusters Score: Raw -13742.853367 + Penalty 250.086121 = -13492.767246 nChanged 2 SP:Iteration 10F (19.236865 sec): 3 clusters Score: Raw -13744.089775 + Penalty 250.086121 = -13494.003654 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 6 (289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.238051 sec): 2 clusters Score: Raw -8821.929259 + Penalty 66.744314 = -8755.184946 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.238764 sec): 3 clusters Score: Raw -8663.296018 + Penalty 149.761730 = -8513.534288 nChanged 122 SP:Iteration 1F (19.239463 sec): 3 clusters Score: Raw -8783.358022 + Penalty 161.892448 = -8621.465574 nChanged 28 SP:Iteration 2F (19.240161 sec): 3 clusters Score: Raw -8810.037769 + Penalty 176.952688 = -8633.085081 nChanged 16 SP:Iteration 3F (19.240857 sec): 3 clusters Score: Raw -8826.325689 + Penalty 198.611937 = -8627.713752 nChanged 11 SP:Iteration 4F (19.241591 sec): 3 clusters Score: Raw -8839.815351 + Penalty 207.046438 = -8632.768913 nChanged 3 SP:Iteration 5Q (19.242221 sec): 3 clusters Score: Raw -8845.104797 + Penalty 215.622236 = -8629.482561 nChanged 3 SP:Iteration 6F (19.242916 sec): 3 clusters Score: Raw -8848.967702 + Penalty 219.474717 = -8629.492985 nChanged 1 SP:Iteration 7Q (19.243516 sec): 3 clusters Score: Raw -8851.163370 + Penalty 223.720859 = -8627.442511 nChanged 1 SP:Iteration 8F (19.244210 sec): 3 clusters Score: Raw -8851.999572 + Penalty 223.720859 = -8628.278713 nChanged 0 Memory request: 0.03 GB would take us to total of 0.13 GB. Trying to split cluster 7 (5324 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.270470 sec): 2 clusters Score: Raw -158497.217108 + Penalty 304.812893 = -158192.404216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.280457 sec): 3 clusters Score: Raw -155028.492816 + Penalty 682.047039 = -154346.445777 nChanged 2422 SP:Iteration 1F (19.290085 sec): 3 clusters Score: Raw -157197.576542 + Penalty 763.664109 = -156433.912434 nChanged 769 SP:Iteration 2F (19.299672 sec): 3 clusters Score: Raw -157900.333649 + Penalty 803.723908 = -157096.609741 nChanged 274 SP:Iteration 3F (19.309326 sec): 3 clusters Score: Raw -158117.127368 + Penalty 823.950104 = -157293.177264 nChanged 147 SP:Iteration 4Q (19.318491 sec): 3 clusters Score: Raw -158206.594363 + Penalty 833.145846 = -157373.448516 nChanged 105 SP:Iteration 5Q (19.327783 sec): 3 clusters Score: Raw -158256.752200 + Penalty 840.565103 = -157416.187096 nChanged 90 SP:Iteration 6Q (19.336678 sec): 3 clusters Score: Raw -158293.709511 + Penalty 849.135924 = -157444.573587 nChanged 76 SP:Iteration 7Q (19.345104 sec): 3 clusters Score: Raw -158326.432658 + Penalty 860.808800 = -157465.623858 nChanged 74 SP:Iteration 8Q (19.353504 sec): 3 clusters Score: Raw -158361.996129 + Penalty 874.047103 = -157487.949026 nChanged 73 SP:Iteration 9Q (19.361817 sec): 3 clusters Score: Raw -158403.122803 + Penalty 880.388234 = -157522.734569 nChanged 59 SP:Iteration 10F (19.371352 sec): 3 clusters Score: Raw -158439.474320 + Penalty 885.226623 = -157554.247698 nChanged 52 SP:Iteration 11Q (19.379492 sec): 3 clusters Score: Raw -158465.362911 + Penalty 891.736954 = -157573.625957 nChanged 33 SP:Iteration 12Q (19.387557 sec): 3 clusters Score: Raw -158478.677719 + Penalty 892.703703 = -157585.974016 nChanged 31 SP:Iteration 13Q (19.395435 sec): 3 clusters Score: Raw -158490.611328 + Penalty 896.770968 = -157593.840360 nChanged 26 SP:Iteration 14Q (19.403281 sec): 3 clusters Score: Raw -158500.145599 + Penalty 902.930208 = -157597.215391 nChanged 28 SP:Iteration 15Q (19.411045 sec): 3 clusters Score: Raw -158512.531951 + Penalty 903.189521 = -157609.342430 nChanged 16 SP:Iteration 16Q (19.418971 sec): 3 clusters Score: Raw -158520.577840 + Penalty 907.605547 = -157612.972293 nChanged 12 SP:Iteration 17Q (19.426954 sec): 3 clusters Score: Raw -158527.690183 + Penalty 909.989965 = -157617.700219 nChanged 10 SP:Iteration 18Q (19.435108 sec): 3 clusters Score: Raw -158531.370199 + Penalty 911.018504 = -157620.351694 nChanged 5 SP:Iteration 19Q (19.442783 sec): 3 clusters Score: Raw -158533.138756 + Penalty 910.820654 = -157622.318102 nChanged 5 SP:Iteration 20F (19.452421 sec): 3 clusters Score: Raw -158536.084283 + Penalty 912.225052 = -157623.859231 nChanged 2 SP:Iteration 21Q (19.460228 sec): 3 clusters Score: Raw -158536.772341 + Penalty 912.436386 = -157624.335955 nChanged 1 SP:Iteration 22Q (19.467894 sec): 3 clusters Score: Raw -158536.982029 + Penalty 912.436386 = -157624.545644 nChanged 0 SP:Iteration 23F (19.477351 sec): 3 clusters Score: Raw -158536.982029 + Penalty 912.436386 = -157624.545644 nChanged 0 Memory request: 0.01 GB would take us to total of 0.11 GB. Trying to split cluster 10 (623 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.482528 sec): 2 clusters Score: Raw -23004.831297 + Penalty 674.936068 = -22329.895228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.483878 sec): 3 clusters Score: Raw -22767.268483 + Penalty 1349.665940 = -21417.602544 nChanged 182 SP:Iteration 1F (19.485161 sec): 3 clusters Score: Raw -22974.429646 + Penalty 1347.439905 = -21626.989741 nChanged 68 SP:Iteration 2F (19.486446 sec): 3 clusters Score: Raw -23072.108977 + Penalty 1345.210577 = -21726.898400 nChanged 40 SP:Iteration 3F (19.487746 sec): 3 clusters Score: Raw -23137.999287 + Penalty 1341.501307 = -21796.497981 nChanged 31 SP:Iteration 4Q (19.489002 sec): 3 clusters Score: Raw -23173.491722 + Penalty 1339.173582 = -21834.318140 nChanged 17 SP:Iteration 5Q (19.490232 sec): 3 clusters Score: Raw -23185.928470 + Penalty 1337.587482 = -21848.340988 nChanged 13 SP:Iteration 6Q (19.491457 sec): 3 clusters Score: Raw -23198.062880 + Penalty 1335.095962 = -21862.966919 nChanged 11 SP:Iteration 7Q (19.492678 sec): 3 clusters Score: Raw -23207.423785 + Penalty 1333.879605 = -21873.544180 nChanged 6 SP:Iteration 8Q (19.493893 sec): 3 clusters Score: Raw -23212.624793 + Penalty 1333.308513 = -21879.316281 nChanged 6 SP:Iteration 9Q (19.495105 sec): 3 clusters Score: Raw -23216.533570 + Penalty 1332.680662 = -21883.852908 nChanged 3 SP:Iteration 10F (19.496409 sec): 3 clusters Score: Raw -23217.901329 + Penalty 1332.402692 = -21885.498637 nChanged 2 SP:Iteration 11Q (19.497624 sec): 3 clusters Score: Raw -23218.460512 + Penalty 1332.402692 = -21886.057821 nChanged 0 SP:Iteration 12F (19.498904 sec): 3 clusters Score: Raw -23218.460512 + Penalty 1332.402692 = -21886.057821 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 11 (122 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.499861 sec): 2 clusters Score: Raw -3913.576617 + Penalty 115.504193 = -3798.072424 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.500285 sec): 3 clusters Score: Raw -3882.284655 + Penalty 286.488709 = -3595.795945 nChanged 34 SP:Iteration 1F (19.500702 sec): 3 clusters Score: Raw -3937.588334 + Penalty 292.259378 = -3645.328955 nChanged 2 SP:Iteration 2Q (19.501099 sec): 3 clusters Score: Raw -3940.216241 + Penalty 302.817934 = -3637.398307 nChanged 2 SP:Iteration 3F (19.501515 sec): 3 clusters Score: Raw -3943.019699 + Penalty 308.997741 = -3634.021958 nChanged 1 SP:Iteration 4F (19.501951 sec): 3 clusters Score: Raw -3943.305202 + Penalty 308.997741 = -3634.307462 nChanged 0 Memory request: 0.01 GB would take us to total of 0.11 GB. Trying to split cluster 12 (1024 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.507321 sec): 2 clusters Score: Raw -34417.244702 + Penalty 589.719063 = -33827.525639 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.509328 sec): 3 clusters Score: Raw -33921.101968 + Penalty 1178.944781 = -32742.157187 nChanged 353 SP:Iteration 1F (19.511286 sec): 3 clusters Score: Raw -34119.578659 + Penalty 1179.078352 = -32940.500307 nChanged 89 SP:Iteration 2F (19.513246 sec): 3 clusters Score: Raw -34176.931859 + Penalty 1180.193433 = -32996.738426 nChanged 58 SP:Iteration 3F (19.515204 sec): 3 clusters Score: Raw -34225.733608 + Penalty 1181.229596 = -33044.504012 nChanged 56 SP:Iteration 4F (19.517166 sec): 3 clusters Score: Raw -34282.135316 + Penalty 1181.776378 = -33100.358938 nChanged 39 SP:Iteration 5Q (19.519114 sec): 3 clusters Score: Raw -34309.945783 + Penalty 1182.597932 = -33127.347850 nChanged 31 SP:Iteration 6Q (19.521102 sec): 3 clusters Score: Raw -34328.648185 + Penalty 1183.365262 = -33145.282923 nChanged 20 SP:Iteration 7Q (19.523072 sec): 3 clusters Score: Raw -34340.004614 + Penalty 1185.020758 = -33154.983857 nChanged 13 SP:Iteration 8Q (19.525003 sec): 3 clusters Score: Raw -34345.962807 + Penalty 1186.713250 = -33159.249557 nChanged 12 SP:Iteration 9Q (19.527092 sec): 3 clusters Score: Raw -34354.290885 + Penalty 1188.241438 = -33166.049447 nChanged 17 SP:Iteration 10F (19.529220 sec): 3 clusters Score: Raw -34363.069045 + Penalty 1190.479966 = -33172.589080 nChanged 12 SP:Iteration 11Q (19.531219 sec): 3 clusters Score: Raw -34369.845098 + Penalty 1192.377020 = -33177.468078 nChanged 8 SP:Iteration 12Q (19.533188 sec): 3 clusters Score: Raw -34375.180034 + Penalty 1193.660543 = -33181.519491 nChanged 7 SP:Iteration 13Q (19.535261 sec): 3 clusters Score: Raw -34378.324978 + Penalty 1194.854065 = -33183.470913 nChanged 8 SP:Iteration 14Q (19.537374 sec): 3 clusters Score: Raw -34382.470224 + Penalty 1195.976632 = -33186.493592 nChanged 8 SP:Iteration 15Q (19.539439 sec): 3 clusters Score: Raw -34385.789338 + Penalty 1197.968929 = -33187.820409 nChanged 9 SP:Iteration 16Q (19.541341 sec): 3 clusters Score: Raw -34390.151963 + Penalty 1198.618675 = -33191.533288 nChanged 5 SP:Iteration 17Q (19.543258 sec): 3 clusters Score: Raw -34392.566735 + Penalty 1199.861876 = -33192.704859 nChanged 6 SP:Iteration 18Q (19.545162 sec): 3 clusters Score: Raw -34394.185069 + Penalty 1200.697338 = -33193.487731 nChanged 5 SP:Iteration 19Q (19.547071 sec): 3 clusters Score: Raw -34395.607150 + Penalty 1200.995935 = -33194.611215 nChanged 1 SP:Iteration 20F (19.549023 sec): 3 clusters Score: Raw -34395.843970 + Penalty 1201.119696 = -33194.724274 nChanged 1 SP:Iteration 21Q (19.550929 sec): 3 clusters Score: Raw -34396.065197 + Penalty 1201.332173 = -33194.733024 nChanged 1 SP:Iteration 22Q (19.552912 sec): 3 clusters Score: Raw -34396.264039 + Penalty 1201.817523 = -33194.446516 nChanged 2 SP:Iteration 23F (19.554905 sec): 3 clusters Score: Raw -34396.629609 + Penalty 1202.372758 = -33194.256851 nChanged 3 SP:Iteration 24F (19.556864 sec): 3 clusters Score: Raw -34397.868743 + Penalty 1202.855323 = -33195.013420 nChanged 3 SP:Iteration 25Q (19.558767 sec): 3 clusters Score: Raw -34398.543936 + Penalty 1202.645799 = -33195.898137 nChanged 3 SP:Iteration 26Q (19.560676 sec): 3 clusters Score: Raw -34399.101321 + Penalty 1203.232303 = -33195.869018 nChanged 2 SP:Iteration 27F (19.562624 sec): 3 clusters Score: Raw -34400.890265 + Penalty 1204.001993 = -33196.888272 nChanged 4 SP:Iteration 28Q (19.564525 sec): 3 clusters Score: Raw -34401.984200 + Penalty 1204.602919 = -33197.381281 nChanged 3 SP:Iteration 29Q (19.566429 sec): 3 clusters Score: Raw -34403.462423 + Penalty 1204.747469 = -33198.714954 nChanged 1 SP:Iteration 30F (19.568378 sec): 3 clusters Score: Raw -34403.767212 + Penalty 1204.464096 = -33199.303116 nChanged 1 SP:Iteration 31Q (19.570275 sec): 3 clusters Score: Raw -34403.927179 + Penalty 1204.464096 = -33199.463083 nChanged 0 SP:Iteration 32F (19.572230 sec): 3 clusters Score: Raw -34403.927179 + Penalty 1204.464096 = -33199.463083 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 14 (305 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.574280 sec): 2 clusters Score: Raw -9633.310419 + Penalty 74.678645 = -9558.631774 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.575022 sec): 3 clusters Score: Raw -9453.238838 + Penalty 150.721600 = -9302.517237 nChanged 123 SP:Iteration 1F (19.575753 sec): 3 clusters Score: Raw -9536.025762 + Penalty 153.153218 = -9382.872543 nChanged 40 SP:Iteration 2F (19.576476 sec): 3 clusters Score: Raw -9566.496001 + Penalty 156.469341 = -9410.026660 nChanged 29 SP:Iteration 3F (19.577197 sec): 3 clusters Score: Raw -9595.332521 + Penalty 163.647018 = -9431.685503 nChanged 21 SP:Iteration 4F (19.577936 sec): 3 clusters Score: Raw -9623.358796 + Penalty 170.719240 = -9452.639556 nChanged 10 SP:Iteration 5Q (19.578667 sec): 3 clusters Score: Raw -9647.767879 + Penalty 171.471119 = -9476.296760 nChanged 4 SP:Iteration 6Q (19.579325 sec): 3 clusters Score: Raw -9655.116934 + Penalty 171.471119 = -9483.645815 nChanged 0 SP:Iteration 7F (19.580048 sec): 3 clusters Score: Raw -9655.116934 + Penalty 171.471119 = -9483.645815 nChanged 0 Memory request: 0.01 GB would take us to total of 0.11 GB. Trying to split cluster 16 (763 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.582729 sec): 2 clusters Score: Raw -26240.347243 + Penalty 579.429088 = -25660.918155 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.584267 sec): 3 clusters Score: Raw -25866.034433 + Penalty 1158.815828 = -24707.218606 nChanged 247 SP:Iteration 1F (19.585806 sec): 3 clusters Score: Raw -26006.735882 + Penalty 1160.549858 = -24846.186024 nChanged 75 SP:Iteration 2F (19.587467 sec): 3 clusters Score: Raw -26052.507437 + Penalty 1164.180680 = -24888.326757 nChanged 44 SP:Iteration 3F (19.589106 sec): 3 clusters Score: Raw -26076.568211 + Penalty 1165.959615 = -24910.608595 nChanged 28 SP:Iteration 4Q (19.590712 sec): 3 clusters Score: Raw -26091.995936 + Penalty 1169.197933 = -24922.798003 nChanged 23 SP:Iteration 5Q (19.592325 sec): 3 clusters Score: Raw -26105.377310 + Penalty 1173.294478 = -24932.082832 nChanged 28 SP:Iteration 6Q (19.593943 sec): 3 clusters Score: Raw -26124.223509 + Penalty 1178.294430 = -24945.929079 nChanged 30 SP:Iteration 7Q (19.595572 sec): 3 clusters Score: Raw -26146.106754 + Penalty 1184.943416 = -24961.163337 nChanged 25 SP:Iteration 8Q (19.597203 sec): 3 clusters Score: Raw -26163.698536 + Penalty 1190.559967 = -24973.138569 nChanged 17 SP:Iteration 9Q (19.598832 sec): 3 clusters Score: Raw -26172.841937 + Penalty 1191.576188 = -24981.265749 nChanged 18 SP:Iteration 10F (19.600470 sec): 3 clusters Score: Raw -26187.241898 + Penalty 1192.283915 = -24994.957983 nChanged 18 SP:Iteration 11Q (19.602111 sec): 3 clusters Score: Raw -26201.608816 + Penalty 1200.480210 = -25001.128606 nChanged 15 SP:Iteration 12Q (19.603761 sec): 3 clusters Score: Raw -26214.744348 + Penalty 1205.368791 = -25009.375557 nChanged 11 SP:Iteration 13Q (19.605458 sec): 3 clusters Score: Raw -26222.559437 + Penalty 1203.556636 = -25019.002801 nChanged 6 SP:Iteration 14Q (19.607126 sec): 3 clusters Score: Raw -26227.948459 + Penalty 1200.473655 = -25027.474804 nChanged 5 SP:Iteration 15Q (19.608761 sec): 3 clusters Score: Raw -26234.202477 + Penalty 1207.346328 = -25026.856149 nChanged 6 SP:Iteration 16F (19.610412 sec): 3 clusters Score: Raw -26241.834406 + Penalty 1209.542054 = -25032.292353 nChanged 4 SP:Iteration 17Q (19.612024 sec): 3 clusters Score: Raw -26244.346361 + Penalty 1212.091050 = -25032.255310 nChanged 4 SP:Iteration 18F (19.613687 sec): 3 clusters Score: Raw -26247.390851 + Penalty 1213.252411 = -25034.138440 nChanged 2 SP:Iteration 19Q (19.615345 sec): 3 clusters Score: Raw -26249.513598 + Penalty 1213.066183 = -25036.447415 nChanged 2 SP:Iteration 20F (19.617029 sec): 3 clusters Score: Raw -26251.323867 + Penalty 1212.231333 = -25039.092533 nChanged 1 SP:Iteration 21Q (19.618725 sec): 3 clusters Score: Raw -26253.072174 + Penalty 1214.973417 = -25038.098756 nChanged 2 SP:Iteration 22F (19.620504 sec): 3 clusters Score: Raw -26254.780370 + Penalty 1214.973417 = -25039.806953 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 18 (373 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.622802 sec): 2 clusters Score: Raw -8699.398089 + Penalty 428.963766 = -8270.434323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.623706 sec): 3 clusters Score: Raw -8601.298073 + Penalty 855.663257 = -7745.634816 nChanged 105 SP:Iteration 1F (19.624590 sec): 3 clusters Score: Raw -8731.122801 + Penalty 854.213427 = -7876.909373 nChanged 26 SP:Iteration 2F (19.625479 sec): 3 clusters Score: Raw -8767.738884 + Penalty 858.033362 = -7909.705522 nChanged 13 SP:Iteration 3Q (19.626355 sec): 3 clusters Score: Raw -8791.335213 + Penalty 861.119713 = -7930.215499 nChanged 9 SP:Iteration 4Q (19.627216 sec): 3 clusters Score: Raw -8798.585482 + Penalty 862.428427 = -7936.157055 nChanged 5 SP:Iteration 5Q (19.628062 sec): 3 clusters Score: Raw -8803.696779 + Penalty 863.868847 = -7939.827932 nChanged 3 SP:Iteration 6Q (19.628906 sec): 3 clusters Score: Raw -8805.125294 + Penalty 866.277594 = -7938.847701 nChanged 3 SP:Iteration 7F (19.629786 sec): 3 clusters Score: Raw -8808.842644 + Penalty 874.334633 = -7934.508011 nChanged 6 SP:Iteration 8F (19.630703 sec): 3 clusters Score: Raw -8817.633442 + Penalty 882.208003 = -7935.425438 nChanged 7 SP:Iteration 9Q (19.631548 sec): 3 clusters Score: Raw -8829.103012 + Penalty 886.811480 = -7942.291532 nChanged 5 SP:Iteration 10F (19.632416 sec): 3 clusters Score: Raw -8837.610481 + Penalty 889.273551 = -7948.336929 nChanged 2 SP:Iteration 11Q (19.633220 sec): 3 clusters Score: Raw -8840.275940 + Penalty 889.273551 = -7951.002389 nChanged 0 SP:Iteration 12F (19.634067 sec): 3 clusters Score: Raw -8840.275940 + Penalty 889.273551 = -7951.002389 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 19 (90 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.634886 sec): 2 clusters Score: Raw -2666.740606 + Penalty 62.821048 = -2603.919558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.635243 sec): 3 clusters Score: Raw -2629.672376 + Penalty 124.078043 = -2505.594332 nChanged 27 SP:Iteration 1F (19.635605 sec): 3 clusters Score: Raw -2647.247141 + Penalty 124.105063 = -2523.142077 nChanged 11 SP:Iteration 2F (19.635959 sec): 3 clusters Score: Raw -2663.544621 + Penalty 124.020410 = -2539.524211 nChanged 5 SP:Iteration 3F (19.636335 sec): 3 clusters Score: Raw -2666.035221 + Penalty 124.022437 = -2542.012784 nChanged 2 SP:Iteration 4Q (19.636688 sec): 3 clusters Score: Raw -2666.671839 + Penalty 124.128534 = -2542.543305 nChanged 2 SP:Iteration 5Q (19.637043 sec): 3 clusters Score: Raw -2667.646526 + Penalty 125.023248 = -2542.623278 nChanged 2 SP:Iteration 6Q (19.637398 sec): 3 clusters Score: Raw -2668.125835 + Penalty 124.970237 = -2543.155598 nChanged 1 SP:Iteration 7Q (19.637751 sec): 3 clusters Score: Raw -2669.443401 + Penalty 124.912446 = -2544.530955 nChanged 1 SP:Iteration 8Q (19.638107 sec): 3 clusters Score: Raw -2669.597634 + Penalty 124.912446 = -2544.685189 nChanged 0 SP:Iteration 9F (19.638462 sec): 3 clusters Score: Raw -2669.597634 + Penalty 124.912446 = -2544.685189 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 58 (393 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.640593 sec): 2 clusters Score: Raw -11379.295473 + Penalty 54.597548 = -11324.697925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.641535 sec): 3 clusters Score: Raw -11137.581267 + Penalty 119.561259 = -11018.020008 nChanged 184 SP:Iteration 1F (19.642415 sec): 3 clusters Score: Raw -11294.761402 + Penalty 131.566109 = -11163.195292 nChanged 38 SP:Iteration 2F (19.643294 sec): 3 clusters Score: Raw -11338.233794 + Penalty 158.932747 = -11179.301047 nChanged 23 SP:Iteration 3F (19.644176 sec): 3 clusters Score: Raw -11364.625612 + Penalty 191.725149 = -11172.900464 nChanged 15 SP:Iteration 4F (19.645052 sec): 3 clusters Score: Raw -11383.626666 + Penalty 224.535241 = -11159.091425 nChanged 9 SP:Iteration 5F (19.645932 sec): 3 clusters Score: Raw -11394.882573 + Penalty 240.056176 = -11154.826397 nChanged 2 SP:Iteration 6F (19.646833 sec): 3 clusters Score: Raw -11396.823698 + Penalty 240.056176 = -11156.767522 nChanged 0 Time taken for this iteration:19.349524 seconds. 300->14 Clusters: Score -303245.500045, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 170 (time per iteration =115.657165 ms) Total iterations: 1133 (time per iteration =17.353679 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 1606827500.000000 (time per metric unit =12.236359ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 40170687500.000000 (time per metric unit=489.454356ps) That took 19.661718 seconds.