FileBase PeterP-2014-03-27_dataset1 ElecNo 21 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 0.37 and 0.55 GB of RAM. Memory request: 0.18 GB would take us to total of 0.18 GB. ---------------------------------------------------------- Loaded 40144 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 40144 points ------ Starting initial clusters from distinct float masks Not enough masks (226) to generate starting clusters (300), so starting with (227) clusters instead. Assigned 227 initial classes from 226 unique masks. Deleting Class 204 (1 points): Lose 16.685114 but Gain 1721.833706 Iteration 0F (5.307017 sec): 226 clusters Score: Raw -1745227.403625 + Penalty 231063.814065 = -1514163.589559 nChanged 7192 Deleting Class 221 (1 points): Lose 8.847758 but Gain 1671.554729 Iteration 1F (9.418534 sec): 225 clusters Score: Raw -1761278.870975 + Penalty 228933.073581 = -1532345.797394 nChanged 2207 Deleting Class 176 (2 points): Lose 63.411406 but Gain 1636.729683 Iteration 2F (13.547536 sec): 223 clusters Score: Raw -1765663.713205 + Penalty 227675.412482 = -1537988.300723 nChanged 1263 Deleting Class 226 (1 points): Lose 20.855087 but Gain 1590.896203 Iteration 3Q (14.044402 sec): 222 clusters Score: Raw -1767733.291396 + Penalty 226145.794259 = -1541587.497137 nChanged 849 Deleting Class 205 (3 points): Lose 56.858414 but Gain 1614.557766 Iteration 4Q (14.477548 sec): 221 clusters Score: Raw -1768964.324545 + Penalty 224506.342993 = -1544457.981553 nChanged 575 Deleting Class 173 (2 points): Lose 28.777514 but Gain 1585.708779 Iteration 5Q (14.869712 sec): 220 clusters Score: Raw -1769855.582398 + Penalty 223048.331445 = -1546807.250953 nChanged 450 Deleting Class 208 (1 points): Lose 16.972271 but Gain 1541.705712 Iteration 6Q (15.241905 sec): 219 clusters Score: Raw -1770459.567747 + Penalty 221490.821753 = -1548968.745994 nChanged 332 Deleting Class 183 (1 points): Lose 7.682137 but Gain 1511.737434 Iteration 7Q (15.596392 sec): 218 clusters Score: Raw -1770779.296547 + Penalty 219954.607961 = -1550824.688586 nChanged 276 Deleting Class 214 (1 points): Lose 21.172786 but Gain 1518.528413 Iteration 8Q (15.939761 sec): 217 clusters Score: Raw -1771062.630076 + Penalty 218430.478427 = -1552632.151649 nChanged 204 Deleting Class 222 (1 points): Lose 24.228523 but Gain 1516.349303 Iteration 9Q (16.272858 sec): 216 clusters Score: Raw -1771297.430442 + Penalty 216932.813673 = -1554364.616769 nChanged 159 Deleting Class 197 (2 points): Lose 40.835780 but Gain 1500.510502 Iteration 10F (20.238375 sec): 215 clusters Score: Raw -1771480.938674 + Penalty 215386.989848 = -1556093.948827 nChanged 151 Deleting Class 196 (2 points): Lose 46.435425 but Gain 1491.992859 Iteration 11Q (20.570098 sec): 214 clusters Score: Raw -1771672.590962 + Penalty 213945.952393 = -1557726.638569 nChanged 123 Deleting Class 188 (1 points): Lose 4.632179 but Gain 1438.017444 Iteration 12Q (20.897283 sec): 213 clusters Score: Raw -1771836.253548 + Penalty 212558.344004 = -1559277.909545 nChanged 108 Deleting Class 190 (2 points): Lose 27.057023 but Gain 1451.408498 Iteration 13Q (21.219178 sec): 212 clusters Score: Raw -1771981.993183 + Penalty 211126.635982 = -1560855.357200 nChanged 107 Deleting Class 157 (1 points): Lose 14.786434 but Gain 1437.900389 Iteration 14Q (21.554991 sec): 211 clusters Score: Raw -1772138.172651 + Penalty 209697.869838 = -1562440.302813 nChanged 101 Deleting Class 159 (12 points): Lose 231.103565 but Gain 1636.039507 Iteration 15Q (21.887262 sec): 210 clusters Score: Raw -1772039.504148 + Penalty 208197.446947 = -1563842.057202 nChanged 79 Deleting Class 225 (3 points): Lose 46.376764 but Gain 1478.934968 Iteration 16Q (22.216741 sec): 209 clusters Score: Raw -1772155.729697 + Penalty 206823.779099 = -1565331.950598 nChanged 65 Deleting Class 206 (1 points): Lose 6.262477 but Gain 1399.319314 Iteration 17Q (22.543567 sec): 208 clusters Score: Raw -1772230.847378 + Penalty 205505.872671 = -1566724.974706 nChanged 58 Deleting Class 215 (2 points): Lose 72.469696 but Gain 1434.518521 Iteration 18Q (22.867110 sec): 207 clusters Score: Raw -1772219.128708 + Penalty 204236.924721 = -1567982.203987 nChanged 53 Deleting Class 167 (5 points): Lose 65.421275 but Gain 1410.899306 Iteration 19Q (23.188233 sec): 206 clusters Score: Raw -1772210.401210 + Penalty 202874.845989 = -1569335.555221 nChanged 50 Writing temp clu file Memory request: 0.18 GB would take us to total of 0.37 GB. Compute initial score before splitting: Score: Raw -1772210.401210 + Penalty 202874.845989 = -1569335.555221Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 1 (419 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.325051 sec): 2 clusters Score: Raw -20708.296535 + Penalty 457.917403 = -20250.379133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.326027 sec): 3 clusters Score: Raw -20517.956025 + Penalty 915.811893 = -19602.144132 nChanged 120 SP:Iteration 1F (23.326974 sec): 3 clusters Score: Raw -20587.147219 + Penalty 915.808843 = -19671.338376 nChanged 35 SP:Iteration 2F (23.327947 sec): 3 clusters Score: Raw -20608.508475 + Penalty 915.882751 = -19692.625724 nChanged 15 SP:Iteration 3Q (23.328916 sec): 3 clusters Score: Raw -20618.035434 + Penalty 916.152179 = -19701.883255 nChanged 9 SP:Iteration 4Q (23.329881 sec): 3 clusters Score: Raw -20625.613460 + Penalty 916.661024 = -19708.952436 nChanged 11 SP:Iteration 5Q (23.330827 sec): 3 clusters Score: Raw -20635.521840 + Penalty 916.550298 = -19718.971542 nChanged 6 SP:Iteration 6Q (23.331756 sec): 3 clusters Score: Raw -20642.100797 + Penalty 916.755035 = -19725.345762 nChanged 11 SP:Iteration 7Q (23.332681 sec): 3 clusters Score: Raw -20656.162380 + Penalty 917.623585 = -19738.538795 nChanged 13 SP:Iteration 8Q (23.333603 sec): 3 clusters Score: Raw -20674.082841 + Penalty 919.134283 = -19754.948558 nChanged 11 SP:Iteration 9Q (23.334522 sec): 3 clusters Score: Raw -20686.674762 + Penalty 921.712654 = -19764.962107 nChanged 12 SP:Iteration 10F (23.335451 sec): 3 clusters Score: Raw -20701.523485 + Penalty 925.065316 = -19776.458169 nChanged 9 SP:Iteration 11Q (23.336366 sec): 3 clusters Score: Raw -20718.030719 + Penalty 928.088146 = -19789.942573 nChanged 7 SP:Iteration 12Q (23.337273 sec): 3 clusters Score: Raw -20723.701739 + Penalty 929.839822 = -19793.861917 nChanged 3 SP:Iteration 13Q (23.338173 sec): 3 clusters Score: Raw -20724.745201 + Penalty 930.354758 = -19794.390442 nChanged 1 SP:Iteration 14Q (23.339073 sec): 3 clusters Score: Raw -20725.156883 + Penalty 930.354758 = -19794.802125 nChanged 0 SP:Iteration 15F (23.340001 sec): 3 clusters Score: Raw -20725.156883 + Penalty 930.354758 = -19794.802125 nChanged 0 Memory request: 0.03 GB would take us to total of 0.40 GB. Trying to split cluster 2 (6815 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.369087 sec): 2 clusters Score: Raw -320522.731550 + Penalty 89.390325 = -320433.341225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.381510 sec): 3 clusters Score: Raw -315976.578588 + Penalty 183.640162 = -315792.938425 nChanged 3267 SP:Iteration 1F (23.393722 sec): 3 clusters Score: Raw -319066.415242 + Penalty 189.325851 = -318877.089391 nChanged 855 SP:Iteration 2F (23.405779 sec): 3 clusters Score: Raw -319837.152257 + Penalty 194.494378 = -319642.657878 nChanged 393 SP:Iteration 3F (23.417788 sec): 3 clusters Score: Raw -320324.075662 + Penalty 195.645776 = -320128.429887 nChanged 203 SP:Iteration 4Q (23.430034 sec): 3 clusters Score: Raw -320514.514492 + Penalty 196.315487 = -320318.199005 nChanged 96 SP:Iteration 5Q (23.441764 sec): 3 clusters Score: Raw -320554.984816 + Penalty 197.033955 = -320357.950861 nChanged 77 SP:Iteration 6Q (23.453280 sec): 3 clusters Score: Raw -320582.388788 + Penalty 197.229521 = -320385.159266 nChanged 62 SP:Iteration 7Q (23.464794 sec): 3 clusters Score: Raw -320602.196799 + Penalty 197.888160 = -320404.308640 nChanged 57 SP:Iteration 8Q (23.476129 sec): 3 clusters Score: Raw -320617.289726 + Penalty 198.023695 = -320419.266031 nChanged 42 SP:Iteration 9Q (23.487388 sec): 3 clusters Score: Raw -320625.979611 + Penalty 198.160664 = -320427.818947 nChanged 30 SP:Iteration 10F (23.500084 sec): 3 clusters Score: Raw -320629.960572 + Penalty 197.763930 = -320432.196643 nChanged 20 SP:Iteration 11Q (23.511349 sec): 3 clusters Score: Raw -320633.011539 + Penalty 197.546566 = -320435.464972 nChanged 20 SP:Iteration 12Q (23.522479 sec): 3 clusters Score: Raw -320635.387336 + Penalty 197.772466 = -320437.614869 nChanged 20 SP:Iteration 13Q (23.533765 sec): 3 clusters Score: Raw -320637.689457 + Penalty 198.114011 = -320439.575446 nChanged 19 SP:Iteration 14Q (23.544924 sec): 3 clusters Score: Raw -320639.431762 + Penalty 198.238693 = -320441.193069 nChanged 15 SP:Iteration 15Q (23.556046 sec): 3 clusters Score: Raw -320640.510210 + Penalty 198.483895 = -320442.026315 nChanged 16 SP:Iteration 16Q (23.567204 sec): 3 clusters Score: Raw -320641.882522 + Penalty 198.647113 = -320443.235409 nChanged 12 SP:Iteration 17Q (23.578568 sec): 3 clusters Score: Raw -320642.613540 + Penalty 198.133953 = -320444.479587 nChanged 13 SP:Iteration 18Q (23.589588 sec): 3 clusters Score: Raw -320643.713446 + Penalty 198.258401 = -320445.455045 nChanged 13 SP:Iteration 19Q (23.600647 sec): 3 clusters Score: Raw -320644.855476 + Penalty 198.347555 = -320446.507920 nChanged 11 SP:Iteration 20F (23.613280 sec): 3 clusters Score: Raw -320645.785921 + Penalty 198.652186 = -320447.133735 nChanged 15 SP:Iteration 21Q (23.624222 sec): 3 clusters Score: Raw -320647.043484 + Penalty 198.596078 = -320448.447406 nChanged 15 SP:Iteration 22Q (23.635200 sec): 3 clusters Score: Raw -320649.237037 + Penalty 198.757995 = -320450.479042 nChanged 18 SP:Iteration 23Q (23.646121 sec): 3 clusters Score: Raw -320651.191025 + Penalty 198.717370 = -320452.473655 nChanged 15 SP:Iteration 24Q (23.657014 sec): 3 clusters Score: Raw -320653.291204 + Penalty 199.052737 = -320454.238467 nChanged 15 SP:Iteration 25Q (23.668045 sec): 3 clusters Score: Raw -320654.600964 + Penalty 199.016370 = -320455.584594 nChanged 16 SP:Iteration 26Q (23.678999 sec): 3 clusters Score: Raw -320656.100525 + Penalty 198.701362 = -320457.399163 nChanged 12 SP:Iteration 27Q (23.689990 sec): 3 clusters Score: Raw -320657.693304 + Penalty 198.819497 = -320458.873807 nChanged 19 SP:Iteration 28Q (23.700941 sec): 3 clusters Score: Raw -320660.431471 + Penalty 197.936444 = -320462.495027 nChanged 19 SP:Iteration 29Q (23.711879 sec): 3 clusters Score: Raw -320663.002654 + Penalty 198.440235 = -320464.562420 nChanged 10 SP:Iteration 30F (23.724453 sec): 3 clusters Score: Raw -320663.567307 + Penalty 198.495885 = -320465.071422 nChanged 7 SP:Iteration 31Q (23.735320 sec): 3 clusters Score: Raw -320663.843128 + Penalty 198.610014 = -320465.233113 nChanged 3 SP:Iteration 32Q (23.746153 sec): 3 clusters Score: Raw -320663.972984 + Penalty 198.564705 = -320465.408279 nChanged 4 SP:Iteration 33Q (23.756962 sec): 3 clusters Score: Raw -320664.120600 + Penalty 198.410728 = -320465.709872 nChanged 4 SP:Iteration 34Q (23.767935 sec): 3 clusters Score: Raw -320664.312821 + Penalty 198.380260 = -320465.932560 nChanged 7 SP:Iteration 35Q (23.779031 sec): 3 clusters Score: Raw -320664.658087 + Penalty 198.753915 = -320465.904172 nChanged 9 SP:Iteration 36F (23.791841 sec): 3 clusters Score: Raw -320665.074153 + Penalty 198.998623 = -320466.075529 nChanged 5 SP:Iteration 37Q (23.802653 sec): 3 clusters Score: Raw -320665.322976 + Penalty 198.940576 = -320466.382400 nChanged 8 SP:Iteration 38Q (23.813447 sec): 3 clusters Score: Raw -320665.952393 + Penalty 198.127482 = -320467.824911 nChanged 6 SP:Iteration 39Q (23.824268 sec): 3 clusters Score: Raw -320666.795850 + Penalty 197.960875 = -320468.834975 nChanged 4 SP:Iteration 40F (23.836916 sec): 3 clusters Score: Raw -320667.123379 + Penalty 198.138359 = -320468.985020 nChanged 3 SP:Iteration 41Q (23.847796 sec): 3 clusters Score: Raw -320667.186779 + Penalty 198.120856 = -320469.065923 nChanged 2 SP:Iteration 42Q (23.858583 sec): 3 clusters Score: Raw -320667.222794 + Penalty 198.205246 = -320469.017548 nChanged 2 SP:Iteration 43F (23.871117 sec): 3 clusters Score: Raw -320667.253562 + Penalty 198.325925 = -320468.927637 nChanged 2 SP:Iteration 44F (23.883948 sec): 3 clusters Score: Raw -320667.299532 + Penalty 198.373135 = -320468.926397 nChanged 3 SP:Iteration 45F (23.896663 sec): 3 clusters Score: Raw -320667.368231 + Penalty 198.218672 = -320469.149558 nChanged 4 SP:Iteration 46Q (23.907440 sec): 3 clusters Score: Raw -320667.566458 + Penalty 197.591641 = -320469.974817 nChanged 6 SP:Iteration 47Q (23.918194 sec): 3 clusters Score: Raw -320667.782677 + Penalty 197.648532 = -320470.134145 nChanged 2 SP:Iteration 48Q (23.928987 sec): 3 clusters Score: Raw -320667.948332 + Penalty 197.648532 = -320470.299800 nChanged 0 SP:Iteration 49F (23.941683 sec): 3 clusters Score: Raw -320667.948332 + Penalty 197.648532 = -320470.299800 nChanged 0 Score: Raw -1806269.067276 + Penalty 203004.853595 = -1603264.213681 Splitting cluster 2 changes total score from -1569335.555221 to -1603264.213681 So it's getting split into cluster 157. Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 3 (181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.741720 sec): 2 clusters Score: Raw -7619.604422 + Penalty 391.552299 = -7228.052123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.742258 sec): 3 clusters Score: Raw -7652.030443 + Penalty 783.501114 = -6868.529329 nChanged 39 SP:Iteration 1F (27.742783 sec): 3 clusters Score: Raw -7731.255505 + Penalty 780.066981 = -6951.188525 nChanged 14 SP:Iteration 2F (27.743314 sec): 3 clusters Score: Raw -7769.041351 + Penalty 776.954071 = -6992.087280 nChanged 6 SP:Iteration 3Q (27.743799 sec): 3 clusters Score: Raw -7783.144880 + Penalty 778.476134 = -7004.668745 nChanged 2 SP:Iteration 4Q (27.744280 sec): 3 clusters Score: Raw -7787.924625 + Penalty 779.360777 = -7008.563848 nChanged 1 SP:Iteration 5Q (27.744758 sec): 3 clusters Score: Raw -7789.326751 + Penalty 780.250514 = -7009.076237 nChanged 1 SP:Iteration 6Q (27.745236 sec): 3 clusters Score: Raw -7789.779264 + Penalty 780.250514 = -7009.528750 nChanged 0 SP:Iteration 7F (27.745754 sec): 3 clusters Score: Raw -7789.779264 + Penalty 780.250514 = -7009.528750 nChanged 0 Memory request: 0.03 GB would take us to total of 0.39 GB. Trying to split cluster 4 (5116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.760914 sec): 2 clusters Score: Raw -243404.035656 + Penalty 98.272730 = -243305.762925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.770521 sec): 3 clusters Score: Raw -240047.843036 + Penalty 205.791798 = -239842.051238 nChanged 2448 SP:Iteration 1F (27.779939 sec): 3 clusters Score: Raw -242012.768630 + Penalty 202.932505 = -241809.836126 nChanged 456 SP:Iteration 2F (27.789089 sec): 3 clusters Score: Raw -242529.801664 + Penalty 203.501037 = -242326.300627 nChanged 404 SP:Iteration 3F (27.798220 sec): 3 clusters Score: Raw -243077.706786 + Penalty 199.027985 = -242878.678802 nChanged 208 SP:Iteration 4Q (27.807350 sec): 3 clusters Score: Raw -243293.055404 + Penalty 189.802159 = -243103.253245 nChanged 102 SP:Iteration 5Q (27.816517 sec): 3 clusters Score: Raw -243408.387316 + Penalty 194.475964 = -243213.911353 nChanged 47 SP:Iteration 6Q (27.825606 sec): 3 clusters Score: Raw -243457.979794 + Penalty 192.879942 = -243265.099852 nChanged 11 SP:Iteration 7Q (27.833036 sec): 3 clusters Score: Raw -243470.564111 + Penalty 188.047158 = -243282.516954 nChanged 2 SP:Iteration 8Q (27.840200 sec): 3 clusters Score: Raw -243475.321361 + Penalty 188.047158 = -243287.274203 nChanged 0 SP:Iteration 9F (27.849225 sec): 3 clusters Score: Raw -243475.321361 + Penalty 188.047158 = -243287.274203 nChanged 0 Memory request: 0.03 GB would take us to total of 0.39 GB. Trying to split cluster 5 (5047 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27.867983 sec): 2 clusters Score: Raw -242950.059486 + Penalty 251.244266 = -242698.815220 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27.877279 sec): 3 clusters Score: Raw -239689.022624 + Penalty 508.258157 = -239180.764467 nChanged 2330 SP:Iteration 1F (27.886282 sec): 3 clusters Score: Raw -241704.498381 + Penalty 527.383854 = -241177.114527 nChanged 643 SP:Iteration 2F (27.895265 sec): 3 clusters Score: Raw -242233.685507 + Penalty 544.327899 = -241689.357608 nChanged 331 SP:Iteration 3F (27.904244 sec): 3 clusters Score: Raw -242441.785108 + Penalty 556.534136 = -241885.250972 nChanged 197 SP:Iteration 4Q (27.912958 sec): 3 clusters Score: Raw -242534.435816 + Penalty 568.143567 = -241966.292250 nChanged 134 SP:Iteration 5Q (27.921580 sec): 3 clusters Score: Raw -242590.784801 + Penalty 578.321561 = -242012.463240 nChanged 94 SP:Iteration 6Q (27.930074 sec): 3 clusters Score: Raw -242626.679559 + Penalty 584.189032 = -242042.490527 nChanged 80 SP:Iteration 7Q (27.938485 sec): 3 clusters Score: Raw -242654.576848 + Penalty 590.497762 = -242064.079086 nChanged 85 SP:Iteration 8Q (27.946920 sec): 3 clusters Score: Raw -242686.369858 + Penalty 597.467787 = -242088.902072 nChanged 70 SP:Iteration 9Q (27.955243 sec): 3 clusters Score: Raw -242709.687650 + Penalty 603.393862 = -242106.293788 nChanged 61 SP:Iteration 10F (27.964234 sec): 3 clusters Score: Raw -242729.979511 + Penalty 610.041325 = -242119.938186 nChanged 63 SP:Iteration 11Q (27.972411 sec): 3 clusters Score: Raw -242748.081639 + Penalty 611.226767 = -242136.854872 nChanged 50 SP:Iteration 12Q (27.980924 sec): 3 clusters Score: Raw -242762.338972 + Penalty 612.619549 = -242149.719423 nChanged 36 SP:Iteration 13Q (27.988966 sec): 3 clusters Score: Raw -242772.164415 + Penalty 613.646409 = -242158.518005 nChanged 36 SP:Iteration 14Q (27.996988 sec): 3 clusters Score: Raw -242781.480121 + Penalty 614.589054 = -242166.891067 nChanged 41 SP:Iteration 15Q (28.004952 sec): 3 clusters Score: Raw -242791.919030 + Penalty 617.490439 = -242174.428590 nChanged 43 SP:Iteration 16Q (28.012916 sec): 3 clusters Score: Raw -242801.835939 + Penalty 618.415595 = -242183.420344 nChanged 35 SP:Iteration 17Q (28.020849 sec): 3 clusters Score: Raw -242812.520645 + Penalty 617.208812 = -242195.311833 nChanged 34 SP:Iteration 18Q (28.028698 sec): 3 clusters Score: Raw -242823.871229 + Penalty 613.565191 = -242210.306037 nChanged 32 SP:Iteration 19Q (28.036499 sec): 3 clusters Score: Raw -242834.551882 + Penalty 614.267035 = -242220.284847 nChanged 29 SP:Iteration 20F (28.045443 sec): 3 clusters Score: Raw -242843.667064 + Penalty 609.070053 = -242234.597010 nChanged 31 SP:Iteration 21Q (28.053171 sec): 3 clusters Score: Raw -242852.025501 + Penalty 607.392758 = -242244.632743 nChanged 24 SP:Iteration 22Q (28.060886 sec): 3 clusters Score: Raw -242861.732001 + Penalty 598.255943 = -242263.476059 nChanged 30 SP:Iteration 23Q (28.068543 sec): 3 clusters Score: Raw -242878.862545 + Penalty 593.001435 = -242285.861110 nChanged 43 SP:Iteration 24Q (28.076240 sec): 3 clusters Score: Raw -242900.158471 + Penalty 585.331350 = -242314.827121 nChanged 32 SP:Iteration 25Q (28.083825 sec): 3 clusters Score: Raw -242913.353367 + Penalty 581.462821 = -242331.890546 nChanged 24 SP:Iteration 26Q (28.091317 sec): 3 clusters Score: Raw -242920.369124 + Penalty 579.538057 = -242340.831067 nChanged 21 SP:Iteration 27Q (28.098767 sec): 3 clusters Score: Raw -242926.496309 + Penalty 578.930378 = -242347.565930 nChanged 19 SP:Iteration 28Q (28.106179 sec): 3 clusters Score: Raw -242933.184795 + Penalty 578.154297 = -242355.030498 nChanged 21 SP:Iteration 29Q (28.113595 sec): 3 clusters Score: Raw -242940.694280 + Penalty 574.658738 = -242366.035542 nChanged 18 SP:Iteration 30F (28.122603 sec): 3 clusters Score: Raw -242946.895029 + Penalty 573.173714 = -242373.721315 nChanged 17 SP:Iteration 31Q (28.130031 sec): 3 clusters Score: Raw -242954.282632 + Penalty 570.950100 = -242383.332532 nChanged 15 SP:Iteration 32Q (28.137330 sec): 3 clusters Score: Raw -242959.753210 + Penalty 573.104336 = -242386.648874 nChanged 9 SP:Iteration 33Q (28.144610 sec): 3 clusters Score: Raw -242963.183727 + Penalty 575.123647 = -242388.060080 nChanged 7 SP:Iteration 34Q (28.151852 sec): 3 clusters Score: Raw -242964.978857 + Penalty 574.794354 = -242390.184503 nChanged 3 SP:Iteration 35Q (28.159155 sec): 3 clusters Score: Raw -242965.317542 + Penalty 574.828561 = -242390.488981 nChanged 4 SP:Iteration 36Q (28.166517 sec): 3 clusters Score: Raw -242966.038247 + Penalty 574.810390 = -242391.227858 nChanged 3 SP:Iteration 37Q (28.173799 sec): 3 clusters Score: Raw -242966.706696 + Penalty 575.423003 = -242391.283693 nChanged 5 SP:Iteration 38Q (28.181268 sec): 3 clusters Score: Raw -242967.398114 + Penalty 576.675186 = -242390.722928 nChanged 3 SP:Iteration 39F (28.190635 sec): 3 clusters Score: Raw -242968.057055 + Penalty 576.914256 = -242391.142799 nChanged 2 SP:Iteration 40F (28.199577 sec): 3 clusters Score: Raw -242968.937457 + Penalty 580.675985 = -242388.261472 nChanged 4 SP:Iteration 41F (28.208522 sec): 3 clusters Score: Raw -242969.749734 + Penalty 584.976138 = -242384.773596 nChanged 5 SP:Iteration 42F (28.217502 sec): 3 clusters Score: Raw -242970.925110 + Penalty 590.182171 = -242380.742939 nChanged 5 SP:Iteration 43F (28.226431 sec): 3 clusters Score: Raw -242971.915661 + Penalty 592.142434 = -242379.773227 nChanged 5 SP:Iteration 44F (28.235362 sec): 3 clusters Score: Raw -242973.175914 + Penalty 595.509223 = -242377.666691 nChanged 6 SP:Iteration 45F (28.244310 sec): 3 clusters Score: Raw -242974.308644 + Penalty 597.350316 = -242376.958327 nChanged 5 SP:Iteration 46F (28.253244 sec): 3 clusters Score: Raw -242975.084593 + Penalty 593.616500 = -242381.468092 nChanged 2 SP:Iteration 47Q (28.260452 sec): 3 clusters Score: Raw -242976.319485 + Penalty 594.943237 = -242381.376248 nChanged 2 SP:Iteration 48F (28.269569 sec): 3 clusters Score: Raw -242977.017311 + Penalty 593.583969 = -242383.433342 nChanged 1 SP:Iteration 49Q (28.276738 sec): 3 clusters Score: Raw -242977.237523 + Penalty 593.583969 = -242383.653554 nChanged 0 SP:Iteration 50F (28.285749 sec): 3 clusters Score: Raw -242977.237523 + Penalty 593.583969 = -242383.653554 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 6 (543 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.290948 sec): 2 clusters Score: Raw -26910.828850 + Penalty 355.892221 = -26554.936629 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.292119 sec): 3 clusters Score: Raw -26646.411733 + Penalty 741.716998 = -25904.694735 nChanged 191 SP:Iteration 1F (28.293273 sec): 3 clusters Score: Raw -26822.886665 + Penalty 776.899625 = -26045.987040 nChanged 70 SP:Iteration 2F (28.294419 sec): 3 clusters Score: Raw -26901.209989 + Penalty 791.897852 = -26109.312136 nChanged 29 SP:Iteration 3F (28.295564 sec): 3 clusters Score: Raw -26940.051033 + Penalty 793.018815 = -26147.032218 nChanged 11 SP:Iteration 4Q (28.296715 sec): 3 clusters Score: Raw -26949.918995 + Penalty 788.111067 = -26161.807928 nChanged 9 SP:Iteration 5Q (28.297819 sec): 3 clusters Score: Raw -26961.779217 + Penalty 785.254570 = -26176.524647 nChanged 7 SP:Iteration 6Q (28.298919 sec): 3 clusters Score: Raw -26970.110930 + Penalty 782.225212 = -26187.885718 nChanged 5 SP:Iteration 7Q (28.300016 sec): 3 clusters Score: Raw -26973.781069 + Penalty 779.817114 = -26193.963955 nChanged 5 SP:Iteration 8Q (28.301109 sec): 3 clusters Score: Raw -26981.527524 + Penalty 780.766048 = -26200.761476 nChanged 3 SP:Iteration 9Q (28.302196 sec): 3 clusters Score: Raw -26984.851631 + Penalty 781.763276 = -26203.088354 nChanged 1 SP:Iteration 10F (28.303344 sec): 3 clusters Score: Raw -26985.226562 + Penalty 781.763276 = -26203.463285 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 7 (448 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.304970 sec): 2 clusters Score: Raw -22894.847318 + Penalty 143.907524 = -22750.939794 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.305968 sec): 3 clusters Score: Raw -22642.154954 + Penalty 288.369331 = -22353.785623 nChanged 182 SP:Iteration 1F (28.306947 sec): 3 clusters Score: Raw -22759.327340 + Penalty 290.439445 = -22468.887895 nChanged 45 SP:Iteration 2F (28.307926 sec): 3 clusters Score: Raw -22788.393586 + Penalty 294.100765 = -22494.292821 nChanged 25 SP:Iteration 3F (28.308905 sec): 3 clusters Score: Raw -22803.804759 + Penalty 296.631141 = -22507.173618 nChanged 18 SP:Iteration 4Q (28.309878 sec): 3 clusters Score: Raw -22814.447013 + Penalty 301.867078 = -22512.579935 nChanged 21 SP:Iteration 5Q (28.310850 sec): 3 clusters Score: Raw -22832.536856 + Penalty 307.596622 = -22524.940234 nChanged 21 SP:Iteration 6Q (28.311824 sec): 3 clusters Score: Raw -22845.120613 + Penalty 312.601183 = -22532.519430 nChanged 16 SP:Iteration 7Q (28.312784 sec): 3 clusters Score: Raw -22854.602985 + Penalty 318.031246 = -22536.571739 nChanged 13 SP:Iteration 8Q (28.313755 sec): 3 clusters Score: Raw -22860.774078 + Penalty 327.514490 = -22533.259588 nChanged 12 SP:Iteration 9F (28.314730 sec): 3 clusters Score: Raw -22871.843088 + Penalty 336.936264 = -22534.906824 nChanged 11 SP:Iteration 10F (28.315706 sec): 3 clusters Score: Raw -22882.247843 + Penalty 349.910247 = -22532.337596 nChanged 13 SP:Iteration 11F (28.316682 sec): 3 clusters Score: Raw -22892.656996 + Penalty 354.500896 = -22538.156101 nChanged 10 SP:Iteration 12Q (28.317626 sec): 3 clusters Score: Raw -22902.083270 + Penalty 369.704442 = -22532.378828 nChanged 9 SP:Iteration 13F (28.318605 sec): 3 clusters Score: Raw -22911.714102 + Penalty 368.187247 = -22543.526855 nChanged 5 SP:Iteration 14Q (28.319524 sec): 3 clusters Score: Raw -22918.083159 + Penalty 371.313906 = -22546.769253 nChanged 2 SP:Iteration 15Q (28.320408 sec): 3 clusters Score: Raw -22920.794910 + Penalty 371.313906 = -22549.481004 nChanged 0 SP:Iteration 16F (28.321384 sec): 3 clusters Score: Raw -22920.794910 + Penalty 371.313906 = -22549.481004 nChanged 0 Memory request: 0.03 GB would take us to total of 0.40 GB. Trying to split cluster 8 (5965 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.339282 sec): 2 clusters Score: Raw -281912.960713 + Penalty 130.030465 = -281782.930248 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.350237 sec): 3 clusters Score: Raw -277926.191269 + Penalty 257.626117 = -277668.565152 nChanged 2822 SP:Iteration 1F (28.360989 sec): 3 clusters Score: Raw -280458.517901 + Penalty 252.590799 = -280205.927102 nChanged 797 SP:Iteration 2F (28.372150 sec): 3 clusters Score: Raw -281064.201383 + Penalty 248.717566 = -280815.483817 nChanged 417 SP:Iteration 3F (28.383150 sec): 3 clusters Score: Raw -281367.789694 + Penalty 243.991059 = -281123.798635 nChanged 230 SP:Iteration 4Q (28.393713 sec): 3 clusters Score: Raw -281548.987921 + Penalty 239.522364 = -281309.465557 nChanged 157 SP:Iteration 5Q (28.404378 sec): 3 clusters Score: Raw -281762.730613 + Penalty 232.620145 = -281530.110467 nChanged 109 SP:Iteration 6Q (28.415062 sec): 3 clusters Score: Raw -282029.555727 + Penalty 229.691141 = -281799.864586 nChanged 78 SP:Iteration 7Q (28.425068 sec): 3 clusters Score: Raw -282175.512788 + Penalty 226.756582 = -281948.756206 nChanged 53 SP:Iteration 8Q (28.434686 sec): 3 clusters Score: Raw -282303.223371 + Penalty 225.108344 = -282078.115028 nChanged 41 SP:Iteration 9Q (28.443674 sec): 3 clusters Score: Raw -282323.390174 + Penalty 224.736731 = -282098.653443 nChanged 21 SP:Iteration 10F (28.454229 sec): 3 clusters Score: Raw -282328.458694 + Penalty 224.586842 = -282103.871851 nChanged 10 SP:Iteration 11Q (28.463379 sec): 3 clusters Score: Raw -282329.706964 + Penalty 224.371704 = -282105.335261 nChanged 8 SP:Iteration 12Q (28.472293 sec): 3 clusters Score: Raw -282330.260984 + Penalty 224.350977 = -282105.910007 nChanged 1 SP:Iteration 13Q (28.481267 sec): 3 clusters Score: Raw -282330.274180 + Penalty 224.350977 = -282105.923203 nChanged 0 SP:Iteration 14F (28.492149 sec): 3 clusters Score: Raw -282330.274180 + Penalty 224.350977 = -282105.923203 nChanged 0 Score: Raw -1806686.385466 + Penalty 203119.859065 = -1603566.526401 Splitting cluster 8 changes total score from -1569335.555221 to -1603566.526401 So it's getting split into cluster 159. Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 9 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.269943 sec): 2 clusters Score: Raw -1231.317673 + Penalty 218.288365 = -1013.029308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.270222 sec): 3 clusters Score: Raw -1288.587284 + Penalty 434.236118 = -854.351166 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 10 (349 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.271675 sec): 2 clusters Score: Raw -17740.204823 + Penalty 572.694849 = -17167.509974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.272493 sec): 3 clusters Score: Raw -17617.725956 + Penalty 1144.952185 = -16472.773771 nChanged 87 SP:Iteration 1F (32.273324 sec): 3 clusters Score: Raw -17698.722455 + Penalty 1147.001269 = -16551.721187 nChanged 21 SP:Iteration 2F (32.274141 sec): 3 clusters Score: Raw -17726.599789 + Penalty 1146.824874 = -16579.774915 nChanged 11 SP:Iteration 3Q (32.274945 sec): 3 clusters Score: Raw -17738.348578 + Penalty 1147.568283 = -16590.780295 nChanged 10 SP:Iteration 4Q (32.275745 sec): 3 clusters Score: Raw -17752.868502 + Penalty 1148.890307 = -16603.978195 nChanged 5 SP:Iteration 5Q (32.276542 sec): 3 clusters Score: Raw -17758.732818 + Penalty 1150.244094 = -16608.488724 nChanged 5 SP:Iteration 6Q (32.277335 sec): 3 clusters Score: Raw -17762.754269 + Penalty 1149.928968 = -16612.825300 nChanged 1 SP:Iteration 7Q (32.278198 sec): 3 clusters Score: Raw -17763.429949 + Penalty 1149.928968 = -16613.500981 nChanged 0 SP:Iteration 8F (32.279046 sec): 3 clusters Score: Raw -17763.429949 + Penalty 1149.928968 = -16613.500981 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 11 (295 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32.280323 sec): 2 clusters Score: Raw -12935.043620 + Penalty 192.685183 = -12742.358438 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32.281089 sec): 3 clusters Score: Raw -12811.910349 + Penalty 386.911370 = -12424.998979 nChanged 106 SP:Iteration 1F (32.281837 sec): 3 clusters Score: Raw -12910.824998 + Penalty 387.921976 = -12522.903022 nChanged 26 SP:Iteration 2F (32.282569 sec): 3 clusters Score: Raw -12941.088964 + Penalty 389.809440 = -12551.279524 nChanged 9 SP:Iteration 3Q (32.283290 sec): 3 clusters Score: Raw -12946.011484 + Penalty 391.973166 = -12554.038319 nChanged 6 SP:Iteration 4Q (32.283989 sec): 3 clusters Score: Raw -12948.550167 + Penalty 392.255382 = -12556.294784 nChanged 9 SP:Iteration 5Q (32.284723 sec): 3 clusters Score: Raw -12956.793103 + Penalty 391.585750 = -12565.207353 nChanged 5 SP:Iteration 6Q (32.285422 sec): 3 clusters Score: Raw -12962.286455 + Penalty 390.520004 = -12571.766451 nChanged 8 SP:Iteration 7Q (32.286118 sec): 3 clusters Score: Raw -12970.144059 + Penalty 387.988672 = -12582.155387 nChanged 6 SP:Iteration 8Q (32.286812 sec): 3 clusters Score: Raw -12972.057282 + Penalty 387.514204 = -12584.543078 nChanged 3 SP:Iteration 9Q (32.287506 sec): 3 clusters Score: Raw -12973.289043 + Penalty 386.451285 = -12586.837759 nChanged 4 SP:Iteration 10F (32.288223 sec): 3 clusters Score: Raw -12975.121514 + Penalty 386.189008 = -12588.932506 nChanged 2 SP:Iteration 11Q (32.288920 sec): 3 clusters Score: Raw -12975.851100 + Penalty 386.901353 = -12588.949747 nChanged 3 SP:Iteration 12Q (32.289617 sec): 3 clusters Score: Raw -12977.484577 + Penalty 387.564887 = -12589.919690 nChanged 5 SP:Iteration 13Q (32.290317 sec): 3 clusters Score: Raw -12981.373983 + Penalty 388.747853 = -12592.626130 nChanged 6 SP:Iteration 14Q (32.291013 sec): 3 clusters Score: Raw -12990.779002 + Penalty 389.598931 = -12601.180071 nChanged 7 SP:Iteration 15Q (32.291703 sec): 3 clusters Score: Raw -13000.160894 + Penalty 390.554371 = -12609.606523 nChanged 9 SP:Iteration 16Q (32.292393 sec): 3 clusters Score: Raw -13021.764843 + Penalty 393.173552 = -12628.591290 nChanged 14 SP:Iteration 17Q (32.293079 sec): 3 clusters Score: Raw -13076.979438 + Penalty 396.051307 = -12680.928131 nChanged 15 SP:Iteration 18F (32.293797 sec): 3 clusters Score: Raw -13118.210005 + Penalty 396.363822 = -12721.846183 nChanged 4 SP:Iteration 19Q (32.294432 sec): 3 clusters Score: Raw -13133.957533 + Penalty 396.363822 = -12737.593711 nChanged 0 SP:Iteration 20F (32.295151 sec): 3 clusters Score: Raw -13134.823889 + Penalty 397.246791 = -12737.577098 nChanged 1 SP:Iteration 21F (32.295869 sec): 3 clusters Score: Raw -13150.632830 + Penalty 398.457093 = -12752.175738 nChanged 2 SP:Iteration 22Q (32.296496 sec): 3 clusters Score: Raw -13171.505557 + Penalty 399.025778 = -12772.479779 nChanged 2 SP:Iteration 23Q (32.297120 sec): 3 clusters Score: Raw -13174.623059 + Penalty 399.025778 = -12775.597281 nChanged 0 SP:Iteration 24F (32.297837 sec): 3 clusters Score: Raw -13174.623059 + Penalty 399.025778 = -12775.597281 nChanged 0 Score: Raw -1806925.961669 + Penalty 203504.467275 = -1603421.494394 Splitting cluster 11 changes total score from -1569335.555221 to -1603421.494394 So it's getting split into cluster 167. Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 12 (79 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.088153 sec): 2 clusters Score: Raw -4071.993717 + Penalty 392.250637 = -3679.743080 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.088540 sec): 3 clusters Score: Raw -4093.210306 + Penalty 784.346323 = -3308.863983 nChanged 8 SP:Iteration 1F (36.088900 sec): 3 clusters Score: Raw -4107.914521 + Penalty 784.027864 = -3323.886658 nChanged 1 SP:Iteration 2Q (36.089248 sec): 3 clusters Score: Raw -4108.892361 + Penalty 783.530640 = -3325.361722 nChanged 1 SP:Iteration 3Q (36.089595 sec): 3 clusters Score: Raw -4111.477276 + Penalty 783.530640 = -3327.946637 nChanged 0 SP:Iteration 4F (36.089951 sec): 3 clusters Score: Raw -4111.477276 + Penalty 783.530640 = -3327.946637 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 13 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.090457 sec): 2 clusters Score: Raw -762.710617 + Penalty 306.006183 = -456.704434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.090690 sec): 3 clusters Score: Raw -819.768954 + Penalty 605.450284 = -214.318670 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 14 (2106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.100794 sec): 2 clusters Score: Raw -101314.739626 + Penalty 179.912395 = -101134.827232 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.104667 sec): 3 clusters Score: Raw -99953.105200 + Penalty 364.616801 = -99588.488399 nChanged 911 SP:Iteration 1F (36.108451 sec): 3 clusters Score: Raw -100544.543570 + Penalty 357.961791 = -100186.581779 nChanged 291 SP:Iteration 2F (36.112247 sec): 3 clusters Score: Raw -100728.544470 + Penalty 341.832514 = -100386.711957 nChanged 132 SP:Iteration 3F (36.116017 sec): 3 clusters Score: Raw -100857.352040 + Penalty 326.142429 = -100531.209612 nChanged 88 SP:Iteration 4Q (36.119768 sec): 3 clusters Score: Raw -100951.561433 + Penalty 311.510041 = -100640.051392 nChanged 73 SP:Iteration 5Q (36.123413 sec): 3 clusters Score: Raw -101043.068330 + Penalty 302.499254 = -100740.569077 nChanged 51 SP:Iteration 6Q (36.126944 sec): 3 clusters Score: Raw -101086.334447 + Penalty 299.471097 = -100786.863350 nChanged 35 SP:Iteration 7Q (36.130398 sec): 3 clusters Score: Raw -101103.301624 + Penalty 298.013033 = -100805.288591 nChanged 25 SP:Iteration 8Q (36.133827 sec): 3 clusters Score: Raw -101110.425748 + Penalty 295.558007 = -100814.867741 nChanged 26 SP:Iteration 9Q (36.137285 sec): 3 clusters Score: Raw -101118.240487 + Penalty 293.826376 = -100824.414112 nChanged 26 SP:Iteration 10F (36.141130 sec): 3 clusters Score: Raw -101124.889054 + Penalty 292.305493 = -100832.583561 nChanged 28 SP:Iteration 11Q (36.144515 sec): 3 clusters Score: Raw -101137.863719 + Penalty 289.783935 = -100848.079784 nChanged 20 SP:Iteration 12Q (36.147866 sec): 3 clusters Score: Raw -101149.445440 + Penalty 288.509564 = -100860.935876 nChanged 26 SP:Iteration 13Q (36.151149 sec): 3 clusters Score: Raw -101163.513243 + Penalty 285.411692 = -100878.101551 nChanged 33 SP:Iteration 14Q (36.154416 sec): 3 clusters Score: Raw -101183.239356 + Penalty 281.264636 = -100901.974720 nChanged 39 SP:Iteration 15Q (36.157631 sec): 3 clusters Score: Raw -101208.608326 + Penalty 278.776859 = -100929.831467 nChanged 40 SP:Iteration 16Q (36.160787 sec): 3 clusters Score: Raw -101235.534765 + Penalty 275.569501 = -100959.965264 nChanged 34 SP:Iteration 17Q (36.163894 sec): 3 clusters Score: Raw -101259.273132 + Penalty 279.866839 = -100979.406294 nChanged 37 SP:Iteration 18Q (36.166995 sec): 3 clusters Score: Raw -101289.760762 + Penalty 302.658731 = -100987.102032 nChanged 27 SP:Iteration 19Q (36.170183 sec): 3 clusters Score: Raw -101317.472329 + Penalty 421.610226 = -100895.862103 nChanged 27 SP:Iteration 20F (36.174146 sec): 3 clusters Score: Raw -101349.443390 + Penalty 493.278093 = -100856.165297 nChanged 6 SP:Iteration 21F (36.177899 sec): 3 clusters Score: Raw -101353.545002 + Penalty 493.278093 = -100860.266910 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 15 (2260 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.190559 sec): 2 clusters Score: Raw -109147.110705 + Penalty 221.492406 = -108925.618299 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.194757 sec): 3 clusters Score: Raw -107725.054516 + Penalty 484.233762 = -107240.820755 nChanged 1009 SP:Iteration 1F (36.198921 sec): 3 clusters Score: Raw -108680.772535 + Penalty 509.095280 = -108171.677254 nChanged 277 SP:Iteration 2F (36.202971 sec): 3 clusters Score: Raw -108910.604869 + Penalty 529.270133 = -108381.334736 nChanged 132 SP:Iteration 3F (36.207008 sec): 3 clusters Score: Raw -108983.255069 + Penalty 544.567206 = -108438.687863 nChanged 74 SP:Iteration 4Q (36.210917 sec): 3 clusters Score: Raw -109023.825232 + Penalty 558.465814 = -108465.359418 nChanged 53 SP:Iteration 5Q (36.214778 sec): 3 clusters Score: Raw -109050.329924 + Penalty 567.943956 = -108482.385968 nChanged 45 SP:Iteration 6Q (36.218591 sec): 3 clusters Score: Raw -109075.531257 + Penalty 581.042201 = -108494.489056 nChanged 49 SP:Iteration 7Q (36.222389 sec): 3 clusters Score: Raw -109106.495117 + Penalty 591.416815 = -108515.078301 nChanged 49 SP:Iteration 8Q (36.226152 sec): 3 clusters Score: Raw -109139.468764 + Penalty 602.092115 = -108537.376649 nChanged 41 SP:Iteration 9Q (36.229829 sec): 3 clusters Score: Raw -109164.307361 + Penalty 619.706601 = -108544.600760 nChanged 37 SP:Iteration 10F (36.233862 sec): 3 clusters Score: Raw -109183.540583 + Penalty 625.661899 = -108557.878684 nChanged 21 SP:Iteration 11Q (36.237442 sec): 3 clusters Score: Raw -109193.150234 + Penalty 634.460413 = -108558.689821 nChanged 22 SP:Iteration 12Q (36.240987 sec): 3 clusters Score: Raw -109209.289461 + Penalty 645.776358 = -108563.513103 nChanged 17 SP:Iteration 13Q (36.244501 sec): 3 clusters Score: Raw -109220.051139 + Penalty 653.159195 = -108566.891944 nChanged 14 SP:Iteration 14Q (36.247974 sec): 3 clusters Score: Raw -109228.691324 + Penalty 665.657606 = -108563.033718 nChanged 11 SP:Iteration 15F (36.252000 sec): 3 clusters Score: Raw -109241.788179 + Penalty 670.455406 = -108571.332773 nChanged 7 SP:Iteration 16Q (36.255439 sec): 3 clusters Score: Raw -109248.362558 + Penalty 670.838917 = -108577.523641 nChanged 3 SP:Iteration 17Q (36.258816 sec): 3 clusters Score: Raw -109250.071376 + Penalty 666.982636 = -108583.088740 nChanged 3 SP:Iteration 18Q (36.262184 sec): 3 clusters Score: Raw -109251.072730 + Penalty 666.982636 = -108584.090094 nChanged 0 SP:Iteration 19F (36.266210 sec): 3 clusters Score: Raw -109251.072730 + Penalty 666.982636 = -108584.090094 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 16 (277 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.271400 sec): 2 clusters Score: Raw -13395.247252 + Penalty 454.380840 = -12940.866412 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.272100 sec): 3 clusters Score: Raw -13323.634764 + Penalty 909.281201 = -12414.353563 nChanged 62 SP:Iteration 1F (36.272778 sec): 3 clusters Score: Raw -13382.075908 + Penalty 911.066393 = -12471.009514 nChanged 20 SP:Iteration 2F (36.273455 sec): 3 clusters Score: Raw -13422.536763 + Penalty 912.423443 = -12510.113319 nChanged 20 SP:Iteration 3F (36.274131 sec): 3 clusters Score: Raw -13458.729257 + Penalty 916.247276 = -12542.481981 nChanged 15 SP:Iteration 4F (36.274808 sec): 3 clusters Score: Raw -13478.354177 + Penalty 919.539231 = -12558.814946 nChanged 10 SP:Iteration 5Q (36.275457 sec): 3 clusters Score: Raw -13496.410090 + Penalty 922.657258 = -12573.752832 nChanged 5 SP:Iteration 6Q (36.276105 sec): 3 clusters Score: Raw -13500.770510 + Penalty 925.090137 = -12575.680373 nChanged 4 SP:Iteration 7Q (36.276749 sec): 3 clusters Score: Raw -13504.857091 + Penalty 930.702044 = -12574.155046 nChanged 7 SP:Iteration 8F (36.277425 sec): 3 clusters Score: Raw -13510.710292 + Penalty 933.885674 = -12576.824618 nChanged 4 SP:Iteration 9Q (36.278065 sec): 3 clusters Score: Raw -13514.802481 + Penalty 936.532770 = -12578.269712 nChanged 4 SP:Iteration 10F (36.278741 sec): 3 clusters Score: Raw -13517.164320 + Penalty 939.682881 = -12577.481439 nChanged 3 SP:Iteration 11F (36.279416 sec): 3 clusters Score: Raw -13518.000641 + Penalty 941.322397 = -12576.678244 nChanged 2 SP:Iteration 12F (36.280092 sec): 3 clusters Score: Raw -13518.630496 + Penalty 941.322397 = -12577.308099 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 17 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.280618 sec): 2 clusters Score: Raw -389.785433 + Penalty 193.899944 = -195.885490 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.280819 sec): 2 clusters Score: Raw -389.785433 + Penalty 193.899944 = -195.885490 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 18 (1227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.285252 sec): 2 clusters Score: Raw -59502.026332 + Penalty 196.074092 = -59305.952240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.287615 sec): 3 clusters Score: Raw -58761.855852 + Penalty 416.237213 = -58345.618639 nChanged 547 SP:Iteration 1F (36.289906 sec): 3 clusters Score: Raw -59251.648892 + Penalty 433.226111 = -58818.422781 nChanged 157 SP:Iteration 2F (36.292199 sec): 3 clusters Score: Raw -59423.594761 + Penalty 442.142749 = -58981.452013 nChanged 84 SP:Iteration 3F (36.294490 sec): 3 clusters Score: Raw -59530.849710 + Penalty 456.370624 = -59074.479086 nChanged 41 SP:Iteration 4Q (36.296796 sec): 3 clusters Score: Raw -59591.028154 + Penalty 462.065810 = -59128.962344 nChanged 11 SP:Iteration 5Q (36.298865 sec): 3 clusters Score: Raw -59599.610025 + Penalty 465.049017 = -59134.561008 nChanged 8 SP:Iteration 6Q (36.300892 sec): 3 clusters Score: Raw -59602.278978 + Penalty 469.142899 = -59133.136079 nChanged 4 SP:Iteration 7F (36.303176 sec): 3 clusters Score: Raw -59603.991908 + Penalty 473.516426 = -59130.475482 nChanged 5 SP:Iteration 8F (36.305457 sec): 3 clusters Score: Raw -59606.010716 + Penalty 480.440087 = -59125.570629 nChanged 4 SP:Iteration 9F (36.307744 sec): 3 clusters Score: Raw -59608.683624 + Penalty 489.796866 = -59118.886758 nChanged 7 SP:Iteration 10F (36.310022 sec): 3 clusters Score: Raw -59612.709965 + Penalty 493.790838 = -59118.919127 nChanged 4 SP:Iteration 11Q (36.311975 sec): 3 clusters Score: Raw -59614.810174 + Penalty 491.831502 = -59122.978673 nChanged 2 SP:Iteration 12Q (36.313914 sec): 3 clusters Score: Raw -59616.686752 + Penalty 493.164974 = -59123.521778 nChanged 2 SP:Iteration 13Q (36.315845 sec): 3 clusters Score: Raw -59619.223454 + Penalty 496.269484 = -59122.953970 nChanged 2 SP:Iteration 14F (36.318127 sec): 3 clusters Score: Raw -59619.783883 + Penalty 497.970923 = -59121.812959 nChanged 1 SP:Iteration 15F (36.320408 sec): 3 clusters Score: Raw -59620.425695 + Penalty 500.715622 = -59119.710073 nChanged 1 SP:Iteration 16F (36.322691 sec): 3 clusters Score: Raw -59622.366534 + Penalty 502.922641 = -59119.443894 nChanged 1 SP:Iteration 17F (36.324994 sec): 3 clusters Score: Raw -59622.605508 + Penalty 506.617039 = -59115.988469 nChanged 2 SP:Iteration 18F (36.327276 sec): 3 clusters Score: Raw -59622.904188 + Penalty 506.626471 = -59116.277717 nChanged 1 SP:Iteration 19Q (36.329182 sec): 3 clusters Score: Raw -59623.144374 + Penalty 506.626471 = -59116.517903 nChanged 0 SP:Iteration 20F (36.331466 sec): 3 clusters Score: Raw -59623.144374 + Penalty 506.626471 = -59116.517903 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 19 (63 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.332246 sec): 2 clusters Score: Raw -3241.390541 + Penalty 437.241468 = -2804.149073 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.332580 sec): 3 clusters Score: Raw -3305.492376 + Penalty 877.625519 = -2427.866857 nChanged 2 SP:Iteration 1Q (36.332896 sec): 3 clusters Score: Raw -3307.529396 + Penalty 877.625519 = -2429.903877 nChanged 0 SP:Iteration 2F (36.333242 sec): 3 clusters Score: Raw -3307.529396 + Penalty 877.625519 = -2429.903877 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 20 (568 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.336837 sec): 2 clusters Score: Raw -28180.697961 + Penalty 276.980247 = -27903.717714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.338017 sec): 3 clusters Score: Raw -27903.760194 + Penalty 548.537790 = -27355.222404 nChanged 214 SP:Iteration 1F (36.339174 sec): 3 clusters Score: Raw -28137.664756 + Penalty 548.040725 = -27589.624031 nChanged 75 SP:Iteration 2F (36.340330 sec): 3 clusters Score: Raw -28204.072212 + Penalty 548.858588 = -27655.213624 nChanged 33 SP:Iteration 3F (36.341514 sec): 3 clusters Score: Raw -28258.838166 + Penalty 551.133587 = -27707.704579 nChanged 27 SP:Iteration 4Q (36.342669 sec): 3 clusters Score: Raw -28304.393374 + Penalty 553.132877 = -27751.260497 nChanged 24 SP:Iteration 5Q (36.343836 sec): 3 clusters Score: Raw -28335.263125 + Penalty 555.448785 = -27779.814340 nChanged 22 SP:Iteration 6Q (36.344965 sec): 3 clusters Score: Raw -28372.571923 + Penalty 555.558250 = -27817.013674 nChanged 14 SP:Iteration 7Q (36.346082 sec): 3 clusters Score: Raw -28384.689386 + Penalty 557.284475 = -27827.404911 nChanged 15 SP:Iteration 8Q (36.347204 sec): 3 clusters Score: Raw -28399.749274 + Penalty 560.366910 = -27839.382365 nChanged 13 SP:Iteration 9Q (36.348321 sec): 3 clusters Score: Raw -28412.401900 + Penalty 562.257295 = -27850.144605 nChanged 17 SP:Iteration 10F (36.349491 sec): 3 clusters Score: Raw -28423.782482 + Penalty 564.524198 = -27859.258284 nChanged 11 SP:Iteration 11Q (36.350602 sec): 3 clusters Score: Raw -28428.789224 + Penalty 564.893608 = -27863.895616 nChanged 3 SP:Iteration 12Q (36.351715 sec): 3 clusters Score: Raw -28429.583906 + Penalty 565.545843 = -27864.038063 nChanged 2 SP:Iteration 13Q (36.352825 sec): 3 clusters Score: Raw -28429.986002 + Penalty 566.259973 = -27863.726029 nChanged 2 SP:Iteration 14F (36.353993 sec): 3 clusters Score: Raw -28430.577565 + Penalty 566.928822 = -27863.648743 nChanged 3 SP:Iteration 15F (36.355145 sec): 3 clusters Score: Raw -28431.815864 + Penalty 567.423526 = -27864.392338 nChanged 1 SP:Iteration 16Q (36.356263 sec): 3 clusters Score: Raw -28432.009785 + Penalty 568.290564 = -27863.719221 nChanged 2 SP:Iteration 17F (36.357447 sec): 3 clusters Score: Raw -28432.918452 + Penalty 569.126001 = -27863.792450 nChanged 1 SP:Iteration 18Q (36.358555 sec): 3 clusters Score: Raw -28434.024137 + Penalty 569.459374 = -27864.564763 nChanged 1 SP:Iteration 19Q (36.359664 sec): 3 clusters Score: Raw -28434.997047 + Penalty 569.459374 = -27865.537673 nChanged 0 SP:Iteration 20F (36.360832 sec): 3 clusters Score: Raw -28434.997047 + Penalty 569.459374 = -27865.537673 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 21 (562 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.363326 sec): 2 clusters Score: Raw -26566.152841 + Penalty 214.620054 = -26351.532787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.364508 sec): 3 clusters Score: Raw -26255.664361 + Penalty 431.457387 = -25824.206974 nChanged 222 SP:Iteration 1F (36.365671 sec): 3 clusters Score: Raw -26403.884897 + Penalty 442.639383 = -25961.245514 nChanged 88 SP:Iteration 2F (36.366831 sec): 3 clusters Score: Raw -26578.939515 + Penalty 451.284786 = -26127.654729 nChanged 49 SP:Iteration 3F (36.367994 sec): 3 clusters Score: Raw -26675.068413 + Penalty 450.817844 = -26224.250569 nChanged 23 SP:Iteration 4Q (36.369061 sec): 3 clusters Score: Raw -26719.374358 + Penalty 451.199723 = -26268.174635 nChanged 12 SP:Iteration 5Q (36.370116 sec): 3 clusters Score: Raw -26734.068194 + Penalty 450.962338 = -26283.105856 nChanged 3 SP:Iteration 6Q (36.371165 sec): 3 clusters Score: Raw -26736.606358 + Penalty 450.635390 = -26285.970968 nChanged 1 SP:Iteration 7Q (36.372207 sec): 3 clusters Score: Raw -26738.229365 + Penalty 450.635390 = -26287.593975 nChanged 0 SP:Iteration 8F (36.373367 sec): 3 clusters Score: Raw -26738.229365 + Penalty 450.635390 = -26287.593975 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 22 (99 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.374600 sec): 2 clusters Score: Raw -4219.508102 + Penalty 148.538303 = -4070.969799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.374993 sec): 3 clusters Score: Raw -4203.364966 + Penalty 289.619278 = -3913.745687 nChanged 21 SP:Iteration 1F (36.375376 sec): 3 clusters Score: Raw -4219.876513 + Penalty 293.603397 = -3926.273116 nChanged 10 SP:Iteration 2F (36.375757 sec): 3 clusters Score: Raw -4233.908883 + Penalty 293.167428 = -3940.741455 nChanged 4 SP:Iteration 3Q (36.376136 sec): 3 clusters Score: Raw -4237.379331 + Penalty 295.348045 = -3942.031286 nChanged 7 SP:Iteration 4F (36.376518 sec): 3 clusters Score: Raw -4245.505133 + Penalty 296.664503 = -3948.840630 nChanged 5 SP:Iteration 5F (36.376929 sec): 3 clusters Score: Raw -4254.587475 + Penalty 296.904946 = -3957.682528 nChanged 3 SP:Iteration 6Q (36.377297 sec): 3 clusters Score: Raw -4263.347626 + Penalty 296.873297 = -3966.474329 nChanged 4 SP:Iteration 7Q (36.377660 sec): 3 clusters Score: Raw -4280.462048 + Penalty 296.850757 = -3983.611291 nChanged 2 SP:Iteration 8Q (36.378013 sec): 3 clusters Score: Raw -4290.142470 + Penalty 296.251914 = -3993.890556 nChanged 3 SP:Iteration 9Q (36.378363 sec): 3 clusters Score: Raw -4314.797712 + Penalty 296.251914 = -4018.545798 nChanged 0 SP:Iteration 10F (36.378744 sec): 3 clusters Score: Raw -4314.797712 + Penalty 296.251914 = -4018.545798 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 23 (144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.380239 sec): 2 clusters Score: Raw -6559.559098 + Penalty 181.151428 = -6378.407670 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.380698 sec): 3 clusters Score: Raw -6501.333403 + Penalty 367.747909 = -6133.585494 nChanged 42 SP:Iteration 1F (36.381168 sec): 3 clusters Score: Raw -6540.045315 + Penalty 374.280790 = -6165.764525 nChanged 12 SP:Iteration 2F (36.381620 sec): 3 clusters Score: Raw -6559.132406 + Penalty 383.065356 = -6176.067050 nChanged 11 SP:Iteration 3F (36.382074 sec): 3 clusters Score: Raw -6575.322569 + Penalty 387.431176 = -6187.891393 nChanged 7 SP:Iteration 4Q (36.382511 sec): 3 clusters Score: Raw -6587.781865 + Penalty 392.860212 = -6194.921653 nChanged 7 SP:Iteration 5Q (36.382944 sec): 3 clusters Score: Raw -6600.604950 + Penalty 394.246826 = -6206.358124 nChanged 3 SP:Iteration 6Q (36.383368 sec): 3 clusters Score: Raw -6604.350861 + Penalty 396.138366 = -6208.212495 nChanged 1 SP:Iteration 7Q (36.383789 sec): 3 clusters Score: Raw -6605.577667 + Penalty 398.419909 = -6207.157757 nChanged 1 SP:Iteration 8F (36.384240 sec): 3 clusters Score: Raw -6606.504686 + Penalty 396.803537 = -6209.701148 nChanged 1 SP:Iteration 9Q (36.384657 sec): 3 clusters Score: Raw -6606.918694 + Penalty 396.803537 = -6210.115156 nChanged 0 SP:Iteration 10F (36.385107 sec): 3 clusters Score: Raw -6606.918694 + Penalty 396.803537 = -6210.115156 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 24 (115 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.386386 sec): 2 clusters Score: Raw -5991.803603 + Penalty 446.851123 = -5544.952480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.386803 sec): 3 clusters Score: Raw -5993.296912 + Penalty 895.304787 = -5097.992125 nChanged 11 SP:Iteration 1F (36.387214 sec): 3 clusters Score: Raw -6007.377457 + Penalty 893.997381 = -5113.380077 nChanged 2 SP:Iteration 2Q (36.387619 sec): 3 clusters Score: Raw -6009.883225 + Penalty 893.997381 = -5115.885845 nChanged 0 SP:Iteration 3F (36.388029 sec): 3 clusters Score: Raw -6009.883225 + Penalty 893.997381 = -5115.885845 nChanged 0 Memory request: 0.01 GB would take us to total of 0.38 GB. Trying to split cluster 25 (1858 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.393823 sec): 2 clusters Score: Raw -89905.286564 + Penalty 156.639895 = -89748.646668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.397228 sec): 3 clusters Score: Raw -88698.346812 + Penalty 313.663143 = -88384.683669 nChanged 842 SP:Iteration 1F (36.400606 sec): 3 clusters Score: Raw -89300.094072 + Penalty 320.595586 = -88979.498486 nChanged 250 SP:Iteration 2F (36.403978 sec): 3 clusters Score: Raw -89486.196670 + Penalty 329.748356 = -89156.448314 nChanged 170 SP:Iteration 3F (36.407326 sec): 3 clusters Score: Raw -89641.746217 + Penalty 335.940047 = -89305.806170 nChanged 86 SP:Iteration 4Q (36.410638 sec): 3 clusters Score: Raw -89696.175947 + Penalty 340.403753 = -89355.772193 nChanged 52 SP:Iteration 5Q (36.413920 sec): 3 clusters Score: Raw -89711.171073 + Penalty 344.516346 = -89366.654727 nChanged 36 SP:Iteration 6Q (36.417215 sec): 3 clusters Score: Raw -89721.984588 + Penalty 349.045725 = -89372.938862 nChanged 36 SP:Iteration 7Q (36.420454 sec): 3 clusters Score: Raw -89731.569142 + Penalty 352.545447 = -89379.023695 nChanged 25 SP:Iteration 8Q (36.423671 sec): 3 clusters Score: Raw -89738.492128 + Penalty 356.113697 = -89382.378431 nChanged 26 SP:Iteration 9Q (36.426869 sec): 3 clusters Score: Raw -89746.234339 + Penalty 360.390909 = -89385.843430 nChanged 27 SP:Iteration 10F (36.430234 sec): 3 clusters Score: Raw -89753.316084 + Penalty 362.644443 = -89390.671641 nChanged 21 SP:Iteration 11Q (36.433424 sec): 3 clusters Score: Raw -89759.269161 + Penalty 365.188402 = -89394.080759 nChanged 22 SP:Iteration 12Q (36.436589 sec): 3 clusters Score: Raw -89763.813562 + Penalty 367.596905 = -89396.216657 nChanged 20 SP:Iteration 13Q (36.439735 sec): 3 clusters Score: Raw -89767.634209 + Penalty 370.420429 = -89397.213780 nChanged 20 SP:Iteration 14Q (36.442874 sec): 3 clusters Score: Raw -89772.912172 + Penalty 373.691192 = -89399.220980 nChanged 21 SP:Iteration 15Q (36.445986 sec): 3 clusters Score: Raw -89779.574212 + Penalty 376.298838 = -89403.275374 nChanged 21 SP:Iteration 16Q (36.449088 sec): 3 clusters Score: Raw -89790.549457 + Penalty 378.927354 = -89411.622103 nChanged 25 SP:Iteration 17Q (36.452171 sec): 3 clusters Score: Raw -89804.323983 + Penalty 381.165861 = -89423.158122 nChanged 28 SP:Iteration 18Q (36.455283 sec): 3 clusters Score: Raw -89818.751887 + Penalty 385.004636 = -89433.747251 nChanged 31 SP:Iteration 19Q (36.458409 sec): 3 clusters Score: Raw -89833.283411 + Penalty 389.684013 = -89443.599398 nChanged 25 SP:Iteration 20F (36.461750 sec): 3 clusters Score: Raw -89842.981461 + Penalty 394.566036 = -89448.415425 nChanged 26 SP:Iteration 21Q (36.464742 sec): 3 clusters Score: Raw -89854.971670 + Penalty 398.612412 = -89456.359259 nChanged 23 SP:Iteration 22Q (36.467694 sec): 3 clusters Score: Raw -89863.331213 + Penalty 404.111032 = -89459.220180 nChanged 25 SP:Iteration 23Q (36.470622 sec): 3 clusters Score: Raw -89872.786291 + Penalty 408.477927 = -89464.308363 nChanged 21 SP:Iteration 24Q (36.473553 sec): 3 clusters Score: Raw -89880.005537 + Penalty 411.314968 = -89468.690569 nChanged 18 SP:Iteration 25Q (36.476463 sec): 3 clusters Score: Raw -89886.518842 + Penalty 413.139827 = -89473.379016 nChanged 11 SP:Iteration 26Q (36.479328 sec): 3 clusters Score: Raw -89889.617716 + Penalty 415.326879 = -89474.290837 nChanged 10 SP:Iteration 27Q (36.482200 sec): 3 clusters Score: Raw -89892.746306 + Penalty 417.719192 = -89475.027114 nChanged 6 SP:Iteration 28Q (36.485040 sec): 3 clusters Score: Raw -89894.089979 + Penalty 419.499448 = -89474.590531 nChanged 3 SP:Iteration 29F (36.488374 sec): 3 clusters Score: Raw -89894.478917 + Penalty 420.585351 = -89473.893566 nChanged 5 SP:Iteration 30F (36.491704 sec): 3 clusters Score: Raw -89895.472678 + Penalty 420.032042 = -89475.440636 nChanged 4 SP:Iteration 31Q (36.494670 sec): 3 clusters Score: Raw -89896.787111 + Penalty 423.250895 = -89473.536216 nChanged 6 SP:Iteration 32F (36.498153 sec): 3 clusters Score: Raw -89898.457860 + Penalty 423.881058 = -89474.576802 nChanged 3 SP:Iteration 33Q (36.501051 sec): 3 clusters Score: Raw -89898.912001 + Penalty 425.085987 = -89473.826013 nChanged 3 SP:Iteration 34F (36.504527 sec): 3 clusters Score: Raw -89899.234935 + Penalty 428.711227 = -89470.523707 nChanged 4 SP:Iteration 35F (36.508013 sec): 3 clusters Score: Raw -89899.564333 + Penalty 430.422280 = -89469.142053 nChanged 3 SP:Iteration 36F (36.511429 sec): 3 clusters Score: Raw -89899.870522 + Penalty 431.303656 = -89468.566866 nChanged 4 SP:Iteration 37F (36.514780 sec): 3 clusters Score: Raw -89900.216503 + Penalty 431.303656 = -89468.912847 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 26 (45 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.515954 sec): 2 clusters Score: Raw -2217.218897 + Penalty 411.436150 = -1805.782747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.516250 sec): 3 clusters Score: Raw -2300.010851 + Penalty 825.678667 = -1474.332184 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 27 (89 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.517291 sec): 2 clusters Score: Raw -3960.389225 + Penalty 553.175163 = -3407.214062 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.517663 sec): 3 clusters Score: Raw -4082.838918 + Penalty 1106.652661 = -2976.186258 nChanged 4 SP:Iteration 1Q (36.518010 sec): 3 clusters Score: Raw -4090.563482 + Penalty 1106.652661 = -2983.910821 nChanged 0 SP:Iteration 2F (36.518374 sec): 3 clusters Score: Raw -4090.563482 + Penalty 1106.652661 = -2983.910821 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 28 (56 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.519307 sec): 2 clusters Score: Raw -2463.693737 + Penalty 301.565096 = -2162.128641 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.519620 sec): 3 clusters Score: Raw -2491.776553 + Penalty 623.856210 = -1867.920343 nChanged 3 SP:Iteration 1F (36.519927 sec): 3 clusters Score: Raw -2498.102153 + Penalty 623.856210 = -1874.245943 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 29 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.520773 sec): 2 clusters Score: Raw -1630.395481 + Penalty 403.453823 = -1226.941657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.521035 sec): 3 clusters Score: Raw -1716.584532 + Penalty 807.564195 = -909.020337 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 30 (206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.522355 sec): 2 clusters Score: Raw -10152.078287 + Penalty 447.047548 = -9705.030739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.522938 sec): 3 clusters Score: Raw -10110.264014 + Penalty 894.048303 = -9216.215712 nChanged 39 SP:Iteration 1F (36.523495 sec): 3 clusters Score: Raw -10143.599290 + Penalty 894.683970 = -9248.915319 nChanged 13 SP:Iteration 2F (36.524054 sec): 3 clusters Score: Raw -10156.963617 + Penalty 894.507183 = -9262.456434 nChanged 9 SP:Iteration 3Q (36.524601 sec): 3 clusters Score: Raw -10171.125975 + Penalty 895.997341 = -9275.128634 nChanged 6 SP:Iteration 4Q (36.525146 sec): 3 clusters Score: Raw -10177.246960 + Penalty 897.319372 = -9279.927587 nChanged 4 SP:Iteration 5Q (36.525690 sec): 3 clusters Score: Raw -10180.349408 + Penalty 896.357169 = -9283.992239 nChanged 4 SP:Iteration 6Q (36.526233 sec): 3 clusters Score: Raw -10186.697367 + Penalty 898.370720 = -9288.326647 nChanged 3 SP:Iteration 7Q (36.526775 sec): 3 clusters Score: Raw -10188.451009 + Penalty 904.513474 = -9283.937535 nChanged 4 SP:Iteration 8F (36.527330 sec): 3 clusters Score: Raw -10190.686076 + Penalty 906.384367 = -9284.301709 nChanged 1 SP:Iteration 9Q (36.527873 sec): 3 clusters Score: Raw -10191.378039 + Penalty 910.538877 = -9280.839162 nChanged 3 SP:Iteration 10F (36.528427 sec): 3 clusters Score: Raw -10194.803975 + Penalty 916.183619 = -9278.620356 nChanged 4 SP:Iteration 11F (36.528983 sec): 3 clusters Score: Raw -10197.568560 + Penalty 928.786581 = -9268.781979 nChanged 6 SP:Iteration 12F (36.529539 sec): 3 clusters Score: Raw -10208.208354 + Penalty 928.786581 = -9279.421773 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 31 (367 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.531349 sec): 2 clusters Score: Raw -17941.936899 + Penalty 415.149930 = -17526.786968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.532197 sec): 3 clusters Score: Raw -17837.871997 + Penalty 832.345545 = -17005.526451 nChanged 105 SP:Iteration 1F (36.533059 sec): 3 clusters Score: Raw -17964.441142 + Penalty 833.425970 = -17131.015171 nChanged 56 SP:Iteration 2F (36.533886 sec): 3 clusters Score: Raw -18117.829114 + Penalty 833.684489 = -17284.144625 nChanged 33 SP:Iteration 3F (36.534713 sec): 3 clusters Score: Raw -18201.435522 + Penalty 828.752190 = -17372.683331 nChanged 21 SP:Iteration 4F (36.535539 sec): 3 clusters Score: Raw -18253.949065 + Penalty 829.227364 = -17424.721701 nChanged 12 SP:Iteration 5Q (36.536284 sec): 3 clusters Score: Raw -18280.757176 + Penalty 827.783440 = -17452.973736 nChanged 9 SP:Iteration 6Q (36.537020 sec): 3 clusters Score: Raw -18295.710882 + Penalty 828.095764 = -17467.615118 nChanged 12 SP:Iteration 7Q (36.537754 sec): 3 clusters Score: Raw -18322.664331 + Penalty 827.768132 = -17494.896198 nChanged 7 SP:Iteration 8Q (36.538481 sec): 3 clusters Score: Raw -18332.072776 + Penalty 827.641434 = -17504.431341 nChanged 1 SP:Iteration 9Q (36.539205 sec): 3 clusters Score: Raw -18332.619974 + Penalty 827.704144 = -17504.915830 nChanged 1 SP:Iteration 10F (36.540035 sec): 3 clusters Score: Raw -18333.428833 + Penalty 827.704144 = -17505.724689 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 32 (122 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.541272 sec): 2 clusters Score: Raw -5872.326060 + Penalty 545.577010 = -5326.749050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.541697 sec): 3 clusters Score: Raw -5910.287517 + Penalty 1093.725005 = -4816.562513 nChanged 12 SP:Iteration 1F (36.542117 sec): 3 clusters Score: Raw -5932.829844 + Penalty 1094.897641 = -4837.932203 nChanged 4 SP:Iteration 2Q (36.542520 sec): 3 clusters Score: Raw -5945.034962 + Penalty 1095.469930 = -4849.565032 nChanged 2 SP:Iteration 3Q (36.542918 sec): 3 clusters Score: Raw -5951.696855 + Penalty 1095.539142 = -4856.157713 nChanged 3 SP:Iteration 4Q (36.543315 sec): 3 clusters Score: Raw -5958.684098 + Penalty 1095.690289 = -4862.993809 nChanged 1 SP:Iteration 5Q (36.543710 sec): 3 clusters Score: Raw -5962.628124 + Penalty 1095.690289 = -4866.937835 nChanged 0 SP:Iteration 6F (36.544127 sec): 3 clusters Score: Raw -5962.628124 + Penalty 1095.690289 = -4866.937835 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 33 (275 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.545620 sec): 2 clusters Score: Raw -12650.257634 + Penalty 716.933147 = -11933.324487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.546304 sec): 3 clusters Score: Raw -12677.744008 + Penalty 1433.070039 = -11244.673970 nChanged 65 SP:Iteration 1F (36.546977 sec): 3 clusters Score: Raw -12804.785114 + Penalty 1431.378174 = -11373.406940 nChanged 18 SP:Iteration 2F (36.547650 sec): 3 clusters Score: Raw -12846.378141 + Penalty 1428.875458 = -11417.502684 nChanged 12 SP:Iteration 3Q (36.548291 sec): 3 clusters Score: Raw -12870.702772 + Penalty 1429.262454 = -11441.440318 nChanged 10 SP:Iteration 4Q (36.548927 sec): 3 clusters Score: Raw -12885.348753 + Penalty 1429.040208 = -11456.308545 nChanged 7 SP:Iteration 5Q (36.549562 sec): 3 clusters Score: Raw -12896.183946 + Penalty 1430.115951 = -11466.067995 nChanged 4 SP:Iteration 6Q (36.550196 sec): 3 clusters Score: Raw -12901.642881 + Penalty 1429.425441 = -11472.217440 nChanged 1 SP:Iteration 7Q (36.550827 sec): 3 clusters Score: Raw -12903.463667 + Penalty 1429.425441 = -11474.038226 nChanged 0 SP:Iteration 8F (36.551499 sec): 3 clusters Score: Raw -12903.463667 + Penalty 1429.425441 = -11474.038226 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 34 (202 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.552867 sec): 2 clusters Score: Raw -9812.043515 + Penalty 387.252109 = -9424.791406 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.553426 sec): 3 clusters Score: Raw -9750.486293 + Penalty 777.810557 = -8972.675735 nChanged 46 SP:Iteration 1F (36.554004 sec): 3 clusters Score: Raw -9798.247741 + Penalty 780.655870 = -9017.591870 nChanged 27 SP:Iteration 2F (36.554555 sec): 3 clusters Score: Raw -9832.371509 + Penalty 785.081540 = -9047.289969 nChanged 9 SP:Iteration 3Q (36.555101 sec): 3 clusters Score: Raw -9840.983018 + Penalty 782.253084 = -9058.729934 nChanged 3 SP:Iteration 4Q (36.555644 sec): 3 clusters Score: Raw -9845.292656 + Penalty 783.423699 = -9061.868957 nChanged 3 SP:Iteration 5Q (36.556187 sec): 3 clusters Score: Raw -9847.947966 + Penalty 790.686743 = -9057.261222 nChanged 4 SP:Iteration 6F (36.556738 sec): 3 clusters Score: Raw -9852.517200 + Penalty 795.192977 = -9057.324223 nChanged 2 SP:Iteration 7Q (36.557282 sec): 3 clusters Score: Raw -9856.165389 + Penalty 797.909824 = -9058.255566 nChanged 2 SP:Iteration 8Q (36.557816 sec): 3 clusters Score: Raw -9861.758822 + Penalty 797.691548 = -9064.067274 nChanged 2 SP:Iteration 9Q (36.558348 sec): 3 clusters Score: Raw -9865.133719 + Penalty 797.460719 = -9067.672999 nChanged 1 SP:Iteration 10F (36.558898 sec): 3 clusters Score: Raw -9866.656333 + Penalty 797.460719 = -9069.195614 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 35 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.559763 sec): 2 clusters Score: Raw -708.394644 + Penalty 232.579221 = -475.815423 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.560001 sec): 3 clusters Score: Raw -726.471472 + Penalty 461.012906 = -265.458566 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 36 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.560814 sec): 2 clusters Score: Raw -997.613542 + Penalty 246.946920 = -750.666622 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.561059 sec): 3 clusters Score: Raw -1046.515460 + Penalty 498.429846 = -548.085615 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 37 (52 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.561942 sec): 2 clusters Score: Raw -1870.353860 + Penalty 614.174574 = -1256.179286 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.562247 sec): 3 clusters Score: Raw -2171.820684 + Penalty 1227.377831 = -944.442853 nChanged 1 SP:Iteration 1Q (36.562523 sec): 3 clusters Score: Raw -2187.660730 + Penalty 1227.377831 = -960.282898 nChanged 0 SP:Iteration 2F (36.562820 sec): 3 clusters Score: Raw -2187.660730 + Penalty 1227.377831 = -960.282898 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 38 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.563630 sec): 2 clusters Score: Raw -898.822524 + Penalty 184.660576 = -714.161948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.563872 sec): 3 clusters Score: Raw -917.935402 + Penalty 362.075500 = -555.859902 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 39 (817 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.568510 sec): 2 clusters Score: Raw -38941.940206 + Penalty 349.958609 = -38591.981597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.570166 sec): 3 clusters Score: Raw -38519.142615 + Penalty 710.275517 = -37808.867099 nChanged 303 SP:Iteration 1F (36.571786 sec): 3 clusters Score: Raw -38839.402650 + Penalty 724.486817 = -38114.915834 nChanged 108 SP:Iteration 2F (36.573377 sec): 3 clusters Score: Raw -38946.650994 + Penalty 740.373085 = -38206.277910 nChanged 59 SP:Iteration 3F (36.574985 sec): 3 clusters Score: Raw -39005.165541 + Penalty 753.282346 = -38251.883195 nChanged 30 SP:Iteration 4Q (36.576522 sec): 3 clusters Score: Raw -39041.098488 + Penalty 760.890965 = -38280.207523 nChanged 26 SP:Iteration 5Q (36.578087 sec): 3 clusters Score: Raw -39059.060346 + Penalty 765.133014 = -38293.927332 nChanged 12 SP:Iteration 6Q (36.579755 sec): 3 clusters Score: Raw -39066.083432 + Penalty 770.482381 = -38295.601052 nChanged 9 SP:Iteration 7Q (36.581351 sec): 3 clusters Score: Raw -39072.271664 + Penalty 770.838838 = -38301.432826 nChanged 4 SP:Iteration 8Q (36.582851 sec): 3 clusters Score: Raw -39074.355198 + Penalty 773.041565 = -38301.313632 nChanged 3 SP:Iteration 9F (36.584453 sec): 3 clusters Score: Raw -39076.102834 + Penalty 775.915096 = -38300.187738 nChanged 6 SP:Iteration 10F (36.586076 sec): 3 clusters Score: Raw -39079.375065 + Penalty 777.134877 = -38302.240188 nChanged 4 SP:Iteration 11Q (36.587564 sec): 3 clusters Score: Raw -39081.098459 + Penalty 776.833616 = -38304.264843 nChanged 2 SP:Iteration 12Q (36.589037 sec): 3 clusters Score: Raw -39081.587955 + Penalty 776.833616 = -38304.754339 nChanged 0 SP:Iteration 13F (36.590614 sec): 3 clusters Score: Raw -39081.587955 + Penalty 776.833616 = -38304.754339 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 40 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.593440 sec): 2 clusters Score: Raw -8721.180845 + Penalty 551.876476 = -8169.304370 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.593937 sec): 3 clusters Score: Raw -8719.812552 + Penalty 1103.925490 = -7615.887062 nChanged 17 SP:Iteration 1F (36.594431 sec): 3 clusters Score: Raw -8756.698529 + Penalty 1104.031349 = -7652.667180 nChanged 6 SP:Iteration 2Q (36.594923 sec): 3 clusters Score: Raw -8775.701845 + Penalty 1104.182563 = -7671.519282 nChanged 4 SP:Iteration 3Q (36.595397 sec): 3 clusters Score: Raw -8790.582709 + Penalty 1105.733901 = -7684.848809 nChanged 3 SP:Iteration 4Q (36.595867 sec): 3 clusters Score: Raw -8797.588921 + Penalty 1105.733901 = -7691.855020 nChanged 0 SP:Iteration 5F (36.596353 sec): 3 clusters Score: Raw -8797.588921 + Penalty 1105.733901 = -7691.855020 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 41 (209 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.597754 sec): 2 clusters Score: Raw -10427.120716 + Penalty 361.436616 = -10065.684101 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.598326 sec): 3 clusters Score: Raw -10364.855542 + Penalty 720.628136 = -9644.227405 nChanged 49 SP:Iteration 1F (36.598888 sec): 3 clusters Score: Raw -10410.962802 + Penalty 721.380879 = -9689.581922 nChanged 13 SP:Iteration 2F (36.599451 sec): 3 clusters Score: Raw -10427.403140 + Penalty 720.359191 = -9707.043950 nChanged 7 SP:Iteration 3Q (36.600006 sec): 3 clusters Score: Raw -10436.902815 + Penalty 720.896112 = -9716.006703 nChanged 7 SP:Iteration 4Q (36.600560 sec): 3 clusters Score: Raw -10448.144553 + Penalty 719.452982 = -9728.691571 nChanged 9 SP:Iteration 5Q (36.601112 sec): 3 clusters Score: Raw -10459.223308 + Penalty 719.111697 = -9740.111611 nChanged 5 SP:Iteration 6Q (36.601661 sec): 3 clusters Score: Raw -10472.543735 + Penalty 719.549308 = -9752.994428 nChanged 5 SP:Iteration 7Q (36.602215 sec): 3 clusters Score: Raw -10478.903528 + Penalty 720.076891 = -9758.826637 nChanged 1 SP:Iteration 8Q (36.602757 sec): 3 clusters Score: Raw -10479.785761 + Penalty 720.076891 = -9759.708870 nChanged 0 SP:Iteration 9F (36.603318 sec): 3 clusters Score: Raw -10479.785761 + Penalty 720.076891 = -9759.708870 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 42 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.604162 sec): 2 clusters Score: Raw -363.908518 + Penalty 168.454679 = -195.453838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.604388 sec): 3 clusters Score: Raw -371.155258 + Penalty 357.403722 = -13.751536 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 43 (153 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.605545 sec): 2 clusters Score: Raw -5631.110099 + Penalty 680.279592 = -4950.830507 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.606021 sec): 3 clusters Score: Raw -5731.699416 + Penalty 1361.702988 = -4369.996427 nChanged 22 SP:Iteration 1F (36.606489 sec): 3 clusters Score: Raw -5806.980774 + Penalty 1364.129562 = -4442.851212 nChanged 8 SP:Iteration 2F (36.606955 sec): 3 clusters Score: Raw -5840.930413 + Penalty 1367.597973 = -4473.332440 nChanged 3 SP:Iteration 3Q (36.607380 sec): 3 clusters Score: Raw -5858.042992 + Penalty 1367.985705 = -4490.057287 nChanged 1 SP:Iteration 4Q (36.607801 sec): 3 clusters Score: Raw -5870.792353 + Penalty 1367.985705 = -4502.806648 nChanged 0 SP:Iteration 5F (36.608266 sec): 3 clusters Score: Raw -5870.792353 + Penalty 1367.985705 = -4502.806648 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 44 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.609127 sec): 2 clusters Score: Raw -861.945652 + Penalty 257.507665 = -604.437987 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.609382 sec): 3 clusters Score: Raw -887.640146 + Penalty 515.481669 = -372.158477 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 45 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.610261 sec): 2 clusters Score: Raw -1295.302117 + Penalty 340.215977 = -955.086140 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.610523 sec): 3 clusters Score: Raw -1401.980729 + Penalty 674.904619 = -727.076111 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 46 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.611325 sec): 2 clusters Score: Raw -984.700780 + Penalty 291.568592 = -693.132188 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.611569 sec): 3 clusters Score: Raw -1059.752840 + Penalty 583.137185 = -476.615655 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 47 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.612364 sec): 2 clusters Score: Raw -933.238578 + Penalty 438.589021 = -494.649557 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.612607 sec): 3 clusters Score: Raw -1118.917032 + Penalty 877.798358 = -241.118673 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 48 (98 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.613626 sec): 2 clusters Score: Raw -5074.108397 + Penalty 596.757002 = -4477.351396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.614013 sec): 3 clusters Score: Raw -5169.771725 + Penalty 1192.666715 = -3977.105010 nChanged 5 SP:Iteration 1F (36.614393 sec): 3 clusters Score: Raw -5185.951692 + Penalty 1192.666715 = -3993.284977 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 49 (286 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.615923 sec): 2 clusters Score: Raw -12683.729721 + Penalty 106.198408 = -12577.531313 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.616626 sec): 3 clusters Score: Raw -12532.433797 + Penalty 224.416010 = -12308.017787 nChanged 112 SP:Iteration 1F (36.617338 sec): 3 clusters Score: Raw -12661.546868 + Penalty 255.811086 = -12405.735782 nChanged 55 SP:Iteration 2F (36.618032 sec): 3 clusters Score: Raw -12726.647909 + Penalty 262.515441 = -12464.132469 nChanged 11 SP:Iteration 3Q (36.618719 sec): 3 clusters Score: Raw -12742.247163 + Penalty 266.640174 = -12475.606988 nChanged 3 SP:Iteration 4Q (36.619403 sec): 3 clusters Score: Raw -12745.126020 + Penalty 257.831096 = -12487.294924 nChanged 2 SP:Iteration 5Q (36.620082 sec): 3 clusters Score: Raw -12747.839885 + Penalty 262.325085 = -12485.514800 nChanged 1 SP:Iteration 6F (36.620796 sec): 3 clusters Score: Raw -12749.441780 + Penalty 262.143405 = -12487.298375 nChanged 1 SP:Iteration 7Q (36.621467 sec): 3 clusters Score: Raw -12750.221348 + Penalty 262.143405 = -12488.077944 nChanged 0 SP:Iteration 8F (36.622160 sec): 3 clusters Score: Raw -12750.221348 + Penalty 262.143405 = -12488.077944 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 50 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.623063 sec): 2 clusters Score: Raw -562.357857 + Penalty 165.245477 = -397.112380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.623298 sec): 3 clusters Score: Raw -593.022985 + Penalty 328.900339 = -264.122647 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 51 (97 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.624311 sec): 2 clusters Score: Raw -4927.914810 + Penalty 237.652329 = -4690.262481 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.624695 sec): 3 clusters Score: Raw -4900.179337 + Penalty 466.932471 = -4433.246866 nChanged 24 SP:Iteration 1F (36.625073 sec): 3 clusters Score: Raw -4926.559540 + Penalty 463.859933 = -4462.699607 nChanged 4 SP:Iteration 2Q (36.625449 sec): 3 clusters Score: Raw -4932.187892 + Penalty 461.020795 = -4471.167097 nChanged 2 SP:Iteration 3Q (36.625825 sec): 3 clusters Score: Raw -4934.474416 + Penalty 461.686881 = -4472.787535 nChanged 2 SP:Iteration 4Q (36.626200 sec): 3 clusters Score: Raw -4936.165431 + Penalty 460.021707 = -4476.143724 nChanged 1 SP:Iteration 5Q (36.626573 sec): 3 clusters Score: Raw -4938.079611 + Penalty 460.021707 = -4478.057903 nChanged 0 SP:Iteration 6F (36.626949 sec): 3 clusters Score: Raw -4938.079611 + Penalty 460.021707 = -4478.057903 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 52 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.627776 sec): 2 clusters Score: Raw -998.416696 + Penalty 336.222363 = -662.194333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.628016 sec): 3 clusters Score: Raw -1043.160650 + Penalty 673.107146 = -370.053504 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 53 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.628781 sec): 2 clusters Score: Raw -425.327435 + Penalty 178.439027 = -246.888408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.629003 sec): 3 clusters Score: Raw -439.997471 + Penalty 354.321855 = -85.675616 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 54 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.629816 sec): 2 clusters Score: Raw -734.940629 + Penalty 201.602578 = -533.338052 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.630071 sec): 3 clusters Score: Raw -771.741017 + Penalty 401.276095 = -370.464922 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 55 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.630882 sec): 2 clusters Score: Raw -1082.842358 + Penalty 262.547362 = -820.294996 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.631131 sec): 3 clusters Score: Raw -1127.621646 + Penalty 524.117555 = -603.504091 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 56 (108 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.632175 sec): 2 clusters Score: Raw -5237.259995 + Penalty 442.455174 = -4794.804821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.632587 sec): 3 clusters Score: Raw -5275.519518 + Penalty 885.089112 = -4390.430406 nChanged 17 SP:Iteration 1F (36.632993 sec): 3 clusters Score: Raw -5332.076196 + Penalty 885.140493 = -4446.935703 nChanged 4 SP:Iteration 2Q (36.633399 sec): 3 clusters Score: Raw -5339.851236 + Penalty 885.493352 = -4454.357884 nChanged 1 SP:Iteration 3Q (36.633785 sec): 3 clusters Score: Raw -5342.638559 + Penalty 885.910992 = -4456.727567 nChanged 1 SP:Iteration 4Q (36.634169 sec): 3 clusters Score: Raw -5344.039991 + Penalty 885.910992 = -4458.128999 nChanged 0 SP:Iteration 5F (36.634574 sec): 3 clusters Score: Raw -5344.039991 + Penalty 885.910992 = -4458.128999 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 57 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.635387 sec): 2 clusters Score: Raw -689.112521 + Penalty 259.973149 = -429.139372 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.635616 sec): 3 clusters Score: Raw -711.174225 + Penalty 524.294645 = -186.879580 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 58 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.636393 sec): 2 clusters Score: Raw -546.449908 + Penalty 148.209894 = -398.240014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.636620 sec): 3 clusters Score: Raw -577.421757 + Penalty 292.008956 = -285.412801 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 59 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.637414 sec): 2 clusters Score: Raw -642.267250 + Penalty 216.884698 = -425.382552 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.637661 sec): 3 clusters Score: Raw -661.520504 + Penalty 436.030960 = -225.489543 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 60 (168 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.638896 sec): 2 clusters Score: Raw -8908.404688 + Penalty 341.230671 = -8567.174017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.639410 sec): 3 clusters Score: Raw -8841.724813 + Penalty 706.081378 = -8135.643435 nChanged 40 SP:Iteration 1F (36.639913 sec): 3 clusters Score: Raw -8893.037870 + Penalty 725.690921 = -8167.346950 nChanged 13 SP:Iteration 2F (36.640417 sec): 3 clusters Score: Raw -8911.628907 + Penalty 739.656410 = -8171.972497 nChanged 5 SP:Iteration 3Q (36.640915 sec): 3 clusters Score: Raw -8922.845780 + Penalty 748.349247 = -8174.496533 nChanged 4 SP:Iteration 4Q (36.641408 sec): 3 clusters Score: Raw -8929.751162 + Penalty 755.920861 = -8173.830301 nChanged 2 SP:Iteration 5F (36.641911 sec): 3 clusters Score: Raw -8932.001283 + Penalty 755.920861 = -8176.080422 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 61 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.642814 sec): 2 clusters Score: Raw -1781.921788 + Penalty 295.146362 = -1486.775426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.643085 sec): 3 clusters Score: Raw -1815.594211 + Penalty 585.100693 = -1230.493518 nChanged 1 SP:Iteration 1Q (36.643345 sec): 3 clusters Score: Raw -1818.469313 + Penalty 585.100693 = -1233.368619 nChanged 0 SP:Iteration 2F (36.643627 sec): 3 clusters Score: Raw -1818.469313 + Penalty 585.100693 = -1233.368619 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 62 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.644500 sec): 2 clusters Score: Raw -1415.577148 + Penalty 263.428226 = -1152.148922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.644761 sec): 3 clusters Score: Raw -1446.232866 + Penalty 525.604416 = -920.628449 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 63 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.645577 sec): 2 clusters Score: Raw -942.168773 + Penalty 235.666414 = -706.502359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.645859 sec): 3 clusters Score: Raw -975.367727 + Penalty 471.699187 = -503.668541 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 64 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.646692 sec): 2 clusters Score: Raw -587.486646 + Penalty 210.214009 = -377.272637 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.646937 sec): 3 clusters Score: Raw -608.875656 + Penalty 418.080246 = -190.795411 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 65 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.647773 sec): 2 clusters Score: Raw -1103.297229 + Penalty 214.950336 = -888.346894 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.648023 sec): 3 clusters Score: Raw -1126.925225 + Penalty 430.279549 = -696.645676 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 66 (161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.649216 sec): 2 clusters Score: Raw -7745.906681 + Penalty 665.314245 = -7080.592435 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.649716 sec): 3 clusters Score: Raw -7784.946944 + Penalty 1332.045464 = -6452.901480 nChanged 25 SP:Iteration 1F (36.650208 sec): 3 clusters Score: Raw -7855.895563 + Penalty 1333.239809 = -6522.655754 nChanged 8 SP:Iteration 2Q (36.650673 sec): 3 clusters Score: Raw -7875.545421 + Penalty 1333.542302 = -6542.003120 nChanged 1 SP:Iteration 3Q (36.651129 sec): 3 clusters Score: Raw -7876.849182 + Penalty 1332.202230 = -6544.646953 nChanged 1 SP:Iteration 4Q (36.651584 sec): 3 clusters Score: Raw -7891.173836 + Penalty 1332.524211 = -6558.649624 nChanged 1 SP:Iteration 5Q (36.652044 sec): 3 clusters Score: Raw -7894.683469 + Penalty 1332.348747 = -6562.334722 nChanged 1 SP:Iteration 6Q (36.652500 sec): 3 clusters Score: Raw -7895.239230 + Penalty 1332.348747 = -6562.890483 nChanged 0 SP:Iteration 7F (36.652980 sec): 3 clusters Score: Raw -7895.239230 + Penalty 1332.348747 = -6562.890483 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 67 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.653842 sec): 2 clusters Score: Raw -903.349795 + Penalty 232.274959 = -671.074836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.654082 sec): 3 clusters Score: Raw -924.861051 + Penalty 472.680471 = -452.180580 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 68 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.654894 sec): 2 clusters Score: Raw -475.914713 + Penalty 178.427934 = -297.486779 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.655137 sec): 3 clusters Score: Raw -488.912843 + Penalty 341.617810 = -147.295033 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 69 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.655987 sec): 2 clusters Score: Raw -1838.341117 + Penalty 362.719384 = -1475.621733 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.656254 sec): 3 clusters Score: Raw -1911.705438 + Penalty 725.168806 = -1186.536632 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 70 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.657020 sec): 2 clusters Score: Raw -357.432561 + Penalty 146.977815 = -210.454746 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.657238 sec): 3 clusters Score: Raw -371.261200 + Penalty 288.207921 = -83.053279 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 71 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.658071 sec): 2 clusters Score: Raw -740.455897 + Penalty 210.886335 = -529.569562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.658344 sec): 3 clusters Score: Raw -762.704202 + Penalty 422.354498 = -340.349704 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 72 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.659117 sec): 2 clusters Score: Raw -536.644682 + Penalty 224.033394 = -312.611288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.659341 sec): 3 clusters Score: Raw -567.348797 + Penalty 457.232565 = -110.116232 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 73 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.660184 sec): 2 clusters Score: Raw -837.273432 + Penalty 223.964989 = -613.308443 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.660440 sec): 3 clusters Score: Raw -864.035114 + Penalty 453.592643 = -410.442472 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 74 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.661204 sec): 2 clusters Score: Raw -480.777165 + Penalty 197.368447 = -283.408718 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.661427 sec): 3 clusters Score: Raw -499.400226 + Penalty 378.871986 = -120.528240 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 75 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.662206 sec): 2 clusters Score: Raw -707.552694 + Penalty 213.475986 = -494.076708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.662438 sec): 3 clusters Score: Raw -729.076908 + Penalty 433.334362 = -295.742547 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 76 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.663213 sec): 2 clusters Score: Raw -615.790223 + Penalty 342.144880 = -273.645343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.663456 sec): 3 clusters Score: Raw -644.111334 + Penalty 684.458655 = 40.347322 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 77 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.664301 sec): 2 clusters Score: Raw -909.887461 + Penalty 329.222260 = -580.665202 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.664543 sec): 3 clusters Score: Raw -974.690928 + Penalty 657.093997 = -317.596931 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 78 (70 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.665473 sec): 2 clusters Score: Raw -3624.686770 + Penalty 383.594899 = -3241.091871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.665809 sec): 3 clusters Score: Raw -3627.382376 + Penalty 773.062420 = -2854.319956 nChanged 3 SP:Iteration 1Q (36.666135 sec): 3 clusters Score: Raw -3632.993050 + Penalty 773.062420 = -2859.930630 nChanged 0 SP:Iteration 2F (36.666481 sec): 3 clusters Score: Raw -3632.993050 + Penalty 773.062420 = -2859.930630 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 79 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.667335 sec): 2 clusters Score: Raw -847.232816 + Penalty 301.170188 = -546.062628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.667572 sec): 3 clusters Score: Raw -904.987856 + Penalty 605.596758 = -299.391099 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 80 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.668331 sec): 2 clusters Score: Raw -282.744840 + Penalty 88.076064 = -194.668776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.668546 sec): 3 clusters Score: Raw -283.864175 + Penalty 215.717844 = -68.146332 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 81 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.669362 sec): 2 clusters Score: Raw -1224.459292 + Penalty 242.020853 = -982.438439 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.669607 sec): 3 clusters Score: Raw -1237.961729 + Penalty 486.009365 = -751.952364 nChanged 1 SP:Iteration 1Q (36.669852 sec): 3 clusters Score: Raw -1241.111552 + Penalty 486.009365 = -755.102186 nChanged 0 SP:Iteration 2F (36.670099 sec): 3 clusters Score: Raw -1241.111552 + Penalty 486.009365 = -755.102186 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 82 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.670919 sec): 2 clusters Score: Raw -769.311929 + Penalty 238.296418 = -531.015511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.671175 sec): 3 clusters Score: Raw -848.749647 + Penalty 477.785283 = -370.964364 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 83 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.671976 sec): 2 clusters Score: Raw -1272.388145 + Penalty 273.630110 = -998.758035 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.672229 sec): 3 clusters Score: Raw -1300.620075 + Penalty 546.096266 = -754.523809 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 84 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.673002 sec): 2 clusters Score: Raw -791.004019 + Penalty 329.526348 = -461.477671 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.673232 sec): 3 clusters Score: Raw -817.139232 + Penalty 660.610209 = -156.529023 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 85 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.674005 sec): 2 clusters Score: Raw -680.179641 + Penalty 241.630525 = -438.549116 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.674232 sec): 3 clusters Score: Raw -690.314146 + Penalty 469.780019 = -220.534127 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 86 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.674999 sec): 2 clusters Score: Raw -544.460366 + Penalty 229.089175 = -315.371192 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.675221 sec): 3 clusters Score: Raw -544.214915 + Penalty 530.136220 = -14.078695 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 87 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.675978 sec): 2 clusters Score: Raw -360.531204 + Penalty 159.615492 = -200.915712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.676196 sec): 3 clusters Score: Raw -378.052762 + Penalty 313.705140 = -64.347622 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 88 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.677049 sec): 2 clusters Score: Raw -976.719105 + Penalty 346.145911 = -630.573195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.677310 sec): 3 clusters Score: Raw -1063.027571 + Penalty 695.231185 = -367.796385 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 89 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.678093 sec): 2 clusters Score: Raw -715.219019 + Penalty 259.505024 = -455.713995 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.678325 sec): 3 clusters Score: Raw -746.864216 + Penalty 519.010048 = -227.854168 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 90 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.679154 sec): 2 clusters Score: Raw -1463.035144 + Penalty 289.362337 = -1173.672807 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.679415 sec): 3 clusters Score: Raw -1496.184127 + Penalty 588.798625 = -907.385502 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 91 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.680192 sec): 2 clusters Score: Raw -481.704861 + Penalty 213.275755 = -268.429106 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.680415 sec): 3 clusters Score: Raw -510.664651 + Penalty 424.843433 = -85.821218 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 92 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.681193 sec): 2 clusters Score: Raw -677.212118 + Penalty 252.736631 = -424.475487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.681421 sec): 3 clusters Score: Raw -688.576788 + Penalty 508.304075 = -180.272713 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 93 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.682190 sec): 2 clusters Score: Raw -323.639509 + Penalty 133.748466 = -189.891043 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.682421 sec): 3 clusters Score: Raw -327.400389 + Penalty 264.388362 = -63.012027 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 94 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.683265 sec): 2 clusters Score: Raw -792.270700 + Penalty 191.797496 = -600.473204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.683504 sec): 3 clusters Score: Raw -811.121563 + Penalty 393.563866 = -417.557697 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 95 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.684323 sec): 2 clusters Score: Raw -1538.631051 + Penalty 412.981985 = -1125.649066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.684587 sec): 3 clusters Score: Raw -1651.158908 + Penalty 827.260160 = -823.898748 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 96 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.685348 sec): 2 clusters Score: Raw -403.926021 + Penalty 168.440359 = -235.485662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.685563 sec): 3 clusters Score: Raw -400.992441 + Penalty 297.368572 = -103.623869 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 97 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.686370 sec): 2 clusters Score: Raw -1068.258953 + Penalty 300.089831 = -768.169122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.686630 sec): 3 clusters Score: Raw -1105.718694 + Penalty 603.622180 = -502.096514 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 98 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.687465 sec): 2 clusters Score: Raw -1135.742099 + Penalty 415.522014 = -720.220085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.687718 sec): 3 clusters Score: Raw -1305.982088 + Penalty 829.128445 = -476.853643 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 99 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.688569 sec): 2 clusters Score: Raw -1597.250614 + Penalty 391.503711 = -1205.746903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.688855 sec): 3 clusters Score: Raw -1708.414594 + Penalty 782.637883 = -925.776711 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 100 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.689708 sec): 2 clusters Score: Raw -880.604227 + Penalty 385.268321 = -495.335906 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.689947 sec): 3 clusters Score: Raw -1001.707931 + Penalty 769.402730 = -232.305202 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 101 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.690751 sec): 2 clusters Score: Raw -458.432764 + Penalty 187.716223 = -270.716541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.690993 sec): 3 clusters Score: Raw -483.757661 + Penalty 365.678456 = -118.079205 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 102 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.691817 sec): 2 clusters Score: Raw -1200.909534 + Penalty 188.193043 = -1012.716491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.692076 sec): 3 clusters Score: Raw -1230.043121 + Penalty 377.795521 = -852.247600 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 103 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.692862 sec): 2 clusters Score: Raw -118.929973 + Penalty 85.980327 = -32.949646 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.693087 sec): 3 clusters Score: Raw -109.950038 + Penalty 171.960654 = 62.010616 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 104 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.693916 sec): 2 clusters Score: Raw -717.147748 + Penalty 252.246525 = -464.901223 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.694165 sec): 3 clusters Score: Raw -737.736862 + Penalty 505.561337 = -232.175525 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 105 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.694927 sec): 2 clusters Score: Raw -420.431864 + Penalty 141.038706 = -279.393158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.695144 sec): 3 clusters Score: Raw -428.461557 + Penalty 282.077412 = -146.384145 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 106 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.695906 sec): 2 clusters Score: Raw -500.882690 + Penalty 204.927416 = -295.955274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.696128 sec): 3 clusters Score: Raw -516.783166 + Penalty 407.731183 = -109.051983 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 107 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.696919 sec): 2 clusters Score: Raw -289.747028 + Penalty 153.460602 = -136.286426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.697152 sec): 3 clusters Score: Raw -289.587559 + Penalty 309.796964 = 20.209405 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 108 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.697951 sec): 2 clusters Score: Raw -781.787880 + Penalty 233.284081 = -548.503800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.698185 sec): 3 clusters Score: Raw -838.035880 + Penalty 466.568161 = -371.467719 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 109 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.698977 sec): 2 clusters Score: Raw -940.160464 + Penalty 338.050542 = -602.109922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.699217 sec): 3 clusters Score: Raw -1037.876952 + Penalty 678.592969 = -359.283983 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 110 (93 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.700235 sec): 2 clusters Score: Raw -4149.845464 + Penalty 264.834364 = -3885.011100 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.700612 sec): 3 clusters Score: Raw -4158.217340 + Penalty 527.175715 = -3631.041625 nChanged 17 SP:Iteration 1F (36.700982 sec): 3 clusters Score: Raw -4181.496062 + Penalty 530.114898 = -3651.381163 nChanged 4 SP:Iteration 2Q (36.701343 sec): 3 clusters Score: Raw -4187.305391 + Penalty 531.294360 = -3656.011031 nChanged 1 SP:Iteration 3Q (36.701700 sec): 3 clusters Score: Raw -4188.783168 + Penalty 532.740444 = -3656.042724 nChanged 1 SP:Iteration 4Q (36.702062 sec): 3 clusters Score: Raw -4189.246636 + Penalty 534.316482 = -3654.930155 nChanged 1 SP:Iteration 5F (36.702431 sec): 3 clusters Score: Raw -4189.565048 + Penalty 536.347841 = -3653.217207 nChanged 1 SP:Iteration 6F (36.702818 sec): 3 clusters Score: Raw -4189.905465 + Penalty 536.347841 = -3653.557624 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 111 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.703647 sec): 2 clusters Score: Raw -365.371050 + Penalty 210.860322 = -154.510727 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.703864 sec): 3 clusters Score: Raw -364.417486 + Penalty 421.720645 = 57.303159 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 112 (157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.705035 sec): 2 clusters Score: Raw -8344.816250 + Penalty 407.290529 = -7937.525722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.705529 sec): 3 clusters Score: Raw -8305.608037 + Penalty 814.680226 = -7490.927811 nChanged 26 SP:Iteration 1F (36.706014 sec): 3 clusters Score: Raw -8336.298037 + Penalty 817.166236 = -7519.131801 nChanged 8 SP:Iteration 2F (36.706498 sec): 3 clusters Score: Raw -8349.844720 + Penalty 818.000395 = -7531.844325 nChanged 3 SP:Iteration 3Q (36.706980 sec): 3 clusters Score: Raw -8352.890957 + Penalty 819.098233 = -7533.792724 nChanged 4 SP:Iteration 4Q (36.707457 sec): 3 clusters Score: Raw -8363.002015 + Penalty 819.160992 = -7543.841022 nChanged 4 SP:Iteration 5Q (36.707933 sec): 3 clusters Score: Raw -8373.424280 + Penalty 819.229764 = -7554.194516 nChanged 2 SP:Iteration 6Q (36.708412 sec): 3 clusters Score: Raw -8375.899748 + Penalty 819.256056 = -7556.643692 nChanged 1 SP:Iteration 7Q (36.708873 sec): 3 clusters Score: Raw -8376.367608 + Penalty 819.455045 = -7556.912563 nChanged 1 SP:Iteration 8Q (36.709333 sec): 3 clusters Score: Raw -8376.997287 + Penalty 819.455045 = -7557.542242 nChanged 0 SP:Iteration 9F (36.709805 sec): 3 clusters Score: Raw -8376.997287 + Penalty 819.455045 = -7557.542242 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 113 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.710667 sec): 2 clusters Score: Raw -1043.537888 + Penalty 288.655806 = -754.882082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.710919 sec): 3 clusters Score: Raw -1111.392650 + Penalty 580.131500 = -531.261150 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 114 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.711719 sec): 2 clusters Score: Raw -989.367666 + Penalty 331.552290 = -657.815377 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.711960 sec): 3 clusters Score: Raw -1067.227027 + Penalty 657.158934 = -410.068093 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 115 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.712755 sec): 2 clusters Score: Raw -918.646005 + Penalty 279.710668 = -638.935337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.713016 sec): 3 clusters Score: Raw -951.055858 + Penalty 560.593229 = -390.462628 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 116 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.713821 sec): 2 clusters Score: Raw -473.797936 + Penalty 173.592960 = -300.204976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.714064 sec): 3 clusters Score: Raw -493.568108 + Penalty 341.359876 = -152.208232 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 117 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.714838 sec): 2 clusters Score: Raw -244.982537 + Penalty 171.688042 = -73.294494 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.715049 sec): 3 clusters Score: Raw -237.977952 + Penalty 328.381635 = 90.403683 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 118 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.715809 sec): 2 clusters Score: Raw -413.639898 + Penalty 195.986515 = -217.653383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.716027 sec): 3 clusters Score: Raw -414.824141 + Penalty 394.705279 = -20.118862 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 119 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.716833 sec): 2 clusters Score: Raw -660.463810 + Penalty 276.708528 = -383.755282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.717080 sec): 3 clusters Score: Raw -676.278161 + Penalty 549.491471 = -126.786690 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 120 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.717848 sec): 2 clusters Score: Raw -224.591059 + Penalty 97.717281 = -126.873778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.718060 sec): 3 clusters Score: Raw -216.505284 + Penalty 205.179453 = -11.325831 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 121 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.718846 sec): 2 clusters Score: Raw -229.695421 + Penalty 129.475484 = -100.219937 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.719076 sec): 3 clusters Score: Raw -223.721469 + Penalty 242.771817 = 19.050348 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 122 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.719841 sec): 2 clusters Score: Raw -177.595542 + Penalty 125.742751 = -51.852791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.720051 sec): 3 clusters Score: Raw -169.305121 + Penalty 267.743094 = 98.437973 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 123 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.720794 sec): 2 clusters Score: Raw -116.861280 + Penalty 86.594018 = -30.267261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.721000 sec): 3 clusters Score: Raw -109.092862 + Penalty 173.188037 = 64.095175 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 124 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.721792 sec): 2 clusters Score: Raw -1049.866285 + Penalty 272.865075 = -777.001210 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.722043 sec): 3 clusters Score: Raw -1098.106192 + Penalty 548.392610 = -549.713581 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 125 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.722836 sec): 2 clusters Score: Raw -907.565854 + Penalty 228.404068 = -679.161785 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.723097 sec): 3 clusters Score: Raw -943.520088 + Penalty 454.173780 = -489.346308 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 126 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.723874 sec): 2 clusters Score: Raw -596.667440 + Penalty 225.321194 = -371.346247 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.724102 sec): 3 clusters Score: Raw -659.040960 + Penalty 455.664101 = -203.376859 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 127 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.724897 sec): 2 clusters Score: Raw -327.504682 + Penalty 145.668297 = -181.836385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.725131 sec): 3 clusters Score: Raw -323.790549 + Penalty 271.664636 = -52.125913 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 128 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.725899 sec): 2 clusters Score: Raw -304.441411 + Penalty 195.076793 = -109.364618 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.726113 sec): 3 clusters Score: Raw -299.339253 + Penalty 389.497360 = 90.158106 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 129 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.726889 sec): 2 clusters Score: Raw -754.577498 + Penalty 312.292953 = -442.284545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.727121 sec): 3 clusters Score: Raw -817.075892 + Penalty 624.585906 = -192.489986 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 130 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.727911 sec): 2 clusters Score: Raw -976.742802 + Penalty 334.793089 = -641.949714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.728150 sec): 3 clusters Score: Raw -1039.009794 + Penalty 666.637467 = -372.372328 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 131 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.728916 sec): 2 clusters Score: Raw -501.805666 + Penalty 162.486833 = -339.318833 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.729139 sec): 3 clusters Score: Raw -521.600049 + Penalty 324.973667 = -196.626382 nChanged 1 SP:Iteration 1F (36.729361 sec): 3 clusters Score: Raw -526.933332 + Penalty 324.973667 = -201.959666 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 132 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.730118 sec): 2 clusters Score: Raw -413.442345 + Penalty 219.568800 = -193.873545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.730336 sec): 3 clusters Score: Raw -418.007770 + Penalty 441.506570 = 23.498800 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 133 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.731087 sec): 2 clusters Score: Raw -213.656828 + Penalty 109.987962 = -103.668866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.731296 sec): 3 clusters Score: Raw -212.617984 + Penalty 194.136797 = -18.481187 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 134 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.732044 sec): 2 clusters Score: Raw -55.099116 + Penalty 0.000000 = -55.099116 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.732233 sec): 2 clusters Score: Raw -55.099116 + Penalty 0.000000 = -55.099116 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 135 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.733002 sec): 2 clusters Score: Raw -286.957441 + Penalty 160.360128 = -126.597313 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.733216 sec): 3 clusters Score: Raw -285.466944 + Penalty 328.980876 = 43.513932 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 136 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.734031 sec): 2 clusters Score: Raw -449.349795 + Penalty 198.254464 = -251.095331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.734272 sec): 3 clusters Score: Raw -460.821131 + Penalty 390.284681 = -70.536450 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 137 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.735020 sec): 2 clusters Score: Raw -183.520258 + Penalty 137.046875 = -46.473383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.735214 sec): 2 clusters Score: Raw -183.520258 + Penalty 137.046875 = -46.473383 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 138 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.735963 sec): 2 clusters Score: Raw -183.697671 + Penalty 140.752681 = -42.944990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.736171 sec): 3 clusters Score: Raw -173.827127 + Penalty 278.348441 = 104.521314 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 139 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.736971 sec): 2 clusters Score: Raw -173.160195 + Penalty 97.082912 = -76.077283 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.737199 sec): 3 clusters Score: Raw -165.366249 + Penalty 206.490638 = 41.124389 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 140 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.737957 sec): 2 clusters Score: Raw -391.057696 + Penalty 162.844161 = -228.213535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.738173 sec): 3 clusters Score: Raw -390.114932 + Penalty 341.947826 = -48.167106 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 141 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.738938 sec): 2 clusters Score: Raw -605.035122 + Penalty 295.133018 = -309.902104 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.739164 sec): 3 clusters Score: Raw -628.353108 + Penalty 590.353975 = -37.999133 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 142 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.739952 sec): 2 clusters Score: Raw -269.755136 + Penalty 135.349618 = -134.405517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.740189 sec): 3 clusters Score: Raw -273.699516 + Penalty 271.526251 = -2.173266 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 143 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.740947 sec): 2 clusters Score: Raw -291.434132 + Penalty 168.872845 = -122.561287 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.741160 sec): 3 clusters Score: Raw -289.179663 + Penalty 364.586006 = 75.406342 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 144 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.741974 sec): 2 clusters Score: Raw -431.733200 + Penalty 203.638783 = -228.094417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.742214 sec): 3 clusters Score: Raw -446.403258 + Penalty 407.277567 = -39.125691 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 145 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.742979 sec): 2 clusters Score: Raw -174.770212 + Penalty 103.311539 = -71.458673 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.743188 sec): 3 clusters Score: Raw -167.282330 + Penalty 208.508473 = 41.226143 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 146 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.743998 sec): 2 clusters Score: Raw -333.577279 + Penalty 175.493932 = -158.083347 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.744234 sec): 3 clusters Score: Raw -336.145349 + Penalty 350.987865 = 14.842515 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 147 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.744976 sec): 2 clusters Score: Raw -54.492619 + Penalty 0.000000 = -54.492619 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.745165 sec): 2 clusters Score: Raw -54.492619 + Penalty 0.000000 = -54.492619 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 148 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.745978 sec): 2 clusters Score: Raw -461.979654 + Penalty 190.148842 = -271.830812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.746217 sec): 3 clusters Score: Raw -468.628249 + Penalty 380.297683 = -88.330566 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 149 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.746959 sec): 2 clusters Score: Raw -113.718290 + Penalty 68.247019 = -45.471271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.747165 sec): 3 clusters Score: Raw -106.561695 + Penalty 136.494038 = 29.932343 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 150 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.747971 sec): 2 clusters Score: Raw -302.948782 + Penalty 218.535092 = -84.413689 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.748203 sec): 3 clusters Score: Raw -302.143682 + Penalty 437.492526 = 135.348844 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 151 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.748953 sec): 2 clusters Score: Raw -233.637577 + Penalty 147.893734 = -85.743843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.749162 sec): 3 clusters Score: Raw -226.167328 + Penalty 281.147142 = 54.979815 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 152 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.749949 sec): 2 clusters Score: Raw -296.267795 + Penalty 159.449812 = -136.817983 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.750182 sec): 3 clusters Score: Raw -291.256717 + Penalty 317.487873 = 26.231156 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 153 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.750957 sec): 2 clusters Score: Raw -757.972995 + Penalty 302.993907 = -454.979088 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.751186 sec): 3 clusters Score: Raw -787.635583 + Penalty 611.248191 = -176.387392 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 154 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.751937 sec): 2 clusters Score: Raw -232.912733 + Penalty 115.849754 = -117.062979 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.752151 sec): 3 clusters Score: Raw -225.943043 + Penalty 231.699509 = 5.756465 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 155 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.752926 sec): 2 clusters Score: Raw -362.146056 + Penalty 162.571571 = -199.574484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.753144 sec): 3 clusters Score: Raw -384.136105 + Penalty 334.466778 = -49.669327 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 156 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.753893 sec): 2 clusters Score: Raw -229.866412 + Penalty 147.837961 = -82.028451 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.754104 sec): 3 clusters Score: Raw -225.911071 + Penalty 266.715119 = 40.804047 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 158 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.754868 sec): 2 clusters Score: Raw -505.723274 + Penalty 234.828715 = -270.894559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.755088 sec): 3 clusters Score: Raw -519.864845 + Penalty 462.082017 = -57.782828 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 160 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.755836 sec): 2 clusters Score: Raw -242.661993 + Penalty 153.817347 = -88.844645 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.756044 sec): 3 clusters Score: Raw -233.209068 + Penalty 298.414282 = 65.205213 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 161 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.756823 sec): 2 clusters Score: Raw -115.075555 + Penalty 75.420842 = -39.654713 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.757048 sec): 3 clusters Score: Raw -107.472963 + Penalty 150.841684 = 43.368720 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 162 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.757826 sec): 2 clusters Score: Raw -505.455352 + Penalty 214.325921 = -291.129431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.758049 sec): 3 clusters Score: Raw -521.148165 + Penalty 423.862504 = -97.285662 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 163 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.758851 sec): 2 clusters Score: Raw -601.040957 + Penalty 280.052727 = -320.988231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.759093 sec): 3 clusters Score: Raw -614.896405 + Penalty 562.392369 = -52.504036 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 164 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.759868 sec): 2 clusters Score: Raw -361.285454 + Penalty 221.382380 = -139.903074 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.760083 sec): 3 clusters Score: Raw -361.624068 + Penalty 431.992243 = 70.368174 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 165 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.760831 sec): 2 clusters Score: Raw -222.752444 + Penalty 136.427713 = -86.324731 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.761042 sec): 3 clusters Score: Raw -220.954766 + Penalty 312.011685 = 91.056919 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 166 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.761848 sec): 2 clusters Score: Raw -657.263976 + Penalty 206.666411 = -450.597564 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.762099 sec): 3 clusters Score: Raw -676.640951 + Penalty 417.422248 = -259.218703 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 168 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.762876 sec): 2 clusters Score: Raw -118.571102 + Penalty 88.950513 = -29.620589 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.763070 sec): 2 clusters Score: Raw -118.571102 + Penalty 88.950513 = -29.620589 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 169 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.763863 sec): 2 clusters Score: Raw -414.595253 + Penalty 201.364660 = -213.230593 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.764104 sec): 3 clusters Score: Raw -416.295235 + Penalty 406.338961 = -9.956274 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 170 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.764866 sec): 2 clusters Score: Raw -54.445235 + Penalty 0.000000 = -54.445235 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.765055 sec): 2 clusters Score: Raw -54.445235 + Penalty 0.000000 = -54.445235 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 171 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.765813 sec): 2 clusters Score: Raw -414.092255 + Penalty 239.186327 = -174.905928 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.766031 sec): 3 clusters Score: Raw -423.032585 + Penalty 480.247039 = 57.214454 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 172 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.766809 sec): 2 clusters Score: Raw -55.299146 + Penalty 0.000000 = -55.299146 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.767017 sec): 2 clusters Score: Raw -55.299146 + Penalty 0.000000 = -55.299146 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 174 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.767780 sec): 2 clusters Score: Raw -236.614921 + Penalty 143.049299 = -93.565622 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.767992 sec): 3 clusters Score: Raw -231.202352 + Penalty 286.098598 = 54.896246 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 175 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.768747 sec): 2 clusters Score: Raw -295.346251 + Penalty 169.781000 = -125.565251 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.768961 sec): 3 clusters Score: Raw -290.195978 + Penalty 339.609784 = 49.413807 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 177 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.769714 sec): 2 clusters Score: Raw -300.719216 + Penalty 186.121024 = -114.598193 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.769927 sec): 3 clusters Score: Raw -293.061868 + Penalty 372.895069 = 79.833201 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 178 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.770672 sec): 2 clusters Score: Raw -119.621236 + Penalty 85.557107 = -34.064129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.770879 sec): 3 clusters Score: Raw -110.528387 + Penalty 171.114215 = 60.585827 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 179 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.771652 sec): 2 clusters Score: Raw -233.810916 + Penalty 166.932787 = -66.878129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.771898 sec): 3 clusters Score: Raw -228.630400 + Penalty 326.238383 = 97.607983 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 180 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.772727 sec): 2 clusters Score: Raw -606.641999 + Penalty 249.878734 = -356.763264 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.772953 sec): 3 clusters Score: Raw -608.135795 + Penalty 489.537700 = -118.598095 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 181 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.773715 sec): 2 clusters Score: Raw -427.140802 + Penalty 179.873000 = -247.267802 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.773937 sec): 3 clusters Score: Raw -441.188108 + Penalty 369.607811 = -71.580298 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 182 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.774678 sec): 2 clusters Score: Raw -55.795084 + Penalty 0.000000 = -55.795084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.774867 sec): 2 clusters Score: Raw -55.795084 + Penalty 0.000000 = -55.795084 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 184 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.775608 sec): 2 clusters Score: Raw -114.053848 + Penalty 74.044346 = -40.009502 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.775815 sec): 3 clusters Score: Raw -108.378794 + Penalty 148.088693 = 39.709899 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 185 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.776551 sec): 2 clusters Score: Raw -53.390431 + Penalty 0.000000 = -53.390431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.776740 sec): 2 clusters Score: Raw -53.390431 + Penalty 0.000000 = -53.390431 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 186 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.777499 sec): 2 clusters Score: Raw -54.733490 + Penalty 0.000000 = -54.733490 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.777707 sec): 2 clusters Score: Raw -54.733490 + Penalty 0.000000 = -54.733490 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 187 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.778488 sec): 2 clusters Score: Raw -174.014586 + Penalty 116.229846 = -57.784740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.778698 sec): 3 clusters Score: Raw -167.508844 + Penalty 241.196434 = 73.687590 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 189 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.779444 sec): 2 clusters Score: Raw -55.030893 + Penalty 0.000000 = -55.030893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.779633 sec): 2 clusters Score: Raw -55.030893 + Penalty 0.000000 = -55.030893 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 191 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.780403 sec): 2 clusters Score: Raw -233.859205 + Penalty 127.209405 = -106.649800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.780633 sec): 3 clusters Score: Raw -227.167297 + Penalty 254.418810 = 27.251513 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 192 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.781420 sec): 2 clusters Score: Raw -295.043097 + Penalty 165.419992 = -129.623105 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.781648 sec): 3 clusters Score: Raw -289.372587 + Penalty 329.029621 = 39.657035 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 193 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.782421 sec): 2 clusters Score: Raw -171.531377 + Penalty 98.756838 = -72.774539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.782649 sec): 3 clusters Score: Raw -164.056315 + Penalty 200.346338 = 36.290023 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 194 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.783458 sec): 2 clusters Score: Raw -109.443068 + Penalty 43.103956 = -66.339112 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.783688 sec): 3 clusters Score: Raw -102.785700 + Penalty 86.207912 = -16.577788 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 195 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.784508 sec): 2 clusters Score: Raw -54.653104 + Penalty 0.000000 = -54.653104 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.784696 sec): 2 clusters Score: Raw -54.653104 + Penalty 0.000000 = -54.653104 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 198 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.785443 sec): 2 clusters Score: Raw -54.352699 + Penalty 0.000000 = -54.352699 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.785632 sec): 2 clusters Score: Raw -54.352699 + Penalty 0.000000 = -54.352699 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 199 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.786398 sec): 2 clusters Score: Raw -173.351265 + Penalty 99.821810 = -73.529455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.786609 sec): 3 clusters Score: Raw -166.353222 + Penalty 197.841340 = 31.488117 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 200 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.787384 sec): 2 clusters Score: Raw -55.926556 + Penalty 0.000000 = -55.926556 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.787573 sec): 2 clusters Score: Raw -55.926556 + Penalty 0.000000 = -55.926556 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 201 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.788326 sec): 2 clusters Score: Raw -311.655288 + Penalty 190.396908 = -121.258380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.788540 sec): 3 clusters Score: Raw -303.652652 + Penalty 379.621367 = 75.968715 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 202 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.789292 sec): 2 clusters Score: Raw -302.920865 + Penalty 210.768249 = -92.152616 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.789506 sec): 3 clusters Score: Raw -300.843017 + Penalty 420.939435 = 120.096418 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 203 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.790269 sec): 2 clusters Score: Raw -551.722690 + Penalty 293.134632 = -258.588058 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.790491 sec): 3 clusters Score: Raw -568.323966 + Penalty 586.399948 = 18.075983 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 207 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.791233 sec): 2 clusters Score: Raw -53.198503 + Penalty 0.000000 = -53.198503 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.791441 sec): 2 clusters Score: Raw -53.198503 + Penalty 0.000000 = -53.198503 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 209 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.792192 sec): 2 clusters Score: Raw -121.090955 + Penalty 90.544996 = -30.545959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.792384 sec): 2 clusters Score: Raw -121.090955 + Penalty 90.544996 = -30.545959 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 210 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.793133 sec): 2 clusters Score: Raw -118.650632 + Penalty 73.803660 = -44.846972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.793325 sec): 2 clusters Score: Raw -118.650632 + Penalty 73.803660 = -44.846972 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 211 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.794066 sec): 2 clusters Score: Raw -112.603520 + Penalty 64.962706 = -47.640814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.794258 sec): 2 clusters Score: Raw -112.603520 + Penalty 64.962706 = -47.640814 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 212 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.794998 sec): 2 clusters Score: Raw -54.702696 + Penalty 0.000000 = -54.702696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.795186 sec): 2 clusters Score: Raw -54.702696 + Penalty 0.000000 = -54.702696 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 213 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.795937 sec): 2 clusters Score: Raw -271.987837 + Penalty 108.967203 = -163.020634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.796150 sec): 3 clusters Score: Raw -268.642041 + Penalty 251.031982 = -17.610059 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 216 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.796906 sec): 2 clusters Score: Raw -337.333943 + Penalty 156.725553 = -180.608390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.797120 sec): 3 clusters Score: Raw -332.726691 + Penalty 347.140193 = 14.413502 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 217 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.797859 sec): 2 clusters Score: Raw -53.340713 + Penalty 0.000000 = -53.340713 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.798048 sec): 2 clusters Score: Raw -53.340713 + Penalty 0.000000 = -53.340713 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 218 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.798793 sec): 2 clusters Score: Raw -187.992922 + Penalty 146.668495 = -41.324426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.798987 sec): 2 clusters Score: Raw -187.992922 + Penalty 146.668495 = -41.324426 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 219 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.799727 sec): 2 clusters Score: Raw -53.269276 + Penalty 0.000000 = -53.269276 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.799917 sec): 2 clusters Score: Raw -53.269276 + Penalty 0.000000 = -53.269276 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 220 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.800664 sec): 2 clusters Score: Raw -229.471020 + Penalty 134.925789 = -94.545231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.800888 sec): 3 clusters Score: Raw -222.775430 + Penalty 271.092240 = 48.316810 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 223 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36.801629 sec): 2 clusters Score: Raw -57.051477 + Penalty 0.000000 = -57.051477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36.801816 sec): 2 clusters Score: Raw -57.051477 + Penalty 0.000000 = -57.051477 nChanged 0 Deleting Class 218 (3 points): Lose 71.923227 but Gain 1415.166703 Iteration 20F (40.634092 sec): 208 clusters Score: Raw -1773098.861063 + Penalty 202115.656391 = -1570983.204672 nChanged 226 Deleting Class 209 (2 points): Lose 42.523295 but Gain 1384.695272 Iteration 21Q (40.967270 sec): 207 clusters Score: Raw -1773182.641614 + Penalty 200756.715589 = -1572425.926025 nChanged 110 Deleting Class 76 (10 points): Lose 237.411477 but Gain 1575.105231 Iteration 22Q (41.285457 sec): 206 clusters Score: Raw -1773043.465920 + Penalty 199345.634231 = -1573697.831689 nChanged 94 Deleting Class 178 (3 points): Lose 54.919557 but Gain 1432.349764 Iteration 23Q (41.599673 sec): 205 clusters Score: Raw -1773105.021268 + Penalty 197987.952187 = -1575117.069081 nChanged 72 Deleting Class 150 (5 points): Lose 104.370509 but Gain 1439.335959 Iteration 24Q (41.910270 sec): 204 clusters Score: Raw -1773060.022064 + Penalty 196558.014868 = -1576502.007196 nChanged 60 Deleting Class 223 (1 points): Lose 13.672065 but Gain 1337.934694 Iteration 25Q (42.216878 sec): 203 clusters Score: Raw -1773116.526338 + Penalty 195243.248529 = -1577873.277809 nChanged 41 Deleting Class 138 (3 points): Lose 36.838301 but Gain 1358.086527 Iteration 26Q (42.521172 sec): 202 clusters Score: Raw -1773122.651215 + Penalty 193890.809588 = -1579231.841628 nChanged 53 Deleting Class 202 (5 points): Lose 72.002645 but Gain 1388.181258 Iteration 27Q (42.825570 sec): 201 clusters Score: Raw -1773091.410802 + Penalty 192638.131005 = -1580453.279797 nChanged 71 Deleting Class 168 (2 points): Lose 45.430246 but Gain 1360.311004 Iteration 28Q (43.132061 sec): 200 clusters Score: Raw -1773122.095943 + Penalty 191365.403654 = -1581756.692289 nChanged 90 Deleting Class 182 (1 points): Lose 3.322017 but Gain 1299.605144 Iteration 29Q (43.438694 sec): 199 clusters Score: Raw -1773202.995091 + Penalty 190092.832198 = -1583110.162893 nChanged 99 Deleting Class 103 (2 points): Lose 18.649698 but Gain 1314.888264 Iteration 30F (47.105319 sec): 198 clusters Score: Raw -1773253.646966 + Penalty 188884.784868 = -1584368.862097 nChanged 94 Deleting Class 200 (1 points): Lose 26.814517 but Gain 1319.268927 Iteration 31Q (47.414629 sec): 197 clusters Score: Raw -1773282.783967 + Penalty 187594.265558 = -1585688.518409 nChanged 114 Deleting Class 123 (2 points): Lose 34.704328 but Gain 1324.273382 Iteration 32Q (47.724817 sec): 196 clusters Score: Raw -1773319.174415 + Penalty 186441.291490 = -1586877.882926 nChanged 125 Deleting Class 134 (1 points): Lose 16.984053 but Gain 1299.271282 Iteration 33Q (48.033848 sec): 195 clusters Score: Raw -1773363.066800 + Penalty 185039.168633 = -1588323.898167 nChanged 152 Deleting Class 47 (19 points): Lose 297.641170 but Gain 1578.957410 Iteration 34Q (48.344845 sec): 194 clusters Score: Raw -1773154.593231 + Penalty 183673.968341 = -1589480.624890 nChanged 191 Deleting Class 203 (9 points): Lose 133.144250 but Gain 1414.190449 Iteration 35Q (48.656935 sec): 193 clusters Score: Raw -1773190.479643 + Penalty 182317.779927 = -1590872.699716 nChanged 202 Deleting Class 137 (3 points): Lose 50.029505 but Gain 1322.330157 Iteration 36Q (48.989135 sec): 192 clusters Score: Raw -1773252.450910 + Penalty 181063.294554 = -1592189.156356 nChanged 203 Deleting Class 170 (1 points): Lose 18.828786 but Gain 1289.850889 Iteration 37Q (49.301182 sec): 191 clusters Score: Raw -1773298.270243 + Penalty 179795.488352 = -1593502.781892 nChanged 199 Deleting Class 84 (13 points): Lose 142.904239 but Gain 1361.841512 Iteration 38Q (49.609540 sec): 190 clusters Score: Raw -1773209.690701 + Penalty 178521.319529 = -1594688.371173 nChanged 195 Deleting Class 128 (5 points): Lose 72.588710 but Gain 1284.832750 Iteration 39Q (49.916063 sec): 189 clusters Score: Raw -1773236.328086 + Penalty 177222.713594 = -1596013.614493 nChanged 229 Deleting Class 164 (6 points): Lose 97.198135 but Gain 1309.720308 Iteration 40F (53.372520 sec): 188 clusters Score: Raw -1773212.426488 + Penalty 175931.545108 = -1597280.881380 nChanged 236 Deleting Class 171 (7 points): Lose 92.949229 but Gain 1302.953103 Iteration 41Q (53.681984 sec): 187 clusters Score: Raw -1773191.821463 + Penalty 174657.252686 = -1598534.568777 nChanged 248 Deleting Class 141 (10 points): Lose 149.543778 but Gain 1358.680457 Iteration 42Q (53.991155 sec): 186 clusters Score: Raw -1773124.722986 + Penalty 173507.580364 = -1599617.142622 nChanged 256 Deleting Class 100 (17 points): Lose 241.462482 but Gain 1441.448861 Iteration 43Q (54.299484 sec): 185 clusters Score: Raw -1772993.452980 + Penalty 172169.930994 = -1600823.521987 nChanged 264 Deleting Class 179 (4 points): Lose 81.517075 but Gain 1276.442941 Iteration 44Q (54.608422 sec): 184 clusters Score: Raw -1773038.010110 + Penalty 170950.886932 = -1602087.123178 nChanged 266 Deleting Class 117 (4 points): Lose 118.310764 but Gain 1312.803754 Iteration 45Q (54.917615 sec): 183 clusters Score: Raw -1773023.445481 + Penalty 169624.889143 = -1603398.556338 nChanged 301 Deleting Class 195 (1 points): Lose 6.061668 but Gain 1183.104245 Iteration 46Q (55.225686 sec): 182 clusters Score: Raw -1773135.455074 + Penalty 168453.620647 = -1604681.834427 nChanged 297 Deleting Class 177 (5 points): Lose 49.273253 but Gain 1225.847434 Iteration 47Q (55.530714 sec): 181 clusters Score: Raw -1773198.933733 + Penalty 167276.054362 = -1605922.879371 nChanged 330 Deleting Class 122 (3 points): Lose 38.387417 but Gain 1213.259565 Iteration 48Q (55.838705 sec): 180 clusters Score: Raw -1773289.843377 + Penalty 166073.263533 = -1607216.579843 nChanged 336 Deleting Class 111 (6 points): Lose 75.798791 but Gain 1247.470762 Iteration 49Q (56.144099 sec): 179 clusters Score: Raw -1773330.010833 + Penalty 164834.877004 = -1608495.133829 nChanged 349 Deleting Class 201 (5 points): Lose 83.329435 but Gain 1254.009657 Iteration 50F (59.441202 sec): 178 clusters Score: Raw -1773364.485046 + Penalty 163589.440094 = -1609775.044952 nChanged 324 Deleting Class 163 (11 points): Lose 127.566210 but Gain 1290.302728 Iteration 51Q (59.744952 sec): 177 clusters Score: Raw -1773363.546671 + Penalty 162318.882975 = -1611044.663696 nChanged 325 Deleting Class 212 (1 points): Lose 6.191052 but Gain 1167.022170 Iteration 52Q (60.048642 sec): 176 clusters Score: Raw -1773474.156312 + Penalty 161088.463462 = -1612385.692850 nChanged 288 Deleting Class 95 (29 points): Lose 167.881376 but Gain 1321.498556 Iteration 53Q (60.358758 sec): 175 clusters Score: Raw -1773384.083438 + Penalty 159839.501424 = -1613544.582015 nChanged 284 Deleting Class 129 (14 points): Lose 102.344743 but Gain 1254.378429 Iteration 54Q (60.651809 sec): 174 clusters Score: Raw -1773411.789873 + Penalty 158681.419271 = -1614730.370602 nChanged 237 Deleting Class 153 (14 points): Lose 126.845803 but Gain 1272.196871 Iteration 55Q (60.939544 sec): 173 clusters Score: Raw -1773380.315772 + Penalty 157484.765805 = -1615895.549967 nChanged 207 Deleting Class 185 (1 points): Lose 27.660573 but Gain 1167.230772 Iteration 56Q (61.222209 sec): 172 clusters Score: Raw -1773423.589674 + Penalty 156311.976862 = -1617111.612812 nChanged 176 Deleting Class 161 (2 points): Lose 15.672273 but Gain 1153.403148 Iteration 57Q (61.499673 sec): 171 clusters Score: Raw -1773444.320270 + Penalty 155178.713241 = -1618265.607030 nChanged 167 Deleting Class 52 (18 points): Lose 98.743328 but Gain 1233.071071 Iteration 58Q (61.774699 sec): 170 clusters Score: Raw -1773386.160125 + Penalty 153998.598463 = -1619387.561663 nChanged 171 Deleting Class 13 (14 points): Lose 104.649975 but Gain 1229.126535 Iteration 59Q (62.048834 sec): 169 clusters Score: Raw -1773343.498745 + Penalty 152848.861367 = -1620494.637379 nChanged 149 Deleting Class 147 (1 points): Lose 8.021584 but Gain 1122.391270 Iteration 60F (65.149526 sec): 168 clusters Score: Raw -1773388.738685 + Penalty 151721.504209 = -1621667.234476 nChanged 116 Deleting Class 109 (17 points): Lose 132.825296 but Gain 1245.636052 Iteration 61Q (65.417313 sec): 167 clusters Score: Raw -1773276.682354 + Penalty 150529.711990 = -1622746.970364 nChanged 108 Deleting Class 172 (1 points): Lose 1.000414 but Gain 1112.112992 Iteration 62Q (65.682352 sec): 166 clusters Score: Raw -1773334.412152 + Penalty 149442.318128 = -1623892.094025 nChanged 73 Deleting Class 210 (2 points): Lose 18.158277 but Gain 1128.671754 Iteration 63Q (65.941658 sec): 165 clusters Score: Raw -1773327.954128 + Penalty 148319.335463 = -1625008.618665 nChanged 66 Deleting Class 160 (4 points): Lose 66.167167 but Gain 1176.156406 Iteration 64Q (66.201612 sec): 164 clusters Score: Raw -1773271.129899 + Penalty 147165.225872 = -1626105.904026 nChanged 68 Deleting Class 130 (19 points): Lose 120.564552 but Gain 1230.567842 Iteration 65Q (66.458571 sec): 163 clusters Score: Raw -1773174.962419 + Penalty 145997.933332 = -1627177.029087 nChanged 83 Deleting Class 88 (24 points): Lose 175.708220 but Gain 1284.164346 Iteration 66Q (66.717511 sec): 162 clusters Score: Raw -1773063.636738 + Penalty 144836.819075 = -1628226.817662 nChanged 90 Deleting Class 132 (8 points): Lose 106.846600 but Gain 1207.611712 Iteration 67Q (66.974743 sec): 161 clusters Score: Raw -1773039.705135 + Penalty 143658.631187 = -1629381.073948 nChanged 73 Deleting Class 143 (6 points): Lose 62.946849 but Gain 1162.540044 Iteration 68Q (67.231557 sec): 160 clusters Score: Raw -1773035.059931 + Penalty 142533.145938 = -1630501.913993 nChanged 71 Deleting Class 174 (5 points): Lose 54.885607 but Gain 1154.168028 Iteration 69Q (67.485659 sec): 159 clusters Score: Raw -1773018.885116 + Penalty 141389.793343 = -1631629.091773 nChanged 65 Deleting Class 98 (24 points): Lose 290.254237 but Gain 1385.951415 Iteration 70F (70.415918 sec): 158 clusters Score: Raw -1772752.408019 + Penalty 140146.711113 = -1632605.696906 nChanged 76 Deleting Class 189 (1 points): Lose 3.157177 but Gain 1093.346168 Iteration 71Q (70.671677 sec): 157 clusters Score: Raw -1772880.646525 + Penalty 139085.914555 = -1633794.731970 nChanged 53 Deleting Class 158 (10 points): Lose 62.520176 but Gain 1149.661551 Iteration 72Q (70.921950 sec): 156 clusters Score: Raw -1772890.098702 + Penalty 137983.825600 = -1634906.273103 nChanged 45 Deleting Class 184 (2 points): Lose 46.072698 but Gain 1132.352545 Iteration 73Q (71.170923 sec): 155 clusters Score: Raw -1772882.573090 + Penalty 136878.265022 = -1636004.308068 nChanged 31 Deleting Class 151 (4 points): Lose 44.789808 but Gain 1130.861800 Iteration 74Q (71.417798 sec): 154 clusters Score: Raw -1772862.027270 + Penalty 135747.034893 = -1637114.992377 nChanged 26 Deleting Class 192 (7 points): Lose 67.514871 but Gain 1152.505583 Iteration 75Q (71.664069 sec): 153 clusters Score: Raw -1772808.251886 + Penalty 134627.374136 = -1638180.877750 nChanged 25 Deleting Class 29 (31 points): Lose 175.198997 but Gain 1259.841694 Iteration 76Q (71.909512 sec): 152 clusters Score: Raw -1772654.804713 + Penalty 133414.630537 = -1639240.174175 nChanged 44 Deleting Class 119 (12 points): Lose 100.440026 but Gain 1180.395876 Iteration 77Q (72.154866 sec): 151 clusters Score: Raw -1772625.949248 + Penalty 132286.203763 = -1640339.745485 nChanged 30 Deleting Class 187 (3 points): Lose 41.740884 but Gain 1121.471980 Iteration 78Q (72.397320 sec): 150 clusters Score: Raw -1772624.754718 + Penalty 131179.223302 = -1641445.531415 nChanged 22 Deleting Class 156 (4 points): Lose 68.227871 but Gain 1130.435335 Iteration 79Q (72.640419 sec): 149 clusters Score: Raw -1772576.700068 + Penalty 130055.888480 = -1642520.811589 nChanged 25 Deleting Class 114 (18 points): Lose 133.419485 but Gain 1191.302552 Iteration 80F (75.362506 sec): 148 clusters Score: Raw -1772468.275785 + Penalty 128943.585577 = -1643524.690208 nChanged 38 Deleting Class 175 (5 points): Lose 61.901668 but Gain 1118.227265 Iteration 81Q (75.603950 sec): 147 clusters Score: Raw -1772477.716012 + Penalty 127840.014851 = -1644637.701162 nChanged 28 Deleting Class 180 (10 points): Lose 95.688464 but Gain 1150.346899 Iteration 82Q (75.843785 sec): 146 clusters Score: Raw -1772407.901295 + Penalty 126764.476635 = -1645643.424659 nChanged 26 Deleting Class 146 (5 points): Lose 47.636674 but Gain 1101.378076 Iteration 83Q (76.081119 sec): 145 clusters Score: Raw -1772403.739193 + Penalty 125644.905824 = -1646758.833369 nChanged 17 Deleting Class 79 (16 points): Lose 97.987541 but Gain 1151.441149 Iteration 84Q (76.318396 sec): 144 clusters Score: Raw -1772322.811603 + Penalty 124511.393585 = -1647811.418019 nChanged 31 Deleting Class 92 (14 points): Lose 79.984849 but Gain 1128.437225 Iteration 85Q (76.557251 sec): 143 clusters Score: Raw -1772277.583400 + Penalty 123420.167959 = -1648857.415440 nChanged 35 Deleting Class 97 (20 points): Lose 88.616472 but Gain 1127.400076 Iteration 86Q (76.794648 sec): 142 clusters Score: Raw -1772226.215267 + Penalty 122300.983580 = -1649925.231688 nChanged 44 Deleting Class 169 (7 points): Lose 58.432589 but Gain 1096.921848 Iteration 87Q (77.031218 sec): 141 clusters Score: Raw -1772216.077949 + Penalty 121198.266829 = -1651017.811120 nChanged 26 Deleting Class 77 (18 points): Lose 172.058170 but Gain 1207.398700 Iteration 88Q (77.264739 sec): 140 clusters Score: Raw -1772061.204522 + Penalty 120048.911031 = -1652012.293491 nChanged 39 Deleting Class 57 (18 points): Lose 124.394840 but Gain 1154.966818 Iteration 89Q (77.499723 sec): 139 clusters Score: Raw -1772008.368804 + Penalty 118802.780265 = -1653205.588539 nChanged 37 Deleting Class 149 (2 points): Lose 17.146096 but Gain 1043.694616 Iteration 90F (80.059812 sec): 138 clusters Score: Raw -1772054.711185 + Penalty 117785.069612 = -1654269.641573 nChanged 15 Deleting Class 152 (5 points): Lose 33.544057 but Gain 1050.183040 Iteration 91Q (80.290460 sec): 137 clusters Score: Raw -1772044.094242 + Penalty 116723.984597 = -1655320.109644 nChanged 16 Deleting Class 186 (1 points): Lose 11.243315 but Gain 1022.936927 Iteration 92Q (80.520235 sec): 136 clusters Score: Raw -1772051.421798 + Penalty 115701.615271 = -1656349.806527 nChanged 11 Deleting Class 118 (8 points): Lose 66.962220 but Gain 1078.359013 Iteration 93Q (80.749394 sec): 135 clusters Score: Raw -1772005.170316 + Penalty 114652.575933 = -1657352.594384 nChanged 16 Deleting Class 162 (10 points): Lose 78.642674 but Gain 1088.060579 Iteration 94Q (80.977732 sec): 134 clusters Score: Raw -1771948.073390 + Penalty 113630.712083 = -1658317.361306 nChanged 14 Deleting Class 220 (6 points): Lose 45.235434 but Gain 1072.289807 Iteration 95Q (81.204302 sec): 133 clusters Score: Raw -1771933.882668 + Penalty 112604.931103 = -1659328.951564 nChanged 10 Deleting Class 165 (4 points): Lose 34.518238 but Gain 1043.187466 Iteration 96Q (81.430385 sec): 132 clusters Score: Raw -1771919.748433 + Penalty 111594.160832 = -1660325.587601 nChanged 8 Deleting Class 115 (18 points): Lose 95.683792 but Gain 1092.341126 Iteration 97Q (81.655867 sec): 131 clusters Score: Raw -1771846.073002 + Penalty 110539.224095 = -1661306.848907 nChanged 25 Deleting Class 45 (22 points): Lose 160.346959 but Gain 1155.331154 Iteration 98Q (81.880859 sec): 130 clusters Score: Raw -1771716.715845 + Penalty 109453.308812 = -1662263.407033 nChanged 26 Deleting Class 135 (5 points): Lose 68.612839 but Gain 1056.178650 Iteration 99Q (82.105801 sec): 129 clusters Score: Raw -1771715.222850 + Penalty 108479.200568 = -1663236.022282 nChanged 11 Deleting Class 17 (7 points): Lose 69.885719 but Gain 1056.258258 Iteration 100F (84.486352 sec): 128 clusters Score: Raw -1771691.831193 + Penalty 107416.464192 = -1664275.367001 nChanged 9 Deleting Class 144 (7 points): Lose 55.420024 but Gain 1035.223373 Iteration 101Q (84.710994 sec): 127 clusters Score: Raw -1771656.403838 + Penalty 106398.111018 = -1665258.292820 nChanged 9 Deleting Class 211 (3 points): Lose 41.814893 but Gain 1021.415082 Iteration 102Q (84.933794 sec): 126 clusters Score: Raw -1771626.461364 + Penalty 105386.922774 = -1666239.538591 nChanged 4 Deleting Class 219 (1 points): Lose 12.233694 but Gain 991.101649 Iteration 103Q (85.153757 sec): 125 clusters Score: Raw -1771621.005101 + Penalty 104403.332233 = -1667217.672868 nChanged 3 Deleting Class 85 (16 points): Lose 120.571883 but Gain 1096.278881 Iteration 104Q (85.373472 sec): 124 clusters Score: Raw -1771518.101275 + Penalty 103415.022061 = -1668103.079214 nChanged 19 Deleting Class 104 (13 points): Lose 71.027503 but Gain 1042.465318 Iteration 105Q (85.593942 sec): 123 clusters Score: Raw -1771490.387013 + Penalty 102454.185089 = -1669036.201924 nChanged 20 Deleting Class 166 (12 points): Lose 70.618998 but Gain 1084.154987 Iteration 106Q (85.813517 sec): 122 clusters Score: Raw -1771455.255518 + Penalty 101406.566731 = -1670048.688786 nChanged 23 Deleting Class 86 (10 points): Lose 87.178673 but Gain 1054.639653 Iteration 107Q (86.031549 sec): 121 clusters Score: Raw -1771392.584190 + Penalty 100373.318418 = -1671019.265772 nChanged 21 Deleting Class 107 (5 points): Lose 47.340397 but Gain 1010.736356 Iteration 108Q (86.249123 sec): 120 clusters Score: Raw -1771367.487516 + Penalty 99408.946898 = -1671958.540618 nChanged 20 Deleting Class 91 (9 points): Lose 73.833429 but Gain 1028.921536 Iteration 109Q (86.465866 sec): 119 clusters Score: Raw -1771307.900553 + Penalty 98409.780752 = -1672898.119801 nChanged 18 Deleting Class 145 (3 points): Lose 46.669103 but Gain 996.826551 Iteration 110F (88.662311 sec): 118 clusters Score: Raw -1771283.422769 + Penalty 97443.975543 = -1673839.447226 nChanged 12 Deleting Class 72 (8 points): Lose 56.365287 but Gain 1002.540118 Iteration 111Q (88.877623 sec): 117 clusters Score: Raw -1771243.630808 + Penalty 96461.471434 = -1674782.159375 nChanged 13 Deleting Class 191 (5 points): Lose 47.921664 but Gain 993.516299 Iteration 112Q (89.092284 sec): 116 clusters Score: Raw -1771218.767756 + Penalty 95475.465793 = -1675743.301963 nChanged 14 Deleting Class 136 (8 points): Lose 66.425558 but Gain 1010.628350 Iteration 113Q (89.305590 sec): 115 clusters Score: Raw -1771170.746981 + Penalty 94481.039701 = -1676689.707280 nChanged 24 Deleting Class 46 (20 points): Lose 107.241633 but Gain 1049.028457 Iteration 114Q (89.519068 sec): 114 clusters Score: Raw -1771084.638737 + Penalty 93444.033090 = -1677640.605647 nChanged 37 Deleting Class 26 (45 points): Lose 217.839574 but Gain 1157.170680 Iteration 115Q (89.732260 sec): 113 clusters Score: Raw -1770903.326087 + Penalty 92333.398420 = -1678569.927667 nChanged 55 Deleting Class 121 (4 points): Lose 50.988887 but Gain 990.027605 Iteration 116Q (89.945814 sec): 112 clusters Score: Raw -1770950.561185 + Penalty 91389.736342 = -1679560.824843 nChanged 27 Deleting Class 44 (18 points): Lose 74.405408 but Gain 1011.153561 Iteration 117Q (90.157585 sec): 111 clusters Score: Raw -1770911.623751 + Penalty 90418.579593 = -1680493.044158 nChanged 33 Deleting Class 69 (40 points): Lose 173.098709 but Gain 1108.929127 Iteration 118Q (90.369375 sec): 110 clusters Score: Raw -1770772.215552 + Penalty 89392.678571 = -1681379.536981 nChanged 48 Writing temp clu file Memory request: 0.18 GB would take us to total of 0.37 GB. Compute initial score before splitting: Score: Raw -1770772.215552 + Penalty 89392.678571 = -1681379.536981Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 1 (400 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.498189 sec): 2 clusters Score: Raw -19875.455953 + Penalty 530.120529 = -19345.335424 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.499111 sec): 3 clusters Score: Raw -19722.959587 + Penalty 1063.902903 = -18659.056684 nChanged 108 SP:Iteration 1F (90.500003 sec): 3 clusters Score: Raw -19819.533420 + Penalty 1068.007914 = -18751.525506 nChanged 32 SP:Iteration 2F (90.500905 sec): 3 clusters Score: Raw -19850.972262 + Penalty 1070.371181 = -18780.601081 nChanged 17 SP:Iteration 3Q (90.501825 sec): 3 clusters Score: Raw -19869.256122 + Penalty 1074.279551 = -18794.976571 nChanged 8 SP:Iteration 4Q (90.502707 sec): 3 clusters Score: Raw -19876.339902 + Penalty 1083.153768 = -18793.186134 nChanged 11 SP:Iteration 5F (90.503603 sec): 3 clusters Score: Raw -19886.397587 + Penalty 1091.984640 = -18794.412947 nChanged 11 SP:Iteration 6Q (90.504476 sec): 3 clusters Score: Raw -19897.721925 + Penalty 1105.194452 = -18792.527473 nChanged 8 SP:Iteration 7F (90.505365 sec): 3 clusters Score: Raw -19904.385531 + Penalty 1113.056014 = -18791.329517 nChanged 7 SP:Iteration 8F (90.506256 sec): 3 clusters Score: Raw -19908.766530 + Penalty 1119.122639 = -18789.643892 nChanged 4 SP:Iteration 9F (90.507144 sec): 3 clusters Score: Raw -19912.393497 + Penalty 1120.732471 = -18791.661026 nChanged 3 SP:Iteration 10F (90.508034 sec): 3 clusters Score: Raw -19919.680532 + Penalty 1122.979508 = -18796.701023 nChanged 1 SP:Iteration 11Q (90.508877 sec): 3 clusters Score: Raw -19921.119706 + Penalty 1124.780075 = -18796.339631 nChanged 3 SP:Iteration 12F (90.509769 sec): 3 clusters Score: Raw -19925.303822 + Penalty 1124.131939 = -18801.171882 nChanged 2 SP:Iteration 13Q (90.510613 sec): 3 clusters Score: Raw -19927.865415 + Penalty 1128.676521 = -18799.188894 nChanged 3 SP:Iteration 14F (90.511568 sec): 3 clusters Score: Raw -19932.420422 + Penalty 1129.985517 = -18802.434905 nChanged 2 SP:Iteration 15Q (90.512459 sec): 3 clusters Score: Raw -19938.677951 + Penalty 1131.579498 = -18807.098453 nChanged 4 SP:Iteration 16Q (90.513326 sec): 3 clusters Score: Raw -19945.412816 + Penalty 1138.710420 = -18806.702395 nChanged 7 SP:Iteration 17F (90.514255 sec): 3 clusters Score: Raw -19956.978143 + Penalty 1137.028628 = -18819.949515 nChanged 1 SP:Iteration 18Q (90.515111 sec): 3 clusters Score: Raw -19960.692828 + Penalty 1135.103021 = -18825.589807 nChanged 1 SP:Iteration 19Q (90.515947 sec): 3 clusters Score: Raw -19961.728081 + Penalty 1135.103021 = -18826.625060 nChanged 0 SP:Iteration 20F (90.516835 sec): 3 clusters Score: Raw -19961.728081 + Penalty 1135.103021 = -18826.625060 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 2 (1042 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.521057 sec): 2 clusters Score: Raw -50081.429642 + Penalty 90.548021 = -49990.881621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.523101 sec): 3 clusters Score: Raw -49408.787498 + Penalty 182.845912 = -49225.941586 nChanged 476 SP:Iteration 1F (90.525085 sec): 3 clusters Score: Raw -49799.536188 + Penalty 184.306909 = -49615.229278 nChanged 114 SP:Iteration 2F (90.527070 sec): 3 clusters Score: Raw -49884.574454 + Penalty 186.649602 = -49697.924852 nChanged 65 SP:Iteration 3F (90.529042 sec): 3 clusters Score: Raw -49942.108166 + Penalty 188.033825 = -49754.074341 nChanged 51 SP:Iteration 4Q (90.530970 sec): 3 clusters Score: Raw -49972.488998 + Penalty 188.291494 = -49784.197504 nChanged 37 SP:Iteration 5Q (90.532881 sec): 3 clusters Score: Raw -49993.735596 + Penalty 190.964788 = -49802.770808 nChanged 34 SP:Iteration 6Q (90.534776 sec): 3 clusters Score: Raw -50008.204530 + Penalty 193.034574 = -49815.169956 nChanged 21 SP:Iteration 7Q (90.536652 sec): 3 clusters Score: Raw -50016.779336 + Penalty 194.000126 = -49822.779210 nChanged 28 SP:Iteration 8Q (90.538518 sec): 3 clusters Score: Raw -50033.960093 + Penalty 192.871804 = -49841.088289 nChanged 23 SP:Iteration 9Q (90.540428 sec): 3 clusters Score: Raw -50051.725173 + Penalty 193.041387 = -49858.683786 nChanged 21 SP:Iteration 10F (90.542432 sec): 3 clusters Score: Raw -50063.612170 + Penalty 192.028201 = -49871.583969 nChanged 21 SP:Iteration 11Q (90.544315 sec): 3 clusters Score: Raw -50075.301159 + Penalty 190.293370 = -49885.007789 nChanged 16 SP:Iteration 12Q (90.546120 sec): 3 clusters Score: Raw -50082.849776 + Penalty 189.339267 = -49893.510509 nChanged 7 SP:Iteration 13Q (90.547904 sec): 3 clusters Score: Raw -50085.549891 + Penalty 185.847220 = -49899.702672 nChanged 8 SP:Iteration 14Q (90.549755 sec): 3 clusters Score: Raw -50091.722859 + Penalty 187.625348 = -49904.097511 nChanged 9 SP:Iteration 15Q (90.551558 sec): 3 clusters Score: Raw -50094.214776 + Penalty 187.146841 = -49907.067935 nChanged 9 SP:Iteration 16Q (90.553322 sec): 3 clusters Score: Raw -50098.297377 + Penalty 187.283618 = -49911.013759 nChanged 11 SP:Iteration 17Q (90.555082 sec): 3 clusters Score: Raw -50102.058293 + Penalty 183.968887 = -49918.089407 nChanged 8 SP:Iteration 18Q (90.556822 sec): 3 clusters Score: Raw -50106.014784 + Penalty 182.449075 = -49923.565708 nChanged 6 SP:Iteration 19Q (90.558550 sec): 3 clusters Score: Raw -50109.357902 + Penalty 183.766317 = -49925.591585 nChanged 8 SP:Iteration 20F (90.560510 sec): 3 clusters Score: Raw -50111.536532 + Penalty 181.833019 = -49929.703513 nChanged 6 SP:Iteration 21Q (90.562241 sec): 3 clusters Score: Raw -50114.659767 + Penalty 181.642804 = -49933.016964 nChanged 5 SP:Iteration 22Q (90.564019 sec): 3 clusters Score: Raw -50116.666457 + Penalty 181.106337 = -49935.560121 nChanged 6 SP:Iteration 23Q (90.565752 sec): 3 clusters Score: Raw -50118.301121 + Penalty 181.145089 = -49937.156032 nChanged 4 SP:Iteration 24Q (90.567450 sec): 3 clusters Score: Raw -50119.286867 + Penalty 182.722835 = -49936.564032 nChanged 5 SP:Iteration 25F (90.569403 sec): 3 clusters Score: Raw -50120.793400 + Penalty 184.210211 = -49936.583188 nChanged 4 SP:Iteration 26Q (90.571184 sec): 3 clusters Score: Raw -50121.631442 + Penalty 184.951878 = -49936.679564 nChanged 6 SP:Iteration 27Q (90.572865 sec): 3 clusters Score: Raw -50123.144889 + Penalty 186.724134 = -49936.420754 nChanged 4 SP:Iteration 28F (90.574820 sec): 3 clusters Score: Raw -50123.860972 + Penalty 185.593201 = -49938.267771 nChanged 3 SP:Iteration 29Q (90.576488 sec): 3 clusters Score: Raw -50124.542356 + Penalty 186.068295 = -49938.474062 nChanged 1 SP:Iteration 30F (90.578440 sec): 3 clusters Score: Raw -50124.641178 + Penalty 187.020266 = -49937.620912 nChanged 2 SP:Iteration 31F (90.580393 sec): 3 clusters Score: Raw -50125.029410 + Penalty 189.647610 = -49935.381801 nChanged 5 SP:Iteration 32F (90.582345 sec): 3 clusters Score: Raw -50127.405112 + Penalty 192.864081 = -49934.541031 nChanged 7 SP:Iteration 33F (90.584298 sec): 3 clusters Score: Raw -50131.076052 + Penalty 194.514222 = -49936.561830 nChanged 4 SP:Iteration 34Q (90.585945 sec): 3 clusters Score: Raw -50132.532103 + Penalty 194.521545 = -49938.010558 nChanged 2 SP:Iteration 35Q (90.587631 sec): 3 clusters Score: Raw -50133.390273 + Penalty 194.855644 = -49938.534629 nChanged 1 SP:Iteration 36Q (90.589290 sec): 3 clusters Score: Raw -50134.422173 + Penalty 196.290670 = -49938.131503 nChanged 4 SP:Iteration 37F (90.591249 sec): 3 clusters Score: Raw -50135.543498 + Penalty 197.055666 = -49938.487833 nChanged 1 SP:Iteration 38Q (90.592915 sec): 3 clusters Score: Raw -50135.630907 + Penalty 197.055666 = -49938.575242 nChanged 0 SP:Iteration 39F (90.594903 sec): 3 clusters Score: Raw -50135.630907 + Penalty 197.055666 = -49938.575242 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 3 (196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.595961 sec): 2 clusters Score: Raw -8057.901470 + Penalty 440.643797 = -7617.257673 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.596529 sec): 3 clusters Score: Raw -8074.426561 + Penalty 887.053060 = -7187.373501 nChanged 55 SP:Iteration 1F (90.597078 sec): 3 clusters Score: Raw -8149.276950 + Penalty 893.303114 = -7255.973836 nChanged 10 SP:Iteration 2F (90.597623 sec): 3 clusters Score: Raw -8165.443241 + Penalty 898.605681 = -7266.837560 nChanged 12 SP:Iteration 3F (90.598189 sec): 3 clusters Score: Raw -8197.738173 + Penalty 903.040718 = -7294.697455 nChanged 11 SP:Iteration 4F (90.598754 sec): 3 clusters Score: Raw -8233.173002 + Penalty 905.296247 = -7327.876755 nChanged 5 SP:Iteration 5Q (90.599277 sec): 3 clusters Score: Raw -8259.677503 + Penalty 903.457618 = -7356.219885 nChanged 1 SP:Iteration 6Q (90.599819 sec): 3 clusters Score: Raw -8262.231507 + Penalty 903.457618 = -7358.773889 nChanged 0 SP:Iteration 7F (90.600385 sec): 3 clusters Score: Raw -8262.231507 + Penalty 903.457618 = -7358.773889 nChanged 0 Memory request: 0.02 GB would take us to total of 0.39 GB. Trying to split cluster 4 (4153 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.620035 sec): 2 clusters Score: Raw -198937.939241 + Penalty 82.926449 = -198855.012792 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.627720 sec): 3 clusters Score: Raw -196257.929820 + Penalty 175.711166 = -196082.218654 nChanged 1978 SP:Iteration 1F (90.635163 sec): 3 clusters Score: Raw -197896.059554 + Penalty 181.976646 = -197714.082908 nChanged 377 SP:Iteration 2F (90.642915 sec): 3 clusters Score: Raw -198138.308382 + Penalty 185.201690 = -197953.106692 nChanged 287 SP:Iteration 3F (90.650725 sec): 3 clusters Score: Raw -198385.523553 + Penalty 189.992477 = -198195.531077 nChanged 253 SP:Iteration 4F (90.658037 sec): 3 clusters Score: Raw -198647.727486 + Penalty 194.965496 = -198452.761990 nChanged 172 SP:Iteration 5Q (90.665427 sec): 3 clusters Score: Raw -198819.545945 + Penalty 183.790173 = -198635.755772 nChanged 91 SP:Iteration 6Q (90.672664 sec): 3 clusters Score: Raw -198918.705866 + Penalty 185.956922 = -198732.748944 nChanged 34 SP:Iteration 7Q (90.680446 sec): 3 clusters Score: Raw -198961.052385 + Penalty 189.107242 = -198771.945143 nChanged 10 SP:Iteration 8Q (90.687397 sec): 3 clusters Score: Raw -198968.371085 + Penalty 189.706758 = -198778.664327 nChanged 2 SP:Iteration 9Q (90.694233 sec): 3 clusters Score: Raw -198968.777470 + Penalty 191.182837 = -198777.594633 nChanged 1 SP:Iteration 10F (90.702651 sec): 3 clusters Score: Raw -198968.965193 + Penalty 191.182837 = -198777.782356 nChanged 0 Memory request: 0.02 GB would take us to total of 0.39 GB. Trying to split cluster 5 (4274 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.723951 sec): 2 clusters Score: Raw -206405.275748 + Penalty 243.048166 = -206162.227582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.731793 sec): 3 clusters Score: Raw -203676.265927 + Penalty 505.811247 = -203170.454680 nChanged 1948 SP:Iteration 1F (90.739406 sec): 3 clusters Score: Raw -205501.505188 + Penalty 505.204394 = -204996.300795 nChanged 458 SP:Iteration 2F (90.747029 sec): 3 clusters Score: Raw -205770.856838 + Penalty 504.906653 = -205265.950186 nChanged 213 SP:Iteration 3Q (90.754699 sec): 3 clusters Score: Raw -205906.264237 + Penalty 510.802938 = -205395.461299 nChanged 146 SP:Iteration 4Q (90.762364 sec): 3 clusters Score: Raw -206012.204637 + Penalty 514.154151 = -205498.050486 nChanged 130 SP:Iteration 5Q (90.770085 sec): 3 clusters Score: Raw -206097.327018 + Penalty 513.366483 = -205583.960535 nChanged 121 SP:Iteration 6Q (90.777667 sec): 3 clusters Score: Raw -206184.115293 + Penalty 507.135705 = -205676.979587 nChanged 110 SP:Iteration 7Q (90.785226 sec): 3 clusters Score: Raw -206266.984076 + Penalty 509.008345 = -205757.975731 nChanged 89 SP:Iteration 8Q (90.792792 sec): 3 clusters Score: Raw -206339.294654 + Penalty 516.828732 = -205822.465922 nChanged 53 SP:Iteration 9Q (90.800057 sec): 3 clusters Score: Raw -206386.337053 + Penalty 533.846686 = -205852.490367 nChanged 40 SP:Iteration 10F (90.807724 sec): 3 clusters Score: Raw -206422.795323 + Penalty 561.709867 = -205861.085455 nChanged 22 SP:Iteration 11Q (90.814844 sec): 3 clusters Score: Raw -206443.698847 + Penalty 571.063910 = -205872.634937 nChanged 9 SP:Iteration 12Q (90.821481 sec): 3 clusters Score: Raw -206449.562327 + Penalty 568.603077 = -205880.959250 nChanged 3 SP:Iteration 13Q (90.828027 sec): 3 clusters Score: Raw -206451.277697 + Penalty 571.261406 = -205880.016292 nChanged 1 SP:Iteration 14F (90.835748 sec): 3 clusters Score: Raw -206451.844934 + Penalty 570.113233 = -205881.731701 nChanged 1 SP:Iteration 15Q (90.842451 sec): 3 clusters Score: Raw -206452.922784 + Penalty 570.113233 = -205882.809550 nChanged 0 SP:Iteration 16F (90.850516 sec): 3 clusters Score: Raw -206452.922784 + Penalty 570.113233 = -205882.809550 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 6 (553 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.856064 sec): 2 clusters Score: Raw -27291.247474 + Penalty 366.472476 = -26924.774998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.857280 sec): 3 clusters Score: Raw -27012.330929 + Penalty 734.763519 = -26277.567410 nChanged 175 SP:Iteration 1F (90.858457 sec): 3 clusters Score: Raw -27121.315600 + Penalty 754.019003 = -26367.296598 nChanged 61 SP:Iteration 2F (90.859628 sec): 3 clusters Score: Raw -27201.404294 + Penalty 791.577491 = -26409.826804 nChanged 55 SP:Iteration 3F (90.860799 sec): 3 clusters Score: Raw -27281.304554 + Penalty 844.498259 = -26436.806294 nChanged 39 SP:Iteration 4F (90.862118 sec): 3 clusters Score: Raw -27338.774869 + Penalty 890.067929 = -26448.706940 nChanged 17 SP:Iteration 5Q (90.863378 sec): 3 clusters Score: Raw -27369.604273 + Penalty 916.727132 = -26452.877141 nChanged 4 SP:Iteration 6Q (90.864573 sec): 3 clusters Score: Raw -27376.583770 + Penalty 932.695592 = -26443.888178 nChanged 3 SP:Iteration 7F (90.865898 sec): 3 clusters Score: Raw -27381.001934 + Penalty 932.695592 = -26448.306342 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 7 (405 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.868577 sec): 2 clusters Score: Raw -20757.585275 + Penalty 143.705243 = -20613.880031 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.869501 sec): 3 clusters Score: Raw -20548.376090 + Penalty 285.233223 = -20263.142868 nChanged 152 SP:Iteration 1F (90.870412 sec): 3 clusters Score: Raw -20640.568068 + Penalty 283.165693 = -20357.402376 nChanged 45 SP:Iteration 2F (90.871326 sec): 3 clusters Score: Raw -20681.541825 + Penalty 282.057082 = -20399.484743 nChanged 32 SP:Iteration 3F (90.872235 sec): 3 clusters Score: Raw -20707.581813 + Penalty 281.175992 = -20426.405821 nChanged 21 SP:Iteration 4F (90.873143 sec): 3 clusters Score: Raw -20723.480873 + Penalty 281.815661 = -20441.665212 nChanged 16 SP:Iteration 5Q (90.874026 sec): 3 clusters Score: Raw -20734.742040 + Penalty 282.478792 = -20452.263249 nChanged 10 SP:Iteration 6Q (90.874903 sec): 3 clusters Score: Raw -20739.919741 + Penalty 283.666055 = -20456.253685 nChanged 6 SP:Iteration 7Q (90.875779 sec): 3 clusters Score: Raw -20741.944697 + Penalty 284.825963 = -20457.118734 nChanged 6 SP:Iteration 8Q (90.876652 sec): 3 clusters Score: Raw -20744.580465 + Penalty 286.034191 = -20458.546274 nChanged 6 SP:Iteration 9Q (90.877525 sec): 3 clusters Score: Raw -20747.422147 + Penalty 287.097765 = -20460.324381 nChanged 5 SP:Iteration 10F (90.878430 sec): 3 clusters Score: Raw -20748.317539 + Penalty 287.732116 = -20460.585423 nChanged 3 SP:Iteration 11Q (90.879308 sec): 3 clusters Score: Raw -20748.950302 + Penalty 287.949059 = -20461.001243 nChanged 1 SP:Iteration 12Q (90.880185 sec): 3 clusters Score: Raw -20748.997515 + Penalty 287.949059 = -20461.048457 nChanged 0 SP:Iteration 13F (90.881089 sec): 3 clusters Score: Raw -20748.997515 + Penalty 287.949059 = -20461.048457 nChanged 0 Memory request: 0.02 GB would take us to total of 0.39 GB. Trying to split cluster 8 (3962 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.892988 sec): 2 clusters Score: Raw -190746.349985 + Penalty 116.568485 = -190629.781500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.900240 sec): 3 clusters Score: Raw -188195.709559 + Penalty 253.399241 = -187942.310318 nChanged 1846 SP:Iteration 1F (90.907330 sec): 3 clusters Score: Raw -189637.328670 + Penalty 269.035428 = -189368.293242 nChanged 422 SP:Iteration 2F (90.914468 sec): 3 clusters Score: Raw -189982.328943 + Penalty 285.160569 = -189697.168374 nChanged 289 SP:Iteration 3F (90.921559 sec): 3 clusters Score: Raw -190285.192875 + Penalty 313.501105 = -189971.691770 nChanged 206 SP:Iteration 4F (90.928561 sec): 3 clusters Score: Raw -190535.811037 + Penalty 363.337486 = -190172.473551 nChanged 129 SP:Iteration 5Q (90.935588 sec): 3 clusters Score: Raw -190686.150795 + Penalty 448.876365 = -190237.274430 nChanged 54 SP:Iteration 6Q (90.943705 sec): 3 clusters Score: Raw -190747.412987 + Penalty 507.927969 = -190239.485018 nChanged 18 SP:Iteration 7Q (90.949899 sec): 3 clusters Score: Raw -190767.275033 + Penalty 546.437085 = -190220.837948 nChanged 4 SP:Iteration 8F (90.958015 sec): 3 clusters Score: Raw -190775.411124 + Penalty 596.497902 = -190178.913222 nChanged 3 SP:Iteration 9F (90.966010 sec): 3 clusters Score: Raw -190787.711506 + Penalty 596.497902 = -190191.213604 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 9 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.968667 sec): 2 clusters Score: Raw -1055.157687 + Penalty 251.838612 = -803.319075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.968938 sec): 3 clusters Score: Raw -1131.065059 + Penalty 506.587759 = -624.477300 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 10 (393 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.970683 sec): 2 clusters Score: Raw -19823.773018 + Penalty 599.692244 = -19224.080774 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.971588 sec): 3 clusters Score: Raw -19693.923091 + Penalty 1195.989783 = -18497.933308 nChanged 86 SP:Iteration 1F (90.972475 sec): 3 clusters Score: Raw -19775.930689 + Penalty 1195.555321 = -18580.375369 nChanged 30 SP:Iteration 2F (90.973365 sec): 3 clusters Score: Raw -19820.684475 + Penalty 1197.856530 = -18622.827945 nChanged 27 SP:Iteration 3F (90.974252 sec): 3 clusters Score: Raw -19860.644347 + Penalty 1202.033628 = -18658.610720 nChanged 23 SP:Iteration 4F (90.975135 sec): 3 clusters Score: Raw -19893.759972 + Penalty 1202.076661 = -18691.683312 nChanged 13 SP:Iteration 5Q (90.975994 sec): 3 clusters Score: Raw -19917.800658 + Penalty 1202.682129 = -18715.118529 nChanged 12 SP:Iteration 6Q (90.976846 sec): 3 clusters Score: Raw -19934.439420 + Penalty 1202.782859 = -18731.656561 nChanged 9 SP:Iteration 7Q (90.977694 sec): 3 clusters Score: Raw -19944.755670 + Penalty 1203.962636 = -18740.793034 nChanged 7 SP:Iteration 8Q (90.978535 sec): 3 clusters Score: Raw -19951.814739 + Penalty 1204.152873 = -18747.661867 nChanged 2 SP:Iteration 9Q (90.979371 sec): 3 clusters Score: Raw -19954.574106 + Penalty 1204.152873 = -18750.421234 nChanged 0 SP:Iteration 10F (90.980251 sec): 3 clusters Score: Raw -19954.574106 + Penalty 1204.152873 = -18750.421234 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 11 (133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.981080 sec): 2 clusters Score: Raw -5804.807907 + Penalty 159.343923 = -5645.463984 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.981540 sec): 3 clusters Score: Raw -5764.706170 + Penalty 327.540090 = -5437.166081 nChanged 36 SP:Iteration 1F (90.982042 sec): 3 clusters Score: Raw -5821.247518 + Penalty 336.994210 = -5484.253308 nChanged 16 SP:Iteration 2F (90.982488 sec): 3 clusters Score: Raw -5850.091305 + Penalty 336.828529 = -5513.262776 nChanged 1 SP:Iteration 3Q (90.982962 sec): 3 clusters Score: Raw -5853.193084 + Penalty 336.828529 = -5516.364556 nChanged 0 SP:Iteration 4F (90.983442 sec): 3 clusters Score: Raw -5853.193084 + Penalty 336.828529 = -5516.364556 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 12 (98 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.984439 sec): 2 clusters Score: Raw -5014.752046 + Penalty 439.869901 = -4574.882145 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.984885 sec): 3 clusters Score: Raw -5042.418467 + Penalty 876.954735 = -4165.463732 nChanged 10 SP:Iteration 1F (90.985273 sec): 3 clusters Score: Raw -5062.490453 + Penalty 876.146249 = -4186.344204 nChanged 2 SP:Iteration 2Q (90.985672 sec): 3 clusters Score: Raw -5070.926464 + Penalty 876.146249 = -4194.780215 nChanged 0 SP:Iteration 3F (90.986065 sec): 3 clusters Score: Raw -5070.926464 + Penalty 876.146249 = -4194.780215 nChanged 0 Memory request: 0.04 GB would take us to total of 0.41 GB. Trying to split cluster 14 (9196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (91.026377 sec): 2 clusters Score: Raw -431647.472857 + Penalty 255.658828 = -431391.814029 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (91.043300 sec): 3 clusters Score: Raw -425555.834969 + Penalty 518.767087 = -425037.067882 nChanged 4238 SP:Iteration 1F (91.060320 sec): 3 clusters Score: Raw -429320.820321 + Penalty 510.234320 = -428810.586001 nChanged 1628 SP:Iteration 2F (91.077145 sec): 3 clusters Score: Raw -430863.134853 + Penalty 472.797295 = -430390.337558 nChanged 443 SP:Iteration 3Q (91.094283 sec): 3 clusters Score: Raw -431358.179952 + Penalty 432.616593 = -430925.563359 nChanged 216 SP:Iteration 4Q (91.110982 sec): 3 clusters Score: Raw -431779.353013 + Penalty 418.831821 = -431360.521192 nChanged 71 SP:Iteration 5Q (91.125187 sec): 3 clusters Score: Raw -431866.180206 + Penalty 413.043890 = -431453.136316 nChanged 43 SP:Iteration 6Q (91.139112 sec): 3 clusters Score: Raw -431879.811448 + Penalty 411.975042 = -431467.836406 nChanged 31 SP:Iteration 7Q (91.153035 sec): 3 clusters Score: Raw -431887.252211 + Penalty 410.035644 = -431477.216567 nChanged 35 SP:Iteration 8Q (91.167035 sec): 3 clusters Score: Raw -431895.198526 + Penalty 408.057228 = -431487.141298 nChanged 34 SP:Iteration 9Q (91.180824 sec): 3 clusters Score: Raw -431903.340098 + Penalty 407.421991 = -431495.918106 nChanged 32 SP:Iteration 10F (91.197474 sec): 3 clusters Score: Raw -431908.837053 + Penalty 407.360024 = -431501.477029 nChanged 19 SP:Iteration 11Q (91.211431 sec): 3 clusters Score: Raw -431911.210547 + Penalty 406.984550 = -431504.225998 nChanged 13 SP:Iteration 12Q (91.225265 sec): 3 clusters Score: Raw -431912.148223 + Penalty 407.107404 = -431505.040818 nChanged 5 SP:Iteration 13Q (91.239043 sec): 3 clusters Score: Raw -431912.352903 + Penalty 406.731303 = -431505.621600 nChanged 4 SP:Iteration 14Q (91.253135 sec): 3 clusters Score: Raw -431912.608526 + Penalty 405.960669 = -431506.647856 nChanged 5 SP:Iteration 15Q (91.267187 sec): 3 clusters Score: Raw -431913.336761 + Penalty 405.314070 = -431508.022691 nChanged 8 SP:Iteration 16Q (91.281506 sec): 3 clusters Score: Raw -431913.808450 + Penalty 405.424874 = -431508.383576 nChanged 2 SP:Iteration 17Q (91.295188 sec): 3 clusters Score: Raw -431913.849057 + Penalty 405.540860 = -431508.308197 nChanged 1 SP:Iteration 18F (91.312102 sec): 3 clusters Score: Raw -431913.856128 + Penalty 405.661979 = -431508.194150 nChanged 2 SP:Iteration 19F (91.328879 sec): 3 clusters Score: Raw -431913.889012 + Penalty 405.694713 = -431508.194299 nChanged 1 SP:Iteration 20F (91.345751 sec): 3 clusters Score: Raw -431913.892168 + Penalty 405.694713 = -431508.197456 nChanged 0 Score: Raw -1803109.476342 + Penalty 89566.941483 = -1713542.534859 Splitting cluster 14 changes total score from -1681379.536981 to -1713542.534859 So it's getting split into cluster 13. Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 15 (694 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.388941 sec): 2 clusters Score: Raw -33947.736618 + Penalty 149.697317 = -33798.039301 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.390433 sec): 3 clusters Score: Raw -33539.806079 + Penalty 324.480851 = -33215.325228 nChanged 294 SP:Iteration 1F (93.391920 sec): 3 clusters Score: Raw -33887.201031 + Penalty 331.233230 = -33555.967800 nChanged 62 SP:Iteration 2F (93.393470 sec): 3 clusters Score: Raw -33936.852143 + Penalty 331.537839 = -33605.314304 nChanged 18 SP:Iteration 3Q (93.394956 sec): 3 clusters Score: Raw -33951.672374 + Penalty 335.575178 = -33616.097196 nChanged 11 SP:Iteration 4Q (93.396384 sec): 3 clusters Score: Raw -33960.735199 + Penalty 340.106633 = -33620.628566 nChanged 12 SP:Iteration 5Q (93.397791 sec): 3 clusters Score: Raw -33967.320803 + Penalty 343.747753 = -33623.573051 nChanged 9 SP:Iteration 6Q (93.399225 sec): 3 clusters Score: Raw -33972.331911 + Penalty 349.251805 = -33623.080106 nChanged 8 SP:Iteration 7F (93.400746 sec): 3 clusters Score: Raw -33976.338043 + Penalty 355.975538 = -33620.362505 nChanged 8 SP:Iteration 8F (93.402251 sec): 3 clusters Score: Raw -33980.687255 + Penalty 364.545043 = -33616.142212 nChanged 7 SP:Iteration 9F (93.403744 sec): 3 clusters Score: Raw -33983.864590 + Penalty 367.056054 = -33616.808536 nChanged 2 SP:Iteration 10F (93.405288 sec): 3 clusters Score: Raw -33983.988473 + Penalty 367.056054 = -33616.932419 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 16 (307 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.407756 sec): 2 clusters Score: Raw -14655.842136 + Penalty 469.210333 = -14186.631803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.408587 sec): 3 clusters Score: Raw -14557.352076 + Penalty 937.793148 = -13619.558928 nChanged 86 SP:Iteration 1F (93.409389 sec): 3 clusters Score: Raw -14652.981500 + Penalty 937.738589 = -13715.242911 nChanged 23 SP:Iteration 2F (93.410189 sec): 3 clusters Score: Raw -14679.986049 + Penalty 938.642010 = -13741.344039 nChanged 16 SP:Iteration 3F (93.410989 sec): 3 clusters Score: Raw -14700.512655 + Penalty 939.011395 = -13761.501260 nChanged 16 SP:Iteration 4F (93.411790 sec): 3 clusters Score: Raw -14721.269575 + Penalty 940.612769 = -13780.656806 nChanged 12 SP:Iteration 5Q (93.412585 sec): 3 clusters Score: Raw -14733.464046 + Penalty 941.047636 = -13792.416410 nChanged 9 SP:Iteration 6Q (93.413368 sec): 3 clusters Score: Raw -14739.862936 + Penalty 942.290968 = -13797.571968 nChanged 9 SP:Iteration 7Q (93.414152 sec): 3 clusters Score: Raw -14747.835963 + Penalty 941.637270 = -13806.198694 nChanged 7 SP:Iteration 8Q (93.414938 sec): 3 clusters Score: Raw -14755.958399 + Penalty 941.208120 = -13814.750279 nChanged 6 SP:Iteration 9Q (93.415718 sec): 3 clusters Score: Raw -14761.626190 + Penalty 946.004700 = -13815.621490 nChanged 8 SP:Iteration 10F (93.416528 sec): 3 clusters Score: Raw -14770.749679 + Penalty 951.403450 = -13819.346230 nChanged 7 SP:Iteration 11Q (93.417308 sec): 3 clusters Score: Raw -14778.668115 + Penalty 959.887982 = -13818.780134 nChanged 7 SP:Iteration 12F (93.418116 sec): 3 clusters Score: Raw -14784.667517 + Penalty 964.148538 = -13820.518980 nChanged 6 SP:Iteration 13Q (93.418888 sec): 3 clusters Score: Raw -14795.107984 + Penalty 977.602991 = -13817.504993 nChanged 8 SP:Iteration 14F (93.419701 sec): 3 clusters Score: Raw -14810.572365 + Penalty 986.153920 = -13824.418446 nChanged 3 SP:Iteration 15Q (93.420431 sec): 3 clusters Score: Raw -14813.435059 + Penalty 987.234274 = -13826.200785 nChanged 1 SP:Iteration 16Q (93.421168 sec): 3 clusters Score: Raw -14814.360169 + Penalty 987.349015 = -13827.011154 nChanged 1 SP:Iteration 17Q (93.421884 sec): 3 clusters Score: Raw -14816.030213 + Penalty 987.349015 = -13828.681198 nChanged 0 SP:Iteration 18F (93.422714 sec): 3 clusters Score: Raw -14816.030213 + Penalty 987.349015 = -13828.681198 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 18 (196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.423720 sec): 2 clusters Score: Raw -9447.128360 + Penalty 186.533621 = -9260.594739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.424318 sec): 3 clusters Score: Raw -9359.764635 + Penalty 377.977147 = -8981.787488 nChanged 60 SP:Iteration 1F (93.424941 sec): 3 clusters Score: Raw -9413.106254 + Penalty 376.693687 = -9036.412567 nChanged 19 SP:Iteration 2F (93.425529 sec): 3 clusters Score: Raw -9425.070195 + Penalty 372.939708 = -9052.130486 nChanged 8 SP:Iteration 3Q (93.426090 sec): 3 clusters Score: Raw -9429.076359 + Penalty 372.207006 = -9056.869353 nChanged 3 SP:Iteration 4Q (93.426647 sec): 3 clusters Score: Raw -9430.732284 + Penalty 372.207006 = -9058.525278 nChanged 0 SP:Iteration 5F (93.427221 sec): 3 clusters Score: Raw -9430.732284 + Penalty 372.207006 = -9058.525278 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 19 (63 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.428013 sec): 2 clusters Score: Raw -3278.349489 + Penalty 436.489019 = -2841.860470 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.428345 sec): 3 clusters Score: Raw -3335.364273 + Penalty 875.910006 = -2459.454267 nChanged 6 SP:Iteration 1F (93.428665 sec): 3 clusters Score: Raw -3352.681702 + Penalty 875.910006 = -2476.771696 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 20 (572 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.430713 sec): 2 clusters Score: Raw -28324.098172 + Penalty 281.778887 = -28042.319285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.432022 sec): 3 clusters Score: Raw -28065.545715 + Penalty 560.727525 = -27504.818190 nChanged 220 SP:Iteration 1F (93.433267 sec): 3 clusters Score: Raw -28286.003769 + Penalty 558.039402 = -27727.964368 nChanged 70 SP:Iteration 2F (93.434484 sec): 3 clusters Score: Raw -28384.077551 + Penalty 557.941206 = -27826.136346 nChanged 50 SP:Iteration 3F (93.435702 sec): 3 clusters Score: Raw -28457.848217 + Penalty 561.790341 = -27896.057877 nChanged 34 SP:Iteration 4F (93.436950 sec): 3 clusters Score: Raw -28513.244416 + Penalty 563.861250 = -27949.383166 nChanged 22 SP:Iteration 5Q (93.438130 sec): 3 clusters Score: Raw -28534.345128 + Penalty 568.396713 = -27965.948415 nChanged 18 SP:Iteration 6Q (93.439305 sec): 3 clusters Score: Raw -28548.963602 + Penalty 571.847595 = -27977.116007 nChanged 10 SP:Iteration 7Q (93.440468 sec): 3 clusters Score: Raw -28557.136239 + Penalty 573.439478 = -27983.696761 nChanged 12 SP:Iteration 8Q (93.441631 sec): 3 clusters Score: Raw -28566.780863 + Penalty 578.286292 = -27988.494571 nChanged 10 SP:Iteration 9Q (93.442792 sec): 3 clusters Score: Raw -28573.686011 + Penalty 580.936810 = -27992.749201 nChanged 8 SP:Iteration 10F (93.444017 sec): 3 clusters Score: Raw -28578.293335 + Penalty 583.305307 = -27994.988029 nChanged 3 SP:Iteration 11Q (93.445188 sec): 3 clusters Score: Raw -28581.568496 + Penalty 585.146862 = -27996.421633 nChanged 2 SP:Iteration 12Q (93.446338 sec): 3 clusters Score: Raw -28583.799427 + Penalty 586.556051 = -27997.243376 nChanged 1 SP:Iteration 13Q (93.447586 sec): 3 clusters Score: Raw -28584.955998 + Penalty 587.409618 = -27997.546381 nChanged 1 SP:Iteration 14Q (93.448763 sec): 3 clusters Score: Raw -28585.831097 + Penalty 587.409618 = -27998.421479 nChanged 0 SP:Iteration 15F (93.449989 sec): 3 clusters Score: Raw -28585.831097 + Penalty 587.409618 = -27998.421479 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 21 (575 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.451984 sec): 2 clusters Score: Raw -27190.753892 + Penalty 208.281850 = -26982.472042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.453266 sec): 3 clusters Score: Raw -26905.077981 + Penalty 417.580059 = -26487.497923 nChanged 229 SP:Iteration 1F (93.454562 sec): 3 clusters Score: Raw -27089.636602 + Penalty 417.463444 = -26672.173158 nChanged 58 SP:Iteration 2F (93.456101 sec): 3 clusters Score: Raw -27146.733616 + Penalty 417.676721 = -26729.056896 nChanged 36 SP:Iteration 3F (93.457338 sec): 3 clusters Score: Raw -27212.123496 + Penalty 414.098383 = -26798.025113 nChanged 28 SP:Iteration 4Q (93.458598 sec): 3 clusters Score: Raw -27271.751574 + Penalty 412.733760 = -26859.017814 nChanged 20 SP:Iteration 5Q (93.459782 sec): 3 clusters Score: Raw -27314.937933 + Penalty 412.373620 = -26902.564313 nChanged 20 SP:Iteration 6Q (93.460954 sec): 3 clusters Score: Raw -27339.965619 + Penalty 414.117641 = -26925.847978 nChanged 19 SP:Iteration 7Q (93.462115 sec): 3 clusters Score: Raw -27358.191871 + Penalty 416.670774 = -26941.521097 nChanged 13 SP:Iteration 8Q (93.463274 sec): 3 clusters Score: Raw -27371.441909 + Penalty 418.248772 = -26953.193138 nChanged 7 SP:Iteration 9Q (93.464432 sec): 3 clusters Score: Raw -27375.424034 + Penalty 419.387051 = -26956.036983 nChanged 5 SP:Iteration 10F (93.465683 sec): 3 clusters Score: Raw -27376.963820 + Penalty 419.915401 = -26957.048418 nChanged 2 SP:Iteration 11Q (93.466845 sec): 3 clusters Score: Raw -27377.662512 + Penalty 419.915401 = -26957.747111 nChanged 0 SP:Iteration 12F (93.468093 sec): 3 clusters Score: Raw -27377.662512 + Penalty 419.915401 = -26957.747111 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 22 (119 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.468938 sec): 2 clusters Score: Raw -4810.049880 + Penalty 202.098304 = -4607.951575 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.469380 sec): 3 clusters Score: Raw -4787.881865 + Penalty 393.196040 = -4394.685825 nChanged 28 SP:Iteration 1F (93.469814 sec): 3 clusters Score: Raw -4839.803016 + Penalty 390.716697 = -4449.086318 nChanged 6 SP:Iteration 2F (93.470263 sec): 3 clusters Score: Raw -4856.225182 + Penalty 390.014963 = -4466.210219 nChanged 3 SP:Iteration 3Q (93.470690 sec): 3 clusters Score: Raw -4863.984653 + Penalty 392.453373 = -4471.531280 nChanged 2 SP:Iteration 4Q (93.471110 sec): 3 clusters Score: Raw -4872.289058 + Penalty 392.623247 = -4479.665811 nChanged 1 SP:Iteration 5Q (93.471527 sec): 3 clusters Score: Raw -4876.682321 + Penalty 392.071039 = -4484.611281 nChanged 1 SP:Iteration 6Q (93.471944 sec): 3 clusters Score: Raw -4880.163333 + Penalty 392.071039 = -4488.092293 nChanged 0 SP:Iteration 7F (93.472383 sec): 3 clusters Score: Raw -4880.163333 + Penalty 392.071039 = -4488.092293 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 23 (183 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.473317 sec): 2 clusters Score: Raw -8262.942827 + Penalty 179.229404 = -8083.713424 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.473875 sec): 3 clusters Score: Raw -8189.032840 + Penalty 369.130514 = -7819.902326 nChanged 54 SP:Iteration 1F (93.474447 sec): 3 clusters Score: Raw -8233.790819 + Penalty 377.701475 = -7856.089344 nChanged 14 SP:Iteration 2F (93.475015 sec): 3 clusters Score: Raw -8250.515605 + Penalty 385.738355 = -7864.777250 nChanged 10 SP:Iteration 3F (93.475578 sec): 3 clusters Score: Raw -8262.843283 + Penalty 393.817600 = -7869.025683 nChanged 7 SP:Iteration 4Q (93.476128 sec): 3 clusters Score: Raw -8270.331922 + Penalty 398.851261 = -7871.480661 nChanged 3 SP:Iteration 5Q (93.476679 sec): 3 clusters Score: Raw -8273.917255 + Penalty 406.975831 = -7866.941424 nChanged 4 SP:Iteration 6F (93.477243 sec): 3 clusters Score: Raw -8280.073452 + Penalty 415.134603 = -7864.938849 nChanged 4 SP:Iteration 7F (93.477801 sec): 3 clusters Score: Raw -8292.007284 + Penalty 416.955700 = -7875.051585 nChanged 1 SP:Iteration 8Q (93.478317 sec): 3 clusters Score: Raw -8293.594833 + Penalty 418.412493 = -7875.182341 nChanged 1 SP:Iteration 9Q (93.478830 sec): 3 clusters Score: Raw -8294.527779 + Penalty 418.412493 = -7876.115286 nChanged 0 SP:Iteration 10F (93.479382 sec): 3 clusters Score: Raw -8294.527779 + Penalty 418.412493 = -7876.115286 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 24 (114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.480194 sec): 2 clusters Score: Raw -5985.186235 + Penalty 480.647745 = -5504.538490 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.480619 sec): 3 clusters Score: Raw -5997.957447 + Penalty 961.480794 = -5036.476654 nChanged 7 SP:Iteration 1F (93.481030 sec): 3 clusters Score: Raw -6010.676516 + Penalty 961.566728 = -5049.109788 nChanged 3 SP:Iteration 2Q (93.481432 sec): 3 clusters Score: Raw -6018.190842 + Penalty 961.295490 = -5056.895352 nChanged 1 SP:Iteration 3Q (93.481833 sec): 3 clusters Score: Raw -6019.362405 + Penalty 961.067207 = -5058.295197 nChanged 1 SP:Iteration 4Q (93.482234 sec): 3 clusters Score: Raw -6021.592820 + Penalty 960.778606 = -5060.814214 nChanged 1 SP:Iteration 5Q (93.482634 sec): 3 clusters Score: Raw -6023.454575 + Penalty 960.778606 = -5062.675969 nChanged 0 SP:Iteration 6F (93.483043 sec): 3 clusters Score: Raw -6023.454575 + Penalty 960.778606 = -5062.675969 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 25 (739 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.487031 sec): 2 clusters Score: Raw -35959.863395 + Penalty 104.591814 = -35855.271581 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.488603 sec): 3 clusters Score: Raw -35565.114946 + Penalty 273.766365 = -35291.348581 nChanged 306 SP:Iteration 1F (93.490186 sec): 3 clusters Score: Raw -35974.919517 + Penalty 281.805184 = -35693.114333 nChanged 36 SP:Iteration 2Q (93.491767 sec): 3 clusters Score: Raw -36002.591069 + Penalty 281.109897 = -35721.481172 nChanged 3 SP:Iteration 3Q (93.493261 sec): 3 clusters Score: Raw -36003.847701 + Penalty 281.109897 = -35722.737804 nChanged 0 SP:Iteration 4F (93.495066 sec): 3 clusters Score: Raw -36003.847701 + Penalty 281.109897 = -35722.737804 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 27 (101 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.499862 sec): 2 clusters Score: Raw -4317.401216 + Penalty 570.148969 = -3747.252247 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.500290 sec): 3 clusters Score: Raw -4442.529620 + Penalty 1139.762000 = -3302.767620 nChanged 5 SP:Iteration 1Q (93.500669 sec): 3 clusters Score: Raw -4455.659417 + Penalty 1138.654192 = -3317.005225 nChanged 5 SP:Iteration 2Q (93.501046 sec): 3 clusters Score: Raw -4474.102258 + Penalty 1137.747351 = -3336.354907 nChanged 2 SP:Iteration 3Q (93.501422 sec): 3 clusters Score: Raw -4481.909288 + Penalty 1140.285782 = -3341.623507 nChanged 2 SP:Iteration 4Q (93.501795 sec): 3 clusters Score: Raw -4487.168698 + Penalty 1140.285782 = -3346.882916 nChanged 0 SP:Iteration 5F (93.502192 sec): 3 clusters Score: Raw -4487.168698 + Penalty 1140.285782 = -3346.882916 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 28 (57 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.502860 sec): 2 clusters Score: Raw -2547.001652 + Penalty 328.115326 = -2218.886326 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.503186 sec): 3 clusters Score: Raw -2591.545380 + Penalty 674.991244 = -1916.554136 nChanged 5 SP:Iteration 1F (93.503507 sec): 3 clusters Score: Raw -2608.073571 + Penalty 683.156688 = -1924.916883 nChanged 2 SP:Iteration 2Q (93.503811 sec): 3 clusters Score: Raw -2618.650614 + Penalty 683.156688 = -1935.493926 nChanged 0 SP:Iteration 3F (93.504133 sec): 3 clusters Score: Raw -2618.650614 + Penalty 683.156688 = -1935.493926 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 30 (208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.505570 sec): 2 clusters Score: Raw -10206.486428 + Penalty 449.744191 = -9756.742237 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.506181 sec): 3 clusters Score: Raw -10165.508046 + Penalty 898.825854 = -9266.682192 nChanged 46 SP:Iteration 1F (93.506811 sec): 3 clusters Score: Raw -10233.883209 + Penalty 903.323238 = -9330.559971 nChanged 18 SP:Iteration 2F (93.507402 sec): 3 clusters Score: Raw -10269.017673 + Penalty 911.135911 = -9357.881762 nChanged 10 SP:Iteration 3Q (93.507976 sec): 3 clusters Score: Raw -10283.624631 + Penalty 919.959012 = -9363.665619 nChanged 6 SP:Iteration 4Q (93.508547 sec): 3 clusters Score: Raw -10292.499554 + Penalty 923.467426 = -9369.032128 nChanged 4 SP:Iteration 5Q (93.509112 sec): 3 clusters Score: Raw -10296.309756 + Penalty 927.901628 = -9368.408128 nChanged 3 SP:Iteration 6F (93.509698 sec): 3 clusters Score: Raw -10303.686074 + Penalty 931.067488 = -9372.618586 nChanged 3 SP:Iteration 7Q (93.510287 sec): 3 clusters Score: Raw -10305.839519 + Penalty 933.332236 = -9372.507283 nChanged 2 SP:Iteration 8F (93.510891 sec): 3 clusters Score: Raw -10309.690125 + Penalty 936.023427 = -9373.666699 nChanged 1 SP:Iteration 9Q (93.511459 sec): 3 clusters Score: Raw -10310.404846 + Penalty 936.023427 = -9374.381419 nChanged 0 SP:Iteration 10F (93.512061 sec): 3 clusters Score: Raw -10310.404846 + Penalty 936.023427 = -9374.381419 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 31 (368 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.513588 sec): 2 clusters Score: Raw -18008.305357 + Penalty 416.903570 = -17591.401787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.514527 sec): 3 clusters Score: Raw -17910.661033 + Penalty 833.988962 = -17076.672071 nChanged 92 SP:Iteration 1F (93.515447 sec): 3 clusters Score: Raw -17980.283046 + Penalty 835.728407 = -17144.554638 nChanged 25 SP:Iteration 2F (93.516359 sec): 3 clusters Score: Raw -17999.286268 + Penalty 837.819680 = -17161.466587 nChanged 17 SP:Iteration 3Q (93.517256 sec): 3 clusters Score: Raw -18009.843124 + Penalty 841.199438 = -17168.643687 nChanged 16 SP:Iteration 4Q (93.518123 sec): 3 clusters Score: Raw -18024.074878 + Penalty 845.434298 = -17178.640580 nChanged 17 SP:Iteration 5Q (93.518978 sec): 3 clusters Score: Raw -18043.917790 + Penalty 848.208882 = -17195.708908 nChanged 20 SP:Iteration 6F (93.519842 sec): 3 clusters Score: Raw -18083.527781 + Penalty 853.462587 = -17230.065194 nChanged 26 SP:Iteration 7F (93.520705 sec): 3 clusters Score: Raw -18163.420864 + Penalty 852.341719 = -17311.079144 nChanged 18 SP:Iteration 8Q (93.521543 sec): 3 clusters Score: Raw -18221.889801 + Penalty 850.016462 = -17371.873339 nChanged 15 SP:Iteration 9Q (93.522347 sec): 3 clusters Score: Raw -18271.709451 + Penalty 843.636794 = -17428.072657 nChanged 17 SP:Iteration 10F (93.523209 sec): 3 clusters Score: Raw -18319.265756 + Penalty 838.417290 = -17480.848466 nChanged 13 SP:Iteration 11Q (93.523988 sec): 3 clusters Score: Raw -18348.547767 + Penalty 836.812443 = -17511.735324 nChanged 10 SP:Iteration 12Q (93.524766 sec): 3 clusters Score: Raw -18365.352869 + Penalty 834.095210 = -17531.257659 nChanged 7 SP:Iteration 13Q (93.525537 sec): 3 clusters Score: Raw -18372.792028 + Penalty 832.618193 = -17540.173835 nChanged 5 SP:Iteration 14Q (93.526305 sec): 3 clusters Score: Raw -18379.064249 + Penalty 831.985948 = -17547.078301 nChanged 4 SP:Iteration 15Q (93.527072 sec): 3 clusters Score: Raw -18382.866592 + Penalty 832.064980 = -17550.801612 nChanged 4 SP:Iteration 16Q (93.527837 sec): 3 clusters Score: Raw -18386.747064 + Penalty 831.802308 = -17554.944756 nChanged 2 SP:Iteration 17Q (93.528603 sec): 3 clusters Score: Raw -18388.217599 + Penalty 831.802308 = -17556.415291 nChanged 0 SP:Iteration 18F (93.529472 sec): 3 clusters Score: Raw -18388.217599 + Penalty 831.802308 = -17556.415291 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 32 (126 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.530340 sec): 2 clusters Score: Raw -6060.987287 + Penalty 548.896524 = -5512.090764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.530813 sec): 3 clusters Score: Raw -6106.281487 + Penalty 1098.883053 = -5007.398434 nChanged 7 SP:Iteration 1F (93.531254 sec): 3 clusters Score: Raw -6119.479730 + Penalty 1098.238575 = -5021.241155 nChanged 3 SP:Iteration 2Q (93.531683 sec): 3 clusters Score: Raw -6125.580367 + Penalty 1098.238575 = -5027.341792 nChanged 0 SP:Iteration 3F (93.532123 sec): 3 clusters Score: Raw -6125.580367 + Penalty 1098.238575 = -5027.341792 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 33 (335 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.533494 sec): 2 clusters Score: Raw -15378.472271 + Penalty 745.826835 = -14632.645435 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.534325 sec): 3 clusters Score: Raw -15359.665094 + Penalty 1493.583412 = -13866.081682 nChanged 64 SP:Iteration 1F (93.535148 sec): 3 clusters Score: Raw -15445.480347 + Penalty 1495.439735 = -13950.040612 nChanged 20 SP:Iteration 2F (93.535969 sec): 3 clusters Score: Raw -15486.448452 + Penalty 1496.523548 = -13989.924903 nChanged 10 SP:Iteration 3Q (93.536759 sec): 3 clusters Score: Raw -15501.192233 + Penalty 1497.835978 = -14003.356256 nChanged 7 SP:Iteration 4Q (93.537547 sec): 3 clusters Score: Raw -15511.874731 + Penalty 1498.959560 = -14012.915171 nChanged 7 SP:Iteration 5Q (93.538330 sec): 3 clusters Score: Raw -15538.664363 + Penalty 1499.420736 = -14039.243626 nChanged 7 SP:Iteration 6Q (93.539111 sec): 3 clusters Score: Raw -15549.321781 + Penalty 1500.624432 = -14048.697349 nChanged 3 SP:Iteration 7Q (93.539892 sec): 3 clusters Score: Raw -15554.923874 + Penalty 1500.624432 = -14054.299442 nChanged 0 SP:Iteration 8F (93.540714 sec): 3 clusters Score: Raw -15554.923874 + Penalty 1500.624432 = -14054.299442 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 34 (243 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.541820 sec): 2 clusters Score: Raw -11827.336217 + Penalty 497.064624 = -11330.271593 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.542484 sec): 3 clusters Score: Raw -11764.100001 + Penalty 993.985874 = -10770.114128 nChanged 47 SP:Iteration 1F (93.543136 sec): 3 clusters Score: Raw -11803.105730 + Penalty 993.494422 = -10809.611307 nChanged 16 SP:Iteration 2F (93.543788 sec): 3 clusters Score: Raw -11820.798890 + Penalty 994.939024 = -10825.859866 nChanged 8 SP:Iteration 3Q (93.544430 sec): 3 clusters Score: Raw -11826.789394 + Penalty 997.581595 = -10829.207798 nChanged 4 SP:Iteration 4Q (93.545073 sec): 3 clusters Score: Raw -11832.957368 + Penalty 998.419362 = -10834.538006 nChanged 5 SP:Iteration 5Q (93.545713 sec): 3 clusters Score: Raw -11840.672002 + Penalty 1000.342869 = -10840.329133 nChanged 5 SP:Iteration 6Q (93.546350 sec): 3 clusters Score: Raw -11845.728585 + Penalty 1006.107672 = -10839.620912 nChanged 5 SP:Iteration 7F (93.546996 sec): 3 clusters Score: Raw -11848.823928 + Penalty 1007.842689 = -10840.981239 nChanged 2 SP:Iteration 8Q (93.547634 sec): 3 clusters Score: Raw -11849.972569 + Penalty 1007.166705 = -10842.805864 nChanged 1 SP:Iteration 9Q (93.548272 sec): 3 clusters Score: Raw -11850.784674 + Penalty 1007.166705 = -10843.617969 nChanged 0 SP:Iteration 10F (93.548916 sec): 3 clusters Score: Raw -11850.784674 + Penalty 1007.166705 = -10843.617969 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 35 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.549433 sec): 2 clusters Score: Raw -708.394644 + Penalty 232.579221 = -475.815423 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.549671 sec): 3 clusters Score: Raw -717.974179 + Penalty 465.535691 = -252.438488 nChanged 1 SP:Iteration 1F (93.549906 sec): 3 clusters Score: Raw -726.575088 + Penalty 465.535691 = -261.039397 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 36 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.550454 sec): 2 clusters Score: Raw -956.135400 + Penalty 245.264533 = -710.870867 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.550698 sec): 3 clusters Score: Raw -989.449298 + Penalty 488.334824 = -501.114473 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 37 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.551325 sec): 2 clusters Score: Raw -2169.552014 + Penalty 613.053771 = -1556.498242 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.551654 sec): 3 clusters Score: Raw -2409.081278 + Penalty 1228.952809 = -1180.128470 nChanged 1 SP:Iteration 1Q (93.551958 sec): 3 clusters Score: Raw -2420.411589 + Penalty 1228.952809 = -1191.458780 nChanged 0 SP:Iteration 2F (93.552281 sec): 3 clusters Score: Raw -2420.411589 + Penalty 1228.952809 = -1191.458780 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 38 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.552803 sec): 2 clusters Score: Raw -883.907269 + Penalty 230.852420 = -653.054850 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.553047 sec): 3 clusters Score: Raw -932.344483 + Penalty 471.244646 = -461.099837 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 39 (684 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.555641 sec): 2 clusters Score: Raw -32031.393190 + Penalty 363.048472 = -31668.344717 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.557148 sec): 3 clusters Score: Raw -31678.710672 + Penalty 724.617273 = -30954.093399 nChanged 246 SP:Iteration 1F (93.558608 sec): 3 clusters Score: Raw -31927.025348 + Penalty 742.885127 = -31184.140221 nChanged 77 SP:Iteration 2F (93.560067 sec): 3 clusters Score: Raw -32001.663924 + Penalty 752.527869 = -31249.136056 nChanged 32 SP:Iteration 3Q (93.561497 sec): 3 clusters Score: Raw -32029.628597 + Penalty 756.687174 = -31272.941423 nChanged 26 SP:Iteration 4Q (93.562914 sec): 3 clusters Score: Raw -32060.658522 + Penalty 758.748316 = -31301.910206 nChanged 27 SP:Iteration 5Q (93.564305 sec): 3 clusters Score: Raw -32088.397269 + Penalty 766.778445 = -31321.618823 nChanged 23 SP:Iteration 6Q (93.565685 sec): 3 clusters Score: Raw -32103.794257 + Penalty 769.242107 = -31334.552150 nChanged 11 SP:Iteration 7Q (93.567092 sec): 3 clusters Score: Raw -32110.165327 + Penalty 772.459498 = -31337.705830 nChanged 5 SP:Iteration 8Q (93.568478 sec): 3 clusters Score: Raw -32115.744012 + Penalty 774.982062 = -31340.761950 nChanged 7 SP:Iteration 9Q (93.569853 sec): 3 clusters Score: Raw -32119.539962 + Penalty 774.982062 = -31344.557900 nChanged 0 SP:Iteration 10F (93.571319 sec): 3 clusters Score: Raw -32119.539962 + Penalty 774.982062 = -31344.557900 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 40 (162 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.572258 sec): 2 clusters Score: Raw -8541.877461 + Penalty 567.148502 = -7974.728959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.572770 sec): 3 clusters Score: Raw -8542.931861 + Penalty 1134.297005 = -7408.634856 nChanged 16 SP:Iteration 1F (93.573274 sec): 3 clusters Score: Raw -8572.343059 + Penalty 1134.297005 = -7438.046054 nChanged 6 SP:Iteration 2Q (93.573771 sec): 3 clusters Score: Raw -8587.015648 + Penalty 1134.297005 = -7452.718643 nChanged 6 SP:Iteration 3Q (93.574264 sec): 3 clusters Score: Raw -8597.361049 + Penalty 1134.297005 = -7463.064044 nChanged 0 SP:Iteration 4F (93.574769 sec): 3 clusters Score: Raw -8597.361049 + Penalty 1134.297005 = -7463.064044 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 41 (266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.575980 sec): 2 clusters Score: Raw -13248.577636 + Penalty 415.583748 = -12832.993888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.576688 sec): 3 clusters Score: Raw -13149.348084 + Penalty 832.047408 = -12317.300677 nChanged 62 SP:Iteration 1F (93.577383 sec): 3 clusters Score: Raw -13198.803054 + Penalty 832.811044 = -12365.992010 nChanged 16 SP:Iteration 2F (93.578077 sec): 3 clusters Score: Raw -13215.031324 + Penalty 831.197736 = -12383.833587 nChanged 9 SP:Iteration 3Q (93.578765 sec): 3 clusters Score: Raw -13227.773257 + Penalty 832.589916 = -12395.183341 nChanged 7 SP:Iteration 4Q (93.579450 sec): 3 clusters Score: Raw -13233.212238 + Penalty 834.053058 = -12399.159181 nChanged 6 SP:Iteration 5Q (93.580131 sec): 3 clusters Score: Raw -13242.580924 + Penalty 835.515731 = -12407.065193 nChanged 9 SP:Iteration 6Q (93.580812 sec): 3 clusters Score: Raw -13256.483782 + Penalty 838.508500 = -12417.975282 nChanged 6 SP:Iteration 7Q (93.581486 sec): 3 clusters Score: Raw -13266.450756 + Penalty 842.572947 = -12423.877809 nChanged 7 SP:Iteration 8Q (93.582154 sec): 3 clusters Score: Raw -13275.857132 + Penalty 849.242267 = -12426.614865 nChanged 7 SP:Iteration 9Q (93.582815 sec): 3 clusters Score: Raw -13282.426484 + Penalty 855.049567 = -12427.376916 nChanged 6 SP:Iteration 10F (93.583499 sec): 3 clusters Score: Raw -13288.040860 + Penalty 860.556237 = -12427.484624 nChanged 6 SP:Iteration 11Q (93.584147 sec): 3 clusters Score: Raw -13295.292739 + Penalty 865.079654 = -12430.213086 nChanged 4 SP:Iteration 12Q (93.584795 sec): 3 clusters Score: Raw -13301.044771 + Penalty 869.307206 = -12431.737564 nChanged 3 SP:Iteration 13Q (93.585434 sec): 3 clusters Score: Raw -13304.948926 + Penalty 871.012146 = -12433.936780 nChanged 1 SP:Iteration 14Q (93.586070 sec): 3 clusters Score: Raw -13305.443357 + Penalty 871.012146 = -12434.431211 nChanged 0 SP:Iteration 15F (93.586754 sec): 3 clusters Score: Raw -13305.443357 + Penalty 871.012146 = -12434.431211 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 42 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.587255 sec): 2 clusters Score: Raw -261.816970 + Penalty 135.105610 = -126.711360 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.587480 sec): 3 clusters Score: Raw -264.325897 + Penalty 273.460643 = 9.134746 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 43 (168 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.588384 sec): 2 clusters Score: Raw -6060.389063 + Penalty 682.037626 = -5378.351437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.588918 sec): 3 clusters Score: Raw -6138.282275 + Penalty 1366.641262 = -4771.641013 nChanged 25 SP:Iteration 1F (93.589444 sec): 3 clusters Score: Raw -6237.860336 + Penalty 1365.464995 = -4872.395341 nChanged 9 SP:Iteration 2F (93.589970 sec): 3 clusters Score: Raw -6269.827850 + Penalty 1365.029260 = -4904.798590 nChanged 3 SP:Iteration 3Q (93.590457 sec): 3 clusters Score: Raw -6282.170482 + Penalty 1364.950320 = -4917.220162 nChanged 2 SP:Iteration 4Q (93.590939 sec): 3 clusters Score: Raw -6287.931682 + Penalty 1364.735938 = -4923.195743 nChanged 1 SP:Iteration 5Q (93.591419 sec): 3 clusters Score: Raw -6289.949747 + Penalty 1364.735938 = -4925.213809 nChanged 0 SP:Iteration 6F (93.591931 sec): 3 clusters Score: Raw -6289.949747 + Penalty 1364.735938 = -4925.213809 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 48 (112 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.592714 sec): 2 clusters Score: Raw -5801.256114 + Penalty 616.975424 = -5184.280690 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.593130 sec): 3 clusters Score: Raw -5867.732272 + Penalty 1234.665228 = -4633.067043 nChanged 10 SP:Iteration 1F (93.593541 sec): 3 clusters Score: Raw -5899.895701 + Penalty 1234.926464 = -4664.969237 nChanged 3 SP:Iteration 2Q (93.593952 sec): 3 clusters Score: Raw -5909.181584 + Penalty 1235.049349 = -4674.132234 nChanged 1 SP:Iteration 3Q (93.594339 sec): 3 clusters Score: Raw -5911.973312 + Penalty 1235.049349 = -4676.923963 nChanged 0 SP:Iteration 4F (93.594750 sec): 3 clusters Score: Raw -5911.973312 + Penalty 1235.049349 = -4676.923963 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 49 (300 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.595963 sec): 2 clusters Score: Raw -13208.002154 + Penalty 104.728163 = -13103.273991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.596731 sec): 3 clusters Score: Raw -13072.212082 + Penalty 237.832369 = -12834.379713 nChanged 101 SP:Iteration 1F (93.597492 sec): 3 clusters Score: Raw -13183.431492 + Penalty 239.311126 = -12944.120366 nChanged 31 SP:Iteration 2F (93.598255 sec): 3 clusters Score: Raw -13220.482968 + Penalty 239.230967 = -12981.252001 nChanged 12 SP:Iteration 3Q (93.599001 sec): 3 clusters Score: Raw -13236.648541 + Penalty 237.550973 = -12999.097568 nChanged 5 SP:Iteration 4Q (93.599743 sec): 3 clusters Score: Raw -13241.961369 + Penalty 236.190570 = -13005.770799 nChanged 6 SP:Iteration 5Q (93.600483 sec): 3 clusters Score: Raw -13246.089290 + Penalty 235.757812 = -13010.331477 nChanged 2 SP:Iteration 6Q (93.601224 sec): 3 clusters Score: Raw -13247.629404 + Penalty 234.539539 = -13013.089865 nChanged 3 SP:Iteration 7Q (93.601961 sec): 3 clusters Score: Raw -13249.936565 + Penalty 234.539539 = -13015.397026 nChanged 0 SP:Iteration 8F (93.602722 sec): 3 clusters Score: Raw -13249.936565 + Penalty 234.539539 = -13015.397026 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 50 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.603239 sec): 2 clusters Score: Raw -566.083845 + Penalty 171.644555 = -394.439290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.603474 sec): 3 clusters Score: Raw -587.539792 + Penalty 345.555539 = -241.984253 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 51 (156 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.604350 sec): 2 clusters Score: Raw -7729.007536 + Penalty 239.222389 = -7489.785147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.604867 sec): 3 clusters Score: Raw -7672.663418 + Penalty 499.317076 = -7173.346342 nChanged 49 SP:Iteration 1F (93.605377 sec): 3 clusters Score: Raw -7730.267340 + Penalty 520.199370 = -7210.067969 nChanged 15 SP:Iteration 2F (93.605889 sec): 3 clusters Score: Raw -7751.965540 + Penalty 534.914483 = -7217.051058 nChanged 5 SP:Iteration 3Q (93.606391 sec): 3 clusters Score: Raw -7757.306553 + Penalty 541.756707 = -7215.549846 nChanged 2 SP:Iteration 4F (93.606903 sec): 3 clusters Score: Raw -7758.921366 + Penalty 546.328792 = -7212.592574 nChanged 3 SP:Iteration 5F (93.607415 sec): 3 clusters Score: Raw -7763.994721 + Penalty 553.994757 = -7209.999964 nChanged 2 SP:Iteration 6F (93.607913 sec): 3 clusters Score: Raw -7767.466138 + Penalty 553.994757 = -7213.471380 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 53 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.608420 sec): 2 clusters Score: Raw -425.327435 + Penalty 178.439027 = -246.888408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.608652 sec): 3 clusters Score: Raw -437.601486 + Penalty 366.923729 = -70.677756 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 54 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.609165 sec): 2 clusters Score: Raw -833.324453 + Penalty 223.068077 = -610.256375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.609405 sec): 3 clusters Score: Raw -859.202812 + Penalty 441.252009 = -417.950803 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 55 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.609951 sec): 2 clusters Score: Raw -979.862611 + Penalty 261.304540 = -718.558070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.610194 sec): 3 clusters Score: Raw -1024.134123 + Penalty 520.652032 = -503.482091 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 56 (112 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.610954 sec): 2 clusters Score: Raw -5363.717890 + Penalty 468.357821 = -4895.360069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.611379 sec): 3 clusters Score: Raw -5411.898793 + Penalty 936.256250 = -4475.642543 nChanged 8 SP:Iteration 1F (93.611797 sec): 3 clusters Score: Raw -5427.075409 + Penalty 936.727505 = -4490.347904 nChanged 2 SP:Iteration 2Q (93.612198 sec): 3 clusters Score: Raw -5434.552796 + Penalty 936.727505 = -4497.825291 nChanged 0 SP:Iteration 3F (93.612613 sec): 3 clusters Score: Raw -5434.552796 + Penalty 936.727505 = -4497.825291 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 58 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.613112 sec): 2 clusters Score: Raw -498.999809 + Penalty 144.282542 = -354.717268 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.613343 sec): 3 clusters Score: Raw -531.430472 + Penalty 295.199400 = -236.231072 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 59 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.613844 sec): 2 clusters Score: Raw -745.540483 + Penalty 239.757303 = -505.783180 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.614078 sec): 3 clusters Score: Raw -763.755360 + Penalty 484.340257 = -279.415103 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 60 (185 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.615034 sec): 2 clusters Score: Raw -9716.209638 + Penalty 349.445877 = -9366.763761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.615604 sec): 3 clusters Score: Raw -9650.143838 + Penalty 707.010964 = -8943.132873 nChanged 40 SP:Iteration 1F (93.616164 sec): 3 clusters Score: Raw -9697.579789 + Penalty 723.102247 = -8974.477542 nChanged 20 SP:Iteration 2F (93.616764 sec): 3 clusters Score: Raw -9726.615752 + Penalty 730.018281 = -8996.597472 nChanged 5 SP:Iteration 3Q (93.617327 sec): 3 clusters Score: Raw -9731.592883 + Penalty 744.188985 = -8987.403897 nChanged 10 SP:Iteration 4F (93.617894 sec): 3 clusters Score: Raw -9747.135124 + Penalty 747.514871 = -8999.620253 nChanged 3 SP:Iteration 5Q (93.618448 sec): 3 clusters Score: Raw -9750.140373 + Penalty 747.514871 = -9002.625503 nChanged 0 SP:Iteration 6F (93.619019 sec): 3 clusters Score: Raw -9750.140373 + Penalty 747.514871 = -9002.625503 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 61 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.619587 sec): 2 clusters Score: Raw -1923.727203 + Penalty 306.646627 = -1617.080576 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.619864 sec): 3 clusters Score: Raw -1970.304998 + Penalty 616.641008 = -1353.663990 nChanged 3 SP:Iteration 1F (93.620139 sec): 3 clusters Score: Raw -1984.159699 + Penalty 616.641008 = -1367.518692 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 62 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.620678 sec): 2 clusters Score: Raw -1366.854658 + Penalty 254.204834 = -1112.649824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.620938 sec): 3 clusters Score: Raw -1411.205411 + Penalty 510.112198 = -901.093213 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 63 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.621460 sec): 2 clusters Score: Raw -703.373719 + Penalty 236.363182 = -467.010536 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.621694 sec): 3 clusters Score: Raw -728.984803 + Penalty 472.726365 = -256.258439 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 64 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.622189 sec): 2 clusters Score: Raw -535.018892 + Penalty 195.354363 = -339.664528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.622418 sec): 3 clusters Score: Raw -550.126252 + Penalty 391.472402 = -158.653850 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 65 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.622984 sec): 2 clusters Score: Raw -1781.010656 + Penalty 287.754914 = -1493.255742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.623263 sec): 3 clusters Score: Raw -1810.188942 + Penalty 575.509828 = -1234.679115 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 66 (141 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.624089 sec): 2 clusters Score: Raw -6703.526242 + Penalty 658.617461 = -6044.908780 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.624572 sec): 3 clusters Score: Raw -6764.234189 + Penalty 1317.558682 = -5446.675507 nChanged 13 SP:Iteration 1F (93.625058 sec): 3 clusters Score: Raw -6812.092365 + Penalty 1317.265448 = -5494.826917 nChanged 4 SP:Iteration 2Q (93.625509 sec): 3 clusters Score: Raw -6817.603231 + Penalty 1317.200576 = -5500.402655 nChanged 1 SP:Iteration 3Q (93.625957 sec): 3 clusters Score: Raw -6819.181978 + Penalty 1317.162226 = -5502.019752 nChanged 1 SP:Iteration 4Q (93.626405 sec): 3 clusters Score: Raw -6819.925422 + Penalty 1317.095440 = -5502.829982 nChanged 1 SP:Iteration 5Q (93.626854 sec): 3 clusters Score: Raw -6827.003145 + Penalty 1317.215600 = -5509.787545 nChanged 1 SP:Iteration 6Q (93.627302 sec): 3 clusters Score: Raw -6830.019976 + Penalty 1317.215600 = -5512.804376 nChanged 0 SP:Iteration 7F (93.627777 sec): 3 clusters Score: Raw -6830.019976 + Penalty 1317.215600 = -5512.804376 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 67 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.628288 sec): 2 clusters Score: Raw -800.916263 + Penalty 234.656036 = -566.260227 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.628525 sec): 3 clusters Score: Raw -824.350737 + Penalty 465.913394 = -358.437343 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 68 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.629011 sec): 2 clusters Score: Raw -424.652658 + Penalty 168.993727 = -255.658931 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.629233 sec): 3 clusters Score: Raw -427.747761 + Penalty 371.162016 = -56.585745 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 70 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.629712 sec): 2 clusters Score: Raw -257.486879 + Penalty 119.634904 = -137.851975 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.629931 sec): 3 clusters Score: Raw -263.873384 + Penalty 230.681432 = -33.191952 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 71 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.630444 sec): 2 clusters Score: Raw -928.727881 + Penalty 258.044994 = -670.682887 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.630704 sec): 3 clusters Score: Raw -965.566292 + Penalty 508.660411 = -456.905881 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 73 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.631219 sec): 2 clusters Score: Raw -935.442808 + Penalty 241.079767 = -694.363041 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.631461 sec): 3 clusters Score: Raw -980.029005 + Penalty 460.462178 = -519.566828 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 74 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.631947 sec): 2 clusters Score: Raw -424.964481 + Penalty 180.709081 = -244.255400 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.632165 sec): 3 clusters Score: Raw -432.669249 + Penalty 326.928460 = -105.740789 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 75 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.632660 sec): 2 clusters Score: Raw -566.661678 + Penalty 198.750083 = -367.911595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.632888 sec): 3 clusters Score: Raw -582.585933 + Penalty 396.215308 = -186.370625 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 78 (62 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.633515 sec): 2 clusters Score: Raw -3193.516889 + Penalty 378.225781 = -2815.291108 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.633836 sec): 3 clusters Score: Raw -3212.658835 + Penalty 755.342329 = -2457.316506 nChanged 2 SP:Iteration 1Q (93.634147 sec): 3 clusters Score: Raw -3219.926549 + Penalty 755.342329 = -2464.584220 nChanged 0 SP:Iteration 2F (93.634465 sec): 3 clusters Score: Raw -3219.926549 + Penalty 755.342329 = -2464.584220 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 80 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.634951 sec): 2 clusters Score: Raw -282.744840 + Penalty 88.076064 = -194.668776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.635172 sec): 3 clusters Score: Raw -294.774490 + Penalty 176.152129 = -118.622361 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 81 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.635702 sec): 2 clusters Score: Raw -1390.592109 + Penalty 280.170202 = -1110.421907 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.635956 sec): 3 clusters Score: Raw -1407.756356 + Penalty 562.420969 = -845.335387 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 82 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.636466 sec): 2 clusters Score: Raw -815.705037 + Penalty 256.840181 = -558.864857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.636705 sec): 3 clusters Score: Raw -896.085203 + Penalty 511.163167 = -384.922036 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 83 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.637233 sec): 2 clusters Score: Raw -1382.384483 + Penalty 291.596316 = -1090.788166 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.637488 sec): 3 clusters Score: Raw -1402.935765 + Penalty 583.359206 = -819.576559 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 87 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.637971 sec): 2 clusters Score: Raw -360.531204 + Penalty 159.615492 = -200.915712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.638193 sec): 3 clusters Score: Raw -379.996835 + Penalty 313.740692 = -66.256143 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 89 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.638713 sec): 2 clusters Score: Raw -757.013051 + Penalty 264.140304 = -492.872747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.638951 sec): 3 clusters Score: Raw -802.057402 + Penalty 522.711036 = -279.346366 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 90 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.639493 sec): 2 clusters Score: Raw -1632.497255 + Penalty 312.734402 = -1319.762853 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.639762 sec): 3 clusters Score: Raw -1678.481533 + Penalty 623.728341 = -1054.753192 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 93 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.640247 sec): 2 clusters Score: Raw -437.651289 + Penalty 172.793555 = -264.857734 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.640471 sec): 3 clusters Score: Raw -449.550845 + Penalty 345.587111 = -103.963734 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 94 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.640985 sec): 2 clusters Score: Raw -882.649109 + Penalty 244.778594 = -637.870515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.641229 sec): 3 clusters Score: Raw -922.397581 + Penalty 485.305860 = -437.091721 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 96 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.641712 sec): 2 clusters Score: Raw -403.926021 + Penalty 168.440359 = -235.485662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.641934 sec): 3 clusters Score: Raw -398.451280 + Penalty 342.441211 = -56.010068 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 99 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.642490 sec): 2 clusters Score: Raw -1697.409692 + Penalty 394.426109 = -1302.983583 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.642764 sec): 3 clusters Score: Raw -1805.882873 + Penalty 789.378499 = -1016.504374 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 101 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.643255 sec): 2 clusters Score: Raw -459.488838 + Penalty 190.220983 = -269.267855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.643482 sec): 3 clusters Score: Raw -469.914069 + Penalty 380.314923 = -89.599146 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 102 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.644018 sec): 2 clusters Score: Raw -1289.274934 + Penalty 200.517627 = -1088.757307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.644280 sec): 3 clusters Score: Raw -1321.654634 + Penalty 407.195754 = -914.458880 nChanged 1 SP:Iteration 1Q (93.644528 sec): 3 clusters Score: Raw -1324.608525 + Penalty 407.195754 = -917.412771 nChanged 0 SP:Iteration 2F (93.644789 sec): 3 clusters Score: Raw -1324.608525 + Penalty 407.195754 = -917.412771 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 105 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.645272 sec): 2 clusters Score: Raw -371.873420 + Penalty 136.168599 = -235.704821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.645489 sec): 3 clusters Score: Raw -372.900400 + Penalty 247.811176 = -125.089224 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 106 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.645994 sec): 2 clusters Score: Raw -500.882690 + Penalty 204.927416 = -295.955274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.646224 sec): 3 clusters Score: Raw -519.425307 + Penalty 407.432147 = -111.993159 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 108 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.646734 sec): 2 clusters Score: Raw -833.910512 + Penalty 248.717911 = -585.192601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.646974 sec): 3 clusters Score: Raw -868.159731 + Penalty 489.888959 = -378.270772 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 110 (134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.647779 sec): 2 clusters Score: Raw -5852.200504 + Penalty 337.560243 = -5514.640261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.648247 sec): 3 clusters Score: Raw -5865.414563 + Penalty 678.138123 = -5187.276441 nChanged 19 SP:Iteration 1F (93.648710 sec): 3 clusters Score: Raw -5893.114805 + Penalty 687.403372 = -5205.711433 nChanged 5 SP:Iteration 2Q (93.649164 sec): 3 clusters Score: Raw -5899.493054 + Penalty 698.711171 = -5200.781883 nChanged 4 SP:Iteration 3F (93.649627 sec): 3 clusters Score: Raw -5913.238115 + Penalty 704.201263 = -5209.036852 nChanged 2 SP:Iteration 4Q (93.650080 sec): 3 clusters Score: Raw -5916.582155 + Penalty 714.885856 = -5201.696299 nChanged 4 SP:Iteration 5F (93.650545 sec): 3 clusters Score: Raw -5923.816055 + Penalty 716.754316 = -5207.061739 nChanged 1 SP:Iteration 6Q (93.650993 sec): 3 clusters Score: Raw -5924.525183 + Penalty 722.918382 = -5201.606801 nChanged 2 SP:Iteration 7F (93.651459 sec): 3 clusters Score: Raw -5926.442966 + Penalty 722.918382 = -5203.524584 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 112 (174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.652379 sec): 2 clusters Score: Raw -9203.259330 + Penalty 427.122754 = -8776.136576 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.652926 sec): 3 clusters Score: Raw -9163.553785 + Penalty 854.026471 = -8309.527314 nChanged 30 SP:Iteration 1F (93.653447 sec): 3 clusters Score: Raw -9202.598324 + Penalty 854.707110 = -8347.891214 nChanged 11 SP:Iteration 2F (93.653973 sec): 3 clusters Score: Raw -9217.742147 + Penalty 854.633265 = -8363.108882 nChanged 4 SP:Iteration 3Q (93.654490 sec): 3 clusters Score: Raw -9223.773274 + Penalty 854.653536 = -8369.119738 nChanged 4 SP:Iteration 4Q (93.655008 sec): 3 clusters Score: Raw -9230.931484 + Penalty 854.560870 = -8376.370614 nChanged 2 SP:Iteration 5Q (93.655523 sec): 3 clusters Score: Raw -9234.283892 + Penalty 854.718659 = -8379.565233 nChanged 1 SP:Iteration 6Q (93.656038 sec): 3 clusters Score: Raw -9235.363195 + Penalty 854.792462 = -8380.570732 nChanged 1 SP:Iteration 7Q (93.656551 sec): 3 clusters Score: Raw -9236.614416 + Penalty 855.227254 = -8381.387161 nChanged 2 SP:Iteration 8Q (93.657062 sec): 3 clusters Score: Raw -9238.543410 + Penalty 855.591675 = -8382.951735 nChanged 1 SP:Iteration 9Q (93.657575 sec): 3 clusters Score: Raw -9239.085750 + Penalty 856.112741 = -8382.973008 nChanged 1 SP:Iteration 10F (93.658099 sec): 3 clusters Score: Raw -9239.423530 + Penalty 856.415541 = -8383.007989 nChanged 1 SP:Iteration 11Q (93.658612 sec): 3 clusters Score: Raw -9240.309089 + Penalty 856.415541 = -8383.893548 nChanged 0 SP:Iteration 12F (93.659134 sec): 3 clusters Score: Raw -9240.309089 + Penalty 856.415541 = -8383.893548 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 113 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.659674 sec): 2 clusters Score: Raw -1043.537888 + Penalty 288.655806 = -754.882082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.659927 sec): 3 clusters Score: Raw -1114.965818 + Penalty 576.707993 = -538.257825 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 116 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.660445 sec): 2 clusters Score: Raw -578.814691 + Penalty 209.833428 = -368.981264 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.660672 sec): 3 clusters Score: Raw -603.140656 + Penalty 420.840385 = -182.300271 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 120 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.661151 sec): 2 clusters Score: Raw -224.591059 + Penalty 97.717281 = -126.873778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.661363 sec): 3 clusters Score: Raw -217.815249 + Penalty 195.147672 = -22.667577 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 124 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.661885 sec): 2 clusters Score: Raw -1046.939894 + Penalty 280.001270 = -766.938624 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.662131 sec): 3 clusters Score: Raw -1092.097643 + Penalty 549.757485 = -542.340158 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 125 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.662647 sec): 2 clusters Score: Raw -873.789443 + Penalty 241.904982 = -631.884461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.662889 sec): 3 clusters Score: Raw -930.160868 + Penalty 485.163803 = -444.997066 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 126 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.663383 sec): 2 clusters Score: Raw -552.636230 + Penalty 215.463431 = -337.172798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.663611 sec): 3 clusters Score: Raw -599.682093 + Penalty 443.059548 = -156.622545 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 127 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.664091 sec): 2 clusters Score: Raw -327.504682 + Penalty 145.668297 = -181.836385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.664309 sec): 3 clusters Score: Raw -331.071231 + Penalty 290.424019 = -40.647212 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 131 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.664803 sec): 2 clusters Score: Raw -455.842878 + Penalty 164.904275 = -290.938604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.665031 sec): 3 clusters Score: Raw -473.277908 + Penalty 325.534265 = -147.743643 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 133 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.665505 sec): 2 clusters Score: Raw -162.900604 + Penalty 97.401909 = -65.498695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.665715 sec): 3 clusters Score: Raw -160.873354 + Penalty 215.089624 = 54.216269 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 139 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.666187 sec): 2 clusters Score: Raw -173.160195 + Penalty 97.082912 = -76.077283 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.666399 sec): 3 clusters Score: Raw -165.366249 + Penalty 206.490638 = 41.124389 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 140 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.666879 sec): 2 clusters Score: Raw -336.416850 + Penalty 149.433292 = -186.983558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.667094 sec): 2 clusters Score: Raw -336.416850 + Penalty 149.433292 = -186.983558 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 142 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.667573 sec): 2 clusters Score: Raw -269.755136 + Penalty 135.349618 = -134.405517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.667787 sec): 3 clusters Score: Raw -267.896796 + Penalty 258.382887 = -9.513908 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 148 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.668272 sec): 2 clusters Score: Raw -461.979654 + Penalty 190.148842 = -271.830812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.668496 sec): 3 clusters Score: Raw -463.728523 + Penalty 387.790082 = -75.938442 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 154 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.668970 sec): 2 clusters Score: Raw -232.912733 + Penalty 115.849754 = -117.062979 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.669182 sec): 3 clusters Score: Raw -226.420429 + Penalty 222.380101 = -4.040328 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 155 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.669665 sec): 2 clusters Score: Raw -362.146056 + Penalty 162.571571 = -199.574484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.669887 sec): 3 clusters Score: Raw -378.119037 + Penalty 323.201725 = -54.917312 nChanged 0 Memory request: 0.03 GB would take us to total of 0.39 GB. Trying to split cluster 157 (5555 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.693270 sec): 2 clusters Score: Raw -263855.752521 + Penalty 80.849030 = -263774.903491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.704198 sec): 3 clusters Score: Raw -260135.770943 + Penalty 165.619531 = -259970.151412 nChanged 2639 SP:Iteration 1F (93.714421 sec): 3 clusters Score: Raw -262788.844222 + Penalty 166.462891 = -262622.381331 nChanged 527 SP:Iteration 2F (93.724756 sec): 3 clusters Score: Raw -263210.838569 + Penalty 167.195959 = -263043.642610 nChanged 271 SP:Iteration 3Q (93.734830 sec): 3 clusters Score: Raw -263472.203256 + Penalty 165.820294 = -263306.382961 nChanged 164 SP:Iteration 4Q (93.744815 sec): 3 clusters Score: Raw -263696.498215 + Penalty 164.790139 = -263531.708076 nChanged 71 SP:Iteration 5Q (93.753836 sec): 3 clusters Score: Raw -263787.796490 + Penalty 165.930131 = -263621.866360 nChanged 42 SP:Iteration 6Q (93.762229 sec): 3 clusters Score: Raw -263816.723630 + Penalty 164.707819 = -263652.015811 nChanged 25 SP:Iteration 7Q (93.770603 sec): 3 clusters Score: Raw -263826.838144 + Penalty 166.538252 = -263660.299893 nChanged 24 SP:Iteration 8Q (93.778742 sec): 3 clusters Score: Raw -263834.554146 + Penalty 167.777099 = -263666.777046 nChanged 22 SP:Iteration 9Q (93.786925 sec): 3 clusters Score: Raw -263841.317387 + Penalty 167.368148 = -263673.949239 nChanged 22 SP:Iteration 10F (93.796881 sec): 3 clusters Score: Raw -263852.561356 + Penalty 167.528498 = -263685.032858 nChanged 16 SP:Iteration 11Q (93.804933 sec): 3 clusters Score: Raw -263858.499275 + Penalty 167.932460 = -263690.566814 nChanged 17 SP:Iteration 12Q (93.812952 sec): 3 clusters Score: Raw -263864.756873 + Penalty 168.737173 = -263696.019700 nChanged 15 SP:Iteration 13Q (93.820946 sec): 3 clusters Score: Raw -263868.339677 + Penalty 168.654720 = -263699.684957 nChanged 10 SP:Iteration 14Q (93.829053 sec): 3 clusters Score: Raw -263869.547294 + Penalty 168.899544 = -263700.647749 nChanged 3 SP:Iteration 15Q (93.836975 sec): 3 clusters Score: Raw -263869.950426 + Penalty 169.293579 = -263700.656847 nChanged 2 SP:Iteration 16Q (93.844890 sec): 3 clusters Score: Raw -263870.060132 + Penalty 169.293579 = -263700.766554 nChanged 0 SP:Iteration 17F (93.854851 sec): 3 clusters Score: Raw -263870.060132 + Penalty 169.293579 = -263700.766554 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 159 (1051 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.862921 sec): 2 clusters Score: Raw -50305.936131 + Penalty 68.508419 = -50237.427712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.865052 sec): 3 clusters Score: Raw -49622.323244 + Penalty 141.226026 = -49481.097219 nChanged 486 SP:Iteration 1F (93.867165 sec): 3 clusters Score: Raw -50024.375353 + Penalty 141.214622 = -49883.160731 nChanged 69 SP:Iteration 2F (93.869267 sec): 3 clusters Score: Raw -50074.845128 + Penalty 141.581505 = -49933.263623 nChanged 49 SP:Iteration 3Q (93.871318 sec): 3 clusters Score: Raw -50106.613234 + Penalty 141.596946 = -49965.016288 nChanged 39 SP:Iteration 4Q (93.873375 sec): 3 clusters Score: Raw -50146.966367 + Penalty 141.815383 = -50005.150984 nChanged 49 SP:Iteration 5Q (93.875410 sec): 3 clusters Score: Raw -50173.521411 + Penalty 141.638057 = -50031.883354 nChanged 37 SP:Iteration 6Q (93.877425 sec): 3 clusters Score: Raw -50189.094774 + Penalty 141.006057 = -50048.088717 nChanged 24 SP:Iteration 7Q (93.879428 sec): 3 clusters Score: Raw -50202.956582 + Penalty 141.167124 = -50061.789458 nChanged 10 SP:Iteration 8Q (93.881421 sec): 3 clusters Score: Raw -50207.646116 + Penalty 140.963860 = -50066.682256 nChanged 17 SP:Iteration 9Q (93.883407 sec): 3 clusters Score: Raw -50215.675363 + Penalty 141.040045 = -50074.635318 nChanged 15 SP:Iteration 10F (93.885467 sec): 3 clusters Score: Raw -50218.442222 + Penalty 141.444083 = -50076.998139 nChanged 6 SP:Iteration 11Q (93.887454 sec): 3 clusters Score: Raw -50219.902727 + Penalty 141.391476 = -50078.511251 nChanged 6 SP:Iteration 12Q (93.889434 sec): 3 clusters Score: Raw -50220.085696 + Penalty 141.325623 = -50078.760072 nChanged 3 SP:Iteration 13Q (93.891415 sec): 3 clusters Score: Raw -50220.160705 + Penalty 141.360617 = -50078.800088 nChanged 2 SP:Iteration 14Q (93.893393 sec): 3 clusters Score: Raw -50220.305938 + Penalty 141.301417 = -50079.004521 nChanged 3 SP:Iteration 15Q (93.895374 sec): 3 clusters Score: Raw -50222.651968 + Penalty 141.196407 = -50081.455561 nChanged 8 SP:Iteration 16Q (93.897356 sec): 3 clusters Score: Raw -50226.998908 + Penalty 141.562068 = -50085.436840 nChanged 9 SP:Iteration 17Q (93.899318 sec): 3 clusters Score: Raw -50231.202230 + Penalty 141.778956 = -50089.423274 nChanged 12 SP:Iteration 18Q (93.901278 sec): 3 clusters Score: Raw -50237.123326 + Penalty 141.979262 = -50095.144064 nChanged 10 SP:Iteration 19Q (93.903229 sec): 3 clusters Score: Raw -50240.002442 + Penalty 142.232184 = -50097.770258 nChanged 3 SP:Iteration 20F (93.905286 sec): 3 clusters Score: Raw -50244.593932 + Penalty 142.641322 = -50101.952611 nChanged 11 SP:Iteration 21Q (93.907230 sec): 3 clusters Score: Raw -50246.994092 + Penalty 142.788373 = -50104.205719 nChanged 6 SP:Iteration 22Q (93.909170 sec): 3 clusters Score: Raw -50247.995532 + Penalty 143.161454 = -50104.834078 nChanged 7 SP:Iteration 23Q (93.911104 sec): 3 clusters Score: Raw -50248.971195 + Penalty 143.441029 = -50105.530166 nChanged 4 SP:Iteration 24Q (93.913059 sec): 3 clusters Score: Raw -50249.586934 + Penalty 143.546204 = -50106.040730 nChanged 8 SP:Iteration 25Q (93.914996 sec): 3 clusters Score: Raw -50251.040233 + Penalty 143.606063 = -50107.434169 nChanged 2 SP:Iteration 26Q (93.916922 sec): 3 clusters Score: Raw -50251.084704 + Penalty 143.662476 = -50107.422228 nChanged 1 SP:Iteration 27F (93.918970 sec): 3 clusters Score: Raw -50251.094487 + Penalty 143.662476 = -50107.432011 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 167 (203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.920836 sec): 2 clusters Score: Raw -9531.820171 + Penalty 221.065511 = -9310.754660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.921457 sec): 3 clusters Score: Raw -9441.159700 + Penalty 446.039609 = -8995.120091 nChanged 62 SP:Iteration 1F (93.922035 sec): 3 clusters Score: Raw -9518.632555 + Penalty 459.031113 = -9059.601442 nChanged 31 SP:Iteration 2F (93.922609 sec): 3 clusters Score: Raw -9561.106741 + Penalty 473.273328 = -9087.833413 nChanged 12 SP:Iteration 3F (93.923182 sec): 3 clusters Score: Raw -9571.591115 + Penalty 478.898581 = -9092.692534 nChanged 3 SP:Iteration 4Q (93.923766 sec): 3 clusters Score: Raw -9573.770453 + Penalty 478.898581 = -9094.871872 nChanged 0 SP:Iteration 5F (93.924338 sec): 3 clusters Score: Raw -9573.770453 + Penalty 478.898581 = -9094.871872 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 181 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.924852 sec): 2 clusters Score: Raw -427.140802 + Penalty 179.873000 = -247.267802 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.925085 sec): 3 clusters Score: Raw -443.153354 + Penalty 357.009120 = -86.144234 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 193 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.925563 sec): 2 clusters Score: Raw -171.531377 + Penalty 98.756838 = -72.774539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.925775 sec): 3 clusters Score: Raw -164.902347 + Penalty 211.718766 = 46.816419 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 194 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.926246 sec): 2 clusters Score: Raw -109.443068 + Penalty 43.103956 = -66.339112 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.926453 sec): 3 clusters Score: Raw -102.785700 + Penalty 86.207912 = -16.577788 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 198 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.926918 sec): 2 clusters Score: Raw -54.352699 + Penalty 0.000000 = -54.352699 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.927109 sec): 2 clusters Score: Raw -54.352699 + Penalty 0.000000 = -54.352699 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 199 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.927581 sec): 2 clusters Score: Raw -173.351265 + Penalty 99.821810 = -73.529455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.927793 sec): 3 clusters Score: Raw -166.701287 + Penalty 203.669886 = 36.968600 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 207 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.928258 sec): 2 clusters Score: Raw -53.198503 + Penalty 0.000000 = -53.198503 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.928449 sec): 2 clusters Score: Raw -53.198503 + Penalty 0.000000 = -53.198503 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 213 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.928928 sec): 2 clusters Score: Raw -271.987837 + Penalty 108.967203 = -163.020634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.929146 sec): 3 clusters Score: Raw -273.744895 + Penalty 213.716613 = -60.028282 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 216 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.929625 sec): 2 clusters Score: Raw -337.333943 + Penalty 156.725553 = -180.608390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.929844 sec): 3 clusters Score: Raw -336.104679 + Penalty 327.428480 = -8.676200 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 217 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.930324 sec): 2 clusters Score: Raw -53.340713 + Penalty 0.000000 = -53.340713 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.930516 sec): 2 clusters Score: Raw -53.340713 + Penalty 0.000000 = -53.340713 nChanged 0 Deleting Class 48 (112 points): Lose 453.716501 but Gain 1386.051053 Iteration 119Q (94.660391 sec): 110 clusters Score: Raw -1770535.840137 + Penalty 88364.694545 = -1682171.145592 nChanged 155 Deleting Class 193 (3 points): Lose 20.501227 but Gain 952.879407 Iteration 120F (96.690586 sec): 109 clusters Score: Raw -1770800.638371 + Penalty 87448.930042 = -1683351.708329 nChanged 135 Deleting Class 199 (3 points): Lose 35.574035 but Gain 963.155045 Iteration 121Q (96.907360 sec): 108 clusters Score: Raw -1770827.453198 + Penalty 86503.119140 = -1684324.334058 nChanged 89 Deleting Class 106 (9 points): Lose 61.934445 but Gain 988.646045 Iteration 122Q (97.120094 sec): 107 clusters Score: Raw -1770795.809964 + Penalty 85525.023625 = -1685270.786339 nChanged 81 Deleting Class 99 (35 points): Lose 263.143525 but Gain 1175.976786 Iteration 123Q (97.330949 sec): 106 clusters Score: Raw -1770553.704418 + Penalty 84363.631412 = -1686190.073006 nChanged 97 Deleting Class 89 (15 points): Lose 122.070926 but Gain 1033.934863 Iteration 124Q (97.541285 sec): 105 clusters Score: Raw -1770578.633698 + Penalty 83326.361460 = -1687252.272237 nChanged 80 Deleting Class 148 (8 points): Lose 59.703635 but Gain 969.308867 Iteration 125Q (97.749997 sec): 104 clusters Score: Raw -1770585.557297 + Penalty 82376.636457 = -1688208.920840 nChanged 62 Deleting Class 216 (6 points): Lose 18.517916 but Gain 927.204052 Iteration 126Q (97.955416 sec): 103 clusters Score: Raw -1770596.638846 + Penalty 81447.282506 = -1689149.356341 nChanged 64 Deleting Class 139 (3 points): Lose 31.014217 but Gain 936.728122 Iteration 127Q (98.161068 sec): 102 clusters Score: Raw -1770579.123560 + Penalty 80522.006957 = -1690057.116603 nChanged 58 Deleting Class 198 (1 points): Lose 19.308380 but Gain 921.270029 Iteration 128Q (98.364432 sec): 101 clusters Score: Raw -1770571.959111 + Penalty 79609.416637 = -1690962.542474 nChanged 41 Deleting Class 35 (13 points): Lose 67.815166 but Gain 961.185774 Iteration 129Q (98.566669 sec): 100 clusters Score: Raw -1770514.940526 + Penalty 78658.664572 = -1691856.275954 nChanged 46 Deleting Class 74 (8 points): Lose 30.825192 but Gain 921.188439 Iteration 130F (100.420508 sec): 99 clusters Score: Raw -1770510.682132 + Penalty 77770.149002 = -1692740.533130 nChanged 48 Deleting Class 133 (3 points): Lose 53.775386 but Gain 939.806044 Iteration 131Q (100.623281 sec): 98 clusters Score: Raw -1770483.451510 + Penalty 76885.356953 = -1693598.094557 nChanged 38 Deleting Class 59 (14 points): Lose 77.525787 but Gain 963.026498 Iteration 132Q (100.823905 sec): 97 clusters Score: Raw -1770441.272018 + Penalty 75906.348600 = -1694534.923418 nChanged 42 Deleting Class 83 (25 points): Lose 77.464637 but Gain 960.269263 Iteration 133Q (101.021631 sec): 96 clusters Score: Raw -1770389.298601 + Penalty 74955.568717 = -1695433.729885 nChanged 54 Deleting Class 181 (8 points): Lose 36.068312 but Gain 916.926405 Iteration 134Q (101.219090 sec): 95 clusters Score: Raw -1770390.212588 + Penalty 74005.861904 = -1696384.350684 nChanged 30 Deleting Class 67 (16 points): Lose 57.692626 but Gain 937.776821 Iteration 135Q (101.415523 sec): 94 clusters Score: Raw -1770353.266127 + Penalty 73068.498619 = -1697284.767508 nChanged 29 Deleting Class 96 (7 points): Lose 37.440064 but Gain 917.568705 Iteration 136Q (101.611984 sec): 93 clusters Score: Raw -1770339.984911 + Penalty 72153.295265 = -1698186.689646 nChanged 28 Deleting Class 90 (30 points): Lose 96.856872 but Gain 973.134918 Iteration 137Q (101.806439 sec): 92 clusters Score: Raw -1770254.313768 + Penalty 71196.096190 = -1699058.217578 nChanged 48 Deleting Class 116 (10 points): Lose 61.494791 but Gain 934.288599 Iteration 138Q (102.001615 sec): 91 clusters Score: Raw -1770235.080625 + Penalty 70284.593859 = -1699950.486766 nChanged 23 Deleting Class 126 (11 points): Lose 79.810160 but Gain 952.485949 Iteration 139Q (102.193287 sec): 90 clusters Score: Raw -1770188.837466 + Penalty 69339.957475 = -1700848.879990 nChanged 29 Deleting Class 101 (9 points): Lose 46.069057 but Gain 917.696746 Iteration 140F (103.894039 sec): 89 clusters Score: Raw -1770171.380464 + Penalty 68448.599358 = -1701722.781106 nChanged 32 Deleting Class 19 (65 points): Lose 240.014336 but Gain 1109.925828 Iteration 141Q (104.085755 sec): 88 clusters Score: Raw -1769952.856198 + Penalty 67313.881563 = -1702638.974635 nChanged 85 Deleting Class 124 (21 points): Lose 105.476627 but Gain 974.890950 Iteration 142Q (104.277918 sec): 87 clusters Score: Raw -1769972.100282 + Penalty 66353.144263 = -1703618.956019 nChanged 49 Deleting Class 154 (4 points): Lose 22.530785 but Gain 885.839165 Iteration 143Q (104.468658 sec): 86 clusters Score: Raw -1769992.081340 + Penalty 65474.741467 = -1704517.339873 nChanged 23 Deleting Class 108 (16 points): Lose 71.160840 but Gain 934.087435 Iteration 144Q (104.658826 sec): 85 clusters Score: Raw -1769934.718417 + Penalty 64554.968784 = -1705379.749633 nChanged 28 Deleting Class 71 (26 points): Lose 151.319779 but Gain 1012.272407 Iteration 145Q (104.846175 sec): 84 clusters Score: Raw -1769816.826316 + Penalty 63668.977272 = -1706147.849045 nChanged 36 Deleting Class 140 (6 points): Lose 23.535544 but Gain 884.062304 Iteration 146Q (105.033252 sec): 83 clusters Score: Raw -1769852.064249 + Penalty 62843.243034 = -1707008.821215 nChanged 22 Deleting Class 42 (5 points): Lose 34.010455 but Gain 889.845019 Iteration 147Q (105.218942 sec): 82 clusters Score: Raw -1769849.314627 + Penalty 61955.084922 = -1707894.229704 nChanged 8 Deleting Class 53 (8 points): Lose 57.516723 but Gain 909.616541 Iteration 148Q (105.402100 sec): 81 clusters Score: Raw -1769801.434112 + Penalty 61049.956691 = -1708751.477421 nChanged 16 Deleting Class 63 (14 points): Lose 102.306031 but Gain 949.393429 Iteration 149Q (105.584470 sec): 80 clusters Score: Raw -1769718.234886 + Penalty 60115.694906 = -1709602.539981 nChanged 15 Deleting Class 142 (5 points): Lose 44.795628 but Gain 891.452127 Iteration 150F (107.080919 sec): 79 clusters Score: Raw -1769722.493700 + Penalty 59269.298389 = -1710453.195311 nChanged 11 Deleting Class 68 (8 points): Lose 40.014752 but Gain 919.890788 Iteration 151Q (107.262298 sec): 78 clusters Score: Raw -1769702.738163 + Penalty 58353.805335 = -1711348.932828 nChanged 8 Deleting Class 55 (19 points): Lose 94.747912 but Gain 940.718348 Iteration 152Q (107.443152 sec): 77 clusters Score: Raw -1769619.081138 + Penalty 57425.824480 = -1712193.256658 nChanged 21 Deleting Class 217 (1 points): Lose 8.018834 but Gain 852.014347 Iteration 153Q (107.622964 sec): 76 clusters Score: Raw -1769639.137341 + Penalty 56573.560701 = -1713065.576640 nChanged 10 Deleting Class 64 (10 points): Lose 59.430221 but Gain 899.337379 Iteration 154Q (107.804916 sec): 75 clusters Score: Raw -1769584.451235 + Penalty 55679.029961 = -1713905.421274 nChanged 15 Deleting Class 93 (8 points): Lose 43.206397 but Gain 880.838001 Iteration 155Q (107.983229 sec): 74 clusters Score: Raw -1769556.181184 + Penalty 54801.642772 = -1714754.538412 nChanged 13 Deleting Class 75 (9 points): Lose 38.051195 but Gain 859.890374 Iteration 156Q (108.160288 sec): 73 clusters Score: Raw -1769529.663020 + Penalty 53944.317590 = -1715585.345430 nChanged 18 Deleting Class 36 (19 points): Lose 68.285440 but Gain 882.972971 Iteration 157Q (108.338267 sec): 72 clusters Score: Raw -1769475.892577 + Penalty 53076.607424 = -1716399.285153 nChanged 28 Deleting Class 127 (6 points): Lose 60.164474 but Gain 861.788216 Iteration 158Q (108.515865 sec): 71 clusters Score: Raw -1769447.728475 + Penalty 52227.231225 = -1717220.497250 nChanged 21 Deleting Class 81 (28 points): Lose 150.276417 but Gain 947.823752 Iteration 159Q (108.692555 sec): 70 clusters Score: Raw -1769314.532312 + Penalty 51364.941036 = -1717949.591276 nChanged 42 Deleting Class 37 (68 points): Lose 743.283527 but Gain 1544.011257 Iteration 160F (110.008755 sec): 69 clusters Score: Raw -1768634.746857 + Penalty 50368.785203 = -1718265.961654 nChanged 88 Deleting Class 87 (7 points): Lose 75.299223 but Gain 869.495772 Iteration 161Q (110.184624 sec): 68 clusters Score: Raw -1768981.648309 + Penalty 49473.854322 = -1719507.793988 nChanged 49 Deleting Class 155 (7 points): Lose 97.535684 but Gain 885.598838 Iteration 162Q (110.359290 sec): 67 clusters Score: Raw -1768953.934655 + Penalty 48598.067002 = -1720355.867653 nChanged 33 Deleting Class 61 (38 points): Lose 119.360814 but Gain 900.698655 Iteration 163Q (110.532087 sec): 66 clusters Score: Raw -1768858.930791 + Penalty 47705.030233 = -1721153.900558 nChanged 55 Deleting Class 207 (1 points): Lose 3.174922 but Gain 776.001390 Iteration 164Q (110.705079 sec): 65 clusters Score: Raw -1768910.784814 + Penalty 46933.779895 = -1721977.004919 nChanged 20 Deleting Class 54 (17 points): Lose 65.806201 but Gain 834.590358 Iteration 165Q (110.874594 sec): 64 clusters Score: Raw -1768858.125153 + Penalty 46113.281087 = -1722744.844066 nChanged 32 Deleting Class 78 (67 points): Lose 209.848747 but Gain 969.008177 Iteration 166Q (111.043694 sec): 63 clusters Score: Raw -1768690.802611 + Penalty 45150.223955 = -1723540.578656 nChanged 83 Deleting Class 113 (26 points): Lose 323.933920 but Gain 1070.601664 Iteration 167Q (111.212632 sec): 62 clusters Score: Raw -1768478.008394 + Penalty 44108.259396 = -1724369.748998 nChanged 48 Deleting Class 62 (31 points): Lose 124.947174 but Gain 853.540030 Iteration 168Q (111.381184 sec): 61 clusters Score: Raw -1768478.522643 + Penalty 43287.901919 = -1725190.620724 nChanged 59 Deleting Class 125 (19 points): Lose 144.413521 but Gain 870.878304 Iteration 169Q (111.548028 sec): 60 clusters Score: Raw -1768426.493793 + Penalty 42475.858550 = -1725950.635242 nChanged 45 Deleting Class 24 (120 points): Lose 356.112574 but Gain 1082.493518 Iteration 170F (112.675993 sec): 59 clusters Score: Raw -1768176.835476 + Penalty 41463.898046 = -1726712.937430 nChanged 154 Deleting Class 38 (18 points): Lose 110.419037 but Gain 835.526169 Iteration 171Q (112.845632 sec): 58 clusters Score: Raw -1768304.957895 + Penalty 40647.085719 = -1727657.872175 nChanged 66 Deleting Class 73 (19 points): Lose 147.921063 but Gain 867.907461 Iteration 172Q (113.010860 sec): 57 clusters Score: Raw -1768231.757910 + Penalty 39789.159533 = -1728442.598377 nChanged 57 Deleting Class 70 (5 points): Lose 73.204316 but Gain 787.950427 Iteration 173Q (113.175754 sec): 56 clusters Score: Raw -1768238.132782 + Penalty 39012.431020 = -1729225.701762 nChanged 41 Deleting Class 120 (4 points): Lose 41.437437 but Gain 747.190144 Iteration 174Q (113.337928 sec): 55 clusters Score: Raw -1768232.726448 + Penalty 38275.693531 = -1729957.032918 nChanged 23 Deleting Class 105 (7 points): Lose 40.871116 but Gain 741.770238 Iteration 175Q (113.499344 sec): 54 clusters Score: Raw -1768212.673795 + Penalty 37532.327018 = -1730680.346777 nChanged 26 Deleting Class 82 (17 points): Lose 270.781503 but Gain 968.070201 Iteration 176Q (113.659749 sec): 53 clusters Score: Raw -1767964.138500 + Penalty 36587.348507 = -1731376.789993 nChanged 34 Deleting Class 213 (5 points): Lose 29.292313 but Gain 717.689833 Iteration 177Q (113.819353 sec): 52 clusters Score: Raw -1768054.685963 + Penalty 35874.334711 = -1732180.351252 nChanged 29 Deleting Class 65 (44 points): Lose 183.344549 but Gain 868.555671 Iteration 178Q (113.976879 sec): 51 clusters Score: Raw -1767892.833516 + Penalty 35007.570074 = -1732885.263442 nChanged 59 Deleting Class 58 (10 points): Lose 70.687176 but Gain 754.642885 Iteration 179Q (114.134743 sec): 50 clusters Score: Raw -1767894.198023 + Penalty 34267.853253 = -1733626.344769 nChanged 40 Deleting Class 131 (12 points): Lose 76.226595 but Gain 758.530282 Iteration 180F (115.088206 sec): 49 clusters Score: Raw -1767855.375563 + Penalty 33565.911346 = -1734289.464217 nChanged 37 Deleting Class 12 (119 points): Lose 351.060948 but Gain 1031.275195 Iteration 181Q (115.246261 sec): 48 clusters Score: Raw -1767542.890404 + Penalty 32554.940797 = -1734987.949607 nChanged 146 Deleting Class 194 (2 points): Lose 6.900757 but Gain 659.184352 Iteration 182Q (115.405539 sec): 47 clusters Score: Raw -1767748.602451 + Penalty 31903.078334 = -1735845.524117 nChanged 54 Deleting Class 50 (17 points): Lose 136.626562 but Gain 785.559889 Iteration 183Q (115.560110 sec): 46 clusters Score: Raw -1767650.803833 + Penalty 31130.573941 = -1736520.229892 nChanged 51 Deleting Class 56 (116 points): Lose 473.134911 but Gain 1068.341975 Iteration 184Q (115.713930 sec): 45 clusters Score: Raw -1767245.537252 + Penalty 30068.354485 = -1737177.182766 nChanged 153 Deleting Class 9 (24 points): Lose 287.082347 but Gain 868.825212 Iteration 185Q (115.868762 sec): 44 clusters Score: Raw -1767229.017170 + Penalty 29233.098468 = -1737995.918702 nChanged 85 Deleting Class 66 (141 points): Lose 873.575489 but Gain 1426.973356 Iteration 186Q (116.020994 sec): 43 clusters Score: Raw -1766525.156191 + Penalty 27915.594668 = -1738609.561523 nChanged 189 Deleting Class 94 (47 points): Lose 495.785065 but Gain 1018.465019 Iteration 187Q (116.176415 sec): 42 clusters Score: Raw -1766550.861689 + Penalty 26975.138223 = -1739575.723465 nChanged 120 Deleting Class 102 (31 points): Lose 174.052724 but Gain 670.441575 Iteration 188Q (116.326306 sec): 41 clusters Score: Raw -1766687.625075 + Penalty 26402.848307 = -1740284.776768 nChanged 107 Deleting Class 80 (6 points): Lose 54.733100 but Gain 521.066808 Iteration 189Q (116.476403 sec): 40 clusters Score: Raw -1766817.552667 + Penalty 25892.018286 = -1740925.534381 nChanged 81 Deleting Class 40 (186 points): Lose 835.251685 but Gain 1166.589120 Iteration 190F (117.243557 sec): 39 clusters Score: Raw -1766102.728258 + Penalty 24981.070822 = -1741121.657436 nChanged 232 Deleting Class 32 (179 points): Lose 1019.749222 but Gain 1275.299254 Iteration 191Q (117.394360 sec): 38 clusters Score: Raw -1765617.341110 + Penalty 23827.259198 = -1741790.081912 nChanged 264 Deleting Class 28 (67 points): Lose 841.896465 but Gain 951.056819 Iteration 192Q (117.545390 sec): 37 clusters Score: Raw -1765617.577985 + Penalty 23002.771946 = -1742614.806039 nChanged 177 Iteration 193Q (117.692177 sec): 37 clusters Score: Raw -1766265.415423 + Penalty 23125.667958 = -1743139.747464 nChanged 96 Iteration 194Q (117.837407 sec): 37 clusters Score: Raw -1766355.022710 + Penalty 23162.388807 = -1743192.633903 nChanged 69 Iteration 195Q (117.981071 sec): 37 clusters Score: Raw -1766400.394108 + Penalty 23176.701440 = -1743223.692668 nChanged 45 Iteration 196Q (118.125134 sec): 37 clusters Score: Raw -1766422.768690 + Penalty 23188.089869 = -1743234.678821 nChanged 38 Iteration 197Q (118.268299 sec): 37 clusters Score: Raw -1766436.208071 + Penalty 23192.675306 = -1743243.532765 nChanged 28 Iteration 198Q (118.411255 sec): 37 clusters Score: Raw -1766444.546018 + Penalty 23196.651971 = -1743247.894047 nChanged 16 Iteration 199Q (118.553840 sec): 37 clusters Score: Raw -1766449.209924 + Penalty 23199.614912 = -1743249.595012 nChanged 10 Deleting Class 27 (175 points): Lose 1243.315366 but Gain 1259.106055 Iteration 200F (119.262193 sec): 36 clusters Score: Raw -1765210.973574 + Penalty 22021.122077 = -1743189.851497 nChanged 183 Iteration 201F (119.951812 sec): 36 clusters Score: Raw -1765885.665349 + Penalty 22095.113371 = -1743790.551978 nChanged 55 Iteration 202Q (120.095448 sec): 36 clusters Score: Raw -1765966.140756 + Penalty 22111.027118 = -1743855.113638 nChanged 39 Iteration 203Q (120.238492 sec): 36 clusters Score: Raw -1765994.520871 + Penalty 22134.532589 = -1743859.988283 nChanged 23 Iteration 204Q (120.381394 sec): 36 clusters Score: Raw -1766010.185592 + Penalty 22144.848486 = -1743865.337106 nChanged 17 Iteration 205Q (120.523927 sec): 36 clusters Score: Raw -1766019.393147 + Penalty 22149.717524 = -1743869.675622 nChanged 12 Iteration 206Q (120.666709 sec): 36 clusters Score: Raw -1766022.299159 + Penalty 22155.420333 = -1743866.878825 nChanged 11 Iteration 207F (121.355947 sec): 36 clusters Score: Raw -1766025.734020 + Penalty 22163.688013 = -1743862.046008 nChanged 11 Iteration 208F (122.045538 sec): 36 clusters Score: Raw -1766030.149959 + Penalty 22177.729012 = -1743852.420947 nChanged 14 Iteration 209F (122.735994 sec): 36 clusters Score: Raw -1766042.388806 + Penalty 22200.713221 = -1743841.675585 nChanged 17 Iteration 210F (123.423148 sec): 36 clusters Score: Raw -1766056.469419 + Penalty 22215.447690 = -1743841.021729 nChanged 19 Iteration 211F (124.108969 sec): 36 clusters Score: Raw -1766073.232973 + Penalty 22234.571415 = -1743838.661558 nChanged 14 Iteration 212F (124.798025 sec): 36 clusters Score: Raw -1766080.138179 + Penalty 22254.959282 = -1743825.178897 nChanged 14 Iteration 213F (125.485924 sec): 36 clusters Score: Raw -1766087.502836 + Penalty 22255.895182 = -1743831.607654 nChanged 5 Iteration 214Q (125.628499 sec): 36 clusters Score: Raw -1766088.434698 + Penalty 22255.968038 = -1743832.466660 nChanged 1 Iteration 215Q (125.771063 sec): 36 clusters Score: Raw -1766088.682600 + Penalty 22256.798743 = -1743831.883856 nChanged 3 Iteration 216F (126.460105 sec): 36 clusters Score: Raw -1766089.546776 + Penalty 22256.798743 = -1743832.748033 nChanged 0 Writing temp clu file Memory request: 0.18 GB would take us to total of 0.37 GB. Compute initial score before splitting: Score: Raw -1766089.546776 + Penalty 22256.798743 = -1743832.748033Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 1 (373 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (126.584894 sec): 2 clusters Score: Raw -18407.910981 + Penalty 577.501312 = -17830.409669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (126.585788 sec): 3 clusters Score: Raw -18278.790817 + Penalty 1154.231287 = -17124.559530 nChanged 93 SP:Iteration 1F (126.586639 sec): 3 clusters Score: Raw -18347.944086 + Penalty 1154.025993 = -17193.918093 nChanged 15 SP:Iteration 2Q (126.587482 sec): 3 clusters Score: Raw -18368.447437 + Penalty 1152.355244 = -17216.092193 nChanged 16 SP:Iteration 3Q (126.588321 sec): 3 clusters Score: Raw -18402.880312 + Penalty 1150.203438 = -17252.676873 nChanged 19 SP:Iteration 4F (126.589176 sec): 3 clusters Score: Raw -18425.744956 + Penalty 1150.518377 = -17275.226580 nChanged 10 SP:Iteration 5Q (126.590023 sec): 3 clusters Score: Raw -18442.320468 + Penalty 1151.884995 = -17290.435473 nChanged 6 SP:Iteration 6Q (126.590848 sec): 3 clusters Score: Raw -18446.897130 + Penalty 1152.254009 = -17294.643120 nChanged 3 SP:Iteration 7Q (126.591671 sec): 3 clusters Score: Raw -18448.773872 + Penalty 1152.417607 = -17296.356265 nChanged 1 SP:Iteration 8Q (126.592494 sec): 3 clusters Score: Raw -18449.665631 + Penalty 1152.691195 = -17296.974436 nChanged 1 SP:Iteration 9Q (126.593316 sec): 3 clusters Score: Raw -18450.880012 + Penalty 1152.691195 = -17298.188817 nChanged 0 SP:Iteration 10F (126.594163 sec): 3 clusters Score: Raw -18450.880012 + Penalty 1152.691195 = -17298.188817 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 2 (1150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (126.598634 sec): 2 clusters Score: Raw -54951.871547 + Penalty 95.899162 = -54855.972385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (126.600832 sec): 3 clusters Score: Raw -54223.307289 + Penalty 187.805423 = -54035.501866 nChanged 531 SP:Iteration 1F (126.602995 sec): 3 clusters Score: Raw -54574.466163 + Penalty 181.883699 = -54392.582464 nChanged 107 SP:Iteration 2F (126.605154 sec): 3 clusters Score: Raw -54675.999218 + Penalty 181.748291 = -54494.250928 nChanged 136 SP:Iteration 3F (126.607314 sec): 3 clusters Score: Raw -54846.912231 + Penalty 182.153043 = -54664.759188 nChanged 80 SP:Iteration 4F (126.609473 sec): 3 clusters Score: Raw -54956.939183 + Penalty 188.906932 = -54768.032251 nChanged 50 SP:Iteration 5Q (126.611416 sec): 3 clusters Score: Raw -55004.195420 + Penalty 192.129141 = -54812.066279 nChanged 25 SP:Iteration 6Q (126.613354 sec): 3 clusters Score: Raw -55019.724249 + Penalty 194.041145 = -54825.683104 nChanged 8 SP:Iteration 7Q (126.615226 sec): 3 clusters Score: Raw -55022.378058 + Penalty 195.391336 = -54826.986722 nChanged 6 SP:Iteration 8Q (126.617056 sec): 3 clusters Score: Raw -55025.099585 + Penalty 195.874033 = -54829.225551 nChanged 6 SP:Iteration 9Q (126.618886 sec): 3 clusters Score: Raw -55027.300943 + Penalty 194.458918 = -54832.842025 nChanged 3 SP:Iteration 10F (126.621041 sec): 3 clusters Score: Raw -55028.069579 + Penalty 194.373765 = -54833.695814 nChanged 3 SP:Iteration 11Q (126.622872 sec): 3 clusters Score: Raw -55028.764591 + Penalty 195.994020 = -54832.770571 nChanged 2 SP:Iteration 12F (126.625029 sec): 3 clusters Score: Raw -55029.710811 + Penalty 195.994020 = -54833.716791 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 3 (259 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (126.626244 sec): 2 clusters Score: Raw -10237.923404 + Penalty 503.899893 = -9734.023510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (126.626911 sec): 3 clusters Score: Raw -10215.916528 + Penalty 1009.434530 = -9206.481998 nChanged 51 SP:Iteration 1F (126.627576 sec): 3 clusters Score: Raw -10297.870752 + Penalty 1010.473819 = -9287.396933 nChanged 25 SP:Iteration 2F (126.628228 sec): 3 clusters Score: Raw -10359.715333 + Penalty 1011.255436 = -9348.459897 nChanged 16 SP:Iteration 3F (126.628881 sec): 3 clusters Score: Raw -10410.554007 + Penalty 1009.489923 = -9401.064085 nChanged 11 SP:Iteration 4Q (126.629487 sec): 3 clusters Score: Raw -10460.151873 + Penalty 1009.911739 = -9450.240134 nChanged 7 SP:Iteration 5Q (126.630080 sec): 3 clusters Score: Raw -10486.126102 + Penalty 1009.110441 = -9477.015661 nChanged 4 SP:Iteration 6Q (126.630671 sec): 3 clusters Score: Raw -10516.589890 + Penalty 1008.847850 = -9507.742039 nChanged 3 SP:Iteration 7Q (126.631256 sec): 3 clusters Score: Raw -10531.686534 + Penalty 1007.743920 = -9523.942615 nChanged 8 SP:Iteration 8Q (126.631838 sec): 3 clusters Score: Raw -10572.429222 + Penalty 1007.543543 = -9564.885679 nChanged 4 SP:Iteration 9Q (126.632410 sec): 3 clusters Score: Raw -10595.197091 + Penalty 1007.373637 = -9587.823454 nChanged 4 SP:Iteration 10F (126.633059 sec): 3 clusters Score: Raw -10613.276465 + Penalty 1007.196811 = -9606.079654 nChanged 2 SP:Iteration 11Q (126.633629 sec): 3 clusters Score: Raw -10616.279001 + Penalty 1007.005583 = -9609.273419 nChanged 1 SP:Iteration 12Q (126.634196 sec): 3 clusters Score: Raw -10617.555025 + Penalty 1007.005583 = -9610.549443 nChanged 0 SP:Iteration 13F (126.634846 sec): 3 clusters Score: Raw -10617.555025 + Penalty 1007.005583 = -9610.549443 nChanged 0 Memory request: 0.02 GB would take us to total of 0.39 GB. Trying to split cluster 4 (3954 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (126.651711 sec): 2 clusters Score: Raw -189579.416510 + Penalty 78.371280 = -189501.045230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (126.658893 sec): 3 clusters Score: Raw -186979.790164 + Penalty 157.662959 = -186822.127206 nChanged 1872 SP:Iteration 1F (126.665949 sec): 3 clusters Score: Raw -188571.481483 + Penalty 156.586062 = -188414.895421 nChanged 300 SP:Iteration 2F (126.673258 sec): 3 clusters Score: Raw -188924.080410 + Penalty 155.919582 = -188768.160828 nChanged 168 SP:Iteration 3Q (126.680684 sec): 3 clusters Score: Raw -189126.897465 + Penalty 154.535344 = -188972.362121 nChanged 130 SP:Iteration 4Q (126.687501 sec): 3 clusters Score: Raw -189197.680035 + Penalty 153.860246 = -189043.819789 nChanged 80 SP:Iteration 5Q (126.694267 sec): 3 clusters Score: Raw -189233.804875 + Penalty 153.058140 = -189080.746735 nChanged 56 SP:Iteration 6Q (126.700799 sec): 3 clusters Score: Raw -189256.111439 + Penalty 152.601264 = -189103.510174 nChanged 41 SP:Iteration 7Q (126.707268 sec): 3 clusters Score: Raw -189273.395115 + Penalty 152.331736 = -189121.063379 nChanged 39 SP:Iteration 8Q (126.713749 sec): 3 clusters Score: Raw -189287.786540 + Penalty 152.181935 = -189135.604605 nChanged 30 SP:Iteration 9Q (126.720164 sec): 3 clusters Score: Raw -189298.280622 + Penalty 152.252267 = -189146.028355 nChanged 29 SP:Iteration 10F (126.727155 sec): 3 clusters Score: Raw -189309.615967 + Penalty 151.648293 = -189157.967673 nChanged 34 SP:Iteration 11Q (126.733538 sec): 3 clusters Score: Raw -189323.345205 + Penalty 151.305810 = -189172.039395 nChanged 37 SP:Iteration 12Q (126.739940 sec): 3 clusters Score: Raw -189338.756213 + Penalty 150.809311 = -189187.946902 nChanged 28 SP:Iteration 13Q (126.746276 sec): 3 clusters Score: Raw -189353.328805 + Penalty 149.562558 = -189203.766247 nChanged 29 SP:Iteration 14Q (126.752581 sec): 3 clusters Score: Raw -189366.904433 + Penalty 147.702214 = -189219.202220 nChanged 32 SP:Iteration 15Q (126.758863 sec): 3 clusters Score: Raw -189386.501042 + Penalty 147.576875 = -189238.924167 nChanged 35 SP:Iteration 16Q (126.765244 sec): 3 clusters Score: Raw -189402.814705 + Penalty 146.512421 = -189256.302284 nChanged 36 SP:Iteration 17Q (126.771474 sec): 3 clusters Score: Raw -189418.606804 + Penalty 145.755322 = -189272.851482 nChanged 29 SP:Iteration 18Q (126.777804 sec): 3 clusters Score: Raw -189434.005953 + Penalty 144.866072 = -189289.139881 nChanged 22 SP:Iteration 19Q (126.784035 sec): 3 clusters Score: Raw -189441.522300 + Penalty 143.921114 = -189297.601185 nChanged 18 SP:Iteration 20F (126.791265 sec): 3 clusters Score: Raw -189446.041371 + Penalty 143.380621 = -189302.660750 nChanged 11 SP:Iteration 21Q (126.797868 sec): 3 clusters Score: Raw -189448.960479 + Penalty 143.183118 = -189305.777361 nChanged 11 SP:Iteration 22Q (126.804069 sec): 3 clusters Score: Raw -189452.579466 + Penalty 142.428998 = -189310.150468 nChanged 11 SP:Iteration 23Q (126.810237 sec): 3 clusters Score: Raw -189457.410343 + Penalty 141.901163 = -189315.509179 nChanged 15 SP:Iteration 24Q (126.816391 sec): 3 clusters Score: Raw -189462.449326 + Penalty 140.739402 = -189321.709923 nChanged 15 SP:Iteration 25Q (126.822521 sec): 3 clusters Score: Raw -189467.268878 + Penalty 140.472211 = -189326.796667 nChanged 13 SP:Iteration 26Q (126.828643 sec): 3 clusters Score: Raw -189472.428946 + Penalty 140.138773 = -189332.290173 nChanged 16 SP:Iteration 27Q (126.834754 sec): 3 clusters Score: Raw -189477.965996 + Penalty 139.415388 = -189338.550608 nChanged 13 SP:Iteration 28Q (126.840852 sec): 3 clusters Score: Raw -189481.159148 + Penalty 139.047415 = -189342.111734 nChanged 11 SP:Iteration 29Q (126.847071 sec): 3 clusters Score: Raw -189483.232160 + Penalty 138.077746 = -189345.154414 nChanged 8 SP:Iteration 30F (126.854117 sec): 3 clusters Score: Raw -189485.041030 + Penalty 138.021566 = -189347.019464 nChanged 9 SP:Iteration 31Q (126.860202 sec): 3 clusters Score: Raw -189486.160225 + Penalty 137.437146 = -189348.723078 nChanged 8 SP:Iteration 32Q (126.866528 sec): 3 clusters Score: Raw -189487.182703 + Penalty 137.457295 = -189349.725408 nChanged 12 SP:Iteration 33Q (126.872607 sec): 3 clusters Score: Raw -189490.388399 + Penalty 137.455592 = -189352.932807 nChanged 13 SP:Iteration 34Q (126.878878 sec): 3 clusters Score: Raw -189491.766237 + Penalty 137.081908 = -189354.684329 nChanged 7 SP:Iteration 35Q (126.884933 sec): 3 clusters Score: Raw -189492.579287 + Penalty 136.929261 = -189355.650026 nChanged 4 SP:Iteration 36Q (126.890975 sec): 3 clusters Score: Raw -189492.752779 + Penalty 136.816644 = -189355.936135 nChanged 5 SP:Iteration 37Q (126.897196 sec): 3 clusters Score: Raw -189493.063318 + Penalty 136.836938 = -189356.226381 nChanged 3 SP:Iteration 38Q (126.903340 sec): 3 clusters Score: Raw -189493.209897 + Penalty 136.482846 = -189356.727050 nChanged 3 SP:Iteration 39Q (126.909372 sec): 3 clusters Score: Raw -189493.422244 + Penalty 136.525361 = -189356.896883 nChanged 5 SP:Iteration 40F (126.916365 sec): 3 clusters Score: Raw -189493.744539 + Penalty 135.809156 = -189357.935383 nChanged 6 SP:Iteration 41Q (126.922426 sec): 3 clusters Score: Raw -189494.304528 + Penalty 135.713262 = -189358.591266 nChanged 5 SP:Iteration 42Q (126.928452 sec): 3 clusters Score: Raw -189494.466495 + Penalty 135.637505 = -189358.828990 nChanged 4 SP:Iteration 43Q (126.934475 sec): 3 clusters Score: Raw -189495.202232 + Penalty 135.644148 = -189359.558084 nChanged 2 SP:Iteration 44Q (126.940490 sec): 3 clusters Score: Raw -189495.995144 + Penalty 135.478260 = -189360.516884 nChanged 3 SP:Iteration 45Q (126.946531 sec): 3 clusters Score: Raw -189497.161439 + Penalty 135.461915 = -189361.699525 nChanged 4 SP:Iteration 46Q (126.952544 sec): 3 clusters Score: Raw -189497.787269 + Penalty 135.331005 = -189362.456264 nChanged 4 SP:Iteration 47Q (126.958585 sec): 3 clusters Score: Raw -189499.400654 + Penalty 134.940507 = -189364.460147 nChanged 4 SP:Iteration 48Q (126.964737 sec): 3 clusters Score: Raw -189500.157787 + Penalty 134.768821 = -189365.388966 nChanged 4 SP:Iteration 49Q (126.971019 sec): 3 clusters Score: Raw -189501.176994 + Penalty 134.719606 = -189366.457388 nChanged 1 SP:Iteration 50F (126.978334 sec): 3 clusters Score: Raw -189501.314603 + Penalty 134.725136 = -189366.589467 nChanged 1 SP:Iteration 51Q (126.984350 sec): 3 clusters Score: Raw -189501.713438 + Penalty 134.586533 = -189367.126905 nChanged 4 SP:Iteration 52Q (126.990351 sec): 3 clusters Score: Raw -189502.870297 + Penalty 134.253509 = -189368.616787 nChanged 4 SP:Iteration 53Q (126.996576 sec): 3 clusters Score: Raw -189504.035416 + Penalty 133.857101 = -189370.178315 nChanged 5 SP:Iteration 54Q (127.003068 sec): 3 clusters Score: Raw -189504.502608 + Penalty 133.766738 = -189370.735870 nChanged 8 SP:Iteration 55Q (127.009240 sec): 3 clusters Score: Raw -189506.332362 + Penalty 133.696572 = -189372.635789 nChanged 9 SP:Iteration 56Q (127.015258 sec): 3 clusters Score: Raw -189508.130419 + Penalty 133.442348 = -189374.688071 nChanged 9 SP:Iteration 57Q (127.021227 sec): 3 clusters Score: Raw -189509.144598 + Penalty 133.343843 = -189375.800754 nChanged 6 SP:Iteration 58Q (127.027223 sec): 3 clusters Score: Raw -189510.097362 + Penalty 133.351727 = -189376.745635 nChanged 4 SP:Iteration 59Q (127.033170 sec): 3 clusters Score: Raw -189510.930274 + Penalty 133.373549 = -189377.556725 nChanged 2 SP:Iteration 60F (127.040203 sec): 3 clusters Score: Raw -189511.200352 + Penalty 133.373549 = -189377.826803 nChanged 0 Memory request: 0.02 GB would take us to total of 0.39 GB. Trying to split cluster 5 (4076 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (127.060671 sec): 2 clusters Score: Raw -197193.410457 + Penalty 236.286854 = -196957.123603 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (127.068153 sec): 3 clusters Score: Raw -194608.127418 + Penalty 479.201977 = -194128.925440 nChanged 1879 SP:Iteration 1F (127.075495 sec): 3 clusters Score: Raw -196300.188905 + Penalty 484.921741 = -195815.267163 nChanged 459 SP:Iteration 2F (127.082923 sec): 3 clusters Score: Raw -196696.176043 + Penalty 487.821572 = -196208.354471 nChanged 228 SP:Iteration 3F (127.090344 sec): 3 clusters Score: Raw -196811.470111 + Penalty 489.353021 = -196322.117090 nChanged 106 SP:Iteration 4Q (127.097557 sec): 3 clusters Score: Raw -196840.150338 + Penalty 490.692944 = -196349.457394 nChanged 55 SP:Iteration 5Q (127.104760 sec): 3 clusters Score: Raw -196854.630317 + Penalty 492.351589 = -196362.278728 nChanged 44 SP:Iteration 6Q (127.111909 sec): 3 clusters Score: Raw -196862.776567 + Penalty 493.675995 = -196369.100572 nChanged 23 SP:Iteration 7Q (127.119051 sec): 3 clusters Score: Raw -196868.730949 + Penalty 494.991412 = -196373.739536 nChanged 25 SP:Iteration 8Q (127.126218 sec): 3 clusters Score: Raw -196874.118751 + Penalty 496.118987 = -196377.999765 nChanged 21 SP:Iteration 9Q (127.133346 sec): 3 clusters Score: Raw -196877.795986 + Penalty 497.047070 = -196380.748916 nChanged 18 SP:Iteration 10F (127.140629 sec): 3 clusters Score: Raw -196880.526975 + Penalty 498.128640 = -196382.398334 nChanged 19 SP:Iteration 11Q (127.147810 sec): 3 clusters Score: Raw -196884.549023 + Penalty 499.038871 = -196385.510152 nChanged 22 SP:Iteration 12Q (127.154957 sec): 3 clusters Score: Raw -196889.391653 + Penalty 500.165634 = -196389.226019 nChanged 29 SP:Iteration 13Q (127.162089 sec): 3 clusters Score: Raw -196897.229883 + Penalty 501.897870 = -196395.332012 nChanged 34 SP:Iteration 14Q (127.169276 sec): 3 clusters Score: Raw -196904.568777 + Penalty 504.050997 = -196400.517780 nChanged 41 SP:Iteration 15Q (127.176395 sec): 3 clusters Score: Raw -196917.101514 + Penalty 505.227680 = -196411.873834 nChanged 37 SP:Iteration 16Q (127.183799 sec): 3 clusters Score: Raw -196930.646072 + Penalty 506.501462 = -196424.144610 nChanged 37 SP:Iteration 17Q (127.190908 sec): 3 clusters Score: Raw -196947.499111 + Penalty 507.844049 = -196439.655062 nChanged 41 SP:Iteration 18Q (127.197956 sec): 3 clusters Score: Raw -196965.122341 + Penalty 508.806043 = -196456.316299 nChanged 45 SP:Iteration 19Q (127.205054 sec): 3 clusters Score: Raw -196983.679917 + Penalty 509.512031 = -196474.167886 nChanged 47 SP:Iteration 20F (127.212450 sec): 3 clusters Score: Raw -196999.981577 + Penalty 508.894697 = -196491.086880 nChanged 37 SP:Iteration 21Q (127.219416 sec): 3 clusters Score: Raw -197010.066894 + Penalty 507.967994 = -196502.098901 nChanged 35 SP:Iteration 22Q (127.226339 sec): 3 clusters Score: Raw -197018.579734 + Penalty 507.553851 = -196511.025883 nChanged 29 SP:Iteration 23Q (127.233274 sec): 3 clusters Score: Raw -197026.121107 + Penalty 507.469561 = -196518.651546 nChanged 34 SP:Iteration 24Q (127.240142 sec): 3 clusters Score: Raw -197037.801499 + Penalty 505.707718 = -196532.093781 nChanged 40 SP:Iteration 25Q (127.246967 sec): 3 clusters Score: Raw -197053.426630 + Penalty 505.245393 = -196548.181237 nChanged 40 SP:Iteration 26Q (127.253737 sec): 3 clusters Score: Raw -197064.521129 + Penalty 504.029287 = -196560.491842 nChanged 30 SP:Iteration 27Q (127.260467 sec): 3 clusters Score: Raw -197073.234557 + Penalty 502.374408 = -196570.860149 nChanged 26 SP:Iteration 28Q (127.267157 sec): 3 clusters Score: Raw -197078.807988 + Penalty 501.282374 = -196577.525614 nChanged 28 SP:Iteration 29Q (127.273851 sec): 3 clusters Score: Raw -197085.165534 + Penalty 500.690697 = -196584.474838 nChanged 23 SP:Iteration 30F (127.281159 sec): 3 clusters Score: Raw -197090.674280 + Penalty 500.964599 = -196589.709681 nChanged 24 SP:Iteration 31Q (127.287818 sec): 3 clusters Score: Raw -197094.309052 + Penalty 501.114077 = -196593.194975 nChanged 16 SP:Iteration 32Q (127.294448 sec): 3 clusters Score: Raw -197096.478670 + Penalty 500.248529 = -196596.230140 nChanged 15 SP:Iteration 33Q (127.301072 sec): 3 clusters Score: Raw -197100.283269 + Penalty 500.691159 = -196599.592110 nChanged 16 SP:Iteration 34Q (127.307879 sec): 3 clusters Score: Raw -197102.635946 + Penalty 501.161981 = -196601.473964 nChanged 14 SP:Iteration 35Q (127.314599 sec): 3 clusters Score: Raw -197105.326387 + Penalty 500.333160 = -196604.993227 nChanged 14 SP:Iteration 36Q (127.321319 sec): 3 clusters Score: Raw -197109.302933 + Penalty 499.954658 = -196609.348275 nChanged 17 SP:Iteration 37Q (127.327877 sec): 3 clusters Score: Raw -197112.541630 + Penalty 500.676185 = -196611.865444 nChanged 12 SP:Iteration 38Q (127.334462 sec): 3 clusters Score: Raw -197114.365177 + Penalty 501.463262 = -196612.901914 nChanged 17 SP:Iteration 39Q (127.340984 sec): 3 clusters Score: Raw -197116.744245 + Penalty 501.567204 = -196615.177041 nChanged 16 SP:Iteration 40F (127.348248 sec): 3 clusters Score: Raw -197119.268130 + Penalty 503.027909 = -196616.240221 nChanged 16 SP:Iteration 41Q (127.354797 sec): 3 clusters Score: Raw -197121.702441 + Penalty 504.225540 = -196617.476901 nChanged 17 SP:Iteration 42Q (127.361310 sec): 3 clusters Score: Raw -197125.137583 + Penalty 504.729673 = -196620.407910 nChanged 22 SP:Iteration 43Q (127.367791 sec): 3 clusters Score: Raw -197131.294623 + Penalty 505.389812 = -196625.904811 nChanged 10 SP:Iteration 44Q (127.374285 sec): 3 clusters Score: Raw -197132.241890 + Penalty 505.447409 = -196626.794482 nChanged 9 SP:Iteration 45Q (127.380754 sec): 3 clusters Score: Raw -197133.359263 + Penalty 505.776451 = -196627.582812 nChanged 8 SP:Iteration 46Q (127.387320 sec): 3 clusters Score: Raw -197134.367064 + Penalty 506.207224 = -196628.159840 nChanged 10 SP:Iteration 47Q (127.393748 sec): 3 clusters Score: Raw -197136.385046 + Penalty 506.297546 = -196630.087500 nChanged 12 SP:Iteration 48Q (127.400194 sec): 3 clusters Score: Raw -197138.047639 + Penalty 506.906494 = -196631.141146 nChanged 16 SP:Iteration 49Q (127.406636 sec): 3 clusters Score: Raw -197141.668363 + Penalty 508.557674 = -196633.110689 nChanged 19 SP:Iteration 50F (127.414392 sec): 3 clusters Score: Raw -197145.154726 + Penalty 509.990191 = -196635.164535 nChanged 20 SP:Iteration 51Q (127.420756 sec): 3 clusters Score: Raw -197149.621458 + Penalty 512.046018 = -196637.575441 nChanged 19 SP:Iteration 52Q (127.427099 sec): 3 clusters Score: Raw -197152.663716 + Penalty 512.712886 = -196639.950830 nChanged 12 SP:Iteration 53Q (127.433465 sec): 3 clusters Score: Raw -197154.124056 + Penalty 512.715043 = -196641.409013 nChanged 12 SP:Iteration 54Q (127.439775 sec): 3 clusters Score: Raw -197155.881889 + Penalty 511.798454 = -196644.083434 nChanged 14 SP:Iteration 55Q (127.446078 sec): 3 clusters Score: Raw -197158.265841 + Penalty 512.211214 = -196646.054628 nChanged 14 SP:Iteration 56Q (127.452369 sec): 3 clusters Score: Raw -197159.874467 + Penalty 512.566021 = -196647.308446 nChanged 11 SP:Iteration 57Q (127.458635 sec): 3 clusters Score: Raw -197161.402585 + Penalty 512.673507 = -196648.729079 nChanged 13 SP:Iteration 58Q (127.464989 sec): 3 clusters Score: Raw -197163.858425 + Penalty 512.707223 = -196651.151202 nChanged 11 SP:Iteration 59Q (127.471275 sec): 3 clusters Score: Raw -197165.968395 + Penalty 511.105202 = -196654.863193 nChanged 14 SP:Iteration 60F (127.478540 sec): 3 clusters Score: Raw -197168.422769 + Penalty 510.476453 = -196657.946316 nChanged 9 SP:Iteration 61Q (127.484799 sec): 3 clusters Score: Raw -197169.732349 + Penalty 510.503323 = -196659.229026 nChanged 11 SP:Iteration 62Q (127.491012 sec): 3 clusters Score: Raw -197170.777838 + Penalty 510.896282 = -196659.881556 nChanged 5 SP:Iteration 63Q (127.497211 sec): 3 clusters Score: Raw -197171.312338 + Penalty 511.070580 = -196660.241758 nChanged 3 SP:Iteration 64Q (127.503460 sec): 3 clusters Score: Raw -197171.644426 + Penalty 511.460419 = -196660.184007 nChanged 7 SP:Iteration 65F (127.511087 sec): 3 clusters Score: Raw -197172.405886 + Penalty 512.141351 = -196660.264535 nChanged 5 SP:Iteration 66Q (127.517538 sec): 3 clusters Score: Raw -197172.801567 + Penalty 512.550502 = -196660.251065 nChanged 5 SP:Iteration 67F (127.524922 sec): 3 clusters Score: Raw -197173.337178 + Penalty 512.631311 = -196660.705867 nChanged 5 SP:Iteration 68Q (127.531218 sec): 3 clusters Score: Raw -197174.084718 + Penalty 511.664906 = -196662.419812 nChanged 4 SP:Iteration 69Q (127.537430 sec): 3 clusters Score: Raw -197174.793000 + Penalty 511.277046 = -196663.515954 nChanged 1 SP:Iteration 70F (127.544703 sec): 3 clusters Score: Raw -197175.039850 + Penalty 510.875560 = -196664.164290 nChanged 1 SP:Iteration 71Q (127.550998 sec): 3 clusters Score: Raw -197175.101491 + Penalty 511.120058 = -196663.981433 nChanged 1 SP:Iteration 72F (127.558375 sec): 3 clusters Score: Raw -197175.138207 + Penalty 511.120058 = -196664.018149 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 6 (620 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (127.564184 sec): 2 clusters Score: Raw -30589.741080 + Penalty 382.749021 = -30206.992060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (127.565511 sec): 3 clusters Score: Raw -30283.671582 + Penalty 782.598379 = -29501.073202 nChanged 210 SP:Iteration 1F (127.566799 sec): 3 clusters Score: Raw -30451.895582 + Penalty 806.650658 = -29645.244924 nChanged 79 SP:Iteration 2F (127.568080 sec): 3 clusters Score: Raw -30548.826664 + Penalty 818.206254 = -29730.620410 nChanged 46 SP:Iteration 3F (127.569358 sec): 3 clusters Score: Raw -30604.420920 + Penalty 828.375506 = -29776.045414 nChanged 24 SP:Iteration 4Q (127.570617 sec): 3 clusters Score: Raw -30628.163006 + Penalty 835.662903 = -29792.500103 nChanged 19 SP:Iteration 5Q (127.571881 sec): 3 clusters Score: Raw -30660.947352 + Penalty 836.743937 = -29824.203414 nChanged 17 SP:Iteration 6Q (127.573103 sec): 3 clusters Score: Raw -30682.912064 + Penalty 832.708767 = -29850.203297 nChanged 11 SP:Iteration 7Q (127.574314 sec): 3 clusters Score: Raw -30690.806086 + Penalty 831.981900 = -29858.824186 nChanged 2 SP:Iteration 8Q (127.575525 sec): 3 clusters Score: Raw -30691.627478 + Penalty 832.519610 = -29859.107868 nChanged 3 SP:Iteration 9Q (127.576734 sec): 3 clusters Score: Raw -30694.055781 + Penalty 832.519610 = -29861.536171 nChanged 0 SP:Iteration 10F (127.577982 sec): 3 clusters Score: Raw -30694.055781 + Penalty 832.519610 = -29861.536171 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 7 (402 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (127.580677 sec): 2 clusters Score: Raw -20570.610745 + Penalty 144.922447 = -20425.688298 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (127.581587 sec): 3 clusters Score: Raw -20367.589597 + Penalty 299.532764 = -20068.056833 nChanged 150 SP:Iteration 1F (127.582480 sec): 3 clusters Score: Raw -20460.577744 + Penalty 301.843329 = -20158.734415 nChanged 33 SP:Iteration 2F (127.583373 sec): 3 clusters Score: Raw -20489.875848 + Penalty 308.987728 = -20180.888120 nChanged 26 SP:Iteration 3F (127.584264 sec): 3 clusters Score: Raw -20518.395087 + Penalty 323.080814 = -20195.314273 nChanged 22 SP:Iteration 4F (127.585155 sec): 3 clusters Score: Raw -20547.615691 + Penalty 327.562928 = -20220.052763 nChanged 16 SP:Iteration 5Q (127.586030 sec): 3 clusters Score: Raw -20569.542378 + Penalty 332.398673 = -20237.143705 nChanged 12 SP:Iteration 6Q (127.586849 sec): 3 clusters Score: Raw -20580.215867 + Penalty 348.334849 = -20231.881018 nChanged 7 SP:Iteration 7F (127.587739 sec): 3 clusters Score: Raw -20587.463798 + Penalty 353.925162 = -20233.538635 nChanged 4 SP:Iteration 8Q (127.588526 sec): 3 clusters Score: Raw -20594.334865 + Penalty 368.369476 = -20225.965389 nChanged 3 SP:Iteration 9F (127.589419 sec): 3 clusters Score: Raw -20598.286367 + Penalty 372.526930 = -20225.759436 nChanged 1 SP:Iteration 10F (127.590308 sec): 3 clusters Score: Raw -20599.323175 + Penalty 388.690018 = -20210.633157 nChanged 2 SP:Iteration 11F (127.591195 sec): 3 clusters Score: Raw -20601.384984 + Penalty 388.690018 = -20212.694966 nChanged 0 Memory request: 0.02 GB would take us to total of 0.39 GB. Trying to split cluster 8 (3795 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (127.602535 sec): 2 clusters Score: Raw -182862.670508 + Penalty 111.405411 = -182751.265097 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (127.609682 sec): 3 clusters Score: Raw -180336.677092 + Penalty 223.393655 = -180113.283437 nChanged 1823 SP:Iteration 1F (127.616870 sec): 3 clusters Score: Raw -181740.124206 + Penalty 228.010713 = -181512.113493 nChanged 426 SP:Iteration 2F (127.623769 sec): 3 clusters Score: Raw -182195.167015 + Penalty 231.690997 = -181963.476019 nChanged 209 SP:Iteration 3F (127.630550 sec): 3 clusters Score: Raw -182494.864791 + Penalty 234.496860 = -182260.367931 nChanged 100 SP:Iteration 4Q (127.637216 sec): 3 clusters Score: Raw -182669.968754 + Penalty 233.949061 = -182436.019693 nChanged 50 SP:Iteration 5Q (127.643054 sec): 3 clusters Score: Raw -182701.947610 + Penalty 233.309516 = -182468.638094 nChanged 26 SP:Iteration 6Q (127.648828 sec): 3 clusters Score: Raw -182725.099710 + Penalty 235.233881 = -182489.865829 nChanged 27 SP:Iteration 7Q (127.654535 sec): 3 clusters Score: Raw -182737.609173 + Penalty 234.478160 = -182503.131013 nChanged 19 SP:Iteration 8Q (127.660161 sec): 3 clusters Score: Raw -182746.541466 + Penalty 233.946565 = -182512.594901 nChanged 20 SP:Iteration 9Q (127.665769 sec): 3 clusters Score: Raw -182757.100566 + Penalty 235.399380 = -182521.701185 nChanged 24 SP:Iteration 10F (127.672614 sec): 3 clusters Score: Raw -182768.829464 + Penalty 238.585853 = -182530.243610 nChanged 25 SP:Iteration 11Q (127.678291 sec): 3 clusters Score: Raw -182779.340913 + Penalty 239.822808 = -182539.518105 nChanged 25 SP:Iteration 12Q (127.683821 sec): 3 clusters Score: Raw -182791.645412 + Penalty 237.844526 = -182553.800886 nChanged 24 SP:Iteration 13Q (127.689491 sec): 3 clusters Score: Raw -182805.277303 + Penalty 237.216256 = -182568.061047 nChanged 22 SP:Iteration 14Q (127.695075 sec): 3 clusters Score: Raw -182817.119512 + Penalty 239.141890 = -182577.977622 nChanged 14 SP:Iteration 15Q (127.700529 sec): 3 clusters Score: Raw -182823.016867 + Penalty 242.674180 = -182580.342688 nChanged 13 SP:Iteration 16Q (127.705959 sec): 3 clusters Score: Raw -182828.288176 + Penalty 244.367482 = -182583.920694 nChanged 10 SP:Iteration 17Q (127.711430 sec): 3 clusters Score: Raw -182831.355179 + Penalty 240.174976 = -182591.180202 nChanged 9 SP:Iteration 18Q (127.717178 sec): 3 clusters Score: Raw -182838.316806 + Penalty 234.941081 = -182603.375725 nChanged 8 SP:Iteration 19Q (127.722896 sec): 3 clusters Score: Raw -182849.778720 + Penalty 231.863186 = -182617.915534 nChanged 5 SP:Iteration 20F (127.729665 sec): 3 clusters Score: Raw -182851.724896 + Penalty 232.256462 = -182619.468434 nChanged 9 SP:Iteration 21Q (127.735042 sec): 3 clusters Score: Raw -182854.087351 + Penalty 235.200294 = -182618.887057 nChanged 6 SP:Iteration 22F (127.741838 sec): 3 clusters Score: Raw -182855.106694 + Penalty 236.040650 = -182619.066044 nChanged 3 SP:Iteration 23Q (127.747197 sec): 3 clusters Score: Raw -182855.187183 + Penalty 234.529971 = -182620.657212 nChanged 1 SP:Iteration 24Q (127.752563 sec): 3 clusters Score: Raw -182855.868884 + Penalty 231.545092 = -182624.323792 nChanged 1 SP:Iteration 25Q (127.757920 sec): 3 clusters Score: Raw -182856.027269 + Penalty 231.545092 = -182624.482177 nChanged 0 SP:Iteration 26F (127.764677 sec): 3 clusters Score: Raw -182856.027269 + Penalty 231.545092 = -182624.482177 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 10 (675 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (127.770325 sec): 2 clusters Score: Raw -32847.516720 + Penalty 721.447534 = -32126.069186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (127.771754 sec): 3 clusters Score: Raw -32581.475827 + Penalty 1443.027394 = -31138.448434 nChanged 221 SP:Iteration 1F (127.773125 sec): 3 clusters Score: Raw -32754.639828 + Penalty 1443.672280 = -31310.967548 nChanged 57 SP:Iteration 2F (127.774533 sec): 3 clusters Score: Raw -32820.692188 + Penalty 1444.991299 = -31375.700889 nChanged 36 SP:Iteration 3F (127.775901 sec): 3 clusters Score: Raw -32859.241726 + Penalty 1445.632083 = -31413.609643 nChanged 31 SP:Iteration 4Q (127.777244 sec): 3 clusters Score: Raw -32894.134508 + Penalty 1446.783872 = -31447.350636 nChanged 20 SP:Iteration 5Q (127.778599 sec): 3 clusters Score: Raw -32917.040906 + Penalty 1447.820592 = -31469.220314 nChanged 16 SP:Iteration 6Q (127.779924 sec): 3 clusters Score: Raw -32930.590186 + Penalty 1447.638337 = -31482.951850 nChanged 8 SP:Iteration 7Q (127.781240 sec): 3 clusters Score: Raw -32942.680440 + Penalty 1447.953384 = -31494.727056 nChanged 16 SP:Iteration 8Q (127.782576 sec): 3 clusters Score: Raw -32965.335720 + Penalty 1449.064942 = -31516.270778 nChanged 17 SP:Iteration 9Q (127.783914 sec): 3 clusters Score: Raw -32994.718325 + Penalty 1449.079317 = -31545.639008 nChanged 17 SP:Iteration 10F (127.785352 sec): 3 clusters Score: Raw -33017.957409 + Penalty 1447.380229 = -31570.577180 nChanged 14 SP:Iteration 11Q (127.786644 sec): 3 clusters Score: Raw -33042.166830 + Penalty 1446.400109 = -31595.766721 nChanged 11 SP:Iteration 12Q (127.787886 sec): 3 clusters Score: Raw -33063.477805 + Penalty 1446.010584 = -31617.467220 nChanged 9 SP:Iteration 13Q (127.789125 sec): 3 clusters Score: Raw -33077.113544 + Penalty 1445.940297 = -31631.173247 nChanged 4 SP:Iteration 14Q (127.790389 sec): 3 clusters Score: Raw -33081.268910 + Penalty 1445.506663 = -31635.762247 nChanged 4 SP:Iteration 15Q (127.791629 sec): 3 clusters Score: Raw -33087.644195 + Penalty 1445.078183 = -31642.566011 nChanged 4 SP:Iteration 16Q (127.792865 sec): 3 clusters Score: Raw -33091.355090 + Penalty 1444.846884 = -31646.508206 nChanged 1 SP:Iteration 17Q (127.794103 sec): 3 clusters Score: Raw -33091.562582 + Penalty 1444.759330 = -31646.803252 nChanged 1 SP:Iteration 18Q (127.795335 sec): 3 clusters Score: Raw -33091.920127 + Penalty 1444.542821 = -31647.377306 nChanged 2 SP:Iteration 19Q (127.796568 sec): 3 clusters Score: Raw -33093.453959 + Penalty 1444.327400 = -31649.126559 nChanged 3 SP:Iteration 20F (127.797910 sec): 3 clusters Score: Raw -33094.744709 + Penalty 1444.083726 = -31650.660983 nChanged 1 SP:Iteration 21Q (127.799128 sec): 3 clusters Score: Raw -33095.180292 + Penalty 1444.188352 = -31650.991940 nChanged 1 SP:Iteration 22Q (127.800377 sec): 3 clusters Score: Raw -33096.016255 + Penalty 1443.935628 = -31652.080628 nChanged 1 SP:Iteration 23Q (127.801606 sec): 3 clusters Score: Raw -33097.000449 + Penalty 1443.773949 = -31653.226500 nChanged 1 SP:Iteration 24Q (127.802834 sec): 3 clusters Score: Raw -33097.951625 + Penalty 1443.773949 = -31654.177676 nChanged 0 SP:Iteration 25F (127.804196 sec): 3 clusters Score: Raw -33097.951625 + Penalty 1443.773949 = -31654.177676 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 11 (141 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (127.806691 sec): 2 clusters Score: Raw -5728.484842 + Penalty 314.986209 = -5413.498633 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (127.807155 sec): 3 clusters Score: Raw -5714.457811 + Penalty 640.554010 = -5073.903801 nChanged 27 SP:Iteration 1F (127.807609 sec): 3 clusters Score: Raw -5760.170999 + Penalty 665.429193 = -5094.741806 nChanged 13 SP:Iteration 2F (127.808061 sec): 3 clusters Score: Raw -5784.843607 + Penalty 692.864724 = -5091.978883 nChanged 9 SP:Iteration 3F (127.808512 sec): 3 clusters Score: Raw -5825.291839 + Penalty 720.975215 = -5104.316624 nChanged 6 SP:Iteration 4Q (127.808941 sec): 3 clusters Score: Raw -5852.522870 + Penalty 736.774289 = -5115.748581 nChanged 3 SP:Iteration 5Q (127.809356 sec): 3 clusters Score: Raw -5856.379963 + Penalty 746.733566 = -5109.646397 nChanged 2 SP:Iteration 6F (127.809808 sec): 3 clusters Score: Raw -5859.290347 + Penalty 757.235843 = -5102.054504 nChanged 2 SP:Iteration 7F (127.810260 sec): 3 clusters Score: Raw -5861.517739 + Penalty 761.900153 = -5099.617586 nChanged 1 SP:Iteration 8F (127.810710 sec): 3 clusters Score: Raw -5867.295867 + Penalty 767.473700 = -5099.822167 nChanged 1 SP:Iteration 9Q (127.811118 sec): 3 clusters Score: Raw -5873.964178 + Penalty 767.473700 = -5106.490478 nChanged 0 SP:Iteration 10F (127.811568 sec): 3 clusters Score: Raw -5873.964178 + Penalty 767.473700 = -5106.490478 nChanged 0 Memory request: 0.05 GB would take us to total of 0.41 GB. Trying to split cluster 13 (9519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (127.853028 sec): 2 clusters Score: Raw -446941.730493 + Penalty 272.716403 = -446669.014090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (127.870483 sec): 3 clusters Score: Raw -440668.516659 + Penalty 544.422964 = -440124.093695 nChanged 4390 SP:Iteration 1F (127.887991 sec): 3 clusters Score: Raw -442930.980831 + Penalty 544.920005 = -442386.060826 nChanged 1132 SP:Iteration 2F (127.905325 sec): 3 clusters Score: Raw -443297.598553 + Penalty 546.412659 = -442751.185893 nChanged 556 SP:Iteration 3F (127.923180 sec): 3 clusters Score: Raw -443466.966780 + Penalty 549.951656 = -442917.015125 nChanged 472 SP:Iteration 4Q (127.940519 sec): 3 clusters Score: Raw -443686.054304 + Penalty 559.415578 = -443126.638726 nChanged 654 SP:Iteration 5F (127.957655 sec): 3 clusters Score: Raw -444193.657156 + Penalty 577.009111 = -443616.648045 nChanged 781 SP:Iteration 6F (127.974610 sec): 3 clusters Score: Raw -444879.890664 + Penalty 591.827986 = -444288.062678 nChanged 658 SP:Iteration 7F (127.992664 sec): 3 clusters Score: Raw -445436.195911 + Penalty 600.732556 = -444835.463355 nChanged 464 SP:Iteration 8Q (128.009913 sec): 3 clusters Score: Raw -445764.198803 + Penalty 605.825749 = -445158.373053 nChanged 374 SP:Iteration 9Q (128.027041 sec): 3 clusters Score: Raw -445989.270106 + Penalty 609.505726 = -445379.764380 nChanged 283 SP:Iteration 10F (128.043938 sec): 3 clusters Score: Raw -446147.903635 + Penalty 615.333300 = -445532.570335 nChanged 254 SP:Iteration 11Q (128.059649 sec): 3 clusters Score: Raw -446306.626614 + Penalty 627.871028 = -445678.755586 nChanged 240 SP:Iteration 12Q (128.074736 sec): 3 clusters Score: Raw -446483.261355 + Penalty 651.379304 = -445831.882051 nChanged 191 SP:Iteration 13Q (128.089432 sec): 3 clusters Score: Raw -446688.732025 + Penalty 661.434728 = -446027.297298 nChanged 104 SP:Iteration 14Q (128.103746 sec): 3 clusters Score: Raw -446871.482029 + Penalty 658.447463 = -446213.034566 nChanged 31 SP:Iteration 15Q (128.117367 sec): 3 clusters Score: Raw -446940.452343 + Penalty 655.677947 = -446284.774395 nChanged 15 SP:Iteration 16Q (128.130958 sec): 3 clusters Score: Raw -446957.016524 + Penalty 652.105981 = -446304.910542 nChanged 9 SP:Iteration 17Q (128.144414 sec): 3 clusters Score: Raw -446967.607381 + Penalty 646.506368 = -446321.101013 nChanged 13 SP:Iteration 18Q (128.157907 sec): 3 clusters Score: Raw -446980.262381 + Penalty 645.131764 = -446335.130617 nChanged 11 SP:Iteration 19Q (128.171325 sec): 3 clusters Score: Raw -446986.562657 + Penalty 645.373599 = -446341.189058 nChanged 14 SP:Iteration 20F (128.188538 sec): 3 clusters Score: Raw -446992.118265 + Penalty 640.874252 = -446351.244013 nChanged 9 SP:Iteration 21Q (128.202004 sec): 3 clusters Score: Raw -446995.101377 + Penalty 642.140269 = -446352.961107 nChanged 7 SP:Iteration 22Q (128.215424 sec): 3 clusters Score: Raw -446998.136252 + Penalty 639.292678 = -446358.843574 nChanged 5 SP:Iteration 23Q (128.229108 sec): 3 clusters Score: Raw -447001.072579 + Penalty 637.904145 = -446363.168434 nChanged 4 SP:Iteration 24Q (128.242649 sec): 3 clusters Score: Raw -447002.752544 + Penalty 637.458990 = -446365.293554 nChanged 3 SP:Iteration 25Q (128.256088 sec): 3 clusters Score: Raw -447003.167835 + Penalty 639.784319 = -446363.383515 nChanged 3 SP:Iteration 26F (128.273011 sec): 3 clusters Score: Raw -447003.417798 + Penalty 640.964927 = -446362.452871 nChanged 1 SP:Iteration 27F (128.290005 sec): 3 clusters Score: Raw -447003.502095 + Penalty 641.700379 = -446361.801716 nChanged 2 SP:Iteration 28F (128.306913 sec): 3 clusters Score: Raw -447003.822820 + Penalty 640.876062 = -446362.946758 nChanged 1 SP:Iteration 29Q (128.320310 sec): 3 clusters Score: Raw -447004.010768 + Penalty 640.876062 = -446363.134706 nChanged 0 SP:Iteration 30F (128.337409 sec): 3 clusters Score: Raw -447004.010768 + Penalty 640.876062 = -446363.134706 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 14 (595 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (128.345621 sec): 2 clusters Score: Raw -28756.924874 + Penalty 95.564278 = -28661.360596 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (128.346864 sec): 3 clusters Score: Raw -28416.120288 + Penalty 191.073169 = -28225.047119 nChanged 264 SP:Iteration 1F (128.348113 sec): 3 clusters Score: Raw -28607.503644 + Penalty 199.941693 = -28407.561951 nChanged 81 SP:Iteration 2F (128.349385 sec): 3 clusters Score: Raw -28692.250287 + Penalty 206.341222 = -28485.909065 nChanged 44 SP:Iteration 3F (128.350620 sec): 3 clusters Score: Raw -28729.100499 + Penalty 219.882002 = -28509.218497 nChanged 24 SP:Iteration 4Q (128.351850 sec): 3 clusters Score: Raw -28746.270930 + Penalty 223.071447 = -28523.199483 nChanged 15 SP:Iteration 5Q (128.353363 sec): 3 clusters Score: Raw -28761.154874 + Penalty 247.189475 = -28513.965399 nChanged 18 SP:Iteration 6F (128.354582 sec): 3 clusters Score: Raw -28780.128499 + Penalty 253.019947 = -28527.108552 nChanged 4 SP:Iteration 7Q (128.355730 sec): 3 clusters Score: Raw -28783.312053 + Penalty 254.188138 = -28529.123915 nChanged 2 SP:Iteration 8Q (128.356851 sec): 3 clusters Score: Raw -28784.022847 + Penalty 265.703745 = -28518.319102 nChanged 4 SP:Iteration 9F (128.358097 sec): 3 clusters Score: Raw -28786.554856 + Penalty 264.569360 = -28521.985495 nChanged 2 SP:Iteration 10F (128.359333 sec): 3 clusters Score: Raw -28788.586171 + Penalty 266.220566 = -28522.365605 nChanged 1 SP:Iteration 11Q (128.360420 sec): 3 clusters Score: Raw -28789.348254 + Penalty 266.220566 = -28523.127688 nChanged 0 SP:Iteration 12F (128.361638 sec): 3 clusters Score: Raw -28789.348254 + Penalty 266.220566 = -28523.127688 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 15 (652 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (128.364354 sec): 2 clusters Score: Raw -31916.294077 + Penalty 145.140279 = -31771.153798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (128.365711 sec): 3 clusters Score: Raw -31541.499013 + Penalty 305.997404 = -31235.501609 nChanged 284 SP:Iteration 1F (128.367052 sec): 3 clusters Score: Raw -31793.173878 + Penalty 325.448258 = -31467.725621 nChanged 77 SP:Iteration 2F (128.368408 sec): 3 clusters Score: Raw -31889.278550 + Penalty 343.199048 = -31546.079502 nChanged 51 SP:Iteration 3F (128.369749 sec): 3 clusters Score: Raw -31937.207444 + Penalty 354.852274 = -31582.355170 nChanged 23 SP:Iteration 4Q (128.371062 sec): 3 clusters Score: Raw -31952.293026 + Penalty 366.962721 = -31585.330305 nChanged 14 SP:Iteration 5Q (128.372351 sec): 3 clusters Score: Raw -31965.221297 + Penalty 382.418698 = -31582.802599 nChanged 12 SP:Iteration 6F (128.373688 sec): 3 clusters Score: Raw -31973.076041 + Penalty 388.301061 = -31584.774980 nChanged 7 SP:Iteration 7Q (128.374911 sec): 3 clusters Score: Raw -31975.631180 + Penalty 390.898912 = -31584.732268 nChanged 2 SP:Iteration 8F (128.376265 sec): 3 clusters Score: Raw -31976.006982 + Penalty 392.862114 = -31583.144868 nChanged 1 SP:Iteration 9F (128.377598 sec): 3 clusters Score: Raw -31976.049439 + Penalty 392.862114 = -31583.187325 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 16 (328 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (128.379005 sec): 2 clusters Score: Raw -15435.884128 + Penalty 479.571187 = -14956.312942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (128.379810 sec): 3 clusters Score: Raw -15326.389444 + Penalty 959.142373 = -14367.247071 nChanged 99 SP:Iteration 1F (128.380581 sec): 3 clusters Score: Raw -15437.616480 + Penalty 958.833394 = -14478.783086 nChanged 21 SP:Iteration 2F (128.381351 sec): 3 clusters Score: Raw -15465.669648 + Penalty 959.083303 = -14506.586345 nChanged 19 SP:Iteration 3F (128.382120 sec): 3 clusters Score: Raw -15489.572101 + Penalty 962.433389 = -14527.138713 nChanged 19 SP:Iteration 4F (128.382888 sec): 3 clusters Score: Raw -15518.086709 + Penalty 974.407612 = -14543.679098 nChanged 29 SP:Iteration 5F (128.383657 sec): 3 clusters Score: Raw -15561.287562 + Penalty 984.126574 = -14577.160988 nChanged 18 SP:Iteration 6F (128.384424 sec): 3 clusters Score: Raw -15582.679396 + Penalty 993.159814 = -14589.519582 nChanged 11 SP:Iteration 7Q (128.385172 sec): 3 clusters Score: Raw -15596.957488 + Penalty 1001.320606 = -14595.636882 nChanged 8 SP:Iteration 8Q (128.385943 sec): 3 clusters Score: Raw -15609.668124 + Penalty 1019.343970 = -14590.324153 nChanged 7 SP:Iteration 9F (128.386709 sec): 3 clusters Score: Raw -15629.495999 + Penalty 1036.763899 = -14592.732100 nChanged 6 SP:Iteration 10F (128.387474 sec): 3 clusters Score: Raw -15640.880821 + Penalty 1044.236321 = -14596.644500 nChanged 3 SP:Iteration 11Q (128.388188 sec): 3 clusters Score: Raw -15644.702745 + Penalty 1046.872829 = -14597.829916 nChanged 2 SP:Iteration 12Q (128.388896 sec): 3 clusters Score: Raw -15652.165974 + Penalty 1050.800932 = -14601.365042 nChanged 1 SP:Iteration 13Q (128.389601 sec): 3 clusters Score: Raw -15653.089744 + Penalty 1050.800932 = -14602.288812 nChanged 0 SP:Iteration 14F (128.390366 sec): 3 clusters Score: Raw -15653.089744 + Penalty 1050.800932 = -14602.288812 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 18 (209 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (128.391802 sec): 2 clusters Score: Raw -9998.882308 + Penalty 212.252286 = -9786.630023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (128.392379 sec): 3 clusters Score: Raw -9909.266538 + Penalty 422.952031 = -9486.314506 nChanged 63 SP:Iteration 1F (128.392946 sec): 3 clusters Score: Raw -9973.340376 + Penalty 421.913462 = -9551.426914 nChanged 21 SP:Iteration 2F (128.393511 sec): 3 clusters Score: Raw -10007.021932 + Penalty 420.292312 = -9586.729620 nChanged 4 SP:Iteration 3Q (128.394064 sec): 3 clusters Score: Raw -10009.486532 + Penalty 421.329171 = -9588.157360 nChanged 1 SP:Iteration 4Q (128.394618 sec): 3 clusters Score: Raw -10009.801658 + Penalty 422.042725 = -9587.758933 nChanged 1 SP:Iteration 5F (128.395182 sec): 3 clusters Score: Raw -10010.178902 + Penalty 422.734440 = -9587.444462 nChanged 1 SP:Iteration 6F (128.395776 sec): 3 clusters Score: Raw -10010.699082 + Penalty 422.734440 = -9587.964642 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 20 (567 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (128.398357 sec): 2 clusters Score: Raw -28106.103316 + Penalty 281.514618 = -27824.588699 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (128.399588 sec): 3 clusters Score: Raw -27882.407813 + Penalty 575.139377 = -27307.268437 nChanged 212 SP:Iteration 1F (128.400773 sec): 3 clusters Score: Raw -28160.185583 + Penalty 592.301600 = -27567.883984 nChanged 72 SP:Iteration 2F (128.401955 sec): 3 clusters Score: Raw -28280.588353 + Penalty 600.518264 = -27680.070089 nChanged 36 SP:Iteration 3F (128.403137 sec): 3 clusters Score: Raw -28327.989756 + Penalty 598.273667 = -27729.716089 nChanged 16 SP:Iteration 4Q (128.404285 sec): 3 clusters Score: Raw -28348.646400 + Penalty 597.214725 = -27751.431674 nChanged 10 SP:Iteration 5Q (128.405424 sec): 3 clusters Score: Raw -28355.711376 + Penalty 595.957018 = -27759.754357 nChanged 6 SP:Iteration 6Q (128.406551 sec): 3 clusters Score: Raw -28358.492810 + Penalty 594.740998 = -27763.751812 nChanged 3 SP:Iteration 7Q (128.407664 sec): 3 clusters Score: Raw -28361.427660 + Penalty 593.807959 = -27767.619701 nChanged 2 SP:Iteration 8Q (128.408777 sec): 3 clusters Score: Raw -28362.613588 + Penalty 593.107492 = -27769.506096 nChanged 1 SP:Iteration 9Q (128.409914 sec): 3 clusters Score: Raw -28362.832884 + Penalty 593.107492 = -27769.725392 nChanged 0 SP:Iteration 10F (128.411092 sec): 3 clusters Score: Raw -28362.832884 + Penalty 593.107492 = -27769.725392 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 21 (584 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (128.413109 sec): 2 clusters Score: Raw -27516.251017 + Penalty 202.287571 = -27313.963446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (128.414340 sec): 3 clusters Score: Raw -27199.547151 + Penalty 405.920224 = -26793.626927 nChanged 236 SP:Iteration 1F (128.415551 sec): 3 clusters Score: Raw -27388.950484 + Penalty 408.094760 = -26980.855725 nChanged 63 SP:Iteration 2F (128.416793 sec): 3 clusters Score: Raw -27432.883549 + Penalty 409.432844 = -27023.450705 nChanged 33 SP:Iteration 3F (128.418005 sec): 3 clusters Score: Raw -27455.854442 + Penalty 411.496365 = -27044.358078 nChanged 20 SP:Iteration 4Q (128.419208 sec): 3 clusters Score: Raw -27474.496832 + Penalty 413.182103 = -27061.314730 nChanged 13 SP:Iteration 5Q (128.420396 sec): 3 clusters Score: Raw -27487.167768 + Penalty 414.382808 = -27072.784960 nChanged 14 SP:Iteration 6Q (128.421580 sec): 3 clusters Score: Raw -27496.105349 + Penalty 414.151635 = -27081.953714 nChanged 13 SP:Iteration 7Q (128.422762 sec): 3 clusters Score: Raw -27505.960511 + Penalty 414.206607 = -27091.753904 nChanged 10 SP:Iteration 8Q (128.423943 sec): 3 clusters Score: Raw -27508.927436 + Penalty 413.034237 = -27095.893199 nChanged 4 SP:Iteration 9Q (128.425121 sec): 3 clusters Score: Raw -27509.665635 + Penalty 411.765819 = -27097.899816 nChanged 7 SP:Iteration 10F (128.426328 sec): 3 clusters Score: Raw -27513.101438 + Penalty 410.521202 = -27102.580237 nChanged 9 SP:Iteration 11Q (128.427510 sec): 3 clusters Score: Raw -27520.139103 + Penalty 409.134328 = -27111.004775 nChanged 11 SP:Iteration 12Q (128.428687 sec): 3 clusters Score: Raw -27529.074114 + Penalty 408.055342 = -27121.018772 nChanged 7 SP:Iteration 13Q (128.429897 sec): 3 clusters Score: Raw -27533.981873 + Penalty 406.509072 = -27127.472802 nChanged 10 SP:Iteration 14Q (128.431208 sec): 3 clusters Score: Raw -27546.519431 + Penalty 404.575141 = -27141.944290 nChanged 13 SP:Iteration 15Q (128.432379 sec): 3 clusters Score: Raw -27575.007456 + Penalty 404.188873 = -27170.818583 nChanged 10 SP:Iteration 16Q (128.433634 sec): 3 clusters Score: Raw -27582.408097 + Penalty 404.041304 = -27178.366793 nChanged 9 SP:Iteration 17Q (128.434852 sec): 3 clusters Score: Raw -27589.614936 + Penalty 403.345053 = -27186.269883 nChanged 4 SP:Iteration 18Q (128.436067 sec): 3 clusters Score: Raw -27589.990310 + Penalty 402.986112 = -27187.004198 nChanged 2 SP:Iteration 19Q (128.437280 sec): 3 clusters Score: Raw -27590.194435 + Penalty 402.808493 = -27187.385942 nChanged 1 SP:Iteration 20F (128.438546 sec): 3 clusters Score: Raw -27590.348641 + Penalty 402.833069 = -27187.515572 nChanged 2 SP:Iteration 21Q (128.439722 sec): 3 clusters Score: Raw -27591.513648 + Penalty 402.644282 = -27188.869366 nChanged 1 SP:Iteration 22Q (128.440883 sec): 3 clusters Score: Raw -27591.755457 + Penalty 401.827121 = -27189.928336 nChanged 5 SP:Iteration 23Q (128.442045 sec): 3 clusters Score: Raw -27593.503078 + Penalty 400.124810 = -27193.378268 nChanged 11 SP:Iteration 24Q (128.443215 sec): 3 clusters Score: Raw -27598.331216 + Penalty 398.008255 = -27200.322962 nChanged 14 SP:Iteration 25Q (128.444375 sec): 3 clusters Score: Raw -27604.497751 + Penalty 396.113570 = -27208.384181 nChanged 17 SP:Iteration 26Q (128.445537 sec): 3 clusters Score: Raw -27614.653314 + Penalty 394.252288 = -27220.401026 nChanged 17 SP:Iteration 27Q (128.446697 sec): 3 clusters Score: Raw -27623.419415 + Penalty 392.415395 = -27231.004020 nChanged 15 SP:Iteration 28Q (128.447857 sec): 3 clusters Score: Raw -27630.082595 + Penalty 391.633878 = -27238.448716 nChanged 10 SP:Iteration 29Q (128.449017 sec): 3 clusters Score: Raw -27636.788568 + Penalty 391.973112 = -27244.815455 nChanged 7 SP:Iteration 30F (128.450227 sec): 3 clusters Score: Raw -27639.833155 + Penalty 391.851614 = -27247.981541 nChanged 5 SP:Iteration 31Q (128.451389 sec): 3 clusters Score: Raw -27641.309316 + Penalty 390.791536 = -27250.517781 nChanged 4 SP:Iteration 32Q (128.452552 sec): 3 clusters Score: Raw -27643.199887 + Penalty 390.986967 = -27252.212920 nChanged 1 SP:Iteration 33Q (128.453695 sec): 3 clusters Score: Raw -27643.265467 + Penalty 390.986967 = -27252.278501 nChanged 0 SP:Iteration 34F (128.454889 sec): 3 clusters Score: Raw -27643.265467 + Penalty 390.986967 = -27252.278501 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 22 (165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (128.455873 sec): 2 clusters Score: Raw -6422.578792 + Penalty 278.363300 = -6144.215492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (128.456377 sec): 3 clusters Score: Raw -6446.390436 + Penalty 561.559253 = -5884.831183 nChanged 36 SP:Iteration 1F (128.456874 sec): 3 clusters Score: Raw -6517.219928 + Penalty 566.159837 = -5951.060090 nChanged 12 SP:Iteration 2F (128.457367 sec): 3 clusters Score: Raw -6540.868811 + Penalty 566.450448 = -5974.418363 nChanged 2 SP:Iteration 3Q (128.457836 sec): 3 clusters Score: Raw -6545.964046 + Penalty 566.450448 = -5979.513598 nChanged 0 SP:Iteration 4F (128.458327 sec): 3 clusters Score: Raw -6545.964046 + Penalty 566.450448 = -5979.513598 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 23 (201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (128.459306 sec): 2 clusters Score: Raw -8827.324047 + Penalty 204.955527 = -8622.368520 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (128.459866 sec): 3 clusters Score: Raw -8751.859221 + Penalty 442.343373 = -8309.515848 nChanged 59 SP:Iteration 1F (128.460421 sec): 3 clusters Score: Raw -8838.231865 + Penalty 500.589710 = -8337.642155 nChanged 30 SP:Iteration 2F (128.460973 sec): 3 clusters Score: Raw -8906.856948 + Penalty 551.526840 = -8355.330108 nChanged 11 SP:Iteration 3F (128.461523 sec): 3 clusters Score: Raw -8946.642220 + Penalty 554.255170 = -8392.387050 nChanged 1 SP:Iteration 4Q (128.462030 sec): 3 clusters Score: Raw -8947.909136 + Penalty 554.255170 = -8393.653966 nChanged 0 SP:Iteration 5F (128.462579 sec): 3 clusters Score: Raw -8947.909136 + Penalty 554.255170 = -8393.653966 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 25 (745 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (128.466341 sec): 2 clusters Score: Raw -36241.068134 + Penalty 104.730014 = -36136.338120 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (128.467838 sec): 3 clusters Score: Raw -35792.451980 + Penalty 209.926499 = -35582.525481 nChanged 344 SP:Iteration 1F (128.469312 sec): 3 clusters Score: Raw -36092.390961 + Penalty 209.630102 = -35882.760859 nChanged 123 SP:Iteration 2F (128.470808 sec): 3 clusters Score: Raw -36242.650534 + Penalty 213.701815 = -36028.948719 nChanged 65 SP:Iteration 3F (128.472297 sec): 3 clusters Score: Raw -36298.665657 + Penalty 216.344196 = -36082.321461 nChanged 35 SP:Iteration 4Q (128.473743 sec): 3 clusters Score: Raw -36327.709622 + Penalty 218.321320 = -36109.388302 nChanged 27 SP:Iteration 5Q (128.475181 sec): 3 clusters Score: Raw -36350.637086 + Penalty 219.784634 = -36130.852452 nChanged 15 SP:Iteration 6Q (128.476661 sec): 3 clusters Score: Raw -36356.787777 + Penalty 220.704824 = -36136.082952 nChanged 6 SP:Iteration 7Q (128.478118 sec): 3 clusters Score: Raw -36357.782072 + Penalty 220.766672 = -36137.015400 nChanged 5 SP:Iteration 8Q (128.479567 sec): 3 clusters Score: Raw -36358.655523 + Penalty 221.929804 = -36136.725719 nChanged 4 SP:Iteration 9F (128.481031 sec): 3 clusters Score: Raw -36359.160806 + Penalty 222.000248 = -36137.160558 nChanged 6 SP:Iteration 10F (128.482537 sec): 3 clusters Score: Raw -36360.215519 + Penalty 223.046530 = -36137.168989 nChanged 4 SP:Iteration 11Q (128.484020 sec): 3 clusters Score: Raw -36361.208659 + Penalty 224.295761 = -36136.912898 nChanged 4 SP:Iteration 12F (128.485508 sec): 3 clusters Score: Raw -36362.589899 + Penalty 225.506603 = -36137.083296 nChanged 4 SP:Iteration 13Q (128.486970 sec): 3 clusters Score: Raw -36363.909098 + Penalty 225.863909 = -36138.045189 nChanged 2 SP:Iteration 14Q (128.488432 sec): 3 clusters Score: Raw -36364.258996 + Penalty 226.072079 = -36138.186917 nChanged 2 SP:Iteration 15Q (128.489899 sec): 3 clusters Score: Raw -36364.545754 + Penalty 226.216266 = -36138.329488 nChanged 3 SP:Iteration 16Q (128.491389 sec): 3 clusters Score: Raw -36366.257975 + Penalty 226.162916 = -36140.095060 nChanged 4 SP:Iteration 17Q (128.492827 sec): 3 clusters Score: Raw -36367.399261 + Penalty 226.915005 = -36140.484256 nChanged 3 SP:Iteration 18Q (128.494261 sec): 3 clusters Score: Raw -36367.805631 + Penalty 227.698201 = -36140.107430 nChanged 2 SP:Iteration 19F (128.495739 sec): 3 clusters Score: Raw -36367.857004 + Penalty 227.698201 = -36140.158803 nChanged 0 Score: Raw -1797169.913710 + Penalty 22453.897658 = -1774716.016052 Splitting cluster 25 changes total score from -1743832.748033 to -1774716.016052 So it's getting split into cluster 9. Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 30 (292 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (129.210674 sec): 2 clusters Score: Raw -13973.296473 + Penalty 517.469599 = -13455.826874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (129.211394 sec): 3 clusters Score: Raw -13906.384789 + Penalty 1049.037583 = -12857.347206 nChanged 79 SP:Iteration 1F (129.212131 sec): 3 clusters Score: Raw -14053.649758 + Penalty 1060.713720 = -12992.936038 nChanged 24 SP:Iteration 2F (129.212842 sec): 3 clusters Score: Raw -14109.558860 + Penalty 1073.285477 = -13036.273383 nChanged 17 SP:Iteration 3F (129.213553 sec): 3 clusters Score: Raw -14148.288542 + Penalty 1081.122737 = -13067.165805 nChanged 8 SP:Iteration 4Q (129.214225 sec): 3 clusters Score: Raw -14161.501484 + Penalty 1084.565497 = -13076.935987 nChanged 4 SP:Iteration 5Q (129.214890 sec): 3 clusters Score: Raw -14168.454290 + Penalty 1085.429087 = -13083.025203 nChanged 2 SP:Iteration 6Q (129.215553 sec): 3 clusters Score: Raw -14170.917209 + Penalty 1085.429087 = -13085.488122 nChanged 0 SP:Iteration 7F (129.216265 sec): 3 clusters Score: Raw -14170.917209 + Penalty 1085.429087 = -13085.488122 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 31 (366 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (129.217710 sec): 2 clusters Score: Raw -17950.047668 + Penalty 415.485025 = -17534.562643 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (129.218561 sec): 3 clusters Score: Raw -17836.962019 + Penalty 830.757365 = -17006.204654 nChanged 106 SP:Iteration 1F (129.219404 sec): 3 clusters Score: Raw -17914.691181 + Penalty 830.007116 = -17084.684065 nChanged 28 SP:Iteration 2F (129.220237 sec): 3 clusters Score: Raw -17941.685869 + Penalty 829.276317 = -17112.409551 nChanged 23 SP:Iteration 3F (129.221071 sec): 3 clusters Score: Raw -17971.181044 + Penalty 828.045123 = -17143.135921 nChanged 29 SP:Iteration 4F (129.221902 sec): 3 clusters Score: Raw -18029.179231 + Penalty 826.474151 = -17202.705080 nChanged 30 SP:Iteration 5F (129.222736 sec): 3 clusters Score: Raw -18108.480787 + Penalty 827.530265 = -17280.950522 nChanged 24 SP:Iteration 6F (129.223567 sec): 3 clusters Score: Raw -18164.939419 + Penalty 831.733516 = -17333.205903 nChanged 21 SP:Iteration 7F (129.224398 sec): 3 clusters Score: Raw -18219.803703 + Penalty 835.063478 = -17384.740225 nChanged 13 SP:Iteration 8Q (129.225162 sec): 3 clusters Score: Raw -18269.714874 + Penalty 833.729903 = -17435.984971 nChanged 9 SP:Iteration 9Q (129.225905 sec): 3 clusters Score: Raw -18289.797985 + Penalty 832.806125 = -17456.991860 nChanged 7 SP:Iteration 10F (129.226735 sec): 3 clusters Score: Raw -18307.269982 + Penalty 831.646228 = -17475.623754 nChanged 4 SP:Iteration 11Q (129.227470 sec): 3 clusters Score: Raw -18311.826089 + Penalty 830.881015 = -17480.945075 nChanged 5 SP:Iteration 12Q (129.228202 sec): 3 clusters Score: Raw -18318.343531 + Penalty 830.430940 = -17487.912591 nChanged 3 SP:Iteration 13Q (129.228932 sec): 3 clusters Score: Raw -18322.806553 + Penalty 830.395769 = -17492.410785 nChanged 4 SP:Iteration 14Q (129.229663 sec): 3 clusters Score: Raw -18330.129915 + Penalty 830.159458 = -17499.970456 nChanged 4 SP:Iteration 15Q (129.230419 sec): 3 clusters Score: Raw -18334.565104 + Penalty 830.241372 = -17504.323732 nChanged 4 SP:Iteration 16Q (129.231141 sec): 3 clusters Score: Raw -18339.267699 + Penalty 830.223883 = -17509.043816 nChanged 2 SP:Iteration 17Q (129.231857 sec): 3 clusters Score: Raw -18340.597680 + Penalty 830.281268 = -17510.316412 nChanged 2 SP:Iteration 18Q (129.232571 sec): 3 clusters Score: Raw -18343.887117 + Penalty 830.589126 = -17513.297991 nChanged 5 SP:Iteration 19Q (129.233284 sec): 3 clusters Score: Raw -18359.591541 + Penalty 831.300533 = -17528.291008 nChanged 8 SP:Iteration 20F (129.234118 sec): 3 clusters Score: Raw -18389.826581 + Penalty 832.255002 = -17557.571578 nChanged 6 SP:Iteration 21Q (129.234816 sec): 3 clusters Score: Raw -18410.000382 + Penalty 832.255002 = -17577.745379 nChanged 0 SP:Iteration 22F (129.235650 sec): 3 clusters Score: Raw -18410.000382 + Penalty 832.255002 = -17577.745379 nChanged 0 Score: Raw -1797629.860566 + Penalty 23202.352907 = -1774427.507659 Splitting cluster 31 changes total score from -1743832.748033 to -1774427.507659 So it's getting split into cluster 12. Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 33 (314 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (129.949382 sec): 2 clusters Score: Raw -14441.859936 + Penalty 734.236234 = -13707.623702 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (129.950187 sec): 3 clusters Score: Raw -14422.728729 + Penalty 1471.172702 = -12951.556028 nChanged 63 SP:Iteration 1F (129.950939 sec): 3 clusters Score: Raw -14540.333436 + Penalty 1471.657377 = -13068.676060 nChanged 20 SP:Iteration 2F (129.951689 sec): 3 clusters Score: Raw -14578.703287 + Penalty 1474.048852 = -13104.654435 nChanged 9 SP:Iteration 3Q (129.952411 sec): 3 clusters Score: Raw -14597.159622 + Penalty 1473.992625 = -13123.166996 nChanged 6 SP:Iteration 4Q (129.953131 sec): 3 clusters Score: Raw -14608.918536 + Penalty 1473.895584 = -13135.022952 nChanged 5 SP:Iteration 5Q (129.953850 sec): 3 clusters Score: Raw -14627.611131 + Penalty 1474.684135 = -13152.926997 nChanged 4 SP:Iteration 6Q (129.954563 sec): 3 clusters Score: Raw -14633.065956 + Penalty 1475.847672 = -13157.218283 nChanged 3 SP:Iteration 7Q (129.955279 sec): 3 clusters Score: Raw -14638.541500 + Penalty 1475.847672 = -13162.693828 nChanged 0 SP:Iteration 8F (129.956026 sec): 3 clusters Score: Raw -14638.541500 + Penalty 1475.847672 = -13162.693828 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 34 (576 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (129.958112 sec): 2 clusters Score: Raw -27217.287501 + Penalty 682.625373 = -26534.662128 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (129.959334 sec): 3 clusters Score: Raw -27002.722411 + Penalty 1366.350420 = -25636.371992 nChanged 155 SP:Iteration 1F (129.960541 sec): 3 clusters Score: Raw -27121.424157 + Penalty 1369.364250 = -25752.059907 nChanged 34 SP:Iteration 2F (129.961724 sec): 3 clusters Score: Raw -27156.748342 + Penalty 1373.029346 = -25783.718996 nChanged 25 SP:Iteration 3Q (129.962899 sec): 3 clusters Score: Raw -27180.229385 + Penalty 1380.253499 = -25799.975886 nChanged 28 SP:Iteration 4Q (129.964099 sec): 3 clusters Score: Raw -27210.377463 + Penalty 1387.498032 = -25822.879432 nChanged 23 SP:Iteration 5Q (129.965404 sec): 3 clusters Score: Raw -27240.058735 + Penalty 1396.156008 = -25843.902727 nChanged 27 SP:Iteration 6Q (129.966641 sec): 3 clusters Score: Raw -27277.798417 + Penalty 1405.400682 = -25872.397734 nChanged 20 SP:Iteration 7Q (129.967814 sec): 3 clusters Score: Raw -27297.606973 + Penalty 1409.517932 = -25888.089041 nChanged 9 SP:Iteration 8Q (129.969009 sec): 3 clusters Score: Raw -27305.722857 + Penalty 1410.372566 = -25895.350291 nChanged 6 SP:Iteration 9Q (129.970193 sec): 3 clusters Score: Raw -27314.385498 + Penalty 1410.874663 = -25903.510835 nChanged 4 SP:Iteration 10F (129.971427 sec): 3 clusters Score: Raw -27319.836357 + Penalty 1412.993637 = -25906.842720 nChanged 4 SP:Iteration 11Q (129.972594 sec): 3 clusters Score: Raw -27323.590350 + Penalty 1413.236860 = -25910.353490 nChanged 1 SP:Iteration 12Q (129.973751 sec): 3 clusters Score: Raw -27323.912534 + Penalty 1412.227407 = -25911.685127 nChanged 3 SP:Iteration 13Q (129.974907 sec): 3 clusters Score: Raw -27325.528061 + Penalty 1411.982196 = -25913.545865 nChanged 1 SP:Iteration 14Q (129.976082 sec): 3 clusters Score: Raw -27326.400421 + Penalty 1411.982196 = -25914.418225 nChanged 0 SP:Iteration 15F (129.977274 sec): 3 clusters Score: Raw -27326.400421 + Penalty 1411.982196 = -25914.418225 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 39 (574 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (129.979328 sec): 2 clusters Score: Raw -26435.210449 + Penalty 367.110152 = -26068.100297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (129.980589 sec): 3 clusters Score: Raw -26137.620625 + Penalty 733.598859 = -25404.021766 nChanged 186 SP:Iteration 1F (129.981796 sec): 3 clusters Score: Raw -26290.431363 + Penalty 730.276313 = -25560.155050 nChanged 70 SP:Iteration 2F (129.983004 sec): 3 clusters Score: Raw -26364.001568 + Penalty 727.464427 = -25636.537141 nChanged 42 SP:Iteration 3F (129.984225 sec): 3 clusters Score: Raw -26410.749888 + Penalty 723.866986 = -25686.882902 nChanged 29 SP:Iteration 4F (129.985423 sec): 3 clusters Score: Raw -26435.575912 + Penalty 720.029849 = -25715.546063 nChanged 24 SP:Iteration 5Q (129.986602 sec): 3 clusters Score: Raw -26455.907888 + Penalty 719.445848 = -25736.462040 nChanged 18 SP:Iteration 6Q (129.987768 sec): 3 clusters Score: Raw -26473.299463 + Penalty 719.088099 = -25754.211364 nChanged 10 SP:Iteration 7Q (129.988932 sec): 3 clusters Score: Raw -26478.012239 + Penalty 718.231594 = -25759.780645 nChanged 3 SP:Iteration 8Q (129.990093 sec): 3 clusters Score: Raw -26481.819169 + Penalty 717.700763 = -25764.118406 nChanged 4 SP:Iteration 9Q (129.991255 sec): 3 clusters Score: Raw -26484.867843 + Penalty 715.976054 = -25768.891789 nChanged 7 SP:Iteration 10F (129.992457 sec): 3 clusters Score: Raw -26488.599366 + Penalty 713.768827 = -25774.830539 nChanged 7 SP:Iteration 11Q (129.993619 sec): 3 clusters Score: Raw -26490.626437 + Penalty 712.886473 = -25777.739963 nChanged 3 SP:Iteration 12Q (129.994775 sec): 3 clusters Score: Raw -26491.974083 + Penalty 711.679141 = -25780.294943 nChanged 2 SP:Iteration 13Q (129.995936 sec): 3 clusters Score: Raw -26493.267106 + Penalty 711.036044 = -25782.231062 nChanged 1 SP:Iteration 14Q (129.997091 sec): 3 clusters Score: Raw -26493.924288 + Penalty 709.283528 = -25784.640760 nChanged 2 SP:Iteration 15Q (129.998251 sec): 3 clusters Score: Raw -26497.550585 + Penalty 707.318645 = -25790.231940 nChanged 4 SP:Iteration 16Q (129.999407 sec): 3 clusters Score: Raw -26500.089210 + Penalty 706.637357 = -25793.451853 nChanged 1 SP:Iteration 17Q (130.000569 sec): 3 clusters Score: Raw -26501.059568 + Penalty 704.269214 = -25796.790354 nChanged 5 SP:Iteration 18Q (130.001708 sec): 3 clusters Score: Raw -26507.445532 + Penalty 702.831490 = -25804.614043 nChanged 6 SP:Iteration 19Q (130.002852 sec): 3 clusters Score: Raw -26511.436333 + Penalty 700.495382 = -25810.940951 nChanged 3 SP:Iteration 20F (130.004077 sec): 3 clusters Score: Raw -26514.285650 + Penalty 699.328820 = -25814.956830 nChanged 2 SP:Iteration 21Q (130.005256 sec): 3 clusters Score: Raw -26517.790402 + Penalty 697.276273 = -25820.514129 nChanged 3 SP:Iteration 22Q (130.006431 sec): 3 clusters Score: Raw -26521.944403 + Penalty 697.690994 = -25824.253409 nChanged 2 SP:Iteration 23Q (130.007589 sec): 3 clusters Score: Raw -26523.002292 + Penalty 697.145678 = -25825.856614 nChanged 1 SP:Iteration 24Q (130.008760 sec): 3 clusters Score: Raw -26523.301750 + Penalty 697.145678 = -25826.156072 nChanged 0 SP:Iteration 25F (130.010124 sec): 3 clusters Score: Raw -26523.301750 + Penalty 697.145678 = -25826.156072 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 41 (450 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.011962 sec): 2 clusters Score: Raw -22064.529225 + Penalty 508.496234 = -21556.032991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.013040 sec): 3 clusters Score: Raw -21876.050376 + Penalty 1017.882587 = -20858.167788 nChanged 117 SP:Iteration 1F (130.014042 sec): 3 clusters Score: Raw -21960.088778 + Penalty 1019.061322 = -20941.027456 nChanged 37 SP:Iteration 2F (130.015040 sec): 3 clusters Score: Raw -21995.817381 + Penalty 1018.482933 = -20977.334448 nChanged 20 SP:Iteration 3Q (130.016027 sec): 3 clusters Score: Raw -22012.073067 + Penalty 1017.512823 = -20994.560244 nChanged 15 SP:Iteration 4Q (130.016999 sec): 3 clusters Score: Raw -22033.104114 + Penalty 1018.082314 = -21015.021800 nChanged 13 SP:Iteration 5Q (130.017974 sec): 3 clusters Score: Raw -22057.353114 + Penalty 1017.795710 = -21039.557404 nChanged 8 SP:Iteration 6Q (130.018960 sec): 3 clusters Score: Raw -22068.026533 + Penalty 1016.520682 = -21051.505851 nChanged 5 SP:Iteration 7Q (130.019950 sec): 3 clusters Score: Raw -22071.792174 + Penalty 1017.174021 = -21054.618153 nChanged 1 SP:Iteration 8Q (130.020937 sec): 3 clusters Score: Raw -22073.591339 + Penalty 1017.860914 = -21055.730425 nChanged 2 SP:Iteration 9Q (130.021921 sec): 3 clusters Score: Raw -22077.800525 + Penalty 1018.332656 = -21059.467869 nChanged 5 SP:Iteration 10F (130.022919 sec): 3 clusters Score: Raw -22082.448820 + Penalty 1018.401607 = -21064.047213 nChanged 1 SP:Iteration 11Q (130.023904 sec): 3 clusters Score: Raw -22083.715932 + Penalty 1017.249296 = -21066.466636 nChanged 2 SP:Iteration 12Q (130.024868 sec): 3 clusters Score: Raw -22087.434890 + Penalty 1017.190365 = -21070.244525 nChanged 3 SP:Iteration 13Q (130.025837 sec): 3 clusters Score: Raw -22089.204140 + Penalty 1017.651631 = -21071.552509 nChanged 3 SP:Iteration 14Q (130.026795 sec): 3 clusters Score: Raw -22092.870865 + Penalty 1018.005508 = -21074.865357 nChanged 2 SP:Iteration 15Q (130.027753 sec): 3 clusters Score: Raw -22093.939217 + Penalty 1017.733804 = -21076.205413 nChanged 3 SP:Iteration 16Q (130.028708 sec): 3 clusters Score: Raw -22095.829503 + Penalty 1017.842009 = -21077.987494 nChanged 1 SP:Iteration 17Q (130.029664 sec): 3 clusters Score: Raw -22095.879543 + Penalty 1018.048414 = -21077.831129 nChanged 2 SP:Iteration 18F (130.030641 sec): 3 clusters Score: Raw -22098.237460 + Penalty 1019.422936 = -21078.814524 nChanged 2 SP:Iteration 19Q (130.031599 sec): 3 clusters Score: Raw -22099.551150 + Penalty 1020.084830 = -21079.466320 nChanged 1 SP:Iteration 20F (130.032573 sec): 3 clusters Score: Raw -22099.838608 + Penalty 1020.441381 = -21079.397227 nChanged 1 SP:Iteration 21F (130.033548 sec): 3 clusters Score: Raw -22100.505606 + Penalty 1021.364270 = -21079.141336 nChanged 1 SP:Iteration 22F (130.034522 sec): 3 clusters Score: Raw -22100.656872 + Penalty 1022.112853 = -21078.544019 nChanged 2 SP:Iteration 23F (130.035496 sec): 3 clusters Score: Raw -22101.714498 + Penalty 1023.367728 = -21078.346771 nChanged 1 SP:Iteration 24F (130.036468 sec): 3 clusters Score: Raw -22101.905831 + Penalty 1023.037547 = -21078.868284 nChanged 1 SP:Iteration 25Q (130.037424 sec): 3 clusters Score: Raw -22102.500289 + Penalty 1024.069314 = -21078.430975 nChanged 1 SP:Iteration 26F (130.038398 sec): 3 clusters Score: Raw -22103.212723 + Penalty 1027.309457 = -21075.903266 nChanged 4 SP:Iteration 27F (130.039374 sec): 3 clusters Score: Raw -22106.200851 + Penalty 1029.797245 = -21076.403605 nChanged 3 SP:Iteration 28Q (130.040332 sec): 3 clusters Score: Raw -22107.997470 + Penalty 1033.659877 = -21074.337593 nChanged 3 SP:Iteration 29F (130.041307 sec): 3 clusters Score: Raw -22110.128014 + Penalty 1038.663956 = -21071.464058 nChanged 6 SP:Iteration 30F (130.042280 sec): 3 clusters Score: Raw -22118.070914 + Penalty 1041.774874 = -21076.296039 nChanged 4 SP:Iteration 31Q (130.043254 sec): 3 clusters Score: Raw -22122.459277 + Penalty 1046.164875 = -21076.294402 nChanged 3 SP:Iteration 32F (130.044227 sec): 3 clusters Score: Raw -22124.743781 + Penalty 1049.219287 = -21075.524494 nChanged 3 SP:Iteration 33F (130.045201 sec): 3 clusters Score: Raw -22127.251713 + Penalty 1053.209290 = -21074.042422 nChanged 2 SP:Iteration 34F (130.046175 sec): 3 clusters Score: Raw -22128.553797 + Penalty 1055.088218 = -21073.465579 nChanged 2 SP:Iteration 35F (130.047148 sec): 3 clusters Score: Raw -22131.266130 + Penalty 1061.150222 = -21070.115908 nChanged 3 SP:Iteration 36F (130.048120 sec): 3 clusters Score: Raw -22136.463774 + Penalty 1069.162709 = -21067.301065 nChanged 6 SP:Iteration 37F (130.049094 sec): 3 clusters Score: Raw -22144.743420 + Penalty 1072.929332 = -21071.814089 nChanged 2 SP:Iteration 38Q (130.050017 sec): 3 clusters Score: Raw -22147.520695 + Penalty 1075.435593 = -21072.085102 nChanged 4 SP:Iteration 39Q (130.050933 sec): 3 clusters Score: Raw -22150.973324 + Penalty 1076.050397 = -21074.922927 nChanged 1 SP:Iteration 40F (130.051906 sec): 3 clusters Score: Raw -22151.913776 + Penalty 1076.050397 = -21075.863378 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 43 (238 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.053014 sec): 2 clusters Score: Raw -8226.066815 + Penalty 734.416933 = -7491.649882 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.053642 sec): 3 clusters Score: Raw -8282.739579 + Penalty 1471.425448 = -6811.314131 nChanged 46 SP:Iteration 1F (130.054260 sec): 3 clusters Score: Raw -8370.559464 + Penalty 1473.000483 = -6897.558981 nChanged 14 SP:Iteration 2F (130.054874 sec): 3 clusters Score: Raw -8422.507340 + Penalty 1473.069556 = -6949.437783 nChanged 13 SP:Iteration 3F (130.055490 sec): 3 clusters Score: Raw -8471.930304 + Penalty 1471.559795 = -7000.370509 nChanged 9 SP:Iteration 4Q (130.056056 sec): 3 clusters Score: Raw -8505.796752 + Penalty 1471.018304 = -7034.778448 nChanged 8 SP:Iteration 5Q (130.056617 sec): 3 clusters Score: Raw -8531.977422 + Penalty 1470.623890 = -7061.353532 nChanged 2 SP:Iteration 6Q (130.057174 sec): 3 clusters Score: Raw -8536.268775 + Penalty 1470.446404 = -7065.822371 nChanged 1 SP:Iteration 7Q (130.057729 sec): 3 clusters Score: Raw -8537.525447 + Penalty 1470.446404 = -7067.079044 nChanged 0 SP:Iteration 8F (130.058345 sec): 3 clusters Score: Raw -8537.525447 + Penalty 1470.446404 = -7067.079044 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 49 (308 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.059595 sec): 2 clusters Score: Raw -12798.127008 + Penalty 211.598240 = -12586.528768 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.060353 sec): 3 clusters Score: Raw -12697.785399 + Penalty 422.921948 = -12274.863451 nChanged 110 SP:Iteration 1F (130.061091 sec): 3 clusters Score: Raw -12840.674975 + Penalty 446.108987 = -12394.565988 nChanged 34 SP:Iteration 2F (130.061829 sec): 3 clusters Score: Raw -12908.262593 + Penalty 474.753939 = -12433.508654 nChanged 22 SP:Iteration 3F (130.062564 sec): 3 clusters Score: Raw -12965.057863 + Penalty 514.460110 = -12450.597752 nChanged 14 SP:Iteration 4Q (130.063288 sec): 3 clusters Score: Raw -12992.842560 + Penalty 557.281332 = -12435.561229 nChanged 10 SP:Iteration 5F (130.064024 sec): 3 clusters Score: Raw -13015.442865 + Penalty 598.579402 = -12416.863462 nChanged 6 SP:Iteration 6F (130.064762 sec): 3 clusters Score: Raw -13028.785367 + Penalty 619.617755 = -12409.167612 nChanged 3 SP:Iteration 7F (130.065500 sec): 3 clusters Score: Raw -13034.147387 + Penalty 620.750580 = -12413.396807 nChanged 1 SP:Iteration 8Q (130.066147 sec): 3 clusters Score: Raw -13035.773243 + Penalty 620.750580 = -12415.022663 nChanged 0 SP:Iteration 9F (130.066881 sec): 3 clusters Score: Raw -13035.773243 + Penalty 620.750580 = -12415.022663 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 51 (224 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.068445 sec): 2 clusters Score: Raw -10992.238567 + Penalty 295.107970 = -10697.130597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.069071 sec): 3 clusters Score: Raw -10905.255125 + Penalty 608.870373 = -10296.384753 nChanged 68 SP:Iteration 1F (130.069688 sec): 3 clusters Score: Raw -10971.460792 + Penalty 624.392923 = -10347.067869 nChanged 16 SP:Iteration 2F (130.070303 sec): 3 clusters Score: Raw -10988.317933 + Penalty 645.155945 = -10343.161988 nChanged 12 SP:Iteration 3F (130.070917 sec): 3 clusters Score: Raw -11003.223136 + Penalty 666.698021 = -10336.525115 nChanged 12 SP:Iteration 4F (130.071523 sec): 3 clusters Score: Raw -11018.159575 + Penalty 681.450021 = -10336.709554 nChanged 7 SP:Iteration 5Q (130.072097 sec): 3 clusters Score: Raw -11025.887995 + Penalty 689.079895 = -10336.808099 nChanged 5 SP:Iteration 6Q (130.072664 sec): 3 clusters Score: Raw -11032.636910 + Penalty 696.886492 = -10335.750418 nChanged 3 SP:Iteration 7F (130.073259 sec): 3 clusters Score: Raw -11035.312468 + Penalty 698.572421 = -10336.740048 nChanged 1 SP:Iteration 8Q (130.073814 sec): 3 clusters Score: Raw -11036.993872 + Penalty 698.572421 = -10338.421451 nChanged 0 SP:Iteration 9F (130.074415 sec): 3 clusters Score: Raw -11036.993872 + Penalty 698.572421 = -10338.421451 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 60 (296 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.075709 sec): 2 clusters Score: Raw -15280.131485 + Penalty 457.116391 = -14823.015094 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.076442 sec): 3 clusters Score: Raw -15165.155086 + Penalty 914.969630 = -14250.185455 nChanged 64 SP:Iteration 1F (130.077162 sec): 3 clusters Score: Raw -15211.751583 + Penalty 923.461762 = -14288.289821 nChanged 31 SP:Iteration 2F (130.077881 sec): 3 clusters Score: Raw -15245.883092 + Penalty 938.094354 = -14307.788738 nChanged 20 SP:Iteration 3F (130.078600 sec): 3 clusters Score: Raw -15271.019086 + Penalty 956.772641 = -14314.246445 nChanged 18 SP:Iteration 4F (130.079315 sec): 3 clusters Score: Raw -15291.593826 + Penalty 970.207628 = -14321.386198 nChanged 12 SP:Iteration 5Q (130.080055 sec): 3 clusters Score: Raw -15304.251830 + Penalty 975.857177 = -14328.394653 nChanged 8 SP:Iteration 6Q (130.080761 sec): 3 clusters Score: Raw -15316.545469 + Penalty 976.166006 = -14340.379462 nChanged 1 SP:Iteration 7Q (130.081457 sec): 3 clusters Score: Raw -15317.142376 + Penalty 976.166006 = -14340.976370 nChanged 0 SP:Iteration 8F (130.082207 sec): 3 clusters Score: Raw -15317.142376 + Penalty 976.166006 = -14340.976370 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 110 (346 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.083637 sec): 2 clusters Score: Raw -14359.416948 + Penalty 462.280003 = -13897.136945 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.084488 sec): 3 clusters Score: Raw -14244.984628 + Penalty 938.573644 = -13306.410984 nChanged 82 SP:Iteration 1F (130.085305 sec): 3 clusters Score: Raw -14357.159559 + Penalty 949.813189 = -13407.346370 nChanged 34 SP:Iteration 2F (130.086107 sec): 3 clusters Score: Raw -14412.039171 + Penalty 961.009320 = -13451.029851 nChanged 22 SP:Iteration 3F (130.086908 sec): 3 clusters Score: Raw -14449.373394 + Penalty 967.498956 = -13481.874438 nChanged 7 SP:Iteration 4Q (130.087680 sec): 3 clusters Score: Raw -14458.859780 + Penalty 968.749532 = -13490.110248 nChanged 5 SP:Iteration 5Q (130.088447 sec): 3 clusters Score: Raw -14464.729977 + Penalty 968.749532 = -13495.980445 nChanged 0 SP:Iteration 6F (130.089244 sec): 3 clusters Score: Raw -14464.729977 + Penalty 968.749532 = -13495.980445 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 112 (264 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.090446 sec): 2 clusters Score: Raw -13748.924943 + Penalty 523.286002 = -13225.638941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.091121 sec): 3 clusters Score: Raw -13689.996946 + Penalty 1045.929356 = -12644.067590 nChanged 54 SP:Iteration 1F (130.091787 sec): 3 clusters Score: Raw -13741.373227 + Penalty 1044.746570 = -12696.626657 nChanged 14 SP:Iteration 2F (130.092449 sec): 3 clusters Score: Raw -13756.744018 + Penalty 1044.375553 = -12712.368465 nChanged 4 SP:Iteration 3Q (130.093106 sec): 3 clusters Score: Raw -13762.549971 + Penalty 1044.206326 = -12718.343645 nChanged 3 SP:Iteration 4Q (130.093762 sec): 3 clusters Score: Raw -13766.814579 + Penalty 1043.615829 = -12723.198750 nChanged 2 SP:Iteration 5Q (130.094416 sec): 3 clusters Score: Raw -13769.145887 + Penalty 1043.949751 = -12725.196136 nChanged 3 SP:Iteration 6Q (130.095068 sec): 3 clusters Score: Raw -13773.311520 + Penalty 1043.471167 = -12729.840353 nChanged 4 SP:Iteration 7Q (130.095720 sec): 3 clusters Score: Raw -13779.686487 + Penalty 1043.584807 = -12736.101680 nChanged 4 SP:Iteration 8Q (130.096373 sec): 3 clusters Score: Raw -13784.526992 + Penalty 1044.487634 = -12740.039358 nChanged 4 SP:Iteration 9Q (130.097024 sec): 3 clusters Score: Raw -13801.634484 + Penalty 1045.297758 = -12756.336725 nChanged 4 SP:Iteration 10F (130.097686 sec): 3 clusters Score: Raw -13807.612034 + Penalty 1045.340239 = -12762.271795 nChanged 3 SP:Iteration 11Q (130.098330 sec): 3 clusters Score: Raw -13811.493369 + Penalty 1045.324310 = -12766.169059 nChanged 4 SP:Iteration 12Q (130.098974 sec): 3 clusters Score: Raw -13818.209585 + Penalty 1046.206343 = -12772.003242 nChanged 6 SP:Iteration 13Q (130.099616 sec): 3 clusters Score: Raw -13834.107806 + Penalty 1047.729737 = -12786.378069 nChanged 6 SP:Iteration 14Q (130.100254 sec): 3 clusters Score: Raw -13850.736452 + Penalty 1048.985051 = -12801.751401 nChanged 8 SP:Iteration 15Q (130.100882 sec): 3 clusters Score: Raw -13872.752325 + Penalty 1050.065329 = -12822.686995 nChanged 4 SP:Iteration 16Q (130.101506 sec): 3 clusters Score: Raw -13882.625263 + Penalty 1051.281983 = -12831.343280 nChanged 4 SP:Iteration 17Q (130.102123 sec): 3 clusters Score: Raw -13889.311245 + Penalty 1053.101157 = -12836.210088 nChanged 4 SP:Iteration 18Q (130.102737 sec): 3 clusters Score: Raw -13895.251750 + Penalty 1053.929261 = -12841.322489 nChanged 1 SP:Iteration 19Q (130.103351 sec): 3 clusters Score: Raw -13895.989071 + Penalty 1054.799202 = -12841.189868 nChanged 1 SP:Iteration 20F (130.104014 sec): 3 clusters Score: Raw -13896.810096 + Penalty 1054.799202 = -12842.010893 nChanged 0 Memory request: 0.03 GB would take us to total of 0.39 GB. Trying to split cluster 157 (5547 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.128324 sec): 2 clusters Score: Raw -263336.981451 + Penalty 81.581357 = -263255.400094 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.138381 sec): 3 clusters Score: Raw -259624.093763 + Penalty 170.293100 = -259453.800663 nChanged 2672 SP:Iteration 1F (130.148304 sec): 3 clusters Score: Raw -261922.361808 + Penalty 172.008876 = -261750.352932 nChanged 649 SP:Iteration 2F (130.158207 sec): 3 clusters Score: Raw -262422.568087 + Penalty 176.907117 = -262245.660970 nChanged 408 SP:Iteration 3F (130.168116 sec): 3 clusters Score: Raw -262767.832318 + Penalty 178.581423 = -262589.250895 nChanged 239 SP:Iteration 4Q (130.178393 sec): 3 clusters Score: Raw -262955.070276 + Penalty 179.322457 = -262775.747819 nChanged 162 SP:Iteration 5Q (130.187778 sec): 3 clusters Score: Raw -263066.327908 + Penalty 180.107848 = -262886.220060 nChanged 138 SP:Iteration 6Q (130.196904 sec): 3 clusters Score: Raw -263161.650475 + Penalty 180.741563 = -262980.908912 nChanged 110 SP:Iteration 7Q (130.205790 sec): 3 clusters Score: Raw -263245.987619 + Penalty 178.318848 = -263067.668770 nChanged 73 SP:Iteration 8Q (130.214425 sec): 3 clusters Score: Raw -263291.124827 + Penalty 177.985426 = -263113.139401 nChanged 45 SP:Iteration 9Q (130.222959 sec): 3 clusters Score: Raw -263314.051605 + Penalty 176.465134 = -263137.586471 nChanged 36 SP:Iteration 10F (130.232917 sec): 3 clusters Score: Raw -263333.171752 + Penalty 178.021540 = -263155.150211 nChanged 22 SP:Iteration 11Q (130.241179 sec): 3 clusters Score: Raw -263350.012905 + Penalty 173.278280 = -263176.734625 nChanged 24 SP:Iteration 12Q (130.249339 sec): 3 clusters Score: Raw -263366.761700 + Penalty 172.882744 = -263193.878956 nChanged 19 SP:Iteration 13Q (130.257431 sec): 3 clusters Score: Raw -263373.718083 + Penalty 172.316620 = -263201.401464 nChanged 10 SP:Iteration 14Q (130.265489 sec): 3 clusters Score: Raw -263375.695690 + Penalty 172.693993 = -263203.001698 nChanged 6 SP:Iteration 15Q (130.273947 sec): 3 clusters Score: Raw -263376.771491 + Penalty 173.198590 = -263203.572901 nChanged 3 SP:Iteration 16Q (130.282265 sec): 3 clusters Score: Raw -263377.154729 + Penalty 171.572096 = -263205.582633 nChanged 1 SP:Iteration 17Q (130.290437 sec): 3 clusters Score: Raw -263377.323809 + Penalty 171.572096 = -263205.751713 nChanged 0 SP:Iteration 18F (130.300413 sec): 3 clusters Score: Raw -263377.323809 + Penalty 171.572096 = -263205.751713 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 159 (1058 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.308415 sec): 2 clusters Score: Raw -50593.125159 + Penalty 70.041037 = -50523.084121 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (130.310459 sec): 3 clusters Score: Raw -49957.854584 + Penalty 140.689066 = -49817.165518 nChanged 473 SP:Iteration 1F (130.312450 sec): 3 clusters Score: Raw -50384.539210 + Penalty 137.037854 = -50247.501356 nChanged 81 SP:Iteration 2F (130.314439 sec): 3 clusters Score: Raw -50456.781738 + Penalty 135.380585 = -50321.401153 nChanged 45 SP:Iteration 3Q (130.316436 sec): 3 clusters Score: Raw -50513.968682 + Penalty 135.135868 = -50378.832815 nChanged 32 SP:Iteration 4Q (130.318450 sec): 3 clusters Score: Raw -50549.119053 + Penalty 134.656517 = -50414.462535 nChanged 25 SP:Iteration 5Q (130.320433 sec): 3 clusters Score: Raw -50570.840037 + Penalty 134.138148 = -50436.701888 nChanged 15 SP:Iteration 6Q (130.322341 sec): 3 clusters Score: Raw -50593.009563 + Penalty 134.189508 = -50458.820055 nChanged 8 SP:Iteration 7Q (130.324219 sec): 3 clusters Score: Raw -50607.651324 + Penalty 134.190386 = -50473.460938 nChanged 12 SP:Iteration 8Q (130.326107 sec): 3 clusters Score: Raw -50624.145849 + Penalty 133.865927 = -50490.279922 nChanged 14 SP:Iteration 9Q (130.327984 sec): 3 clusters Score: Raw -50636.641712 + Penalty 133.307552 = -50503.334159 nChanged 11 SP:Iteration 10F (130.329993 sec): 3 clusters Score: Raw -50642.262970 + Penalty 133.351840 = -50508.911130 nChanged 7 SP:Iteration 11Q (130.331818 sec): 3 clusters Score: Raw -50644.532180 + Penalty 133.299122 = -50511.233059 nChanged 6 SP:Iteration 12Q (130.333622 sec): 3 clusters Score: Raw -50648.210678 + Penalty 132.889596 = -50515.321082 nChanged 5 SP:Iteration 13Q (130.335416 sec): 3 clusters Score: Raw -50649.935328 + Penalty 132.858320 = -50517.077008 nChanged 6 SP:Iteration 14Q (130.337204 sec): 3 clusters Score: Raw -50652.456456 + Penalty 132.851497 = -50519.604960 nChanged 5 SP:Iteration 15Q (130.338989 sec): 3 clusters Score: Raw -50659.775243 + Penalty 132.789325 = -50526.985918 nChanged 6 SP:Iteration 16Q (130.340752 sec): 3 clusters Score: Raw -50661.499114 + Penalty 132.868852 = -50528.630263 nChanged 2 SP:Iteration 17Q (130.342503 sec): 3 clusters Score: Raw -50661.622659 + Penalty 132.868852 = -50528.753807 nChanged 0 SP:Iteration 18F (130.344487 sec): 3 clusters Score: Raw -50661.622659 + Penalty 132.868852 = -50528.753807 nChanged 0 Score: Raw -1797698.356668 + Penalty 23297.984183 = -1774400.372485 Splitting cluster 159 changes total score from -1743832.748033 to -1774400.372485 So it's getting split into cluster 17. Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 167 (272 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (131.074992 sec): 2 clusters Score: Raw -12571.446370 + Penalty 268.650623 = -12302.795747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (131.075700 sec): 3 clusters Score: Raw -12450.634502 + Penalty 536.781396 = -11913.853107 nChanged 75 SP:Iteration 1F (131.076376 sec): 3 clusters Score: Raw -12518.023043 + Penalty 533.107345 = -11984.915698 nChanged 39 SP:Iteration 2F (131.077050 sec): 3 clusters Score: Raw -12565.274090 + Penalty 536.154853 = -12029.119237 nChanged 25 SP:Iteration 3F (131.077723 sec): 3 clusters Score: Raw -12594.008012 + Penalty 533.799159 = -12060.208853 nChanged 19 SP:Iteration 4F (131.078394 sec): 3 clusters Score: Raw -12619.567315 + Penalty 537.370717 = -12082.196598 nChanged 8 SP:Iteration 5Q (131.079049 sec): 3 clusters Score: Raw -12627.281430 + Penalty 540.453447 = -12086.827984 nChanged 6 SP:Iteration 6Q (131.079705 sec): 3 clusters Score: Raw -12636.625701 + Penalty 543.651603 = -12092.974098 nChanged 4 SP:Iteration 7Q (131.080359 sec): 3 clusters Score: Raw -12640.739358 + Penalty 552.965134 = -12087.774225 nChanged 4 SP:Iteration 8F (131.081034 sec): 3 clusters Score: Raw -12645.713984 + Penalty 568.807593 = -12076.906391 nChanged 5 SP:Iteration 9F (131.081708 sec): 3 clusters Score: Raw -12650.371206 + Penalty 583.771947 = -12066.599258 nChanged 6 SP:Iteration 10F (131.082384 sec): 3 clusters Score: Raw -12656.329943 + Penalty 581.213144 = -12075.116799 nChanged 1 SP:Iteration 11Q (131.083024 sec): 3 clusters Score: Raw -12657.583824 + Penalty 580.929326 = -12076.654498 nChanged 1 SP:Iteration 12Q (131.083664 sec): 3 clusters Score: Raw -12659.631352 + Penalty 580.929326 = -12078.702026 nChanged 0 SP:Iteration 13F (131.084340 sec): 3 clusters Score: Raw -12659.631352 + Penalty 580.929326 = -12078.702026 nChanged 0 Iteration 217F (131.846496 sec): 39 clusters Score: Raw -1766835.437433 + Penalty 23297.151373 = -1743538.286061 nChanged 93 Iteration 218F (132.589928 sec): 39 clusters Score: Raw -1766879.832299 + Penalty 23300.642459 = -1743579.189839 nChanged 47 Writing temp clu file Memory request: 0.18 GB would take us to total of 0.37 GB. Compute initial score before splitting: Score: Raw -1766879.832299 + Penalty 23300.642459 = -1743579.189839Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 1 (373 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (132.714482 sec): 2 clusters Score: Raw -18407.910981 + Penalty 577.501312 = -17830.409669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (132.715362 sec): 3 clusters Score: Raw -18292.055264 + Penalty 1158.526092 = -17133.529172 nChanged 105 SP:Iteration 1F (132.716219 sec): 3 clusters Score: Raw -18375.009126 + Penalty 1159.288241 = -17215.720885 nChanged 19 SP:Iteration 2F (132.717066 sec): 3 clusters Score: Raw -18400.756642 + Penalty 1160.025835 = -17240.730807 nChanged 12 SP:Iteration 3Q (132.717903 sec): 3 clusters Score: Raw -18414.496448 + Penalty 1161.231087 = -17253.265361 nChanged 8 SP:Iteration 4Q (132.718739 sec): 3 clusters Score: Raw -18431.760872 + Penalty 1162.876505 = -17268.884367 nChanged 10 SP:Iteration 5Q (132.719572 sec): 3 clusters Score: Raw -18444.501378 + Penalty 1165.898475 = -17278.602903 nChanged 9 SP:Iteration 6Q (132.720406 sec): 3 clusters Score: Raw -18458.353001 + Penalty 1165.631025 = -17292.721976 nChanged 7 SP:Iteration 7Q (132.721240 sec): 3 clusters Score: Raw -18469.409974 + Penalty 1166.540980 = -17302.868994 nChanged 8 SP:Iteration 8Q (132.722066 sec): 3 clusters Score: Raw -18479.029039 + Penalty 1168.496199 = -17310.532840 nChanged 6 SP:Iteration 9Q (132.722890 sec): 3 clusters Score: Raw -18487.920679 + Penalty 1171.003336 = -17316.917343 nChanged 6 SP:Iteration 10F (132.723769 sec): 3 clusters Score: Raw -18496.895835 + Penalty 1178.199050 = -17318.696785 nChanged 8 SP:Iteration 11Q (132.724591 sec): 3 clusters Score: Raw -18504.298862 + Penalty 1189.444185 = -17314.854677 nChanged 9 SP:Iteration 12F (132.725436 sec): 3 clusters Score: Raw -18514.069687 + Penalty 1202.568544 = -17311.501144 nChanged 12 SP:Iteration 13F (132.726280 sec): 3 clusters Score: Raw -18537.619260 + Penalty 1223.672119 = -17313.947141 nChanged 15 SP:Iteration 14Q (132.727118 sec): 3 clusters Score: Raw -18578.469155 + Penalty 1250.422127 = -17328.047028 nChanged 20 SP:Iteration 15F (132.727983 sec): 3 clusters Score: Raw -18631.692752 + Penalty 1273.411443 = -17358.281309 nChanged 12 SP:Iteration 16Q (132.728825 sec): 3 clusters Score: Raw -18671.479808 + Penalty 1283.653959 = -17387.825849 nChanged 8 SP:Iteration 17Q (132.729594 sec): 3 clusters Score: Raw -18696.275767 + Penalty 1286.021914 = -17410.253853 nChanged 1 SP:Iteration 18Q (132.730373 sec): 3 clusters Score: Raw -18704.600340 + Penalty 1284.763054 = -17419.837286 nChanged 1 SP:Iteration 19Q (132.731135 sec): 3 clusters Score: Raw -18705.078269 + Penalty 1284.763054 = -17420.315215 nChanged 0 SP:Iteration 20F (132.731982 sec): 3 clusters Score: Raw -18705.078269 + Penalty 1284.763054 = -17420.315215 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 2 (1150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (132.736509 sec): 2 clusters Score: Raw -54951.871547 + Penalty 95.899162 = -54855.972385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (132.738776 sec): 3 clusters Score: Raw -54237.985333 + Penalty 193.958196 = -54044.027138 nChanged 520 SP:Iteration 1F (132.740993 sec): 3 clusters Score: Raw -54629.722317 + Penalty 202.589470 = -54427.132847 nChanged 117 SP:Iteration 2F (132.743146 sec): 3 clusters Score: Raw -54674.602905 + Penalty 210.870549 = -54463.732355 nChanged 57 SP:Iteration 3Q (132.745288 sec): 3 clusters Score: Raw -54698.545265 + Penalty 216.072772 = -54482.472493 nChanged 44 SP:Iteration 4Q (132.747429 sec): 3 clusters Score: Raw -54720.857026 + Penalty 221.955924 = -54498.901102 nChanged 53 SP:Iteration 5Q (132.749567 sec): 3 clusters Score: Raw -54762.816645 + Penalty 236.035349 = -54526.781296 nChanged 69 SP:Iteration 6F (132.751712 sec): 3 clusters Score: Raw -54809.634344 + Penalty 245.698498 = -54563.935846 nChanged 35 SP:Iteration 7Q (132.753857 sec): 3 clusters Score: Raw -54833.400027 + Penalty 264.789593 = -54568.610434 nChanged 44 SP:Iteration 8Q (132.755999 sec): 3 clusters Score: Raw -54870.232410 + Penalty 292.742790 = -54577.489620 nChanged 34 SP:Iteration 9Q (132.758138 sec): 3 clusters Score: Raw -54902.856197 + Penalty 327.175996 = -54575.680202 nChanged 29 SP:Iteration 10F (132.760280 sec): 3 clusters Score: Raw -54929.993653 + Penalty 357.931401 = -54572.062253 nChanged 13 SP:Iteration 11F (132.762424 sec): 3 clusters Score: Raw -54943.603011 + Penalty 425.688497 = -54517.914514 nChanged 11 SP:Iteration 12F (132.764556 sec): 3 clusters Score: Raw -54957.466663 + Penalty 488.450815 = -54469.015848 nChanged 8 SP:Iteration 13F (132.766691 sec): 3 clusters Score: Raw -54972.542069 + Penalty 532.054023 = -54440.488046 nChanged 5 SP:Iteration 14F (132.768827 sec): 3 clusters Score: Raw -54982.818140 + Penalty 532.054023 = -54450.764118 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 3 (259 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (132.770042 sec): 2 clusters Score: Raw -10237.923404 + Penalty 503.899893 = -9734.023510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (132.770705 sec): 3 clusters Score: Raw -10251.473152 + Penalty 1025.600259 = -9225.872894 nChanged 60 SP:Iteration 1F (132.771378 sec): 3 clusters Score: Raw -10393.346238 + Penalty 1044.099617 = -9349.246620 nChanged 26 SP:Iteration 2F (132.772030 sec): 3 clusters Score: Raw -10477.105198 + Penalty 1044.938478 = -9432.166720 nChanged 11 SP:Iteration 3Q (132.772656 sec): 3 clusters Score: Raw -10526.878854 + Penalty 1041.930823 = -9484.948031 nChanged 7 SP:Iteration 4Q (132.773244 sec): 3 clusters Score: Raw -10566.377698 + Penalty 1039.989364 = -9526.388335 nChanged 6 SP:Iteration 5Q (132.773827 sec): 3 clusters Score: Raw -10586.926932 + Penalty 1036.961859 = -9549.965073 nChanged 7 SP:Iteration 6Q (132.774409 sec): 3 clusters Score: Raw -10596.151887 + Penalty 1034.272767 = -9561.879120 nChanged 3 SP:Iteration 7Q (132.774988 sec): 3 clusters Score: Raw -10598.290287 + Penalty 1034.272767 = -9564.017520 nChanged 0 SP:Iteration 8F (132.775637 sec): 3 clusters Score: Raw -10598.290287 + Penalty 1034.272767 = -9564.017520 nChanged 0 Memory request: 0.02 GB would take us to total of 0.39 GB. Trying to split cluster 4 (3954 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (132.792320 sec): 2 clusters Score: Raw -189579.416510 + Penalty 78.371280 = -189501.045230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (132.799509 sec): 3 clusters Score: Raw -186971.604015 + Penalty 156.200750 = -186815.403265 nChanged 1872 SP:Iteration 1F (132.806553 sec): 3 clusters Score: Raw -188855.035130 + Penalty 154.266089 = -188700.769041 nChanged 291 SP:Iteration 2F (132.813591 sec): 3 clusters Score: Raw -189070.561459 + Penalty 154.170592 = -188916.390867 nChanged 165 SP:Iteration 3Q (132.820527 sec): 3 clusters Score: Raw -189156.984858 + Penalty 153.919584 = -189003.065274 nChanged 97 SP:Iteration 4Q (132.827343 sec): 3 clusters Score: Raw -189194.697238 + Penalty 153.485775 = -189041.211462 nChanged 74 SP:Iteration 5Q (132.834414 sec): 3 clusters Score: Raw -189225.400046 + Penalty 152.769848 = -189072.630198 nChanged 60 SP:Iteration 6Q (132.841471 sec): 3 clusters Score: Raw -189245.755512 + Penalty 152.717591 = -189093.037921 nChanged 42 SP:Iteration 7Q (132.848135 sec): 3 clusters Score: Raw -189260.559072 + Penalty 152.293022 = -189108.266049 nChanged 36 SP:Iteration 8Q (132.854764 sec): 3 clusters Score: Raw -189271.656917 + Penalty 152.269288 = -189119.387629 nChanged 38 SP:Iteration 9Q (132.861394 sec): 3 clusters Score: Raw -189283.140122 + Penalty 151.939407 = -189131.200716 nChanged 38 SP:Iteration 10F (132.868648 sec): 3 clusters Score: Raw -189293.707114 + Penalty 151.998045 = -189141.709070 nChanged 33 SP:Iteration 11Q (132.875518 sec): 3 clusters Score: Raw -189302.931969 + Penalty 151.726653 = -189151.205316 nChanged 33 SP:Iteration 12Q (132.882081 sec): 3 clusters Score: Raw -189310.944255 + Penalty 151.696737 = -189159.247518 nChanged 36 SP:Iteration 13Q (132.888586 sec): 3 clusters Score: Raw -189322.331879 + Penalty 150.980153 = -189171.351726 nChanged 41 SP:Iteration 14Q (132.895163 sec): 3 clusters Score: Raw -189344.426848 + Penalty 151.043677 = -189193.383171 nChanged 34 SP:Iteration 15Q (132.901577 sec): 3 clusters Score: Raw -189360.859342 + Penalty 149.689810 = -189211.169531 nChanged 29 SP:Iteration 16Q (132.907957 sec): 3 clusters Score: Raw -189377.261839 + Penalty 148.230219 = -189229.031620 nChanged 21 SP:Iteration 17Q (132.914305 sec): 3 clusters Score: Raw -189392.333926 + Penalty 147.836091 = -189244.497834 nChanged 26 SP:Iteration 18Q (132.920623 sec): 3 clusters Score: Raw -189404.510016 + Penalty 147.403549 = -189257.106467 nChanged 24 SP:Iteration 19Q (132.926919 sec): 3 clusters Score: Raw -189416.250339 + Penalty 147.004608 = -189269.245731 nChanged 23 SP:Iteration 20F (132.933938 sec): 3 clusters Score: Raw -189426.816932 + Penalty 146.255881 = -189280.561051 nChanged 17 SP:Iteration 21Q (132.940410 sec): 3 clusters Score: Raw -189433.054867 + Penalty 146.143839 = -189286.911028 nChanged 19 SP:Iteration 22Q (132.946948 sec): 3 clusters Score: Raw -189437.408207 + Penalty 145.155046 = -189292.253160 nChanged 18 SP:Iteration 23Q (132.953517 sec): 3 clusters Score: Raw -189441.302360 + Penalty 144.559997 = -189296.742364 nChanged 16 SP:Iteration 24Q (132.959949 sec): 3 clusters Score: Raw -189444.586133 + Penalty 143.933468 = -189300.652666 nChanged 12 SP:Iteration 25Q (132.966251 sec): 3 clusters Score: Raw -189449.504113 + Penalty 143.204390 = -189306.299723 nChanged 18 SP:Iteration 26Q (132.972459 sec): 3 clusters Score: Raw -189455.430689 + Penalty 142.252052 = -189313.178637 nChanged 18 SP:Iteration 27Q (132.978784 sec): 3 clusters Score: Raw -189460.218697 + Penalty 141.474808 = -189318.743889 nChanged 15 SP:Iteration 28Q (132.984958 sec): 3 clusters Score: Raw -189463.786349 + Penalty 140.951259 = -189322.835090 nChanged 15 SP:Iteration 29Q (132.991113 sec): 3 clusters Score: Raw -189467.617999 + Penalty 140.949643 = -189326.668355 nChanged 11 SP:Iteration 30F (132.998123 sec): 3 clusters Score: Raw -189471.733048 + Penalty 140.363489 = -189331.369559 nChanged 16 SP:Iteration 31Q (133.004253 sec): 3 clusters Score: Raw -189477.229611 + Penalty 139.407883 = -189337.821728 nChanged 14 SP:Iteration 32Q (133.010468 sec): 3 clusters Score: Raw -189481.107674 + Penalty 139.047415 = -189342.060259 nChanged 12 SP:Iteration 33Q (133.016720 sec): 3 clusters Score: Raw -189483.232160 + Penalty 138.077746 = -189345.154414 nChanged 8 SP:Iteration 34Q (133.022828 sec): 3 clusters Score: Raw -189485.041030 + Penalty 138.021566 = -189347.019464 nChanged 9 SP:Iteration 35Q (133.029041 sec): 3 clusters Score: Raw -189486.160225 + Penalty 137.437146 = -189348.723078 nChanged 8 SP:Iteration 36Q (133.035124 sec): 3 clusters Score: Raw -189487.182703 + Penalty 137.457295 = -189349.725408 nChanged 12 SP:Iteration 37Q (133.041353 sec): 3 clusters Score: Raw -189490.388399 + Penalty 137.455592 = -189352.932807 nChanged 13 SP:Iteration 38Q (133.047888 sec): 3 clusters Score: Raw -189491.766237 + Penalty 137.081908 = -189354.684329 nChanged 7 SP:Iteration 39Q (133.053952 sec): 3 clusters Score: Raw -189492.579287 + Penalty 136.929261 = -189355.650026 nChanged 4 SP:Iteration 40F (133.061050 sec): 3 clusters Score: Raw -189492.752779 + Penalty 136.816644 = -189355.936135 nChanged 5 SP:Iteration 41Q (133.067453 sec): 3 clusters Score: Raw -189493.063318 + Penalty 136.836938 = -189356.226381 nChanged 3 SP:Iteration 42Q (133.073754 sec): 3 clusters Score: Raw -189493.209897 + Penalty 136.482846 = -189356.727050 nChanged 3 SP:Iteration 43Q (133.079925 sec): 3 clusters Score: Raw -189493.422244 + Penalty 136.525361 = -189356.896883 nChanged 5 SP:Iteration 44Q (133.085978 sec): 3 clusters Score: Raw -189493.744539 + Penalty 135.809156 = -189357.935383 nChanged 6 SP:Iteration 45Q (133.092046 sec): 3 clusters Score: Raw -189494.304528 + Penalty 135.713262 = -189358.591266 nChanged 5 SP:Iteration 46Q (133.098111 sec): 3 clusters Score: Raw -189494.466495 + Penalty 135.637505 = -189358.828990 nChanged 4 SP:Iteration 47Q (133.104142 sec): 3 clusters Score: Raw -189495.202232 + Penalty 135.644148 = -189359.558084 nChanged 2 SP:Iteration 48Q (133.110159 sec): 3 clusters Score: Raw -189495.995144 + Penalty 135.478260 = -189360.516884 nChanged 3 SP:Iteration 49Q (133.116188 sec): 3 clusters Score: Raw -189497.161439 + Penalty 135.461915 = -189361.699525 nChanged 4 SP:Iteration 50F (133.123249 sec): 3 clusters Score: Raw -189497.787269 + Penalty 135.331005 = -189362.456264 nChanged 4 SP:Iteration 51Q (133.129267 sec): 3 clusters Score: Raw -189499.400654 + Penalty 134.940507 = -189364.460147 nChanged 4 SP:Iteration 52Q (133.135295 sec): 3 clusters Score: Raw -189500.157787 + Penalty 134.768821 = -189365.388966 nChanged 4 SP:Iteration 53Q (133.141359 sec): 3 clusters Score: Raw -189501.176994 + Penalty 134.719606 = -189366.457388 nChanged 1 SP:Iteration 54Q (133.147498 sec): 3 clusters Score: Raw -189501.314603 + Penalty 134.725136 = -189366.589467 nChanged 1 SP:Iteration 55Q (133.153697 sec): 3 clusters Score: Raw -189501.713438 + Penalty 134.586533 = -189367.126905 nChanged 4 SP:Iteration 56Q (133.159734 sec): 3 clusters Score: Raw -189502.870297 + Penalty 134.253509 = -189368.616787 nChanged 4 SP:Iteration 57Q (133.165773 sec): 3 clusters Score: Raw -189504.035416 + Penalty 133.857101 = -189370.178315 nChanged 5 SP:Iteration 58Q (133.171808 sec): 3 clusters Score: Raw -189504.502608 + Penalty 133.766738 = -189370.735870 nChanged 8 SP:Iteration 59Q (133.177835 sec): 3 clusters Score: Raw -189506.332362 + Penalty 133.696572 = -189372.635789 nChanged 9 SP:Iteration 60F (133.184990 sec): 3 clusters Score: Raw -189508.130419 + Penalty 133.442348 = -189374.688071 nChanged 9 SP:Iteration 61Q (133.190972 sec): 3 clusters Score: Raw -189509.144598 + Penalty 133.343843 = -189375.800754 nChanged 6 SP:Iteration 62Q (133.196982 sec): 3 clusters Score: Raw -189510.097362 + Penalty 133.351727 = -189376.745635 nChanged 4 SP:Iteration 63Q (133.202942 sec): 3 clusters Score: Raw -189510.930274 + Penalty 133.373549 = -189377.556725 nChanged 2 SP:Iteration 64Q (133.208884 sec): 3 clusters Score: Raw -189511.200352 + Penalty 133.373549 = -189377.826803 nChanged 0 SP:Iteration 65F (133.215899 sec): 3 clusters Score: Raw -189511.200352 + Penalty 133.373549 = -189377.826803 nChanged 0 Memory request: 0.02 GB would take us to total of 0.39 GB. Trying to split cluster 5 (4078 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.235950 sec): 2 clusters Score: Raw -197312.054613 + Penalty 236.088971 = -197075.965642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.243529 sec): 3 clusters Score: Raw -194672.486790 + Penalty 471.097392 = -194201.389398 nChanged 1840 SP:Iteration 1F (133.250917 sec): 3 clusters Score: Raw -196054.054090 + Penalty 470.811601 = -195583.242489 nChanged 613 SP:Iteration 2F (133.258414 sec): 3 clusters Score: Raw -196578.378734 + Penalty 472.273760 = -196106.104973 nChanged 279 SP:Iteration 3F (133.266043 sec): 3 clusters Score: Raw -196762.638681 + Penalty 473.223732 = -196289.414949 nChanged 173 SP:Iteration 4Q (133.273376 sec): 3 clusters Score: Raw -196833.222438 + Penalty 474.212028 = -196359.010409 nChanged 110 SP:Iteration 5Q (133.280578 sec): 3 clusters Score: Raw -196863.368925 + Penalty 475.471834 = -196387.897090 nChanged 80 SP:Iteration 6Q (133.287717 sec): 3 clusters Score: Raw -196885.987355 + Penalty 476.541169 = -196409.446186 nChanged 75 SP:Iteration 7Q (133.294845 sec): 3 clusters Score: Raw -196905.521607 + Penalty 478.398762 = -196427.122845 nChanged 55 SP:Iteration 8Q (133.301954 sec): 3 clusters Score: Raw -196915.697060 + Penalty 479.960005 = -196435.737056 nChanged 46 SP:Iteration 9Q (133.309046 sec): 3 clusters Score: Raw -196927.228911 + Penalty 481.566445 = -196445.662466 nChanged 51 SP:Iteration 10F (133.316330 sec): 3 clusters Score: Raw -196939.664312 + Penalty 482.900152 = -196456.764160 nChanged 44 SP:Iteration 11Q (133.323590 sec): 3 clusters Score: Raw -196946.938072 + Penalty 484.150373 = -196462.787699 nChanged 35 SP:Iteration 12Q (133.330709 sec): 3 clusters Score: Raw -196953.372356 + Penalty 485.977428 = -196467.394928 nChanged 43 SP:Iteration 13Q (133.337951 sec): 3 clusters Score: Raw -196960.343880 + Penalty 487.575141 = -196472.768739 nChanged 35 SP:Iteration 14Q (133.345144 sec): 3 clusters Score: Raw -196966.361717 + Penalty 488.828415 = -196477.533302 nChanged 32 SP:Iteration 15Q (133.352407 sec): 3 clusters Score: Raw -196972.533696 + Penalty 490.405389 = -196482.128307 nChanged 36 SP:Iteration 16Q (133.359503 sec): 3 clusters Score: Raw -196978.168184 + Penalty 492.092900 = -196486.075284 nChanged 29 SP:Iteration 17Q (133.366597 sec): 3 clusters Score: Raw -196982.182994 + Penalty 494.207693 = -196487.975301 nChanged 31 SP:Iteration 18Q (133.373882 sec): 3 clusters Score: Raw -196988.226380 + Penalty 495.921598 = -196492.304783 nChanged 28 SP:Iteration 19Q (133.381154 sec): 3 clusters Score: Raw -196992.392252 + Penalty 497.747050 = -196494.645202 nChanged 26 SP:Iteration 20F (133.388547 sec): 3 clusters Score: Raw -196995.982642 + Penalty 499.207411 = -196496.775230 nChanged 24 SP:Iteration 21Q (133.395674 sec): 3 clusters Score: Raw -196999.444041 + Penalty 500.637160 = -196498.806882 nChanged 26 SP:Iteration 22Q (133.402790 sec): 3 clusters Score: Raw -197002.921680 + Penalty 501.975624 = -196500.946056 nChanged 25 SP:Iteration 23Q (133.409928 sec): 3 clusters Score: Raw -197007.148690 + Penalty 503.739763 = -196503.408927 nChanged 39 SP:Iteration 24Q (133.417030 sec): 3 clusters Score: Raw -197017.293566 + Penalty 505.111847 = -196512.181719 nChanged 41 SP:Iteration 25Q (133.424113 sec): 3 clusters Score: Raw -197028.062653 + Penalty 506.597899 = -196521.464754 nChanged 36 SP:Iteration 26Q (133.431170 sec): 3 clusters Score: Raw -197036.565098 + Penalty 507.394567 = -196529.170530 nChanged 25 SP:Iteration 27Q (133.438212 sec): 3 clusters Score: Raw -197045.438007 + Penalty 508.349557 = -196537.088450 nChanged 25 SP:Iteration 28Q (133.445230 sec): 3 clusters Score: Raw -197055.873722 + Penalty 509.175414 = -196546.698308 nChanged 45 SP:Iteration 29Q (133.452318 sec): 3 clusters Score: Raw -197078.505032 + Penalty 509.516502 = -196568.988531 nChanged 44 SP:Iteration 30F (133.459788 sec): 3 clusters Score: Raw -197095.841066 + Penalty 509.826130 = -196586.014936 nChanged 48 SP:Iteration 31Q (133.466741 sec): 3 clusters Score: Raw -197115.912857 + Penalty 508.911176 = -196607.001681 nChanged 53 SP:Iteration 32Q (133.473661 sec): 3 clusters Score: Raw -197136.416466 + Penalty 508.182240 = -196628.234226 nChanged 38 SP:Iteration 33Q (133.480484 sec): 3 clusters Score: Raw -197148.219865 + Penalty 508.344785 = -196639.875079 nChanged 31 SP:Iteration 34Q (133.487308 sec): 3 clusters Score: Raw -197155.563463 + Penalty 508.342507 = -196647.220955 nChanged 29 SP:Iteration 35Q (133.494061 sec): 3 clusters Score: Raw -197164.565472 + Penalty 506.170816 = -196658.394657 nChanged 35 SP:Iteration 36Q (133.500779 sec): 3 clusters Score: Raw -197176.401897 + Penalty 504.744854 = -196671.657042 nChanged 30 SP:Iteration 37Q (133.507472 sec): 3 clusters Score: Raw -197185.771197 + Penalty 504.077949 = -196681.693248 nChanged 25 SP:Iteration 38Q (133.514107 sec): 3 clusters Score: Raw -197192.654233 + Penalty 502.474333 = -196690.179900 nChanged 23 SP:Iteration 39Q (133.520756 sec): 3 clusters Score: Raw -197198.107439 + Penalty 501.996172 = -196696.111267 nChanged 30 SP:Iteration 40F (133.527982 sec): 3 clusters Score: Raw -197205.103779 + Penalty 501.078928 = -196704.024851 nChanged 27 SP:Iteration 41Q (133.534597 sec): 3 clusters Score: Raw -197210.625667 + Penalty 501.375977 = -196709.249690 nChanged 17 SP:Iteration 42Q (133.541186 sec): 3 clusters Score: Raw -197213.849250 + Penalty 501.683588 = -196712.165661 nChanged 23 SP:Iteration 43Q (133.547739 sec): 3 clusters Score: Raw -197217.696088 + Penalty 500.856105 = -196716.839983 nChanged 15 SP:Iteration 44Q (133.554489 sec): 3 clusters Score: Raw -197221.094801 + Penalty 501.361648 = -196719.733153 nChanged 15 SP:Iteration 45Q (133.561218 sec): 3 clusters Score: Raw -197223.576810 + Penalty 501.152348 = -196722.424462 nChanged 18 SP:Iteration 46Q (133.567930 sec): 3 clusters Score: Raw -197228.715811 + Penalty 500.202103 = -196728.513708 nChanged 18 SP:Iteration 47Q (133.574613 sec): 3 clusters Score: Raw -197232.086209 + Penalty 500.506793 = -196731.579416 nChanged 14 SP:Iteration 48Q (133.581074 sec): 3 clusters Score: Raw -197234.358966 + Penalty 501.112494 = -196733.246472 nChanged 16 SP:Iteration 49Q (133.587564 sec): 3 clusters Score: Raw -197236.251638 + Penalty 501.463606 = -196734.788033 nChanged 14 SP:Iteration 50F (133.594785 sec): 3 clusters Score: Raw -197237.673399 + Penalty 502.047104 = -196735.626295 nChanged 12 SP:Iteration 51Q (133.601256 sec): 3 clusters Score: Raw -197239.627473 + Penalty 503.565257 = -196736.062216 nChanged 12 SP:Iteration 52Q (133.607688 sec): 3 clusters Score: Raw -197241.556858 + Penalty 504.035109 = -196737.521749 nChanged 18 SP:Iteration 53Q (133.614112 sec): 3 clusters Score: Raw -197244.872139 + Penalty 504.089183 = -196740.782956 nChanged 19 SP:Iteration 54Q (133.620506 sec): 3 clusters Score: Raw -197249.555999 + Penalty 504.728986 = -196744.827013 nChanged 21 SP:Iteration 55Q (133.626880 sec): 3 clusters Score: Raw -197254.585085 + Penalty 505.460392 = -196749.124693 nChanged 12 SP:Iteration 56Q (133.633260 sec): 3 clusters Score: Raw -197256.358822 + Penalty 506.549299 = -196749.809523 nChanged 11 SP:Iteration 57Q (133.639639 sec): 3 clusters Score: Raw -197258.058841 + Penalty 508.554883 = -196749.503958 nChanged 19 SP:Iteration 58F (133.646853 sec): 3 clusters Score: Raw -197261.873393 + Penalty 510.349173 = -196751.524219 nChanged 17 SP:Iteration 59Q (133.653202 sec): 3 clusters Score: Raw -197264.799016 + Penalty 511.768082 = -196753.030933 nChanged 19 SP:Iteration 60F (133.660595 sec): 3 clusters Score: Raw -197268.278136 + Penalty 512.765303 = -196755.512833 nChanged 12 SP:Iteration 61Q (133.666911 sec): 3 clusters Score: Raw -197269.756471 + Penalty 513.783938 = -196755.972533 nChanged 7 SP:Iteration 62Q (133.673351 sec): 3 clusters Score: Raw -197270.354137 + Penalty 513.620191 = -196756.733946 nChanged 8 SP:Iteration 63Q (133.679603 sec): 3 clusters Score: Raw -197271.860792 + Penalty 513.165915 = -196758.694877 nChanged 9 SP:Iteration 64Q (133.686125 sec): 3 clusters Score: Raw -197273.302764 + Penalty 512.685989 = -196760.616775 nChanged 11 SP:Iteration 65Q (133.692494 sec): 3 clusters Score: Raw -197274.649841 + Penalty 512.503687 = -196762.146153 nChanged 6 SP:Iteration 66Q (133.698717 sec): 3 clusters Score: Raw -197275.528745 + Penalty 513.608226 = -196761.920519 nChanged 10 SP:Iteration 67F (133.705936 sec): 3 clusters Score: Raw -197277.249116 + Penalty 513.061480 = -196764.187637 nChanged 10 SP:Iteration 68Q (133.712190 sec): 3 clusters Score: Raw -197278.639437 + Penalty 513.316565 = -196765.322872 nChanged 9 SP:Iteration 69Q (133.718391 sec): 3 clusters Score: Raw -197279.543226 + Penalty 513.173584 = -196766.369642 nChanged 9 SP:Iteration 70F (133.725617 sec): 3 clusters Score: Raw -197281.273155 + Penalty 512.736114 = -196768.537042 nChanged 13 SP:Iteration 71Q (133.731908 sec): 3 clusters Score: Raw -197283.761214 + Penalty 511.986119 = -196771.775095 nChanged 11 SP:Iteration 72Q (133.738053 sec): 3 clusters Score: Raw -197285.335436 + Penalty 512.450779 = -196772.884656 nChanged 5 SP:Iteration 73Q (133.744350 sec): 3 clusters Score: Raw -197285.675165 + Penalty 512.038493 = -196773.636672 nChanged 5 SP:Iteration 74Q (133.750502 sec): 3 clusters Score: Raw -197286.275264 + Penalty 512.194522 = -196774.080742 nChanged 7 SP:Iteration 75Q (133.756696 sec): 3 clusters Score: Raw -197287.353164 + Penalty 512.881918 = -196774.471246 nChanged 8 SP:Iteration 76Q (133.762942 sec): 3 clusters Score: Raw -197288.295969 + Penalty 513.762912 = -196774.533057 nChanged 7 SP:Iteration 77Q (133.769072 sec): 3 clusters Score: Raw -197288.992989 + Penalty 514.262308 = -196774.730681 nChanged 2 SP:Iteration 78Q (133.775230 sec): 3 clusters Score: Raw -197289.029201 + Penalty 514.115020 = -196774.914181 nChanged 1 SP:Iteration 79Q (133.781353 sec): 3 clusters Score: Raw -197289.050474 + Penalty 514.115020 = -196774.935454 nChanged 0 SP:Iteration 80F (133.788685 sec): 3 clusters Score: Raw -197289.050474 + Penalty 514.115020 = -196774.935454 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 6 (620 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.794311 sec): 2 clusters Score: Raw -30589.741080 + Penalty 382.749021 = -30206.992060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.795595 sec): 3 clusters Score: Raw -30270.459418 + Penalty 773.038471 = -29497.420947 nChanged 223 SP:Iteration 1F (133.796856 sec): 3 clusters Score: Raw -30420.131792 + Penalty 789.222499 = -29630.909293 nChanged 74 SP:Iteration 2F (133.798145 sec): 3 clusters Score: Raw -30488.348392 + Penalty 802.182256 = -29686.166135 nChanged 45 SP:Iteration 3F (133.799419 sec): 3 clusters Score: Raw -30533.140079 + Penalty 814.934465 = -29718.205614 nChanged 30 SP:Iteration 4Q (133.800684 sec): 3 clusters Score: Raw -30566.671227 + Penalty 829.075917 = -29737.595309 nChanged 31 SP:Iteration 5Q (133.801971 sec): 3 clusters Score: Raw -30600.298473 + Penalty 840.465883 = -29759.832589 nChanged 19 SP:Iteration 6Q (133.803215 sec): 3 clusters Score: Raw -30619.340597 + Penalty 852.739327 = -29766.601270 nChanged 15 SP:Iteration 7Q (133.804477 sec): 3 clusters Score: Raw -30634.598696 + Penalty 861.499579 = -29773.099116 nChanged 17 SP:Iteration 8Q (133.805708 sec): 3 clusters Score: Raw -30652.113110 + Penalty 869.567955 = -29782.545155 nChanged 11 SP:Iteration 9Q (133.806935 sec): 3 clusters Score: Raw -30664.257281 + Penalty 876.502492 = -29787.754789 nChanged 6 SP:Iteration 10F (133.808221 sec): 3 clusters Score: Raw -30668.858494 + Penalty 877.723054 = -29791.135440 nChanged 1 SP:Iteration 11Q (133.809422 sec): 3 clusters Score: Raw -30670.207218 + Penalty 877.723054 = -29792.484163 nChanged 0 SP:Iteration 12F (133.810698 sec): 3 clusters Score: Raw -30670.207218 + Penalty 877.723054 = -29792.484163 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 7 (402 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.813394 sec): 2 clusters Score: Raw -20570.610745 + Penalty 144.922447 = -20425.688298 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.814309 sec): 3 clusters Score: Raw -20350.275059 + Penalty 291.589618 = -20058.685441 nChanged 162 SP:Iteration 1F (133.815207 sec): 3 clusters Score: Raw -20438.559356 + Penalty 290.386937 = -20148.172420 nChanged 51 SP:Iteration 2F (133.816105 sec): 3 clusters Score: Raw -20483.110753 + Penalty 298.167275 = -20184.943478 nChanged 35 SP:Iteration 3F (133.817001 sec): 3 clusters Score: Raw -20520.372715 + Penalty 310.960646 = -20209.412069 nChanged 27 SP:Iteration 4F (133.817897 sec): 3 clusters Score: Raw -20549.289410 + Penalty 329.208774 = -20220.080636 nChanged 21 SP:Iteration 5F (133.818794 sec): 3 clusters Score: Raw -20584.512641 + Penalty 339.843584 = -20244.669058 nChanged 12 SP:Iteration 6Q (133.819625 sec): 3 clusters Score: Raw -20595.430246 + Penalty 341.104812 = -20254.325434 nChanged 5 SP:Iteration 7Q (133.820434 sec): 3 clusters Score: Raw -20600.515933 + Penalty 350.642593 = -20249.873341 nChanged 3 SP:Iteration 8F (133.821336 sec): 3 clusters Score: Raw -20604.147279 + Penalty 362.707550 = -20241.439729 nChanged 4 SP:Iteration 9F (133.822233 sec): 3 clusters Score: Raw -20608.030728 + Penalty 371.573061 = -20236.457667 nChanged 4 SP:Iteration 10F (133.823131 sec): 3 clusters Score: Raw -20614.073592 + Penalty 382.616589 = -20231.457003 nChanged 3 SP:Iteration 11F (133.824027 sec): 3 clusters Score: Raw -20616.054201 + Penalty 386.682976 = -20229.371225 nChanged 1 SP:Iteration 12F (133.824924 sec): 3 clusters Score: Raw -20616.769096 + Penalty 386.448112 = -20230.320984 nChanged 1 SP:Iteration 13Q (133.825711 sec): 3 clusters Score: Raw -20617.453185 + Penalty 394.560790 = -20222.892395 nChanged 1 SP:Iteration 14F (133.826608 sec): 3 clusters Score: Raw -20619.375470 + Penalty 394.560790 = -20224.814680 nChanged 0 Memory request: 0.02 GB would take us to total of 0.39 GB. Trying to split cluster 8 (3816 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.837881 sec): 2 clusters Score: Raw -183797.468297 + Penalty 111.496062 = -183685.972236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.844885 sec): 3 clusters Score: Raw -181325.348540 + Penalty 224.909567 = -181100.438973 nChanged 1802 SP:Iteration 1F (133.851694 sec): 3 clusters Score: Raw -182687.998639 + Penalty 225.722503 = -182462.276137 nChanged 341 SP:Iteration 2F (133.858526 sec): 3 clusters Score: Raw -182987.370865 + Penalty 224.925422 = -182762.445443 nChanged 208 SP:Iteration 3F (133.865353 sec): 3 clusters Score: Raw -183146.268543 + Penalty 223.500562 = -182922.767981 nChanged 189 SP:Iteration 4Q (133.872323 sec): 3 clusters Score: Raw -183270.641319 + Penalty 222.546128 = -183048.095192 nChanged 147 SP:Iteration 5Q (133.879319 sec): 3 clusters Score: Raw -183355.362214 + Penalty 221.664020 = -183133.698194 nChanged 107 SP:Iteration 6Q (133.886074 sec): 3 clusters Score: Raw -183393.341998 + Penalty 221.351583 = -183171.990415 nChanged 53 SP:Iteration 7Q (133.892728 sec): 3 clusters Score: Raw -183402.318426 + Penalty 221.262515 = -183181.055911 nChanged 22 SP:Iteration 8Q (133.899300 sec): 3 clusters Score: Raw -183405.739517 + Penalty 220.967021 = -183184.772496 nChanged 17 SP:Iteration 9Q (133.905849 sec): 3 clusters Score: Raw -183408.324130 + Penalty 220.591704 = -183187.732426 nChanged 19 SP:Iteration 10F (133.912622 sec): 3 clusters Score: Raw -183411.781107 + Penalty 220.436173 = -183191.344935 nChanged 21 SP:Iteration 11Q (133.919240 sec): 3 clusters Score: Raw -183415.141792 + Penalty 220.243669 = -183194.898123 nChanged 22 SP:Iteration 12Q (133.925778 sec): 3 clusters Score: Raw -183418.674341 + Penalty 219.732767 = -183198.941573 nChanged 21 SP:Iteration 13Q (133.932284 sec): 3 clusters Score: Raw -183421.621567 + Penalty 219.036357 = -183202.585210 nChanged 21 SP:Iteration 14Q (133.938772 sec): 3 clusters Score: Raw -183424.510910 + Penalty 218.713896 = -183205.797014 nChanged 27 SP:Iteration 15Q (133.945298 sec): 3 clusters Score: Raw -183428.174306 + Penalty 218.383388 = -183209.790918 nChanged 25 SP:Iteration 16Q (133.951765 sec): 3 clusters Score: Raw -183431.521854 + Penalty 218.449969 = -183213.071884 nChanged 24 SP:Iteration 17Q (133.958209 sec): 3 clusters Score: Raw -183434.062352 + Penalty 218.143597 = -183215.918755 nChanged 23 SP:Iteration 18Q (133.965022 sec): 3 clusters Score: Raw -183436.488976 + Penalty 217.985613 = -183218.503362 nChanged 23 SP:Iteration 19Q (133.971495 sec): 3 clusters Score: Raw -183438.728438 + Penalty 218.161793 = -183220.566645 nChanged 20 SP:Iteration 20F (133.978299 sec): 3 clusters Score: Raw -183440.199807 + Penalty 218.174417 = -183222.025390 nChanged 13 SP:Iteration 21Q (133.984761 sec): 3 clusters Score: Raw -183441.259366 + Penalty 218.186356 = -183223.073009 nChanged 17 SP:Iteration 22Q (133.991193 sec): 3 clusters Score: Raw -183442.419140 + Penalty 218.224012 = -183224.195128 nChanged 11 SP:Iteration 23Q (133.997758 sec): 3 clusters Score: Raw -183443.252781 + Penalty 218.203003 = -183225.049778 nChanged 7 SP:Iteration 24Q (134.004211 sec): 3 clusters Score: Raw -183443.573432 + Penalty 218.312526 = -183225.260906 nChanged 9 SP:Iteration 25Q (134.010620 sec): 3 clusters Score: Raw -183443.922614 + Penalty 218.413325 = -183225.509289 nChanged 7 SP:Iteration 26Q (134.017022 sec): 3 clusters Score: Raw -183444.142902 + Penalty 218.464970 = -183225.677932 nChanged 6 SP:Iteration 27Q (134.023598 sec): 3 clusters Score: Raw -183444.316573 + Penalty 218.611353 = -183225.705220 nChanged 6 SP:Iteration 28Q (134.030000 sec): 3 clusters Score: Raw -183444.551210 + Penalty 218.608736 = -183225.942475 nChanged 7 SP:Iteration 29Q (134.036394 sec): 3 clusters Score: Raw -183444.820087 + Penalty 218.626643 = -183226.193445 nChanged 3 SP:Iteration 30F (134.043163 sec): 3 clusters Score: Raw -183444.898811 + Penalty 218.591306 = -183226.307505 nChanged 1 SP:Iteration 31Q (134.049583 sec): 3 clusters Score: Raw -183444.942751 + Penalty 218.591306 = -183226.351445 nChanged 0 SP:Iteration 32F (134.056357 sec): 3 clusters Score: Raw -183444.942751 + Penalty 218.591306 = -183226.351445 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 9 (187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.059305 sec): 2 clusters Score: Raw -8878.182525 + Penalty 108.436048 = -8769.746477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.059854 sec): 3 clusters Score: Raw -8779.043935 + Penalty 220.654874 = -8558.389060 nChanged 58 SP:Iteration 1F (134.060385 sec): 3 clusters Score: Raw -8843.933838 + Penalty 273.065818 = -8570.868020 nChanged 37 SP:Iteration 2F (134.060937 sec): 3 clusters Score: Raw -8896.910643 + Penalty 282.623156 = -8614.287488 nChanged 9 SP:Iteration 3Q (134.061458 sec): 3 clusters Score: Raw -8904.841309 + Penalty 283.924332 = -8620.916976 nChanged 1 SP:Iteration 4Q (134.062018 sec): 3 clusters Score: Raw -8905.272259 + Penalty 289.922364 = -8615.349896 nChanged 1 SP:Iteration 5F (134.062561 sec): 3 clusters Score: Raw -8905.928583 + Penalty 289.922364 = -8616.006220 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 10 (675 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.066302 sec): 2 clusters Score: Raw -32847.516720 + Penalty 721.447534 = -32126.069186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.067713 sec): 3 clusters Score: Raw -32597.114710 + Penalty 1441.960511 = -31155.154199 nChanged 191 SP:Iteration 1F (134.069093 sec): 3 clusters Score: Raw -32739.808257 + Penalty 1440.324288 = -31299.483969 nChanged 61 SP:Iteration 2F (134.070486 sec): 3 clusters Score: Raw -32816.013251 + Penalty 1438.607417 = -31377.405834 nChanged 46 SP:Iteration 3F (134.071865 sec): 3 clusters Score: Raw -32875.308089 + Penalty 1437.366720 = -31437.941369 nChanged 38 SP:Iteration 4F (134.073237 sec): 3 clusters Score: Raw -32938.795475 + Penalty 1436.741189 = -31502.054286 nChanged 33 SP:Iteration 5Q (134.074576 sec): 3 clusters Score: Raw -32976.245868 + Penalty 1436.385541 = -31539.860327 nChanged 17 SP:Iteration 6Q (134.075923 sec): 3 clusters Score: Raw -32996.285129 + Penalty 1436.868971 = -31559.416158 nChanged 14 SP:Iteration 7Q (134.077271 sec): 3 clusters Score: Raw -33010.626379 + Penalty 1436.283542 = -31574.342837 nChanged 8 SP:Iteration 8Q (134.078613 sec): 3 clusters Score: Raw -33026.250281 + Penalty 1436.280653 = -31589.969628 nChanged 7 SP:Iteration 9Q (134.079929 sec): 3 clusters Score: Raw -33032.471859 + Penalty 1436.439309 = -31596.032550 nChanged 2 SP:Iteration 10F (134.081322 sec): 3 clusters Score: Raw -33033.658679 + Penalty 1436.576653 = -31597.082027 nChanged 1 SP:Iteration 11Q (134.082617 sec): 3 clusters Score: Raw -33034.188216 + Penalty 1436.576653 = -31597.611563 nChanged 0 SP:Iteration 12F (134.084009 sec): 3 clusters Score: Raw -33034.188216 + Penalty 1436.576653 = -31597.611563 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 11 (141 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.086523 sec): 2 clusters Score: Raw -5728.484842 + Penalty 314.986209 = -5413.498633 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.086983 sec): 3 clusters Score: Raw -5735.764902 + Penalty 692.768457 = -5042.996445 nChanged 33 SP:Iteration 1F (134.087435 sec): 3 clusters Score: Raw -5825.439845 + Penalty 751.997015 = -5073.442830 nChanged 13 SP:Iteration 2F (134.087888 sec): 3 clusters Score: Raw -5882.877477 + Penalty 791.358463 = -5091.519013 nChanged 7 SP:Iteration 3Q (134.088300 sec): 3 clusters Score: Raw -5914.158114 + Penalty 791.358463 = -5122.799651 nChanged 0 SP:Iteration 4F (134.088783 sec): 3 clusters Score: Raw -5914.158114 + Penalty 791.358463 = -5122.799651 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 12 (192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.089750 sec): 2 clusters Score: Raw -9163.290228 + Penalty 359.010294 = -8804.279934 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.090314 sec): 3 clusters Score: Raw -9129.536037 + Penalty 720.254470 = -8409.281568 nChanged 38 SP:Iteration 1F (134.090866 sec): 3 clusters Score: Raw -9167.251940 + Penalty 719.171171 = -8448.080769 nChanged 12 SP:Iteration 2F (134.091420 sec): 3 clusters Score: Raw -9194.021193 + Penalty 717.998928 = -8476.022265 nChanged 14 SP:Iteration 3F (134.091972 sec): 3 clusters Score: Raw -9208.979222 + Penalty 721.254226 = -8487.724996 nChanged 12 SP:Iteration 4F (134.092524 sec): 3 clusters Score: Raw -9226.740321 + Penalty 730.426276 = -8496.314045 nChanged 12 SP:Iteration 5F (134.093073 sec): 3 clusters Score: Raw -9250.720899 + Penalty 736.538520 = -8514.182379 nChanged 9 SP:Iteration 6Q (134.093650 sec): 3 clusters Score: Raw -9266.379926 + Penalty 741.453392 = -8524.926534 nChanged 6 SP:Iteration 7Q (134.094189 sec): 3 clusters Score: Raw -9274.859441 + Penalty 741.743037 = -8533.116405 nChanged 2 SP:Iteration 8Q (134.094724 sec): 3 clusters Score: Raw -9277.729785 + Penalty 744.824687 = -8532.905098 nChanged 1 SP:Iteration 9F (134.095273 sec): 3 clusters Score: Raw -9279.251026 + Penalty 747.518884 = -8531.732142 nChanged 1 SP:Iteration 10F (134.095825 sec): 3 clusters Score: Raw -9281.751026 + Penalty 745.737251 = -8536.013774 nChanged 1 SP:Iteration 11Q (134.096360 sec): 3 clusters Score: Raw -9283.844940 + Penalty 745.737251 = -8538.107689 nChanged 0 SP:Iteration 12F (134.096911 sec): 3 clusters Score: Raw -9283.844940 + Penalty 745.737251 = -8538.107689 nChanged 0 Memory request: 0.05 GB would take us to total of 0.41 GB. Trying to split cluster 13 (9531 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.137656 sec): 2 clusters Score: Raw -447454.048233 + Penalty 272.745103 = -447181.303129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.155027 sec): 3 clusters Score: Raw -441160.985640 + Penalty 567.233159 = -440593.752482 nChanged 4442 SP:Iteration 1F (134.172585 sec): 3 clusters Score: Raw -444632.213788 + Penalty 604.902313 = -444027.311476 nChanged 1336 SP:Iteration 2F (134.189983 sec): 3 clusters Score: Raw -445463.658373 + Penalty 636.873614 = -444826.784759 nChanged 582 SP:Iteration 3F (134.207492 sec): 3 clusters Score: Raw -445811.028115 + Penalty 667.786143 = -445143.241972 nChanged 483 SP:Iteration 4F (134.224731 sec): 3 clusters Score: Raw -446122.944299 + Penalty 701.167296 = -445421.777003 nChanged 433 SP:Iteration 5Q (134.242032 sec): 3 clusters Score: Raw -446404.548511 + Penalty 733.759942 = -445670.788569 nChanged 376 SP:Iteration 6Q (134.259214 sec): 3 clusters Score: Raw -446632.800572 + Penalty 765.499242 = -445867.301330 nChanged 301 SP:Iteration 7Q (134.276288 sec): 3 clusters Score: Raw -446805.070691 + Penalty 795.758778 = -446009.311913 nChanged 246 SP:Iteration 8Q (134.292700 sec): 3 clusters Score: Raw -446949.243383 + Penalty 819.689414 = -446129.553969 nChanged 178 SP:Iteration 9Q (134.308795 sec): 3 clusters Score: Raw -447049.829911 + Penalty 838.804894 = -446211.025017 nChanged 139 SP:Iteration 10F (134.325915 sec): 3 clusters Score: Raw -447130.038228 + Penalty 853.019667 = -446277.018561 nChanged 122 SP:Iteration 11Q (134.341091 sec): 3 clusters Score: Raw -447198.542445 + Penalty 863.982503 = -446334.559942 nChanged 101 SP:Iteration 12Q (134.355976 sec): 3 clusters Score: Raw -447255.451820 + Penalty 871.310582 = -446384.141238 nChanged 90 SP:Iteration 13Q (134.370828 sec): 3 clusters Score: Raw -447312.005442 + Penalty 871.019040 = -446440.986402 nChanged 71 SP:Iteration 14Q (134.385605 sec): 3 clusters Score: Raw -447356.557990 + Penalty 862.305297 = -446494.252692 nChanged 67 SP:Iteration 15Q (134.400104 sec): 3 clusters Score: Raw -447398.140051 + Penalty 846.949074 = -446551.190977 nChanged 61 SP:Iteration 16Q (134.414385 sec): 3 clusters Score: Raw -447436.496903 + Penalty 833.180884 = -446603.316019 nChanged 50 SP:Iteration 17Q (134.428601 sec): 3 clusters Score: Raw -447464.755884 + Penalty 818.288074 = -446646.467810 nChanged 31 SP:Iteration 18Q (134.442695 sec): 3 clusters Score: Raw -447479.630824 + Penalty 809.783838 = -446669.846985 nChanged 21 SP:Iteration 19Q (134.456637 sec): 3 clusters Score: Raw -447487.413084 + Penalty 807.124107 = -446680.288977 nChanged 13 SP:Iteration 20F (134.473851 sec): 3 clusters Score: Raw -447494.545069 + Penalty 800.574970 = -446693.970100 nChanged 13 SP:Iteration 21Q (134.487894 sec): 3 clusters Score: Raw -447507.933149 + Penalty 784.541911 = -446723.391237 nChanged 14 SP:Iteration 22Q (134.501794 sec): 3 clusters Score: Raw -447522.804563 + Penalty 776.173861 = -446746.630701 nChanged 7 SP:Iteration 23Q (134.515681 sec): 3 clusters Score: Raw -447526.631116 + Penalty 776.341782 = -446750.289334 nChanged 3 SP:Iteration 24Q (134.529471 sec): 3 clusters Score: Raw -447527.362538 + Penalty 774.182106 = -446753.180432 nChanged 2 SP:Iteration 25Q (134.543273 sec): 3 clusters Score: Raw -447528.725172 + Penalty 771.941349 = -446756.783824 nChanged 4 SP:Iteration 26Q (134.556964 sec): 3 clusters Score: Raw -447532.209874 + Penalty 771.445911 = -446760.763963 nChanged 1 SP:Iteration 27Q (134.570744 sec): 3 clusters Score: Raw -447532.606514 + Penalty 771.445911 = -446761.160603 nChanged 0 SP:Iteration 28F (134.588161 sec): 3 clusters Score: Raw -447532.606514 + Penalty 771.445911 = -446761.160603 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 14 (594 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.596388 sec): 2 clusters Score: Raw -28703.940540 + Penalty 95.633306 = -28608.307234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.597624 sec): 3 clusters Score: Raw -28322.773187 + Penalty 188.310481 = -28134.462706 nChanged 255 SP:Iteration 1F (134.598843 sec): 3 clusters Score: Raw -28543.212534 + Penalty 189.296922 = -28353.915612 nChanged 70 SP:Iteration 2F (134.600085 sec): 3 clusters Score: Raw -28601.217244 + Penalty 189.452419 = -28411.764825 nChanged 44 SP:Iteration 3F (134.601327 sec): 3 clusters Score: Raw -28640.439668 + Penalty 191.913810 = -28448.525858 nChanged 36 SP:Iteration 4F (134.602561 sec): 3 clusters Score: Raw -28664.234920 + Penalty 193.724161 = -28470.510759 nChanged 29 SP:Iteration 5Q (134.603759 sec): 3 clusters Score: Raw -28683.453885 + Penalty 194.916554 = -28488.537332 nChanged 23 SP:Iteration 6Q (134.604965 sec): 3 clusters Score: Raw -28697.060079 + Penalty 195.267747 = -28501.792331 nChanged 19 SP:Iteration 7Q (134.606177 sec): 3 clusters Score: Raw -28708.970703 + Penalty 197.174197 = -28511.796506 nChanged 19 SP:Iteration 8Q (134.607374 sec): 3 clusters Score: Raw -28720.219735 + Penalty 197.363070 = -28522.856665 nChanged 17 SP:Iteration 9Q (134.608571 sec): 3 clusters Score: Raw -28731.748887 + Penalty 199.151917 = -28532.596970 nChanged 22 SP:Iteration 10F (134.609779 sec): 3 clusters Score: Raw -28744.839409 + Penalty 201.900956 = -28542.938453 nChanged 15 SP:Iteration 11Q (134.610970 sec): 3 clusters Score: Raw -28756.703537 + Penalty 204.917539 = -28551.785998 nChanged 13 SP:Iteration 12Q (134.612196 sec): 3 clusters Score: Raw -28763.438116 + Penalty 207.701387 = -28555.736730 nChanged 10 SP:Iteration 13Q (134.613403 sec): 3 clusters Score: Raw -28767.150047 + Penalty 209.061201 = -28558.088846 nChanged 5 SP:Iteration 14Q (134.614601 sec): 3 clusters Score: Raw -28768.436394 + Penalty 209.850984 = -28558.585410 nChanged 7 SP:Iteration 15Q (134.615778 sec): 3 clusters Score: Raw -28770.510046 + Penalty 207.786599 = -28562.723448 nChanged 5 SP:Iteration 16Q (134.617062 sec): 3 clusters Score: Raw -28772.319267 + Penalty 202.376982 = -28569.942285 nChanged 7 SP:Iteration 17Q (134.618364 sec): 3 clusters Score: Raw -28777.338473 + Penalty 204.003207 = -28573.335266 nChanged 9 SP:Iteration 18Q (134.619582 sec): 3 clusters Score: Raw -28781.182944 + Penalty 205.523353 = -28575.659592 nChanged 3 SP:Iteration 19Q (134.620771 sec): 3 clusters Score: Raw -28781.590807 + Penalty 206.130114 = -28575.460693 nChanged 1 SP:Iteration 20F (134.621993 sec): 3 clusters Score: Raw -28781.738021 + Penalty 206.945458 = -28574.792563 nChanged 1 SP:Iteration 21F (134.623216 sec): 3 clusters Score: Raw -28781.776060 + Penalty 206.945458 = -28574.830601 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 15 (652 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.625917 sec): 2 clusters Score: Raw -31916.294077 + Penalty 145.140279 = -31771.153798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.627279 sec): 3 clusters Score: Raw -31566.934565 + Penalty 326.248802 = -31240.685763 nChanged 256 SP:Iteration 1F (134.628617 sec): 3 clusters Score: Raw -31820.025816 + Penalty 366.137858 = -31453.887958 nChanged 81 SP:Iteration 2F (134.629990 sec): 3 clusters Score: Raw -31913.107117 + Penalty 382.768769 = -31530.338347 nChanged 39 SP:Iteration 3F (134.631330 sec): 3 clusters Score: Raw -31947.257624 + Penalty 387.779994 = -31559.477630 nChanged 17 SP:Iteration 4Q (134.632615 sec): 3 clusters Score: Raw -31962.307201 + Penalty 394.927170 = -31567.380031 nChanged 17 SP:Iteration 5Q (134.633864 sec): 3 clusters Score: Raw -31974.861356 + Penalty 397.164305 = -31577.697051 nChanged 5 SP:Iteration 6Q (134.635081 sec): 3 clusters Score: Raw -31977.437025 + Penalty 397.164305 = -31580.272721 nChanged 0 SP:Iteration 7F (134.636430 sec): 3 clusters Score: Raw -31977.437025 + Penalty 397.164305 = -31580.272721 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 16 (328 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.637837 sec): 2 clusters Score: Raw -15435.884128 + Penalty 479.571187 = -14956.312942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.638623 sec): 3 clusters Score: Raw -15364.494593 + Penalty 975.397179 = -14389.097414 nChanged 82 SP:Iteration 1F (134.639393 sec): 3 clusters Score: Raw -15465.390730 + Penalty 989.290187 = -14476.100543 nChanged 25 SP:Iteration 2F (134.640165 sec): 3 clusters Score: Raw -15495.007948 + Penalty 996.165685 = -14498.842263 nChanged 14 SP:Iteration 3Q (134.640918 sec): 3 clusters Score: Raw -15513.306786 + Penalty 1009.340039 = -14503.966747 nChanged 15 SP:Iteration 4Q (134.641673 sec): 3 clusters Score: Raw -15554.032659 + Penalty 1031.825109 = -14522.207550 nChanged 18 SP:Iteration 5F (134.642443 sec): 3 clusters Score: Raw -15602.381680 + Penalty 1039.472989 = -14562.908691 nChanged 9 SP:Iteration 6Q (134.643185 sec): 3 clusters Score: Raw -15620.551684 + Penalty 1047.338740 = -14573.212944 nChanged 7 SP:Iteration 7Q (134.643921 sec): 3 clusters Score: Raw -15630.378829 + Penalty 1054.405910 = -14575.972919 nChanged 4 SP:Iteration 8Q (134.644651 sec): 3 clusters Score: Raw -15638.668645 + Penalty 1058.637401 = -14580.031244 nChanged 3 SP:Iteration 9Q (134.645368 sec): 3 clusters Score: Raw -15643.972734 + Penalty 1059.302992 = -14584.669742 nChanged 1 SP:Iteration 10F (134.646137 sec): 3 clusters Score: Raw -15645.102057 + Penalty 1060.189770 = -14584.912288 nChanged 2 SP:Iteration 11Q (134.646851 sec): 3 clusters Score: Raw -15646.900271 + Penalty 1060.189770 = -14586.710501 nChanged 0 SP:Iteration 12F (134.647619 sec): 3 clusters Score: Raw -15646.900271 + Penalty 1060.189770 = -14586.710501 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 17 (262 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.648725 sec): 2 clusters Score: Raw -13009.221238 + Penalty 46.091497 = -12963.129741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.649315 sec): 3 clusters Score: Raw -12861.107979 + Penalty 92.506436 = -12768.601543 nChanged 114 SP:Iteration 1F (134.649899 sec): 3 clusters Score: Raw -12909.901967 + Penalty 92.537070 = -12817.364897 nChanged 9 SP:Iteration 2Q (134.650477 sec): 3 clusters Score: Raw -12914.819264 + Penalty 92.549688 = -12822.269575 nChanged 12 SP:Iteration 3Q (134.651096 sec): 3 clusters Score: Raw -12922.771518 + Penalty 93.188152 = -12829.583365 nChanged 26 SP:Iteration 4F (134.651738 sec): 3 clusters Score: Raw -12940.352331 + Penalty 93.780518 = -12846.571812 nChanged 21 SP:Iteration 5F (134.652375 sec): 3 clusters Score: Raw -12954.217898 + Penalty 94.200450 = -12860.017448 nChanged 17 SP:Iteration 6F (134.653012 sec): 3 clusters Score: Raw -12973.815577 + Penalty 93.943087 = -12879.872490 nChanged 11 SP:Iteration 7Q (134.653604 sec): 3 clusters Score: Raw -12994.964999 + Penalty 93.923806 = -12901.041192 nChanged 3 SP:Iteration 8Q (134.654181 sec): 3 clusters Score: Raw -12995.340123 + Penalty 93.847546 = -12901.492577 nChanged 1 SP:Iteration 9Q (134.654756 sec): 3 clusters Score: Raw -12995.369907 + Penalty 93.939700 = -12901.430207 nChanged 1 SP:Iteration 10F (134.655376 sec): 3 clusters Score: Raw -12995.447394 + Penalty 93.942366 = -12901.505028 nChanged 1 SP:Iteration 11Q (134.655954 sec): 3 clusters Score: Raw -12995.772023 + Penalty 93.988828 = -12901.783195 nChanged 3 SP:Iteration 12Q (134.656530 sec): 3 clusters Score: Raw -12996.661599 + Penalty 93.582285 = -12903.079314 nChanged 3 SP:Iteration 13Q (134.657105 sec): 3 clusters Score: Raw -12997.297353 + Penalty 94.027914 = -12903.269439 nChanged 2 SP:Iteration 14Q (134.657677 sec): 3 clusters Score: Raw -12997.634641 + Penalty 93.928080 = -12903.706561 nChanged 1 SP:Iteration 15Q (134.658249 sec): 3 clusters Score: Raw -12997.726575 + Penalty 93.928080 = -12903.798495 nChanged 0 SP:Iteration 16F (134.658847 sec): 3 clusters Score: Raw -12997.726575 + Penalty 93.928080 = -12903.798495 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 18 (210 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.660246 sec): 2 clusters Score: Raw -10043.677979 + Penalty 212.987672 = -9830.690306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.660826 sec): 3 clusters Score: Raw -9951.230723 + Penalty 424.697344 = -9526.533379 nChanged 64 SP:Iteration 1F (134.661399 sec): 3 clusters Score: Raw -9999.629560 + Penalty 428.829581 = -9570.799979 nChanged 25 SP:Iteration 2F (134.661968 sec): 3 clusters Score: Raw -10029.138713 + Penalty 435.410842 = -9593.727871 nChanged 12 SP:Iteration 3F (134.662534 sec): 3 clusters Score: Raw -10037.237084 + Penalty 437.258473 = -9599.978612 nChanged 5 SP:Iteration 4Q (134.663089 sec): 3 clusters Score: Raw -10042.249494 + Penalty 436.856986 = -9605.392508 nChanged 2 SP:Iteration 5Q (134.663644 sec): 3 clusters Score: Raw -10045.717721 + Penalty 437.824731 = -9607.892990 nChanged 4 SP:Iteration 6Q (134.664196 sec): 3 clusters Score: Raw -10049.353763 + Penalty 437.824731 = -9611.529033 nChanged 0 SP:Iteration 7F (134.664761 sec): 3 clusters Score: Raw -10049.353763 + Penalty 437.824731 = -9611.529033 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 20 (567 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.667262 sec): 2 clusters Score: Raw -28106.103316 + Penalty 281.514618 = -27824.588699 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.668470 sec): 3 clusters Score: Raw -27835.508769 + Penalty 577.062504 = -27258.446265 nChanged 211 SP:Iteration 1F (134.669660 sec): 3 clusters Score: Raw -28073.621316 + Penalty 610.912206 = -27462.709110 nChanged 88 SP:Iteration 2F (134.670848 sec): 3 clusters Score: Raw -28238.011937 + Penalty 624.245772 = -27613.766165 nChanged 50 SP:Iteration 3F (134.672041 sec): 3 clusters Score: Raw -28321.942024 + Penalty 634.092005 = -27687.850019 nChanged 22 SP:Iteration 4Q (134.673199 sec): 3 clusters Score: Raw -28344.884389 + Penalty 636.464200 = -27708.420189 nChanged 9 SP:Iteration 5Q (134.674335 sec): 3 clusters Score: Raw -28353.096299 + Penalty 636.464200 = -27716.632099 nChanged 0 SP:Iteration 6F (134.675541 sec): 3 clusters Score: Raw -28353.096299 + Penalty 636.464200 = -27716.632099 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 21 (583 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.677995 sec): 2 clusters Score: Raw -27475.019539 + Penalty 202.410508 = -27272.609031 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.679232 sec): 3 clusters Score: Raw -27162.810724 + Penalty 407.247454 = -26755.563270 nChanged 226 SP:Iteration 1F (134.680525 sec): 3 clusters Score: Raw -27389.820093 + Penalty 416.817878 = -26973.002215 nChanged 75 SP:Iteration 2F (134.681801 sec): 3 clusters Score: Raw -27462.344635 + Penalty 429.062543 = -27033.282092 nChanged 38 SP:Iteration 3F (134.683068 sec): 3 clusters Score: Raw -27504.755728 + Penalty 441.571898 = -27063.183830 nChanged 24 SP:Iteration 4Q (134.684364 sec): 3 clusters Score: Raw -27528.436171 + Penalty 449.161643 = -27079.274528 nChanged 11 SP:Iteration 5Q (134.685585 sec): 3 clusters Score: Raw -27535.071116 + Penalty 452.907141 = -27082.163975 nChanged 7 SP:Iteration 6Q (134.686736 sec): 3 clusters Score: Raw -27544.158809 + Penalty 457.443779 = -27086.715030 nChanged 7 SP:Iteration 7Q (134.687851 sec): 3 clusters Score: Raw -27553.509030 + Penalty 457.160965 = -27096.348065 nChanged 6 SP:Iteration 8Q (134.688956 sec): 3 clusters Score: Raw -27567.316401 + Penalty 458.416865 = -27108.899536 nChanged 9 SP:Iteration 9Q (134.690135 sec): 3 clusters Score: Raw -27577.232376 + Penalty 456.289602 = -27120.942775 nChanged 3 SP:Iteration 10F (134.691399 sec): 3 clusters Score: Raw -27580.838094 + Penalty 457.868962 = -27122.969132 nChanged 1 SP:Iteration 11Q (134.692502 sec): 3 clusters Score: Raw -27582.995799 + Penalty 455.841324 = -27127.154475 nChanged 1 SP:Iteration 12Q (134.693605 sec): 3 clusters Score: Raw -27584.656823 + Penalty 452.789919 = -27131.866903 nChanged 2 SP:Iteration 13Q (134.694703 sec): 3 clusters Score: Raw -27587.052656 + Penalty 452.789919 = -27134.262736 nChanged 0 SP:Iteration 14F (134.695911 sec): 3 clusters Score: Raw -27587.052656 + Penalty 452.789919 = -27134.262736 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 22 (167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.697301 sec): 2 clusters Score: Raw -6491.318681 + Penalty 276.840289 = -6214.478392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.697807 sec): 3 clusters Score: Raw -6478.126467 + Penalty 558.541039 = -5919.585428 nChanged 40 SP:Iteration 1F (134.698302 sec): 3 clusters Score: Raw -6549.397890 + Penalty 560.275725 = -5989.122165 nChanged 8 SP:Iteration 2Q (134.698785 sec): 3 clusters Score: Raw -6562.413276 + Penalty 564.535815 = -5997.877460 nChanged 5 SP:Iteration 3Q (134.699261 sec): 3 clusters Score: Raw -6575.526056 + Penalty 565.994002 = -6009.532054 nChanged 2 SP:Iteration 4Q (134.699732 sec): 3 clusters Score: Raw -6584.292403 + Penalty 565.994002 = -6018.298401 nChanged 0 SP:Iteration 5F (134.700226 sec): 3 clusters Score: Raw -6584.292403 + Penalty 565.994002 = -6018.298401 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 23 (201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.701567 sec): 2 clusters Score: Raw -8827.324047 + Penalty 204.955527 = -8622.368520 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.702149 sec): 3 clusters Score: Raw -8755.004784 + Penalty 413.454390 = -8341.550393 nChanged 66 SP:Iteration 1F (134.702718 sec): 3 clusters Score: Raw -8832.408927 + Penalty 448.741471 = -8383.667456 nChanged 24 SP:Iteration 2F (134.703285 sec): 3 clusters Score: Raw -8881.663802 + Penalty 511.033218 = -8370.630584 nChanged 18 SP:Iteration 3F (134.703851 sec): 3 clusters Score: Raw -8927.992159 + Penalty 579.636778 = -8348.355381 nChanged 9 SP:Iteration 4F (134.704418 sec): 3 clusters Score: Raw -8975.211678 + Penalty 599.289920 = -8375.921758 nChanged 2 SP:Iteration 5Q (134.704908 sec): 3 clusters Score: Raw -8980.826078 + Penalty 599.289920 = -8381.536158 nChanged 0 SP:Iteration 6F (134.705452 sec): 3 clusters Score: Raw -8980.826078 + Penalty 599.289920 = -8381.536158 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 25 (544 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.707728 sec): 2 clusters Score: Raw -27250.359240 + Penalty 88.161995 = -27162.197245 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.708886 sec): 3 clusters Score: Raw -26923.221724 + Penalty 182.528911 = -26740.692813 nChanged 233 SP:Iteration 1F (134.710025 sec): 3 clusters Score: Raw -27157.841738 + Penalty 194.283077 = -26963.558661 nChanged 40 SP:Iteration 2F (134.711160 sec): 3 clusters Score: Raw -27185.826097 + Penalty 200.958525 = -26984.867571 nChanged 21 SP:Iteration 3Q (134.712288 sec): 3 clusters Score: Raw -27198.654085 + Penalty 206.363786 = -26992.290300 nChanged 13 SP:Iteration 4Q (134.713366 sec): 3 clusters Score: Raw -27203.224599 + Penalty 209.185423 = -26994.039176 nChanged 6 SP:Iteration 5Q (134.714425 sec): 3 clusters Score: Raw -27205.177313 + Penalty 214.224980 = -26990.952333 nChanged 9 SP:Iteration 6F (134.715547 sec): 3 clusters Score: Raw -27209.425229 + Penalty 221.776680 = -26987.648549 nChanged 10 SP:Iteration 7F (134.716670 sec): 3 clusters Score: Raw -27214.728487 + Penalty 222.948815 = -26991.779672 nChanged 9 SP:Iteration 8Q (134.717713 sec): 3 clusters Score: Raw -27221.004002 + Penalty 235.110842 = -26985.893160 nChanged 15 SP:Iteration 9F (134.718849 sec): 3 clusters Score: Raw -27231.132349 + Penalty 250.855140 = -26980.277209 nChanged 10 SP:Iteration 10F (134.719989 sec): 3 clusters Score: Raw -27239.455838 + Penalty 258.647544 = -26980.808294 nChanged 5 SP:Iteration 11Q (134.720974 sec): 3 clusters Score: Raw -27242.028654 + Penalty 263.589815 = -26978.438839 nChanged 3 SP:Iteration 12F (134.722112 sec): 3 clusters Score: Raw -27243.176571 + Penalty 266.507313 = -26976.669258 nChanged 2 SP:Iteration 13F (134.723248 sec): 3 clusters Score: Raw -27243.146507 + Penalty 266.507313 = -26976.639194 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 30 (292 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.724950 sec): 2 clusters Score: Raw -13973.296473 + Penalty 517.469599 = -13455.826874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.725672 sec): 3 clusters Score: Raw -13905.377620 + Penalty 1036.218011 = -12869.159609 nChanged 66 SP:Iteration 1F (134.726381 sec): 3 clusters Score: Raw -13991.345835 + Penalty 1036.187254 = -12955.158581 nChanged 20 SP:Iteration 2F (134.727090 sec): 3 clusters Score: Raw -14021.222678 + Penalty 1035.052752 = -12986.169925 nChanged 11 SP:Iteration 3Q (134.727778 sec): 3 clusters Score: Raw -14029.222471 + Penalty 1034.935003 = -12994.287467 nChanged 10 SP:Iteration 4Q (134.728465 sec): 3 clusters Score: Raw -14054.445303 + Penalty 1035.592871 = -13018.852432 nChanged 11 SP:Iteration 5Q (134.729151 sec): 3 clusters Score: Raw -14067.225482 + Penalty 1037.713422 = -13029.512060 nChanged 10 SP:Iteration 6Q (134.729836 sec): 3 clusters Score: Raw -14077.074098 + Penalty 1041.795602 = -13035.278497 nChanged 10 SP:Iteration 7Q (134.730520 sec): 3 clusters Score: Raw -14087.485267 + Penalty 1047.377655 = -13040.107612 nChanged 8 SP:Iteration 8Q (134.731204 sec): 3 clusters Score: Raw -14095.235678 + Penalty 1052.842357 = -13042.393321 nChanged 7 SP:Iteration 9Q (134.731889 sec): 3 clusters Score: Raw -14103.791434 + Penalty 1059.039357 = -13044.752077 nChanged 7 SP:Iteration 10F (134.732597 sec): 3 clusters Score: Raw -14113.028174 + Penalty 1064.132384 = -13048.895789 nChanged 6 SP:Iteration 11Q (134.733277 sec): 3 clusters Score: Raw -14125.339188 + Penalty 1065.880554 = -13059.458633 nChanged 4 SP:Iteration 12Q (134.733954 sec): 3 clusters Score: Raw -14132.127098 + Penalty 1065.880554 = -13066.246543 nChanged 0 SP:Iteration 13F (134.734661 sec): 3 clusters Score: Raw -14132.127098 + Penalty 1065.880554 = -13066.246543 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 31 (174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.735955 sec): 2 clusters Score: Raw -9498.968744 + Penalty 375.124281 = -9123.844463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.736470 sec): 3 clusters Score: Raw -9474.940408 + Penalty 750.788432 = -8724.151977 nChanged 28 SP:Iteration 1F (134.736978 sec): 3 clusters Score: Raw -9506.096700 + Penalty 750.953428 = -8755.143271 nChanged 6 SP:Iteration 2Q (134.737477 sec): 3 clusters Score: Raw -9522.361420 + Penalty 752.378966 = -8769.982453 nChanged 8 SP:Iteration 3Q (134.737973 sec): 3 clusters Score: Raw -9532.432174 + Penalty 753.935143 = -8778.497031 nChanged 6 SP:Iteration 4Q (134.738495 sec): 3 clusters Score: Raw -9539.311594 + Penalty 754.747384 = -8784.564209 nChanged 2 SP:Iteration 5Q (134.738988 sec): 3 clusters Score: Raw -9541.238745 + Penalty 754.747384 = -8786.491360 nChanged 0 SP:Iteration 6F (134.739494 sec): 3 clusters Score: Raw -9541.238745 + Penalty 754.747384 = -8786.491360 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 33 (314 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.741112 sec): 2 clusters Score: Raw -14441.859936 + Penalty 734.236234 = -13707.623702 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.741876 sec): 3 clusters Score: Raw -14413.649745 + Penalty 1468.620692 = -12945.029053 nChanged 58 SP:Iteration 1F (134.742625 sec): 3 clusters Score: Raw -14499.854170 + Penalty 1468.880108 = -13030.974062 nChanged 16 SP:Iteration 2F (134.743371 sec): 3 clusters Score: Raw -14540.976066 + Penalty 1469.508081 = -13071.467984 nChanged 17 SP:Iteration 3F (134.744116 sec): 3 clusters Score: Raw -14566.475579 + Penalty 1470.261410 = -13096.214169 nChanged 7 SP:Iteration 4Q (134.744828 sec): 3 clusters Score: Raw -14580.077118 + Penalty 1470.805676 = -13109.271443 nChanged 3 SP:Iteration 5Q (134.745537 sec): 3 clusters Score: Raw -14583.343165 + Penalty 1470.722184 = -13112.620982 nChanged 3 SP:Iteration 6Q (134.746244 sec): 3 clusters Score: Raw -14589.289777 + Penalty 1470.956928 = -13118.332849 nChanged 2 SP:Iteration 7Q (134.746948 sec): 3 clusters Score: Raw -14593.631033 + Penalty 1470.741819 = -13122.889214 nChanged 3 SP:Iteration 8Q (134.747651 sec): 3 clusters Score: Raw -14598.301245 + Penalty 1470.741819 = -13127.559427 nChanged 0 SP:Iteration 9F (134.748394 sec): 3 clusters Score: Raw -14598.301245 + Penalty 1470.741819 = -13127.559427 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 34 (576 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.750808 sec): 2 clusters Score: Raw -27217.287501 + Penalty 682.625373 = -26534.662128 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.752031 sec): 3 clusters Score: Raw -26990.594422 + Penalty 1367.125381 = -25623.469041 nChanged 165 SP:Iteration 1F (134.753232 sec): 3 clusters Score: Raw -27127.486196 + Penalty 1374.193937 = -25753.292259 nChanged 50 SP:Iteration 2F (134.754432 sec): 3 clusters Score: Raw -27182.087000 + Penalty 1376.275149 = -25805.811851 nChanged 23 SP:Iteration 3Q (134.755616 sec): 3 clusters Score: Raw -27210.011680 + Penalty 1374.985482 = -25835.026197 nChanged 20 SP:Iteration 4Q (134.756790 sec): 3 clusters Score: Raw -27227.326450 + Penalty 1375.728736 = -25851.597714 nChanged 12 SP:Iteration 5Q (134.757963 sec): 3 clusters Score: Raw -27238.480893 + Penalty 1377.666914 = -25860.813980 nChanged 10 SP:Iteration 6Q (134.759130 sec): 3 clusters Score: Raw -27249.715670 + Penalty 1378.971582 = -25870.744087 nChanged 4 SP:Iteration 7Q (134.760292 sec): 3 clusters Score: Raw -27252.806622 + Penalty 1379.537962 = -25873.268660 nChanged 4 SP:Iteration 8Q (134.761457 sec): 3 clusters Score: Raw -27259.135352 + Penalty 1379.834775 = -25879.300577 nChanged 2 SP:Iteration 9Q (134.762617 sec): 3 clusters Score: Raw -27261.053991 + Penalty 1380.026371 = -25881.027620 nChanged 1 SP:Iteration 10F (134.763812 sec): 3 clusters Score: Raw -27261.778091 + Penalty 1380.625379 = -25881.152712 nChanged 2 SP:Iteration 11Q (134.764973 sec): 3 clusters Score: Raw -27263.360590 + Penalty 1380.967421 = -25882.393168 nChanged 1 SP:Iteration 12Q (134.766140 sec): 3 clusters Score: Raw -27265.061408 + Penalty 1380.888217 = -25884.173191 nChanged 3 SP:Iteration 13Q (134.767294 sec): 3 clusters Score: Raw -27267.599231 + Penalty 1380.888217 = -25886.711014 nChanged 0 SP:Iteration 14F (134.768495 sec): 3 clusters Score: Raw -27267.599231 + Penalty 1380.888217 = -25886.711014 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 39 (574 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.770941 sec): 2 clusters Score: Raw -26435.210449 + Penalty 367.110152 = -26068.100297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.772164 sec): 3 clusters Score: Raw -26176.360638 + Penalty 748.001607 = -25428.359031 nChanged 196 SP:Iteration 1F (134.773362 sec): 3 clusters Score: Raw -26377.962368 + Penalty 756.788769 = -25621.173599 nChanged 53 SP:Iteration 2F (134.774559 sec): 3 clusters Score: Raw -26416.481745 + Penalty 759.974385 = -25656.507360 nChanged 25 SP:Iteration 3Q (134.775732 sec): 3 clusters Score: Raw -26439.389804 + Penalty 760.818198 = -25678.571607 nChanged 15 SP:Iteration 4Q (134.776903 sec): 3 clusters Score: Raw -26449.661234 + Penalty 759.189811 = -25690.471424 nChanged 4 SP:Iteration 5Q (134.778194 sec): 3 clusters Score: Raw -26451.977841 + Penalty 760.764280 = -25691.213560 nChanged 3 SP:Iteration 6Q (134.779470 sec): 3 clusters Score: Raw -26454.532465 + Penalty 761.198208 = -25693.334258 nChanged 3 SP:Iteration 7Q (134.780655 sec): 3 clusters Score: Raw -26456.257811 + Penalty 761.109766 = -25695.148045 nChanged 4 SP:Iteration 8Q (134.781850 sec): 3 clusters Score: Raw -26458.706482 + Penalty 760.956434 = -25697.750048 nChanged 6 SP:Iteration 9Q (134.783101 sec): 3 clusters Score: Raw -26464.857273 + Penalty 761.734174 = -25703.123099 nChanged 10 SP:Iteration 10F (134.784303 sec): 3 clusters Score: Raw -26477.119759 + Penalty 760.006289 = -25717.113471 nChanged 8 SP:Iteration 11Q (134.785497 sec): 3 clusters Score: Raw -26487.844293 + Penalty 760.654639 = -25727.189654 nChanged 2 SP:Iteration 12Q (134.786678 sec): 3 clusters Score: Raw -26489.629396 + Penalty 761.991992 = -25727.637404 nChanged 3 SP:Iteration 13Q (134.787856 sec): 3 clusters Score: Raw -26493.116734 + Penalty 762.887270 = -25730.229465 nChanged 2 SP:Iteration 14Q (134.789030 sec): 3 clusters Score: Raw -26495.245802 + Penalty 764.679917 = -25730.565885 nChanged 2 SP:Iteration 15Q (134.790200 sec): 3 clusters Score: Raw -26496.564946 + Penalty 766.653325 = -25729.911621 nChanged 1 SP:Iteration 16F (134.791398 sec): 3 clusters Score: Raw -26496.763872 + Penalty 766.653325 = -25730.110547 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 41 (449 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.793576 sec): 2 clusters Score: Raw -22020.901575 + Penalty 508.636222 = -21512.265353 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.794573 sec): 3 clusters Score: Raw -21843.629046 + Penalty 1031.950054 = -20811.678992 nChanged 121 SP:Iteration 1F (134.795551 sec): 3 clusters Score: Raw -21959.699552 + Penalty 1043.132564 = -20916.566988 nChanged 40 SP:Iteration 2F (134.796527 sec): 3 clusters Score: Raw -22008.702446 + Penalty 1047.179817 = -20961.522629 nChanged 19 SP:Iteration 3Q (134.797498 sec): 3 clusters Score: Raw -22028.335297 + Penalty 1053.444781 = -20974.890516 nChanged 12 SP:Iteration 4Q (134.798464 sec): 3 clusters Score: Raw -22040.475948 + Penalty 1058.585916 = -20981.890032 nChanged 8 SP:Iteration 5Q (134.799424 sec): 3 clusters Score: Raw -22048.381509 + Penalty 1063.789924 = -20984.591585 nChanged 6 SP:Iteration 6Q (134.800381 sec): 3 clusters Score: Raw -22053.623020 + Penalty 1068.584394 = -20985.038627 nChanged 5 SP:Iteration 7Q (134.801337 sec): 3 clusters Score: Raw -22058.254962 + Penalty 1072.510402 = -20985.744561 nChanged 4 SP:Iteration 8Q (134.802293 sec): 3 clusters Score: Raw -22064.562094 + Penalty 1077.329921 = -20987.232173 nChanged 4 SP:Iteration 9Q (134.803242 sec): 3 clusters Score: Raw -22069.950299 + Penalty 1080.732769 = -20989.217531 nChanged 5 SP:Iteration 10F (134.804214 sec): 3 clusters Score: Raw -22077.328941 + Penalty 1083.858651 = -20993.470290 nChanged 5 SP:Iteration 11Q (134.805161 sec): 3 clusters Score: Raw -22084.037831 + Penalty 1092.806411 = -20991.231420 nChanged 6 SP:Iteration 12F (134.806165 sec): 3 clusters Score: Raw -22090.870440 + Penalty 1094.623775 = -20996.246664 nChanged 4 SP:Iteration 13Q (134.807101 sec): 3 clusters Score: Raw -22098.666949 + Penalty 1094.435350 = -21004.231599 nChanged 1 SP:Iteration 14Q (134.808034 sec): 3 clusters Score: Raw -22099.111451 + Penalty 1095.668028 = -21003.443423 nChanged 2 SP:Iteration 15F (134.809007 sec): 3 clusters Score: Raw -22100.210809 + Penalty 1098.550828 = -21001.659981 nChanged 2 SP:Iteration 16F (134.809977 sec): 3 clusters Score: Raw -22102.097829 + Penalty 1098.550828 = -21003.547001 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 43 (238 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.811930 sec): 2 clusters Score: Raw -8226.066815 + Penalty 734.416933 = -7491.649882 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.812558 sec): 3 clusters Score: Raw -8293.731392 + Penalty 1467.749380 = -6825.982013 nChanged 35 SP:Iteration 1F (134.813175 sec): 3 clusters Score: Raw -8367.370132 + Penalty 1465.351788 = -6902.018344 nChanged 14 SP:Iteration 2F (134.813794 sec): 3 clusters Score: Raw -8410.416508 + Penalty 1463.381231 = -6947.035277 nChanged 10 SP:Iteration 3Q (134.814372 sec): 3 clusters Score: Raw -8445.255966 + Penalty 1460.781184 = -6984.474782 nChanged 5 SP:Iteration 4Q (134.814941 sec): 3 clusters Score: Raw -8462.892500 + Penalty 1459.019949 = -7003.872551 nChanged 5 SP:Iteration 5Q (134.815505 sec): 3 clusters Score: Raw -8502.572795 + Penalty 1460.758639 = -7041.814155 nChanged 7 SP:Iteration 6Q (134.816065 sec): 3 clusters Score: Raw -8548.400534 + Penalty 1460.968696 = -7087.431837 nChanged 2 SP:Iteration 7Q (134.816618 sec): 3 clusters Score: Raw -8553.616126 + Penalty 1460.968696 = -7092.647430 nChanged 0 SP:Iteration 8F (134.817233 sec): 3 clusters Score: Raw -8553.616126 + Penalty 1460.968696 = -7092.647430 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 49 (308 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.818898 sec): 2 clusters Score: Raw -12798.127008 + Penalty 211.598240 = -12586.528768 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.819646 sec): 3 clusters Score: Raw -12687.832884 + Penalty 422.255598 = -12265.577286 nChanged 106 SP:Iteration 1F (134.820382 sec): 3 clusters Score: Raw -12784.020031 + Penalty 483.031239 = -12300.988793 nChanged 69 SP:Iteration 2F (134.821115 sec): 3 clusters Score: Raw -12936.169515 + Penalty 553.718261 = -12382.451253 nChanged 21 SP:Iteration 3F (134.821849 sec): 3 clusters Score: Raw -12980.323256 + Penalty 588.417252 = -12391.906004 nChanged 8 SP:Iteration 4Q (134.822550 sec): 3 clusters Score: Raw -13010.099258 + Penalty 607.885063 = -12402.214195 nChanged 3 SP:Iteration 5Q (134.823205 sec): 3 clusters Score: Raw -13013.626793 + Penalty 618.343137 = -12395.283656 nChanged 1 SP:Iteration 6F (134.823936 sec): 3 clusters Score: Raw -13014.064197 + Penalty 618.343137 = -12395.721060 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 51 (224 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.825374 sec): 2 clusters Score: Raw -10992.238567 + Penalty 295.107970 = -10697.130597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.825979 sec): 3 clusters Score: Raw -10900.449851 + Penalty 623.989536 = -10276.460315 nChanged 61 SP:Iteration 1F (134.826575 sec): 3 clusters Score: Raw -10973.016097 + Penalty 659.824216 = -10313.191882 nChanged 20 SP:Iteration 2F (134.827170 sec): 3 clusters Score: Raw -11003.309652 + Penalty 684.214812 = -10319.094840 nChanged 6 SP:Iteration 3Q (134.827753 sec): 3 clusters Score: Raw -11015.993516 + Penalty 695.573823 = -10320.419694 nChanged 5 SP:Iteration 4Q (134.828329 sec): 3 clusters Score: Raw -11025.961384 + Penalty 705.463719 = -10320.497665 nChanged 3 SP:Iteration 5Q (134.828897 sec): 3 clusters Score: Raw -11030.931765 + Penalty 713.531401 = -10317.400364 nChanged 1 SP:Iteration 6F (134.829522 sec): 3 clusters Score: Raw -11033.538379 + Penalty 713.531401 = -10320.006978 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 60 (296 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.831140 sec): 2 clusters Score: Raw -15280.131485 + Penalty 457.116391 = -14823.015094 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.831875 sec): 3 clusters Score: Raw -15160.092970 + Penalty 922.534462 = -14237.558508 nChanged 80 SP:Iteration 1F (134.832592 sec): 3 clusters Score: Raw -15242.799112 + Penalty 932.184017 = -14310.615095 nChanged 32 SP:Iteration 2F (134.833306 sec): 3 clusters Score: Raw -15278.251428 + Penalty 940.996462 = -14337.254965 nChanged 16 SP:Iteration 3F (134.834019 sec): 3 clusters Score: Raw -15309.281840 + Penalty 947.949634 = -14361.332205 nChanged 8 SP:Iteration 4Q (134.834717 sec): 3 clusters Score: Raw -15321.360371 + Penalty 953.934233 = -14367.426138 nChanged 5 SP:Iteration 5Q (134.835412 sec): 3 clusters Score: Raw -15330.105828 + Penalty 954.335386 = -14375.770442 nChanged 3 SP:Iteration 6Q (134.836103 sec): 3 clusters Score: Raw -15334.568140 + Penalty 953.732845 = -14380.835296 nChanged 1 SP:Iteration 7Q (134.836792 sec): 3 clusters Score: Raw -15336.157819 + Penalty 956.154600 = -14380.003219 nChanged 2 SP:Iteration 8F (134.837505 sec): 3 clusters Score: Raw -15340.423427 + Penalty 958.279042 = -14382.144385 nChanged 2 SP:Iteration 9Q (134.838190 sec): 3 clusters Score: Raw -15346.137186 + Penalty 960.117273 = -14386.019913 nChanged 2 SP:Iteration 10F (134.838903 sec): 3 clusters Score: Raw -15347.274423 + Penalty 960.117273 = -14387.157151 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 110 (343 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.840656 sec): 2 clusters Score: Raw -14247.603475 + Penalty 464.570140 = -13783.033336 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.841472 sec): 3 clusters Score: Raw -14158.133678 + Penalty 929.469151 = -13228.664527 nChanged 81 SP:Iteration 1F (134.842272 sec): 3 clusters Score: Raw -14243.823459 + Penalty 929.349598 = -13314.473861 nChanged 18 SP:Iteration 2F (134.843068 sec): 3 clusters Score: Raw -14269.513199 + Penalty 929.682510 = -13339.830689 nChanged 12 SP:Iteration 3Q (134.843850 sec): 3 clusters Score: Raw -14277.750276 + Penalty 929.546220 = -13348.204056 nChanged 7 SP:Iteration 4Q (134.844632 sec): 3 clusters Score: Raw -14287.419379 + Penalty 929.264862 = -13358.154517 nChanged 6 SP:Iteration 5Q (134.845409 sec): 3 clusters Score: Raw -14294.777943 + Penalty 929.511833 = -13365.266110 nChanged 6 SP:Iteration 6Q (134.846186 sec): 3 clusters Score: Raw -14307.499604 + Penalty 929.369191 = -13378.130413 nChanged 7 SP:Iteration 7Q (134.846962 sec): 3 clusters Score: Raw -14315.787950 + Penalty 929.465617 = -13386.322333 nChanged 3 SP:Iteration 8Q (134.847734 sec): 3 clusters Score: Raw -14320.298969 + Penalty 929.652984 = -13390.645985 nChanged 6 SP:Iteration 9Q (134.848505 sec): 3 clusters Score: Raw -14329.159777 + Penalty 929.735393 = -13399.424384 nChanged 3 SP:Iteration 10F (134.849302 sec): 3 clusters Score: Raw -14331.955797 + Penalty 929.600388 = -13402.355409 nChanged 1 SP:Iteration 11Q (134.850073 sec): 3 clusters Score: Raw -14332.857483 + Penalty 929.770176 = -13403.087308 nChanged 1 SP:Iteration 12Q (134.850839 sec): 3 clusters Score: Raw -14333.387617 + Penalty 929.770176 = -13403.617442 nChanged 0 SP:Iteration 13F (134.851639 sec): 3 clusters Score: Raw -14333.387617 + Penalty 929.770176 = -13403.617442 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 112 (264 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.853159 sec): 2 clusters Score: Raw -13748.924943 + Penalty 523.286002 = -13225.638941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.853857 sec): 3 clusters Score: Raw -13668.489065 + Penalty 1052.323625 = -12616.165440 nChanged 54 SP:Iteration 1F (134.854517 sec): 3 clusters Score: Raw -13715.576186 + Penalty 1061.846297 = -12653.729889 nChanged 15 SP:Iteration 2F (134.855176 sec): 3 clusters Score: Raw -13735.564202 + Penalty 1072.486658 = -12663.077544 nChanged 9 SP:Iteration 3Q (134.855828 sec): 3 clusters Score: Raw -13751.508455 + Penalty 1088.153427 = -12663.355028 nChanged 13 SP:Iteration 4Q (134.856476 sec): 3 clusters Score: Raw -13779.996197 + Penalty 1108.117556 = -12671.878641 nChanged 12 SP:Iteration 5Q (134.857114 sec): 3 clusters Score: Raw -13834.521653 + Penalty 1119.588006 = -12714.933647 nChanged 7 SP:Iteration 6Q (134.857739 sec): 3 clusters Score: Raw -13859.159834 + Penalty 1134.464988 = -12724.694846 nChanged 8 SP:Iteration 7Q (134.858349 sec): 3 clusters Score: Raw -13893.391842 + Penalty 1143.169839 = -12750.222003 nChanged 7 SP:Iteration 8Q (134.858947 sec): 3 clusters Score: Raw -13913.148889 + Penalty 1142.930619 = -12770.218270 nChanged 2 SP:Iteration 9Q (134.859538 sec): 3 clusters Score: Raw -13918.444319 + Penalty 1142.470073 = -12775.974246 nChanged 1 SP:Iteration 10F (134.860194 sec): 3 clusters Score: Raw -13920.698302 + Penalty 1142.470073 = -12778.228229 nChanged 0 Memory request: 0.03 GB would take us to total of 0.39 GB. Trying to split cluster 157 (5548 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.878578 sec): 2 clusters Score: Raw -263381.313022 + Penalty 81.607035 = -263299.705987 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.889750 sec): 3 clusters Score: Raw -259706.106133 + Penalty 166.588220 = -259539.517913 nChanged 2677 SP:Iteration 1F (134.900756 sec): 3 clusters Score: Raw -261822.698727 + Penalty 170.712422 = -261651.986305 nChanged 564 SP:Iteration 2F (134.912232 sec): 3 clusters Score: Raw -262308.501529 + Penalty 174.123317 = -262134.378212 nChanged 426 SP:Iteration 3F (134.922917 sec): 3 clusters Score: Raw -262842.846386 + Penalty 176.519826 = -262666.326560 nChanged 250 SP:Iteration 4Q (134.932390 sec): 3 clusters Score: Raw -263024.189014 + Penalty 177.318372 = -262846.870642 nChanged 144 SP:Iteration 5Q (134.941292 sec): 3 clusters Score: Raw -263104.128623 + Penalty 180.284504 = -262923.844119 nChanged 116 SP:Iteration 6Q (134.949993 sec): 3 clusters Score: Raw -263169.849495 + Penalty 184.681778 = -262985.167717 nChanged 98 SP:Iteration 7Q (134.958517 sec): 3 clusters Score: Raw -263224.339680 + Penalty 188.579957 = -263035.759723 nChanged 80 SP:Iteration 8Q (134.967004 sec): 3 clusters Score: Raw -263268.642934 + Penalty 188.082501 = -263080.560433 nChanged 67 SP:Iteration 9Q (134.975308 sec): 3 clusters Score: Raw -263307.265200 + Penalty 188.304023 = -263118.961177 nChanged 53 SP:Iteration 10F (134.985215 sec): 3 clusters Score: Raw -263335.593043 + Penalty 185.523551 = -263150.069492 nChanged 38 SP:Iteration 11Q (134.993549 sec): 3 clusters Score: Raw -263358.506751 + Penalty 187.229127 = -263171.277625 nChanged 38 SP:Iteration 12Q (135.001596 sec): 3 clusters Score: Raw -263380.062938 + Penalty 189.581200 = -263190.481738 nChanged 31 SP:Iteration 13Q (135.009597 sec): 3 clusters Score: Raw -263401.576267 + Penalty 187.434310 = -263214.141957 nChanged 17 SP:Iteration 14Q (135.017390 sec): 3 clusters Score: Raw -263411.615601 + Penalty 189.855015 = -263221.760586 nChanged 10 SP:Iteration 15Q (135.025551 sec): 3 clusters Score: Raw -263416.029537 + Penalty 189.463706 = -263226.565831 nChanged 5 SP:Iteration 16Q (135.033384 sec): 3 clusters Score: Raw -263417.020002 + Penalty 190.480556 = -263226.539447 nChanged 5 SP:Iteration 17F (135.043137 sec): 3 clusters Score: Raw -263417.627759 + Penalty 190.480556 = -263227.147203 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 159 (776 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (135.051919 sec): 2 clusters Score: Raw -37426.017461 + Penalty 70.022272 = -37355.995189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (135.053504 sec): 3 clusters Score: Raw -36947.891154 + Penalty 138.241054 = -36809.650100 nChanged 340 SP:Iteration 1F (135.055027 sec): 3 clusters Score: Raw -37289.368572 + Penalty 138.393509 = -37150.975063 nChanged 86 SP:Iteration 2F (135.056587 sec): 3 clusters Score: Raw -37371.527741 + Penalty 133.202668 = -37238.325072 nChanged 36 SP:Iteration 3Q (135.058071 sec): 3 clusters Score: Raw -37401.197483 + Penalty 132.281139 = -37268.916344 nChanged 22 SP:Iteration 4Q (135.059491 sec): 3 clusters Score: Raw -37412.459616 + Penalty 132.880252 = -37279.579364 nChanged 16 SP:Iteration 5Q (135.060879 sec): 3 clusters Score: Raw -37421.990313 + Penalty 137.278157 = -37284.712155 nChanged 20 SP:Iteration 6Q (135.062293 sec): 3 clusters Score: Raw -37435.546680 + Penalty 134.345618 = -37301.201062 nChanged 17 SP:Iteration 7Q (135.063664 sec): 3 clusters Score: Raw -37448.544126 + Penalty 131.623308 = -37316.920817 nChanged 11 SP:Iteration 8Q (135.064999 sec): 3 clusters Score: Raw -37456.126911 + Penalty 134.864649 = -37321.262262 nChanged 7 SP:Iteration 9Q (135.066329 sec): 3 clusters Score: Raw -37458.784093 + Penalty 136.151782 = -37322.632310 nChanged 2 SP:Iteration 10F (135.067866 sec): 3 clusters Score: Raw -37459.039280 + Penalty 136.151782 = -37322.887498 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 167 (273 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (135.069672 sec): 2 clusters Score: Raw -12613.385036 + Penalty 268.676654 = -12344.708382 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (135.070361 sec): 3 clusters Score: Raw -12508.935043 + Penalty 553.964428 = -11954.970615 nChanged 77 SP:Iteration 1F (135.071037 sec): 3 clusters Score: Raw -12586.002321 + Penalty 577.330920 = -12008.671401 nChanged 35 SP:Iteration 2F (135.071720 sec): 3 clusters Score: Raw -12634.764778 + Penalty 591.024576 = -12043.740202 nChanged 13 SP:Iteration 3Q (135.072390 sec): 3 clusters Score: Raw -12652.160943 + Penalty 602.029031 = -12050.131912 nChanged 5 SP:Iteration 4Q (135.073044 sec): 3 clusters Score: Raw -12658.324998 + Penalty 605.030964 = -12053.294034 nChanged 1 SP:Iteration 5Q (135.073692 sec): 3 clusters Score: Raw -12659.066022 + Penalty 606.374112 = -12052.691910 nChanged 2 SP:Iteration 6F (135.074369 sec): 3 clusters Score: Raw -12659.800216 + Penalty 610.494263 = -12049.305952 nChanged 2 SP:Iteration 7F (135.075044 sec): 3 clusters Score: Raw -12661.366162 + Penalty 613.575485 = -12047.790676 nChanged 2 SP:Iteration 8F (135.075720 sec): 3 clusters Score: Raw -12663.473362 + Penalty 616.745651 = -12046.727711 nChanged 2 SP:Iteration 9F (135.076396 sec): 3 clusters Score: Raw -12664.682449 + Penalty 621.288607 = -12043.393842 nChanged 4 SP:Iteration 10F (135.077071 sec): 3 clusters Score: Raw -12668.530185 + Penalty 628.348202 = -12040.181983 nChanged 4 SP:Iteration 11F (135.077747 sec): 3 clusters Score: Raw -12678.535495 + Penalty 629.290644 = -12049.244851 nChanged 1 SP:Iteration 12Q (135.078382 sec): 3 clusters Score: Raw -12679.137739 + Penalty 627.650255 = -12051.487484 nChanged 1 SP:Iteration 13Q (135.079017 sec): 3 clusters Score: Raw -12679.362455 + Penalty 623.440304 = -12055.922151 nChanged 1 SP:Iteration 14Q (135.079650 sec): 3 clusters Score: Raw -12680.942301 + Penalty 625.005169 = -12055.937132 nChanged 1 SP:Iteration 15Q (135.080282 sec): 3 clusters Score: Raw -12681.362903 + Penalty 625.005169 = -12056.357734 nChanged 0 SP:Iteration 16F (135.080958 sec): 3 clusters Score: Raw -12681.362903 + Penalty 625.005169 = -12056.357734 nChanged 0 Iteration 219Q (135.247306 sec): 39 clusters Score: Raw -1766897.117303 + Penalty 23303.478302 = -1743593.639000 nChanged 28 Iteration 220F (135.990479 sec): 39 clusters Score: Raw -1766904.530129 + Penalty 23304.162547 = -1743600.367582 nChanged 25 Iteration 221Q (136.135946 sec): 39 clusters Score: Raw -1766909.652390 + Penalty 23303.613939 = -1743606.038451 nChanged 17 Iteration 222Q (136.280363 sec): 39 clusters Score: Raw -1766912.730795 + Penalty 23302.595216 = -1743610.135579 nChanged 17 Iteration 223Q (136.424825 sec): 39 clusters Score: Raw -1766915.711581 + Penalty 23302.766706 = -1743612.944875 nChanged 15 Iteration 224Q (136.569329 sec): 39 clusters Score: Raw -1766918.427451 + Penalty 23301.636980 = -1743616.790470 nChanged 7 Iteration 225Q (136.713147 sec): 39 clusters Score: Raw -1766919.822095 + Penalty 23301.552436 = -1743618.269659 nChanged 8 Iteration 226Q (136.857450 sec): 39 clusters Score: Raw -1766921.197574 + Penalty 23301.394315 = -1743619.803260 nChanged 4 Iteration 227Q (137.001606 sec): 39 clusters Score: Raw -1766921.473223 + Penalty 23303.896086 = -1743617.577137 nChanged 5 Iteration 228F (137.741999 sec): 39 clusters Score: Raw -1766922.220050 + Penalty 23302.233092 = -1743619.986958 nChanged 2 Iteration 229Q (137.886452 sec): 39 clusters Score: Raw -1766923.278776 + Penalty 23301.756022 = -1743621.522754 nChanged 2 Iteration 230F (138.627255 sec): 39 clusters Score: Raw -1766923.785133 + Penalty 23301.756022 = -1743622.029111 nChanged 0 Writing temp clu file Memory request: 0.18 GB would take us to total of 0.37 GB. Compute initial score before splitting: Score: Raw -1766923.785133 + Penalty 23301.756022 = -1743622.029111Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 1 (373 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (138.755079 sec): 2 clusters Score: Raw -18407.910981 + Penalty 577.501312 = -17830.409669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (138.755966 sec): 3 clusters Score: Raw -18279.757859 + Penalty 1155.238714 = -17124.519145 nChanged 99 SP:Iteration 1F (138.756813 sec): 3 clusters Score: Raw -18364.471566 + Penalty 1155.113820 = -17209.357745 nChanged 36 SP:Iteration 2F (138.757658 sec): 3 clusters Score: Raw -18416.811208 + Penalty 1158.158474 = -17258.652734 nChanged 31 SP:Iteration 3F (138.758502 sec): 3 clusters Score: Raw -18460.352430 + Penalty 1171.199473 = -17289.152957 nChanged 24 SP:Iteration 4F (138.759344 sec): 3 clusters Score: Raw -18503.048390 + Penalty 1192.613394 = -17310.434996 nChanged 23 SP:Iteration 5F (138.760191 sec): 3 clusters Score: Raw -18542.622291 + Penalty 1219.656723 = -17322.965568 nChanged 19 SP:Iteration 6F (138.761032 sec): 3 clusters Score: Raw -18583.939289 + Penalty 1234.815281 = -17349.124008 nChanged 15 SP:Iteration 7Q (138.761808 sec): 3 clusters Score: Raw -18624.729319 + Penalty 1251.960705 = -17372.768613 nChanged 11 SP:Iteration 8Q (138.762568 sec): 3 clusters Score: Raw -18649.894681 + Penalty 1266.161947 = -17383.732734 nChanged 8 SP:Iteration 9Q (138.763315 sec): 3 clusters Score: Raw -18669.465885 + Penalty 1274.927264 = -17394.538621 nChanged 8 SP:Iteration 10F (138.764156 sec): 3 clusters Score: Raw -18698.364199 + Penalty 1278.910208 = -17419.453991 nChanged 4 SP:Iteration 11Q (138.764889 sec): 3 clusters Score: Raw -18704.112845 + Penalty 1282.813880 = -17421.298965 nChanged 1 SP:Iteration 12Q (138.765613 sec): 3 clusters Score: Raw -18706.221869 + Penalty 1284.030104 = -17422.191765 nChanged 1 SP:Iteration 13Q (138.766335 sec): 3 clusters Score: Raw -18707.080837 + Penalty 1284.030104 = -17423.050733 nChanged 0 SP:Iteration 14F (138.767175 sec): 3 clusters Score: Raw -18707.080837 + Penalty 1284.030104 = -17423.050733 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 2 (1150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (138.773090 sec): 2 clusters Score: Raw -54951.871547 + Penalty 95.899162 = -54855.972385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (138.775315 sec): 3 clusters Score: Raw -54244.403336 + Penalty 191.639601 = -54052.763736 nChanged 502 SP:Iteration 1F (138.777476 sec): 3 clusters Score: Raw -54725.932206 + Penalty 189.982896 = -54535.949310 nChanged 127 SP:Iteration 2F (138.779762 sec): 3 clusters Score: Raw -54860.798933 + Penalty 188.296898 = -54672.502035 nChanged 30 SP:Iteration 3Q (138.781867 sec): 3 clusters Score: Raw -54878.068555 + Penalty 187.544107 = -54690.524449 nChanged 12 SP:Iteration 4Q (138.783965 sec): 3 clusters Score: Raw -54880.647952 + Penalty 187.124375 = -54693.523577 nChanged 9 SP:Iteration 5Q (138.786137 sec): 3 clusters Score: Raw -54881.722431 + Penalty 186.688210 = -54695.034221 nChanged 5 SP:Iteration 6Q (138.788282 sec): 3 clusters Score: Raw -54882.712982 + Penalty 186.396084 = -54696.316898 nChanged 7 SP:Iteration 7Q (138.790370 sec): 3 clusters Score: Raw -54883.399292 + Penalty 186.328796 = -54697.070496 nChanged 4 SP:Iteration 8Q (138.792446 sec): 3 clusters Score: Raw -54883.627349 + Penalty 186.079012 = -54697.548337 nChanged 3 SP:Iteration 9Q (138.794516 sec): 3 clusters Score: Raw -54884.064567 + Penalty 185.733663 = -54698.330904 nChanged 6 SP:Iteration 10F (138.796653 sec): 3 clusters Score: Raw -54884.666161 + Penalty 185.692109 = -54698.974051 nChanged 4 SP:Iteration 11Q (138.798733 sec): 3 clusters Score: Raw -54884.997211 + Penalty 185.595158 = -54699.402052 nChanged 4 SP:Iteration 12Q (138.800812 sec): 3 clusters Score: Raw -54885.506858 + Penalty 185.597176 = -54699.909682 nChanged 5 SP:Iteration 13Q (138.802887 sec): 3 clusters Score: Raw -54885.888955 + Penalty 185.528141 = -54700.360814 nChanged 4 SP:Iteration 14Q (138.804960 sec): 3 clusters Score: Raw -54886.116466 + Penalty 185.522586 = -54700.593880 nChanged 3 SP:Iteration 15Q (138.807030 sec): 3 clusters Score: Raw -54886.289290 + Penalty 185.439241 = -54700.850049 nChanged 3 SP:Iteration 16Q (138.809099 sec): 3 clusters Score: Raw -54886.429246 + Penalty 185.461731 = -54700.967515 nChanged 2 SP:Iteration 17Q (138.811173 sec): 3 clusters Score: Raw -54886.495330 + Penalty 185.487307 = -54701.008022 nChanged 2 SP:Iteration 18Q (138.813243 sec): 3 clusters Score: Raw -54886.544883 + Penalty 185.451380 = -54701.093502 nChanged 2 SP:Iteration 19Q (138.815319 sec): 3 clusters Score: Raw -54886.942222 + Penalty 185.408502 = -54701.533720 nChanged 5 SP:Iteration 20F (138.817456 sec): 3 clusters Score: Raw -54887.434913 + Penalty 185.423435 = -54702.011477 nChanged 4 SP:Iteration 21Q (138.819527 sec): 3 clusters Score: Raw -54887.779326 + Penalty 185.372122 = -54702.407205 nChanged 3 SP:Iteration 22Q (138.821619 sec): 3 clusters Score: Raw -54888.113409 + Penalty 185.440617 = -54702.672791 nChanged 2 SP:Iteration 23Q (138.823701 sec): 3 clusters Score: Raw -54888.796104 + Penalty 185.673867 = -54703.122237 nChanged 3 SP:Iteration 24Q (138.825773 sec): 3 clusters Score: Raw -54889.283218 + Penalty 185.222524 = -54704.060694 nChanged 4 SP:Iteration 25Q (138.827865 sec): 3 clusters Score: Raw -54889.583340 + Penalty 185.123253 = -54704.460086 nChanged 3 SP:Iteration 26Q (138.829936 sec): 3 clusters Score: Raw -54889.668354 + Penalty 185.146543 = -54704.521812 nChanged 1 SP:Iteration 27Q (138.832008 sec): 3 clusters Score: Raw -54889.681310 + Penalty 185.189673 = -54704.491636 nChanged 2 SP:Iteration 28F (138.834146 sec): 3 clusters Score: Raw -54889.762069 + Penalty 185.025989 = -54704.736080 nChanged 3 SP:Iteration 29Q (138.836220 sec): 3 clusters Score: Raw -54889.995259 + Penalty 184.975660 = -54705.019599 nChanged 3 SP:Iteration 30F (138.838379 sec): 3 clusters Score: Raw -54890.126140 + Penalty 184.742482 = -54705.383658 nChanged 3 SP:Iteration 31Q (138.840466 sec): 3 clusters Score: Raw -54890.244214 + Penalty 184.771028 = -54705.473186 nChanged 1 SP:Iteration 32Q (138.842543 sec): 3 clusters Score: Raw -54890.250641 + Penalty 184.771028 = -54705.479613 nChanged 0 SP:Iteration 33F (138.844682 sec): 3 clusters Score: Raw -54890.250641 + Penalty 184.771028 = -54705.479613 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 3 (261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (138.845906 sec): 2 clusters Score: Raw -10315.338882 + Penalty 503.022713 = -9812.316169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (138.846601 sec): 3 clusters Score: Raw -10333.186067 + Penalty 1006.778973 = -9326.407095 nChanged 65 SP:Iteration 1F (138.847256 sec): 3 clusters Score: Raw -10503.008558 + Penalty 1006.407193 = -9496.601366 nChanged 18 SP:Iteration 2F (138.847910 sec): 3 clusters Score: Raw -10564.705572 + Penalty 1006.263716 = -9558.441856 nChanged 13 SP:Iteration 3Q (138.848509 sec): 3 clusters Score: Raw -10585.257011 + Penalty 1006.250550 = -9579.006461 nChanged 4 SP:Iteration 4Q (138.849108 sec): 3 clusters Score: Raw -10603.248086 + Penalty 1006.881205 = -9596.366881 nChanged 4 SP:Iteration 5Q (138.849700 sec): 3 clusters Score: Raw -10636.610505 + Penalty 1006.643267 = -9629.967238 nChanged 3 SP:Iteration 6Q (138.850317 sec): 3 clusters Score: Raw -10641.083282 + Penalty 1006.643267 = -9634.440016 nChanged 0 SP:Iteration 7F (138.850968 sec): 3 clusters Score: Raw -10641.083282 + Penalty 1006.643267 = -9634.440016 nChanged 0 Memory request: 0.02 GB would take us to total of 0.39 GB. Trying to split cluster 4 (3954 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (138.868912 sec): 2 clusters Score: Raw -189579.416510 + Penalty 78.371280 = -189501.045230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (138.876150 sec): 3 clusters Score: Raw -186971.872447 + Penalty 158.136483 = -186813.735964 nChanged 1886 SP:Iteration 1F (138.883190 sec): 3 clusters Score: Raw -188131.334192 + Penalty 158.248767 = -187973.085425 nChanged 368 SP:Iteration 2F (138.890176 sec): 3 clusters Score: Raw -188435.317142 + Penalty 156.980485 = -188278.336657 nChanged 330 SP:Iteration 3F (138.897207 sec): 3 clusters Score: Raw -188821.421881 + Penalty 155.733017 = -188665.688864 nChanged 331 SP:Iteration 4F (138.904191 sec): 3 clusters Score: Raw -189159.632514 + Penalty 154.836558 = -189004.795957 nChanged 204 SP:Iteration 5F (138.911241 sec): 3 clusters Score: Raw -189258.101216 + Penalty 154.355587 = -189103.745630 nChanged 87 SP:Iteration 6Q (138.917937 sec): 3 clusters Score: Raw -189277.944522 + Penalty 153.938447 = -189124.006075 nChanged 47 SP:Iteration 7Q (138.924629 sec): 3 clusters Score: Raw -189288.966834 + Penalty 153.517816 = -189135.449018 nChanged 44 SP:Iteration 8Q (138.931290 sec): 3 clusters Score: Raw -189302.479489 + Penalty 153.171022 = -189149.308468 nChanged 54 SP:Iteration 9Q (138.937927 sec): 3 clusters Score: Raw -189316.939418 + Penalty 152.639719 = -189164.299700 nChanged 47 SP:Iteration 10F (138.944899 sec): 3 clusters Score: Raw -189328.339278 + Penalty 152.084775 = -189176.254503 nChanged 43 SP:Iteration 11Q (138.951546 sec): 3 clusters Score: Raw -189338.435827 + Penalty 151.715232 = -189186.720596 nChanged 42 SP:Iteration 12Q (138.958318 sec): 3 clusters Score: Raw -189348.075504 + Penalty 151.285347 = -189196.790157 nChanged 43 SP:Iteration 13Q (138.964906 sec): 3 clusters Score: Raw -189357.726847 + Penalty 150.919627 = -189206.807220 nChanged 44 SP:Iteration 14Q (138.971470 sec): 3 clusters Score: Raw -189367.627777 + Penalty 150.527496 = -189217.100281 nChanged 43 SP:Iteration 15Q (138.978077 sec): 3 clusters Score: Raw -189375.235848 + Penalty 150.397362 = -189224.838486 nChanged 32 SP:Iteration 16Q (138.984695 sec): 3 clusters Score: Raw -189380.463804 + Penalty 150.325519 = -189230.138286 nChanged 27 SP:Iteration 17Q (138.991224 sec): 3 clusters Score: Raw -189383.980615 + Penalty 150.305718 = -189233.674897 nChanged 20 SP:Iteration 18Q (138.997769 sec): 3 clusters Score: Raw -189386.194373 + Penalty 150.175688 = -189236.018685 nChanged 23 SP:Iteration 19Q (139.004201 sec): 3 clusters Score: Raw -189388.743436 + Penalty 150.162519 = -189238.580916 nChanged 15 SP:Iteration 20F (139.011195 sec): 3 clusters Score: Raw -189390.313779 + Penalty 150.034721 = -189240.279058 nChanged 17 SP:Iteration 21Q (139.017758 sec): 3 clusters Score: Raw -189391.957367 + Penalty 149.648385 = -189242.308982 nChanged 18 SP:Iteration 22Q (139.024415 sec): 3 clusters Score: Raw -189393.800058 + Penalty 149.067256 = -189244.732802 nChanged 23 SP:Iteration 23Q (139.030950 sec): 3 clusters Score: Raw -189396.348558 + Penalty 148.567676 = -189247.780882 nChanged 20 SP:Iteration 24Q (139.037402 sec): 3 clusters Score: Raw -189398.785049 + Penalty 148.266122 = -189250.518928 nChanged 18 SP:Iteration 25Q (139.043872 sec): 3 clusters Score: Raw -189400.299535 + Penalty 147.720953 = -189252.578582 nChanged 12 SP:Iteration 26Q (139.050317 sec): 3 clusters Score: Raw -189401.263395 + Penalty 147.691187 = -189253.572208 nChanged 16 SP:Iteration 27Q (139.056746 sec): 3 clusters Score: Raw -189402.516959 + Penalty 147.657232 = -189254.859727 nChanged 14 SP:Iteration 28Q (139.063141 sec): 3 clusters Score: Raw -189403.612835 + Penalty 147.493402 = -189256.119433 nChanged 16 SP:Iteration 29Q (139.069512 sec): 3 clusters Score: Raw -189405.201333 + Penalty 147.359473 = -189257.841860 nChanged 12 SP:Iteration 30F (139.076682 sec): 3 clusters Score: Raw -189407.831201 + Penalty 147.192538 = -189260.638663 nChanged 14 SP:Iteration 31Q (139.084185 sec): 3 clusters Score: Raw -189411.068913 + Penalty 146.862429 = -189264.206484 nChanged 11 SP:Iteration 32Q (139.091649 sec): 3 clusters Score: Raw -189413.254700 + Penalty 146.527617 = -189266.727084 nChanged 12 SP:Iteration 33Q (139.099117 sec): 3 clusters Score: Raw -189414.503669 + Penalty 146.236288 = -189268.267380 nChanged 12 SP:Iteration 34Q (139.106603 sec): 3 clusters Score: Raw -189415.605793 + Penalty 146.080931 = -189269.524862 nChanged 15 SP:Iteration 35Q (139.113985 sec): 3 clusters Score: Raw -189416.934664 + Penalty 145.854490 = -189271.080174 nChanged 12 SP:Iteration 36Q (139.121260 sec): 3 clusters Score: Raw -189418.037387 + Penalty 145.669604 = -189272.367784 nChanged 18 SP:Iteration 37Q (139.128182 sec): 3 clusters Score: Raw -189419.966910 + Penalty 145.640488 = -189274.326422 nChanged 18 SP:Iteration 38Q (139.134696 sec): 3 clusters Score: Raw -189422.394454 + Penalty 145.000676 = -189277.393778 nChanged 26 SP:Iteration 39Q (139.141027 sec): 3 clusters Score: Raw -189426.926494 + Penalty 144.101753 = -189282.824742 nChanged 26 SP:Iteration 40F (139.147988 sec): 3 clusters Score: Raw -189431.568625 + Penalty 143.398874 = -189288.169751 nChanged 27 SP:Iteration 41Q (139.154295 sec): 3 clusters Score: Raw -189436.683323 + Penalty 142.946061 = -189293.737262 nChanged 21 SP:Iteration 42Q (139.160825 sec): 3 clusters Score: Raw -189439.733762 + Penalty 142.308051 = -189297.425711 nChanged 25 SP:Iteration 43Q (139.167327 sec): 3 clusters Score: Raw -189443.515638 + Penalty 142.142576 = -189301.373062 nChanged 23 SP:Iteration 44Q (139.173675 sec): 3 clusters Score: Raw -189447.652158 + Penalty 141.888129 = -189305.764029 nChanged 23 SP:Iteration 45Q (139.179867 sec): 3 clusters Score: Raw -189452.228213 + Penalty 141.350424 = -189310.877788 nChanged 27 SP:Iteration 46Q (139.186216 sec): 3 clusters Score: Raw -189459.192002 + Penalty 141.228022 = -189317.963979 nChanged 27 SP:Iteration 47Q (139.192364 sec): 3 clusters Score: Raw -189464.728515 + Penalty 141.279043 = -189323.449472 nChanged 27 SP:Iteration 48Q (139.198481 sec): 3 clusters Score: Raw -189470.220005 + Penalty 140.657071 = -189329.562935 nChanged 31 SP:Iteration 49Q (139.204581 sec): 3 clusters Score: Raw -189476.150855 + Penalty 140.103966 = -189336.046889 nChanged 20 SP:Iteration 50F (139.212100 sec): 3 clusters Score: Raw -189479.452625 + Penalty 138.488422 = -189340.964202 nChanged 18 SP:Iteration 51Q (139.218189 sec): 3 clusters Score: Raw -189482.803326 + Penalty 138.055485 = -189344.747841 nChanged 13 SP:Iteration 52Q (139.224248 sec): 3 clusters Score: Raw -189484.709618 + Penalty 138.007762 = -189346.701856 nChanged 10 SP:Iteration 53Q (139.230277 sec): 3 clusters Score: Raw -189486.003326 + Penalty 137.426372 = -189348.576954 nChanged 9 SP:Iteration 54Q (139.236321 sec): 3 clusters Score: Raw -189487.223649 + Penalty 137.492564 = -189349.731085 nChanged 16 SP:Iteration 55Q (139.242327 sec): 3 clusters Score: Raw -189490.837080 + Penalty 137.051743 = -189353.785337 nChanged 11 SP:Iteration 56Q (139.248698 sec): 3 clusters Score: Raw -189492.267337 + Penalty 137.081908 = -189355.185428 nChanged 6 SP:Iteration 57Q (139.254698 sec): 3 clusters Score: Raw -189492.579287 + Penalty 136.929261 = -189355.650026 nChanged 4 SP:Iteration 58Q (139.260720 sec): 3 clusters Score: Raw -189492.752779 + Penalty 136.816644 = -189355.936135 nChanged 5 SP:Iteration 59Q (139.266697 sec): 3 clusters Score: Raw -189493.063318 + Penalty 136.836938 = -189356.226381 nChanged 3 SP:Iteration 60F (139.273642 sec): 3 clusters Score: Raw -189493.209897 + Penalty 136.482846 = -189356.727050 nChanged 3 SP:Iteration 61Q (139.279631 sec): 3 clusters Score: Raw -189493.422244 + Penalty 136.525361 = -189356.896883 nChanged 5 SP:Iteration 62Q (139.285955 sec): 3 clusters Score: Raw -189493.744539 + Penalty 135.809156 = -189357.935383 nChanged 6 SP:Iteration 63Q (139.292376 sec): 3 clusters Score: Raw -189494.304528 + Penalty 135.713262 = -189358.591266 nChanged 5 SP:Iteration 64Q (139.298426 sec): 3 clusters Score: Raw -189494.466495 + Penalty 135.637505 = -189358.828990 nChanged 4 SP:Iteration 65Q (139.304448 sec): 3 clusters Score: Raw -189495.202232 + Penalty 135.644148 = -189359.558084 nChanged 2 SP:Iteration 66Q (139.310459 sec): 3 clusters Score: Raw -189495.995144 + Penalty 135.478260 = -189360.516884 nChanged 3 SP:Iteration 67Q (139.316535 sec): 3 clusters Score: Raw -189497.161439 + Penalty 135.461915 = -189361.699525 nChanged 4 SP:Iteration 68Q (139.322665 sec): 3 clusters Score: Raw -189497.787269 + Penalty 135.331005 = -189362.456264 nChanged 4 SP:Iteration 69Q (139.328704 sec): 3 clusters Score: Raw -189499.400654 + Penalty 134.940507 = -189364.460147 nChanged 4 SP:Iteration 70F (139.335741 sec): 3 clusters Score: Raw -189500.157787 + Penalty 134.768821 = -189365.388966 nChanged 4 SP:Iteration 71Q (139.341737 sec): 3 clusters Score: Raw -189501.176994 + Penalty 134.719606 = -189366.457388 nChanged 1 SP:Iteration 72Q (139.347727 sec): 3 clusters Score: Raw -189501.314603 + Penalty 134.725136 = -189366.589467 nChanged 1 SP:Iteration 73Q (139.353723 sec): 3 clusters Score: Raw -189501.713438 + Penalty 134.586533 = -189367.126905 nChanged 4 SP:Iteration 74Q (139.359703 sec): 3 clusters Score: Raw -189502.870297 + Penalty 134.253509 = -189368.616787 nChanged 4 SP:Iteration 75Q (139.365706 sec): 3 clusters Score: Raw -189504.035416 + Penalty 133.857101 = -189370.178315 nChanged 5 SP:Iteration 76Q (139.371675 sec): 3 clusters Score: Raw -189504.502608 + Penalty 133.766738 = -189370.735870 nChanged 8 SP:Iteration 77Q (139.377641 sec): 3 clusters Score: Raw -189506.332362 + Penalty 133.696572 = -189372.635789 nChanged 9 SP:Iteration 78Q (139.383647 sec): 3 clusters Score: Raw -189508.130419 + Penalty 133.442348 = -189374.688071 nChanged 9 SP:Iteration 79Q (139.389647 sec): 3 clusters Score: Raw -189509.144598 + Penalty 133.343843 = -189375.800754 nChanged 6 SP:Iteration 80F (139.396911 sec): 3 clusters Score: Raw -189510.097362 + Penalty 133.351727 = -189376.745635 nChanged 4 SP:Iteration 81Q (139.402982 sec): 3 clusters Score: Raw -189510.930274 + Penalty 133.373549 = -189377.556725 nChanged 2 SP:Iteration 82Q (139.408912 sec): 3 clusters Score: Raw -189511.200352 + Penalty 133.373549 = -189377.826803 nChanged 0 SP:Iteration 83F (139.415903 sec): 3 clusters Score: Raw -189511.200352 + Penalty 133.373549 = -189377.826803 nChanged 0 Memory request: 0.02 GB would take us to total of 0.39 GB. Trying to split cluster 5 (4076 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (139.435547 sec): 2 clusters Score: Raw -197227.024385 + Penalty 236.154929 = -196990.869455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (139.443142 sec): 3 clusters Score: Raw -194656.011084 + Penalty 470.274789 = -194185.736294 nChanged 1838 SP:Iteration 1F (139.450493 sec): 3 clusters Score: Raw -196272.857236 + Penalty 468.724891 = -195804.132345 nChanged 382 SP:Iteration 2F (139.457809 sec): 3 clusters Score: Raw -196521.310347 + Penalty 467.581780 = -196053.728567 nChanged 236 SP:Iteration 3F (139.465186 sec): 3 clusters Score: Raw -196647.475607 + Penalty 466.403951 = -196181.071655 nChanged 159 SP:Iteration 4Q (139.472311 sec): 3 clusters Score: Raw -196732.943566 + Penalty 465.192889 = -196267.750678 nChanged 124 SP:Iteration 5Q (139.479433 sec): 3 clusters Score: Raw -196789.602025 + Penalty 464.060638 = -196325.541387 nChanged 89 SP:Iteration 6Q (139.486554 sec): 3 clusters Score: Raw -196814.847805 + Penalty 462.893556 = -196351.954249 nChanged 83 SP:Iteration 7Q (139.493707 sec): 3 clusters Score: Raw -196834.354521 + Penalty 462.611774 = -196371.742747 nChanged 42 SP:Iteration 8Q (139.501010 sec): 3 clusters Score: Raw -196842.997010 + Penalty 462.981660 = -196380.015350 nChanged 33 SP:Iteration 9Q (139.508114 sec): 3 clusters Score: Raw -196847.732541 + Penalty 463.391885 = -196384.340656 nChanged 30 SP:Iteration 10F (139.515424 sec): 3 clusters Score: Raw -196851.994769 + Penalty 464.048153 = -196387.946616 nChanged 25 SP:Iteration 11Q (139.522475 sec): 3 clusters Score: Raw -196854.821333 + Penalty 464.516290 = -196390.305043 nChanged 17 SP:Iteration 12Q (139.529527 sec): 3 clusters Score: Raw -196856.490964 + Penalty 465.011140 = -196391.479824 nChanged 17 SP:Iteration 13Q (139.536722 sec): 3 clusters Score: Raw -196857.654403 + Penalty 465.299253 = -196392.355150 nChanged 9 SP:Iteration 14Q (139.543917 sec): 3 clusters Score: Raw -196858.464315 + Penalty 465.790500 = -196392.673815 nChanged 11 SP:Iteration 15Q (139.550966 sec): 3 clusters Score: Raw -196859.746293 + Penalty 466.475770 = -196393.270523 nChanged 12 SP:Iteration 16Q (139.558024 sec): 3 clusters Score: Raw -196860.332790 + Penalty 466.692301 = -196393.640489 nChanged 4 SP:Iteration 17Q (139.565105 sec): 3 clusters Score: Raw -196860.519900 + Penalty 466.748042 = -196393.771858 nChanged 1 SP:Iteration 18Q (139.572150 sec): 3 clusters Score: Raw -196860.521646 + Penalty 466.803411 = -196393.718235 nChanged 1 SP:Iteration 19F (139.579448 sec): 3 clusters Score: Raw -196860.520275 + Penalty 466.803411 = -196393.716864 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 6 (620 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (139.583916 sec): 2 clusters Score: Raw -30598.155508 + Penalty 382.665507 = -30215.490002 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (139.585228 sec): 3 clusters Score: Raw -30281.917776 + Penalty 764.028607 = -29517.889169 nChanged 195 SP:Iteration 1F (139.586516 sec): 3 clusters Score: Raw -30416.076806 + Penalty 761.566914 = -29654.509892 nChanged 73 SP:Iteration 2F (139.587775 sec): 3 clusters Score: Raw -30489.008030 + Penalty 759.654768 = -29729.353263 nChanged 54 SP:Iteration 3F (139.589040 sec): 3 clusters Score: Raw -30540.445869 + Penalty 757.128861 = -29783.317008 nChanged 38 SP:Iteration 4F (139.590335 sec): 3 clusters Score: Raw -30580.150045 + Penalty 754.635898 = -29825.514147 nChanged 29 SP:Iteration 5Q (139.591592 sec): 3 clusters Score: Raw -30621.048597 + Penalty 752.024066 = -29869.024531 nChanged 19 SP:Iteration 6Q (139.592832 sec): 3 clusters Score: Raw -30649.380483 + Penalty 748.939240 = -29900.441244 nChanged 14 SP:Iteration 7Q (139.594066 sec): 3 clusters Score: Raw -30666.085799 + Penalty 747.446045 = -29918.639754 nChanged 8 SP:Iteration 8Q (139.595358 sec): 3 clusters Score: Raw -30675.817650 + Penalty 745.804244 = -29930.013406 nChanged 9 SP:Iteration 9Q (139.596633 sec): 3 clusters Score: Raw -30682.368845 + Penalty 743.857739 = -29938.511106 nChanged 7 SP:Iteration 10F (139.597971 sec): 3 clusters Score: Raw -30686.585055 + Penalty 742.600489 = -29943.984566 nChanged 4 SP:Iteration 11Q (139.599235 sec): 3 clusters Score: Raw -30688.133896 + Penalty 741.320246 = -29946.813650 nChanged 3 SP:Iteration 12Q (139.600498 sec): 3 clusters Score: Raw -30689.295558 + Penalty 740.128403 = -29949.167155 nChanged 3 SP:Iteration 13Q (139.601708 sec): 3 clusters Score: Raw -30690.407057 + Penalty 739.320163 = -29951.086894 nChanged 2 SP:Iteration 14Q (139.602945 sec): 3 clusters Score: Raw -30691.279798 + Penalty 738.314682 = -29952.965116 nChanged 3 SP:Iteration 15Q (139.604161 sec): 3 clusters Score: Raw -30693.083088 + Penalty 738.079111 = -29955.003977 nChanged 4 SP:Iteration 16Q (139.605352 sec): 3 clusters Score: Raw -30694.637219 + Penalty 737.235140 = -29957.402079 nChanged 4 SP:Iteration 17Q (139.606543 sec): 3 clusters Score: Raw -30698.476772 + Penalty 736.616676 = -29961.860096 nChanged 3 SP:Iteration 18Q (139.607729 sec): 3 clusters Score: Raw -30700.521552 + Penalty 737.020374 = -29963.501178 nChanged 2 SP:Iteration 19Q (139.608918 sec): 3 clusters Score: Raw -30702.303347 + Penalty 738.067287 = -29964.236060 nChanged 2 SP:Iteration 20F (139.610210 sec): 3 clusters Score: Raw -30704.836812 + Penalty 739.391404 = -29965.445407 nChanged 6 SP:Iteration 21Q (139.611396 sec): 3 clusters Score: Raw -30709.240789 + Penalty 739.624555 = -29969.616233 nChanged 5 SP:Iteration 22Q (139.612582 sec): 3 clusters Score: Raw -30713.181015 + Penalty 740.170629 = -29973.010387 nChanged 3 SP:Iteration 23Q (139.613747 sec): 3 clusters Score: Raw -30714.337300 + Penalty 740.270976 = -29974.066324 nChanged 2 SP:Iteration 24Q (139.614913 sec): 3 clusters Score: Raw -30715.038614 + Penalty 739.541289 = -29975.497324 nChanged 1 SP:Iteration 25Q (139.616110 sec): 3 clusters Score: Raw -30716.254747 + Penalty 739.518554 = -29976.736193 nChanged 1 SP:Iteration 26Q (139.617287 sec): 3 clusters Score: Raw -30716.699813 + Penalty 738.769925 = -29977.929888 nChanged 1 SP:Iteration 27Q (139.618467 sec): 3 clusters Score: Raw -30718.323298 + Penalty 738.769925 = -29979.553373 nChanged 0 SP:Iteration 28F (139.619743 sec): 3 clusters Score: Raw -30718.323298 + Penalty 738.769925 = -29979.553373 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 7 (402 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (139.621956 sec): 2 clusters Score: Raw -20570.610745 + Penalty 144.922447 = -20425.688298 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (139.622872 sec): 3 clusters Score: Raw -20350.936785 + Penalty 290.910638 = -20060.026147 nChanged 160 SP:Iteration 1F (139.623773 sec): 3 clusters Score: Raw -20460.151879 + Penalty 291.468603 = -20168.683276 nChanged 24 SP:Iteration 2F (139.624668 sec): 3 clusters Score: Raw -20477.603079 + Penalty 291.908884 = -20185.694195 nChanged 24 SP:Iteration 3F (139.625565 sec): 3 clusters Score: Raw -20496.599011 + Penalty 293.731354 = -20202.867658 nChanged 16 SP:Iteration 4Q (139.626456 sec): 3 clusters Score: Raw -20505.334162 + Penalty 296.148762 = -20209.185400 nChanged 12 SP:Iteration 5Q (139.627342 sec): 3 clusters Score: Raw -20512.171610 + Penalty 299.968303 = -20212.203307 nChanged 13 SP:Iteration 6Q (139.628231 sec): 3 clusters Score: Raw -20521.032796 + Penalty 302.749826 = -20218.282970 nChanged 8 SP:Iteration 7Q (139.629117 sec): 3 clusters Score: Raw -20525.571860 + Penalty 304.030901 = -20221.540959 nChanged 3 SP:Iteration 8Q (139.630005 sec): 3 clusters Score: Raw -20526.587857 + Penalty 304.949787 = -20221.638070 nChanged 3 SP:Iteration 9Q (139.630889 sec): 3 clusters Score: Raw -20528.463203 + Penalty 307.366065 = -20221.097138 nChanged 7 SP:Iteration 10F (139.631784 sec): 3 clusters Score: Raw -20535.804932 + Penalty 308.899887 = -20226.905046 nChanged 4 SP:Iteration 11Q (139.632672 sec): 3 clusters Score: Raw -20537.866007 + Penalty 309.623041 = -20228.242966 nChanged 3 SP:Iteration 12Q (139.633569 sec): 3 clusters Score: Raw -20540.031740 + Penalty 311.333348 = -20228.698392 nChanged 5 SP:Iteration 13Q (139.634456 sec): 3 clusters Score: Raw -20544.614642 + Penalty 311.145892 = -20233.468750 nChanged 2 SP:Iteration 14Q (139.635336 sec): 3 clusters Score: Raw -20545.520962 + Penalty 311.270352 = -20234.250610 nChanged 2 SP:Iteration 15Q (139.636217 sec): 3 clusters Score: Raw -20547.494203 + Penalty 313.033031 = -20234.461172 nChanged 4 SP:Iteration 16Q (139.637127 sec): 3 clusters Score: Raw -20550.107585 + Penalty 315.344802 = -20234.762783 nChanged 4 SP:Iteration 17Q (139.638005 sec): 3 clusters Score: Raw -20551.744225 + Penalty 317.087110 = -20234.657115 nChanged 5 SP:Iteration 18F (139.638900 sec): 3 clusters Score: Raw -20554.847911 + Penalty 319.386069 = -20235.461841 nChanged 3 SP:Iteration 19Q (139.639771 sec): 3 clusters Score: Raw -20557.077248 + Penalty 321.055134 = -20236.022114 nChanged 3 SP:Iteration 20F (139.640661 sec): 3 clusters Score: Raw -20557.643270 + Penalty 322.723799 = -20234.919472 nChanged 3 SP:Iteration 21F (139.641552 sec): 3 clusters Score: Raw -20558.701636 + Penalty 324.540989 = -20234.160647 nChanged 3 SP:Iteration 22F (139.642441 sec): 3 clusters Score: Raw -20560.492135 + Penalty 329.109279 = -20231.382856 nChanged 5 SP:Iteration 23F (139.643333 sec): 3 clusters Score: Raw -20562.758772 + Penalty 333.114923 = -20229.643849 nChanged 5 SP:Iteration 24F (139.644222 sec): 3 clusters Score: Raw -20566.144815 + Penalty 335.683287 = -20230.461529 nChanged 4 SP:Iteration 25Q (139.645071 sec): 3 clusters Score: Raw -20567.956027 + Penalty 341.777156 = -20226.178871 nChanged 7 SP:Iteration 26F (139.645963 sec): 3 clusters Score: Raw -20572.849125 + Penalty 348.116392 = -20224.732732 nChanged 10 SP:Iteration 27F (139.646852 sec): 3 clusters Score: Raw -20580.582885 + Penalty 362.295080 = -20218.287804 nChanged 12 SP:Iteration 28F (139.647742 sec): 3 clusters Score: Raw -20591.761902 + Penalty 370.556421 = -20221.205481 nChanged 8 SP:Iteration 29Q (139.648557 sec): 3 clusters Score: Raw -20599.810823 + Penalty 374.965737 = -20224.845086 nChanged 4 SP:Iteration 30F (139.649447 sec): 3 clusters Score: Raw -20602.546290 + Penalty 379.787759 = -20222.758531 nChanged 4 SP:Iteration 31F (139.650336 sec): 3 clusters Score: Raw -20605.983974 + Penalty 390.395126 = -20215.588848 nChanged 8 SP:Iteration 32F (139.651225 sec): 3 clusters Score: Raw -20616.780540 + Penalty 394.942923 = -20221.837617 nChanged 5 SP:Iteration 33Q (139.652018 sec): 3 clusters Score: Raw -20621.590176 + Penalty 408.597177 = -20212.992999 nChanged 5 SP:Iteration 34F (139.652906 sec): 3 clusters Score: Raw -20626.517477 + Penalty 413.105054 = -20213.412424 nChanged 1 SP:Iteration 35Q (139.653686 sec): 3 clusters Score: Raw -20626.288453 + Penalty 413.105054 = -20213.183399 nChanged 0 SP:Iteration 36F (139.654575 sec): 3 clusters Score: Raw -20626.288453 + Penalty 413.105054 = -20213.183399 nChanged 0 Memory request: 0.02 GB would take us to total of 0.39 GB. Trying to split cluster 8 (3835 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (139.666397 sec): 2 clusters Score: Raw -184671.078952 + Penalty 111.634322 = -184559.444630 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (139.673541 sec): 3 clusters Score: Raw -182161.489088 + Penalty 214.765833 = -181946.723255 nChanged 1805 SP:Iteration 1F (139.680377 sec): 3 clusters Score: Raw -183644.325266 + Penalty 217.409693 = -183426.915573 nChanged 402 SP:Iteration 2F (139.687245 sec): 3 clusters Score: Raw -183968.826765 + Penalty 219.495243 = -183749.331523 nChanged 278 SP:Iteration 3F (139.694347 sec): 3 clusters Score: Raw -184265.978121 + Penalty 225.982892 = -184039.995228 nChanged 205 SP:Iteration 4F (139.701234 sec): 3 clusters Score: Raw -184505.585014 + Penalty 250.471531 = -184255.113484 nChanged 117 SP:Iteration 5Q (139.708073 sec): 3 clusters Score: Raw -184639.940966 + Penalty 316.787149 = -184323.153817 nChanged 31 SP:Iteration 6Q (139.714458 sec): 3 clusters Score: Raw -184677.934097 + Penalty 422.415602 = -184255.518495 nChanged 15 SP:Iteration 7F (139.721272 sec): 3 clusters Score: Raw -184703.882017 + Penalty 429.988967 = -184273.893050 nChanged 2 SP:Iteration 8Q (139.726649 sec): 3 clusters Score: Raw -184706.458146 + Penalty 442.705432 = -184263.752715 nChanged 1 SP:Iteration 9F (139.733456 sec): 3 clusters Score: Raw -184707.324484 + Penalty 442.705432 = -184264.619053 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 9 (193 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (139.736586 sec): 2 clusters Score: Raw -9149.083515 + Penalty 109.440236 = -9039.643279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (139.737142 sec): 3 clusters Score: Raw -9057.171979 + Penalty 216.416469 = -8840.755510 nChanged 54 SP:Iteration 1F (139.737689 sec): 3 clusters Score: Raw -9087.432458 + Penalty 217.424709 = -8870.007749 nChanged 16 SP:Iteration 2F (139.738228 sec): 3 clusters Score: Raw -9097.952772 + Penalty 219.274523 = -8878.678248 nChanged 10 SP:Iteration 3F (139.738766 sec): 3 clusters Score: Raw -9104.434778 + Penalty 221.146263 = -8883.288515 nChanged 8 SP:Iteration 4Q (139.739302 sec): 3 clusters Score: Raw -9109.737989 + Penalty 222.439338 = -8887.298651 nChanged 6 SP:Iteration 5Q (139.739836 sec): 3 clusters Score: Raw -9111.820507 + Penalty 222.829678 = -8888.990828 nChanged 2 SP:Iteration 6Q (139.740370 sec): 3 clusters Score: Raw -9113.071073 + Penalty 224.080978 = -8888.990095 nChanged 3 SP:Iteration 7F (139.740912 sec): 3 clusters Score: Raw -9114.234908 + Penalty 225.286788 = -8888.948120 nChanged 3 SP:Iteration 8F (139.741449 sec): 3 clusters Score: Raw -9115.691547 + Penalty 227.803727 = -8887.887819 nChanged 4 SP:Iteration 9F (139.741985 sec): 3 clusters Score: Raw -9118.734174 + Penalty 230.777869 = -8887.956305 nChanged 5 SP:Iteration 10F (139.742522 sec): 3 clusters Score: Raw -9120.432618 + Penalty 231.270696 = -8889.161923 nChanged 2 SP:Iteration 11Q (139.743061 sec): 3 clusters Score: Raw -9121.712113 + Penalty 231.293903 = -8890.418210 nChanged 1 SP:Iteration 12Q (139.743597 sec): 3 clusters Score: Raw -9127.247527 + Penalty 230.889533 = -8896.357995 nChanged 3 SP:Iteration 13Q (139.744130 sec): 3 clusters Score: Raw -9132.748024 + Penalty 234.330310 = -8898.417715 nChanged 4 SP:Iteration 14Q (139.744662 sec): 3 clusters Score: Raw -9134.343360 + Penalty 237.037678 = -8897.305682 nChanged 2 SP:Iteration 15F (139.745198 sec): 3 clusters Score: Raw -9135.965054 + Penalty 243.960413 = -8892.004641 nChanged 5 SP:Iteration 16F (139.745734 sec): 3 clusters Score: Raw -9140.641405 + Penalty 252.409650 = -8888.231755 nChanged 5 SP:Iteration 17F (139.746270 sec): 3 clusters Score: Raw -9147.745675 + Penalty 262.529782 = -8885.215893 nChanged 5 SP:Iteration 18F (139.746806 sec): 3 clusters Score: Raw -9158.837360 + Penalty 274.563484 = -8884.273876 nChanged 4 SP:Iteration 19F (139.747342 sec): 3 clusters Score: Raw -9168.902747 + Penalty 278.139035 = -8890.763712 nChanged 1 SP:Iteration 20F (139.747879 sec): 3 clusters Score: Raw -9170.083197 + Penalty 278.139035 = -8891.944162 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 10 (675 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (139.750996 sec): 2 clusters Score: Raw -32847.516720 + Penalty 721.447534 = -32126.069186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (139.752392 sec): 3 clusters Score: Raw -32605.161435 + Penalty 1446.314139 = -31158.847296 nChanged 196 SP:Iteration 1F (139.753771 sec): 3 clusters Score: Raw -32761.299349 + Penalty 1444.650098 = -31316.649251 nChanged 48 SP:Iteration 2F (139.755141 sec): 3 clusters Score: Raw -32804.376004 + Penalty 1444.168096 = -31360.207908 nChanged 27 SP:Iteration 3Q (139.756517 sec): 3 clusters Score: Raw -32830.299482 + Penalty 1443.952201 = -31386.347280 nChanged 21 SP:Iteration 4Q (139.757872 sec): 3 clusters Score: Raw -32848.088682 + Penalty 1443.753492 = -31404.335190 nChanged 19 SP:Iteration 5Q (139.759219 sec): 3 clusters Score: Raw -32867.727736 + Penalty 1443.276135 = -31424.451600 nChanged 15 SP:Iteration 6Q (139.760546 sec): 3 clusters Score: Raw -32879.227507 + Penalty 1443.267998 = -31435.959509 nChanged 12 SP:Iteration 7Q (139.761869 sec): 3 clusters Score: Raw -32885.989291 + Penalty 1442.402212 = -31443.587079 nChanged 8 SP:Iteration 8Q (139.763226 sec): 3 clusters Score: Raw -32890.399540 + Penalty 1442.427235 = -31447.972305 nChanged 10 SP:Iteration 9Q (139.764551 sec): 3 clusters Score: Raw -32905.261379 + Penalty 1441.464147 = -31463.797231 nChanged 16 SP:Iteration 10F (139.765898 sec): 3 clusters Score: Raw -32928.576536 + Penalty 1440.862314 = -31487.714222 nChanged 17 SP:Iteration 11Q (139.767223 sec): 3 clusters Score: Raw -32944.695262 + Penalty 1440.815982 = -31503.879280 nChanged 9 SP:Iteration 12Q (139.768568 sec): 3 clusters Score: Raw -32953.556643 + Penalty 1440.788257 = -31512.768386 nChanged 9 SP:Iteration 13Q (139.769905 sec): 3 clusters Score: Raw -32963.352599 + Penalty 1441.438913 = -31521.913686 nChanged 7 SP:Iteration 14Q (139.771234 sec): 3 clusters Score: Raw -32968.870262 + Penalty 1441.598282 = -31527.271981 nChanged 2 SP:Iteration 15Q (139.772541 sec): 3 clusters Score: Raw -32969.455506 + Penalty 1441.789871 = -31527.665635 nChanged 2 SP:Iteration 16Q (139.773851 sec): 3 clusters Score: Raw -32970.682454 + Penalty 1441.789871 = -31528.892583 nChanged 0 SP:Iteration 17F (139.775197 sec): 3 clusters Score: Raw -32970.682454 + Penalty 1441.789871 = -31528.892583 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 11 (141 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (139.777713 sec): 2 clusters Score: Raw -5728.484842 + Penalty 314.986209 = -5413.498633 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (139.778174 sec): 3 clusters Score: Raw -5721.731502 + Penalty 700.594824 = -5021.136678 nChanged 28 SP:Iteration 1F (139.778628 sec): 3 clusters Score: Raw -5796.448225 + Penalty 743.918185 = -5052.530040 nChanged 13 SP:Iteration 2F (139.779080 sec): 3 clusters Score: Raw -5838.252941 + Penalty 807.726083 = -5030.526858 nChanged 11 SP:Iteration 3F (139.779530 sec): 3 clusters Score: Raw -5906.369183 + Penalty 825.326309 = -5081.042874 nChanged 4 SP:Iteration 4Q (139.779935 sec): 3 clusters Score: Raw -5930.801196 + Penalty 821.191280 = -5109.609916 nChanged 1 SP:Iteration 5Q (139.780335 sec): 3 clusters Score: Raw -5934.245255 + Penalty 827.257964 = -5106.987291 nChanged 1 SP:Iteration 6F (139.780786 sec): 3 clusters Score: Raw -5941.306392 + Penalty 827.257964 = -5114.048428 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 12 (192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (139.781734 sec): 2 clusters Score: Raw -9163.290228 + Penalty 359.010294 = -8804.279934 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (139.782279 sec): 3 clusters Score: Raw -9153.976742 + Penalty 710.206576 = -8443.770166 nChanged 58 SP:Iteration 1F (139.782827 sec): 3 clusters Score: Raw -9244.967093 + Penalty 710.222411 = -8534.744682 nChanged 14 SP:Iteration 2F (139.783423 sec): 3 clusters Score: Raw -9268.475996 + Penalty 720.684374 = -8547.791622 nChanged 12 SP:Iteration 3F (139.783976 sec): 3 clusters Score: Raw -9288.421817 + Penalty 728.822030 = -8559.599787 nChanged 4 SP:Iteration 4Q (139.784513 sec): 3 clusters Score: Raw -9294.647769 + Penalty 732.636469 = -8562.011300 nChanged 2 SP:Iteration 5Q (139.785049 sec): 3 clusters Score: Raw -9298.172844 + Penalty 736.092575 = -8562.080269 nChanged 1 SP:Iteration 6Q (139.785583 sec): 3 clusters Score: Raw -9298.719535 + Penalty 736.092575 = -8562.626959 nChanged 0 SP:Iteration 7F (139.786135 sec): 3 clusters Score: Raw -9298.719535 + Penalty 736.092575 = -8562.626959 nChanged 0 Memory request: 0.05 GB would take us to total of 0.41 GB. Trying to split cluster 13 (9585 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (139.827779 sec): 2 clusters Score: Raw -449859.594641 + Penalty 271.935555 = -449587.659086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (139.845260 sec): 3 clusters Score: Raw -443615.064221 + Penalty 552.687383 = -443062.376838 nChanged 4386 SP:Iteration 1F (139.862501 sec): 3 clusters Score: Raw -446459.459730 + Penalty 575.648502 = -445883.811228 nChanged 1221 SP:Iteration 2F (139.879824 sec): 3 clusters Score: Raw -447277.051489 + Penalty 599.875468 = -446677.176021 nChanged 726 SP:Iteration 3F (139.897135 sec): 3 clusters Score: Raw -447779.491707 + Penalty 619.517640 = -447159.974067 nChanged 523 SP:Iteration 4F (139.914496 sec): 3 clusters Score: Raw -448088.791094 + Penalty 636.469888 = -447452.321205 nChanged 459 SP:Iteration 5Q (139.931857 sec): 3 clusters Score: Raw -448363.008646 + Penalty 656.285955 = -447706.722692 nChanged 401 SP:Iteration 6Q (139.949243 sec): 3 clusters Score: Raw -448612.837190 + Penalty 680.774800 = -447932.062390 nChanged 370 SP:Iteration 7Q (139.966381 sec): 3 clusters Score: Raw -448865.437243 + Penalty 708.768964 = -448156.668278 nChanged 330 SP:Iteration 8Q (139.982829 sec): 3 clusters Score: Raw -449124.600724 + Penalty 745.662489 = -448378.938235 nChanged 283 SP:Iteration 9Q (139.998533 sec): 3 clusters Score: Raw -449394.497337 + Penalty 775.993548 = -448618.503790 nChanged 204 SP:Iteration 10F (140.015893 sec): 3 clusters Score: Raw -449605.538200 + Penalty 786.870431 = -448818.667769 nChanged 102 SP:Iteration 11Q (140.030696 sec): 3 clusters Score: Raw -449669.126983 + Penalty 795.779892 = -448873.347091 nChanged 67 SP:Iteration 12Q (140.045045 sec): 3 clusters Score: Raw -449709.644086 + Penalty 810.489491 = -448899.154595 nChanged 66 SP:Iteration 13Q (140.059280 sec): 3 clusters Score: Raw -449757.698840 + Penalty 824.513107 = -448933.185733 nChanged 56 SP:Iteration 14Q (140.073408 sec): 3 clusters Score: Raw -449795.626074 + Penalty 848.690710 = -448946.935364 nChanged 51 SP:Iteration 15Q (140.087390 sec): 3 clusters Score: Raw -449834.392160 + Penalty 856.575434 = -448977.816727 nChanged 32 SP:Iteration 16Q (140.101405 sec): 3 clusters Score: Raw -449858.987377 + Penalty 866.790593 = -448992.196784 nChanged 43 SP:Iteration 17Q (140.115847 sec): 3 clusters Score: Raw -449891.456066 + Penalty 868.730348 = -449022.725718 nChanged 27 SP:Iteration 18Q (140.129708 sec): 3 clusters Score: Raw -449913.286962 + Penalty 871.993108 = -449041.293854 nChanged 26 SP:Iteration 19Q (140.143415 sec): 3 clusters Score: Raw -449937.771449 + Penalty 863.248181 = -449074.523268 nChanged 19 SP:Iteration 20F (140.160697 sec): 3 clusters Score: Raw -449953.230803 + Penalty 857.094986 = -449096.135817 nChanged 13 SP:Iteration 21Q (140.174492 sec): 3 clusters Score: Raw -449963.543273 + Penalty 853.652816 = -449109.890457 nChanged 7 SP:Iteration 22Q (140.188498 sec): 3 clusters Score: Raw -449967.912205 + Penalty 848.338971 = -449119.573235 nChanged 2 SP:Iteration 23Q (140.202123 sec): 3 clusters Score: Raw -449969.877549 + Penalty 848.338971 = -449121.538578 nChanged 0 SP:Iteration 24F (140.219623 sec): 3 clusters Score: Raw -449969.877549 + Penalty 848.338971 = -449121.538578 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 14 (590 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (140.227864 sec): 2 clusters Score: Raw -28519.150826 + Penalty 96.068175 = -28423.082650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (140.229111 sec): 3 clusters Score: Raw -28210.424105 + Penalty 211.479135 = -27998.944969 nChanged 245 SP:Iteration 1F (140.230339 sec): 3 clusters Score: Raw -28540.582556 + Penalty 203.380217 = -28337.202339 nChanged 40 SP:Iteration 2F (140.231563 sec): 3 clusters Score: Raw -28586.523393 + Penalty 204.429806 = -28382.093588 nChanged 10 SP:Iteration 3Q (140.232750 sec): 3 clusters Score: Raw -28592.976792 + Penalty 206.216179 = -28386.760613 nChanged 7 SP:Iteration 4Q (140.233924 sec): 3 clusters Score: Raw -28597.095362 + Penalty 207.501988 = -28389.593374 nChanged 4 SP:Iteration 5Q (140.235073 sec): 3 clusters Score: Raw -28598.780061 + Penalty 208.322281 = -28390.457780 nChanged 1 SP:Iteration 6Q (140.236209 sec): 3 clusters Score: Raw -28599.025027 + Penalty 209.808940 = -28389.216087 nChanged 2 SP:Iteration 7F (140.237467 sec): 3 clusters Score: Raw -28599.230723 + Penalty 209.808940 = -28389.421783 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 15 (652 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (140.240153 sec): 2 clusters Score: Raw -31916.294077 + Penalty 145.140279 = -31771.153798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (140.241513 sec): 3 clusters Score: Raw -31538.615067 + Penalty 286.065768 = -31252.549298 nChanged 262 SP:Iteration 1F (140.242856 sec): 3 clusters Score: Raw -31689.431449 + Penalty 285.707294 = -31403.724155 nChanged 62 SP:Iteration 2F (140.244209 sec): 3 clusters Score: Raw -31775.340082 + Penalty 289.973630 = -31485.366451 nChanged 54 SP:Iteration 3F (140.245539 sec): 3 clusters Score: Raw -31828.497579 + Penalty 300.823174 = -31527.674405 nChanged 53 SP:Iteration 4F (140.246882 sec): 3 clusters Score: Raw -31868.196431 + Penalty 310.561267 = -31557.635164 nChanged 29 SP:Iteration 5Q (140.248206 sec): 3 clusters Score: Raw -31886.239104 + Penalty 320.769469 = -31565.469635 nChanged 25 SP:Iteration 6Q (140.249511 sec): 3 clusters Score: Raw -31901.817874 + Penalty 331.204540 = -31570.613334 nChanged 20 SP:Iteration 7Q (140.250821 sec): 3 clusters Score: Raw -31912.095395 + Penalty 341.250060 = -31570.845335 nChanged 16 SP:Iteration 8Q (140.252133 sec): 3 clusters Score: Raw -31920.018152 + Penalty 352.266345 = -31567.751806 nChanged 17 SP:Iteration 9F (140.253467 sec): 3 clusters Score: Raw -31929.860431 + Penalty 361.899817 = -31567.960614 nChanged 15 SP:Iteration 10F (140.254804 sec): 3 clusters Score: Raw -31937.405740 + Penalty 369.095129 = -31568.310611 nChanged 13 SP:Iteration 11Q (140.256112 sec): 3 clusters Score: Raw -31945.470524 + Penalty 373.943633 = -31571.526891 nChanged 7 SP:Iteration 12Q (140.257385 sec): 3 clusters Score: Raw -31947.920809 + Penalty 377.813892 = -31570.106917 nChanged 6 SP:Iteration 13F (140.258714 sec): 3 clusters Score: Raw -31949.519800 + Penalty 383.736616 = -31565.783184 nChanged 6 SP:Iteration 14F (140.260045 sec): 3 clusters Score: Raw -31952.826838 + Penalty 393.483568 = -31559.343270 nChanged 9 SP:Iteration 15F (140.261371 sec): 3 clusters Score: Raw -31956.440488 + Penalty 403.236264 = -31553.204224 nChanged 8 SP:Iteration 16F (140.262698 sec): 3 clusters Score: Raw -31964.034946 + Penalty 411.700846 = -31552.334099 nChanged 9 SP:Iteration 17F (140.264028 sec): 3 clusters Score: Raw -31969.565696 + Penalty 418.947721 = -31550.617975 nChanged 6 SP:Iteration 18F (140.265354 sec): 3 clusters Score: Raw -31974.125365 + Penalty 421.281241 = -31552.844124 nChanged 3 SP:Iteration 19Q (140.266556 sec): 3 clusters Score: Raw -31975.793078 + Penalty 422.346820 = -31553.446259 nChanged 1 SP:Iteration 20F (140.267883 sec): 3 clusters Score: Raw -31976.012194 + Penalty 422.346820 = -31553.665374 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 16 (328 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (140.269707 sec): 2 clusters Score: Raw -15435.884128 + Penalty 479.571187 = -14956.312942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (140.270495 sec): 3 clusters Score: Raw -15326.664175 + Penalty 959.509117 = -14367.155058 nChanged 86 SP:Iteration 1F (140.271269 sec): 3 clusters Score: Raw -15427.443393 + Penalty 957.481051 = -14469.962342 nChanged 39 SP:Iteration 2F (140.272045 sec): 3 clusters Score: Raw -15483.759540 + Penalty 956.946346 = -14526.813194 nChanged 23 SP:Iteration 3F (140.272818 sec): 3 clusters Score: Raw -15509.175402 + Penalty 958.241851 = -14550.933551 nChanged 14 SP:Iteration 4Q (140.273599 sec): 3 clusters Score: Raw -15526.693388 + Penalty 959.016011 = -14567.677378 nChanged 11 SP:Iteration 5Q (140.274354 sec): 3 clusters Score: Raw -15535.555577 + Penalty 959.487075 = -14576.068502 nChanged 5 SP:Iteration 6Q (140.275109 sec): 3 clusters Score: Raw -15538.973424 + Penalty 956.968893 = -14582.004531 nChanged 6 SP:Iteration 7Q (140.275893 sec): 3 clusters Score: Raw -15546.648556 + Penalty 956.387620 = -14590.260937 nChanged 7 SP:Iteration 8Q (140.276648 sec): 3 clusters Score: Raw -15567.841685 + Penalty 961.108055 = -14606.733630 nChanged 5 SP:Iteration 9Q (140.277399 sec): 3 clusters Score: Raw -15572.723585 + Penalty 968.428103 = -14604.295483 nChanged 8 SP:Iteration 10F (140.278173 sec): 3 clusters Score: Raw -15587.875452 + Penalty 988.512886 = -14599.362566 nChanged 15 SP:Iteration 11F (140.278945 sec): 3 clusters Score: Raw -15619.191366 + Penalty 1006.636519 = -14612.554847 nChanged 9 SP:Iteration 12Q (140.279695 sec): 3 clusters Score: Raw -15632.985862 + Penalty 1013.149905 = -14619.835957 nChanged 3 SP:Iteration 13Q (140.280420 sec): 3 clusters Score: Raw -15639.389082 + Penalty 1025.315546 = -14614.073536 nChanged 5 SP:Iteration 14F (140.281192 sec): 3 clusters Score: Raw -15650.193724 + Penalty 1041.384522 = -14608.809202 nChanged 5 SP:Iteration 15F (140.281964 sec): 3 clusters Score: Raw -15659.406848 + Penalty 1044.071017 = -14615.335831 nChanged 1 SP:Iteration 16Q (140.282657 sec): 3 clusters Score: Raw -15660.945498 + Penalty 1044.071017 = -14616.874481 nChanged 0 SP:Iteration 17F (140.283432 sec): 3 clusters Score: Raw -15660.945498 + Penalty 1044.071017 = -14616.874481 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 17 (249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (140.284891 sec): 2 clusters Score: Raw -12397.822484 + Penalty 45.650763 = -12352.171720 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (140.285469 sec): 3 clusters Score: Raw -12258.997613 + Penalty 90.697262 = -12168.300352 nChanged 99 SP:Iteration 1F (140.286036 sec): 3 clusters Score: Raw -12333.068465 + Penalty 92.533033 = -12240.535432 nChanged 30 SP:Iteration 2F (140.286601 sec): 3 clusters Score: Raw -12370.518341 + Penalty 105.999696 = -12264.518645 nChanged 21 SP:Iteration 3F (140.287203 sec): 3 clusters Score: Raw -12397.267354 + Penalty 104.077248 = -12293.190106 nChanged 3 SP:Iteration 4Q (140.287798 sec): 3 clusters Score: Raw -12402.973652 + Penalty 104.077248 = -12298.896405 nChanged 0 SP:Iteration 5F (140.288397 sec): 3 clusters Score: Raw -12402.973652 + Penalty 104.077248 = -12298.896405 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 18 (210 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (140.290157 sec): 2 clusters Score: Raw -10043.677979 + Penalty 212.987672 = -9830.690306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (140.290736 sec): 3 clusters Score: Raw -9951.389524 + Penalty 421.591587 = -9529.797937 nChanged 65 SP:Iteration 1F (140.291305 sec): 3 clusters Score: Raw -10004.586628 + Penalty 419.042134 = -9585.544494 nChanged 19 SP:Iteration 2F (140.291874 sec): 3 clusters Score: Raw -10016.725428 + Penalty 416.214367 = -9600.511060 nChanged 10 SP:Iteration 3Q (140.292436 sec): 3 clusters Score: Raw -10024.649968 + Penalty 414.478460 = -9610.171508 nChanged 6 SP:Iteration 4Q (140.292999 sec): 3 clusters Score: Raw -10037.045779 + Penalty 408.774393 = -9628.271386 nChanged 10 SP:Iteration 5Q (140.293561 sec): 3 clusters Score: Raw -10047.937754 + Penalty 398.258926 = -9649.678828 nChanged 8 SP:Iteration 6Q (140.294121 sec): 3 clusters Score: Raw -10057.126712 + Penalty 399.897226 = -9657.229486 nChanged 3 SP:Iteration 7Q (140.294677 sec): 3 clusters Score: Raw -10059.089666 + Penalty 400.035410 = -9659.054256 nChanged 3 SP:Iteration 8Q (140.295232 sec): 3 clusters Score: Raw -10061.228047 + Penalty 402.525971 = -9658.702076 nChanged 2 SP:Iteration 9F (140.295797 sec): 3 clusters Score: Raw -10062.026539 + Penalty 405.991892 = -9656.034647 nChanged 2 SP:Iteration 10F (140.296363 sec): 3 clusters Score: Raw -10064.243249 + Penalty 411.014495 = -9653.228754 nChanged 3 SP:Iteration 11F (140.296928 sec): 3 clusters Score: Raw -10066.524809 + Penalty 409.515913 = -9657.008895 nChanged 1 SP:Iteration 12Q (140.297513 sec): 3 clusters Score: Raw -10067.926805 + Penalty 409.591772 = -9658.335033 nChanged 1 SP:Iteration 13Q (140.298068 sec): 3 clusters Score: Raw -10071.607692 + Penalty 412.025580 = -9659.582112 nChanged 1 SP:Iteration 14Q (140.298617 sec): 3 clusters Score: Raw -10071.905500 + Penalty 412.025580 = -9659.879920 nChanged 0 SP:Iteration 15F (140.299184 sec): 3 clusters Score: Raw -10071.905500 + Penalty 412.025580 = -9659.879920 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 20 (567 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (140.302452 sec): 2 clusters Score: Raw -28106.103316 + Penalty 281.514618 = -27824.588699 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (140.303639 sec): 3 clusters Score: Raw -27834.594044 + Penalty 570.036879 = -27264.557165 nChanged 215 SP:Iteration 1F (140.304801 sec): 3 clusters Score: Raw -28069.440119 + Penalty 575.708940 = -27493.731179 nChanged 88 SP:Iteration 2F (140.305991 sec): 3 clusters Score: Raw -28221.852080 + Penalty 582.336252 = -27639.515828 nChanged 44 SP:Iteration 3F (140.307186 sec): 3 clusters Score: Raw -28302.606542 + Penalty 580.623756 = -27721.982786 nChanged 21 SP:Iteration 4Q (140.308330 sec): 3 clusters Score: Raw -28321.139015 + Penalty 586.000252 = -27735.138762 nChanged 10 SP:Iteration 5Q (140.309462 sec): 3 clusters Score: Raw -28341.940732 + Penalty 586.511227 = -27755.429505 nChanged 12 SP:Iteration 6Q (140.310587 sec): 3 clusters Score: Raw -28356.617506 + Penalty 589.089815 = -27767.527691 nChanged 11 SP:Iteration 7Q (140.311771 sec): 3 clusters Score: Raw -28366.539137 + Penalty 589.523817 = -27777.015320 nChanged 5 SP:Iteration 8Q (140.312951 sec): 3 clusters Score: Raw -28368.329957 + Penalty 590.133610 = -27778.196347 nChanged 5 SP:Iteration 9Q (140.314123 sec): 3 clusters Score: Raw -28370.049874 + Penalty 591.509366 = -27778.540507 nChanged 2 SP:Iteration 10F (140.315299 sec): 3 clusters Score: Raw -28370.276557 + Penalty 591.509366 = -27778.767191 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 21 (583 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (140.318041 sec): 2 clusters Score: Raw -27475.019539 + Penalty 202.410508 = -27272.609031 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (140.319283 sec): 3 clusters Score: Raw -27152.149905 + Penalty 405.656905 = -26746.493000 nChanged 242 SP:Iteration 1F (140.320501 sec): 3 clusters Score: Raw -27439.995397 + Penalty 406.748652 = -27033.246744 nChanged 100 SP:Iteration 2F (140.321699 sec): 3 clusters Score: Raw -27571.502532 + Penalty 410.752335 = -27160.750197 nChanged 34 SP:Iteration 3F (140.322898 sec): 3 clusters Score: Raw -27615.416768 + Penalty 416.826021 = -27198.590747 nChanged 12 SP:Iteration 4Q (140.324097 sec): 3 clusters Score: Raw -27629.618840 + Penalty 417.181449 = -27212.437392 nChanged 5 SP:Iteration 5Q (140.325277 sec): 3 clusters Score: Raw -27632.324100 + Penalty 417.054248 = -27215.269852 nChanged 2 SP:Iteration 6Q (140.326456 sec): 3 clusters Score: Raw -27634.292173 + Penalty 416.084275 = -27218.207898 nChanged 3 SP:Iteration 7Q (140.327618 sec): 3 clusters Score: Raw -27637.085829 + Penalty 416.089410 = -27220.996419 nChanged 4 SP:Iteration 8Q (140.328783 sec): 3 clusters Score: Raw -27638.163519 + Penalty 416.089410 = -27222.074109 nChanged 0 SP:Iteration 9F (140.330015 sec): 3 clusters Score: Raw -27638.163519 + Penalty 416.089410 = -27222.074109 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 22 (167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (140.331393 sec): 2 clusters Score: Raw -6491.318681 + Penalty 276.840289 = -6214.478392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (140.331898 sec): 3 clusters Score: Raw -6480.995403 + Penalty 555.174162 = -5925.821241 nChanged 38 SP:Iteration 1F (140.332393 sec): 3 clusters Score: Raw -6537.625695 + Penalty 556.126757 = -5981.498937 nChanged 11 SP:Iteration 2F (140.332918 sec): 3 clusters Score: Raw -6566.458677 + Penalty 556.409145 = -6010.049532 nChanged 6 SP:Iteration 3Q (140.333394 sec): 3 clusters Score: Raw -6584.954710 + Penalty 555.067285 = -6029.887426 nChanged 5 SP:Iteration 4Q (140.333862 sec): 3 clusters Score: Raw -6599.412554 + Penalty 554.876181 = -6044.536373 nChanged 5 SP:Iteration 5Q (140.334323 sec): 3 clusters Score: Raw -6615.483826 + Penalty 553.335770 = -6062.148056 nChanged 7 SP:Iteration 6Q (140.334784 sec): 3 clusters Score: Raw -6647.089472 + Penalty 550.985359 = -6096.104112 nChanged 3 SP:Iteration 7Q (140.335237 sec): 3 clusters Score: Raw -6658.639464 + Penalty 550.124741 = -6108.514722 nChanged 1 SP:Iteration 8Q (140.335689 sec): 3 clusters Score: Raw -6660.990330 + Penalty 550.124741 = -6110.865589 nChanged 0 SP:Iteration 9F (140.336181 sec): 3 clusters Score: Raw -6660.990330 + Penalty 550.124741 = -6110.865589 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 23 (201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (140.337507 sec): 2 clusters Score: Raw -8827.324047 + Penalty 204.955527 = -8622.368520 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (140.338070 sec): 3 clusters Score: Raw -8746.399825 + Penalty 399.691159 = -8346.708665 nChanged 53 SP:Iteration 1F (140.338622 sec): 3 clusters Score: Raw -8776.215814 + Penalty 394.720098 = -8381.495716 nChanged 14 SP:Iteration 2F (140.339173 sec): 3 clusters Score: Raw -8796.238328 + Penalty 394.192195 = -8402.046133 nChanged 11 SP:Iteration 3F (140.339721 sec): 3 clusters Score: Raw -8805.966348 + Penalty 396.750430 = -8409.215918 nChanged 9 SP:Iteration 4Q (140.340263 sec): 3 clusters Score: Raw -8819.079977 + Penalty 398.410479 = -8420.669497 nChanged 7 SP:Iteration 5Q (140.340804 sec): 3 clusters Score: Raw -8833.822866 + Penalty 400.020705 = -8433.802161 nChanged 7 SP:Iteration 6Q (140.341341 sec): 3 clusters Score: Raw -8842.869922 + Penalty 401.399998 = -8441.469924 nChanged 4 SP:Iteration 7Q (140.341876 sec): 3 clusters Score: Raw -8847.318800 + Penalty 402.853894 = -8444.464906 nChanged 2 SP:Iteration 8Q (140.342412 sec): 3 clusters Score: Raw -8848.074737 + Penalty 403.630149 = -8444.444588 nChanged 1 SP:Iteration 9F (140.342959 sec): 3 clusters Score: Raw -8848.487320 + Penalty 403.630149 = -8444.857171 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 25 (479 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (140.345007 sec): 2 clusters Score: Raw -24161.530555 + Penalty 85.583940 = -24075.946615 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (140.346052 sec): 3 clusters Score: Raw -23872.600545 + Penalty 207.024821 = -23665.575724 nChanged 211 SP:Iteration 1F (140.347074 sec): 3 clusters Score: Raw -24067.874483 + Penalty 219.281158 = -23848.593325 nChanged 27 SP:Iteration 2F (140.348097 sec): 3 clusters Score: Raw -24091.058303 + Penalty 247.544400 = -23843.513903 nChanged 25 SP:Iteration 3F (140.349121 sec): 3 clusters Score: Raw -24133.060922 + Penalty 282.773687 = -23850.287236 nChanged 16 SP:Iteration 4Q (140.350103 sec): 3 clusters Score: Raw -24158.136810 + Penalty 298.993040 = -23859.143770 nChanged 3 SP:Iteration 5Q (140.350980 sec): 3 clusters Score: Raw -24158.804363 + Penalty 315.105694 = -23843.698669 nChanged 4 SP:Iteration 6F (140.352002 sec): 3 clusters Score: Raw -24159.726800 + Penalty 347.310045 = -23812.416755 nChanged 4 SP:Iteration 7F (140.353022 sec): 3 clusters Score: Raw -24162.081114 + Penalty 442.784612 = -23719.296502 nChanged 8 SP:Iteration 8F (140.354046 sec): 3 clusters Score: Raw -24171.538522 + Penalty 490.154756 = -23681.383765 nChanged 2 SP:Iteration 9F (140.355065 sec): 3 clusters Score: Raw -24173.897717 + Penalty 490.154756 = -23683.742961 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 30 (292 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (140.356763 sec): 2 clusters Score: Raw -13973.296473 + Penalty 517.469599 = -13455.826874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (140.357483 sec): 3 clusters Score: Raw -13885.437780 + Penalty 1035.932937 = -12849.504843 nChanged 84 SP:Iteration 1F (140.358192 sec): 3 clusters Score: Raw -13992.985835 + Penalty 1044.713294 = -12948.272541 nChanged 37 SP:Iteration 2F (140.358900 sec): 3 clusters Score: Raw -14049.297160 + Penalty 1053.184164 = -12996.112996 nChanged 21 SP:Iteration 3F (140.359606 sec): 3 clusters Score: Raw -14074.741059 + Penalty 1058.903652 = -13015.837406 nChanged 6 SP:Iteration 4Q (140.360292 sec): 3 clusters Score: Raw -14081.338921 + Penalty 1063.340808 = -13017.998113 nChanged 3 SP:Iteration 5Q (140.360975 sec): 3 clusters Score: Raw -14086.181884 + Penalty 1066.868387 = -13019.313498 nChanged 3 SP:Iteration 6Q (140.361658 sec): 3 clusters Score: Raw -14091.485627 + Penalty 1066.959192 = -13024.526435 nChanged 2 SP:Iteration 7Q (140.362335 sec): 3 clusters Score: Raw -14094.772519 + Penalty 1066.959192 = -13027.813327 nChanged 0 SP:Iteration 8F (140.363041 sec): 3 clusters Score: Raw -14094.772519 + Penalty 1066.959192 = -13027.813327 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 31 (174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (140.364337 sec): 2 clusters Score: Raw -9498.968744 + Penalty 375.124281 = -9123.844463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (140.364852 sec): 3 clusters Score: Raw -9473.178770 + Penalty 750.187130 = -8722.991640 nChanged 43 SP:Iteration 1F (140.365357 sec): 3 clusters Score: Raw -9527.658326 + Penalty 750.586260 = -8777.072067 nChanged 11 SP:Iteration 2F (140.365861 sec): 3 clusters Score: Raw -9549.238591 + Penalty 750.734823 = -8798.503768 nChanged 6 SP:Iteration 3Q (140.366351 sec): 3 clusters Score: Raw -9560.291805 + Penalty 751.416740 = -8808.875065 nChanged 5 SP:Iteration 4Q (140.366840 sec): 3 clusters Score: Raw -9564.743979 + Penalty 751.416740 = -8813.327238 nChanged 0 SP:Iteration 5F (140.367344 sec): 3 clusters Score: Raw -9564.743979 + Penalty 751.416740 = -8813.327238 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 33 (314 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (140.368953 sec): 2 clusters Score: Raw -14441.859936 + Penalty 734.236234 = -13707.623702 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (140.369713 sec): 3 clusters Score: Raw -14429.326593 + Penalty 1469.919411 = -12959.407182 nChanged 61 SP:Iteration 1F (140.370460 sec): 3 clusters Score: Raw -14525.204383 + Penalty 1470.865881 = -13054.338502 nChanged 19 SP:Iteration 2F (140.371207 sec): 3 clusters Score: Raw -14559.897507 + Penalty 1471.959501 = -13087.938006 nChanged 10 SP:Iteration 3Q (140.371923 sec): 3 clusters Score: Raw -14584.119494 + Penalty 1472.725492 = -13111.394002 nChanged 10 SP:Iteration 4Q (140.372634 sec): 3 clusters Score: Raw -14615.242115 + Penalty 1474.855951 = -13140.386164 nChanged 9 SP:Iteration 5Q (140.373342 sec): 3 clusters Score: Raw -14625.800368 + Penalty 1475.500729 = -13150.299638 nChanged 2 SP:Iteration 6Q (140.374061 sec): 3 clusters Score: Raw -14627.431376 + Penalty 1475.838276 = -13151.593101 nChanged 1 SP:Iteration 7Q (140.374759 sec): 3 clusters Score: Raw -14629.516703 + Penalty 1476.401436 = -13153.115267 nChanged 2 SP:Iteration 8Q (140.375456 sec): 3 clusters Score: Raw -14630.364371 + Penalty 1476.401436 = -13153.962935 nChanged 0 SP:Iteration 9F (140.376201 sec): 3 clusters Score: Raw -14630.364371 + Penalty 1476.401436 = -13153.962935 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 34 (575 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (140.379546 sec): 2 clusters Score: Raw -27166.631416 + Penalty 682.294239 = -26484.337177 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (140.380798 sec): 3 clusters Score: Raw -26926.431322 + Penalty 1368.414494 = -25558.016828 nChanged 150 SP:Iteration 1F (140.382006 sec): 3 clusters Score: Raw -27049.748107 + Penalty 1372.699833 = -25677.048274 nChanged 60 SP:Iteration 2F (140.383205 sec): 3 clusters Score: Raw -27119.186535 + Penalty 1378.273029 = -25740.913505 nChanged 36 SP:Iteration 3F (140.384407 sec): 3 clusters Score: Raw -27156.389353 + Penalty 1383.195096 = -25773.194257 nChanged 26 SP:Iteration 4Q (140.385580 sec): 3 clusters Score: Raw -27180.076648 + Penalty 1387.605312 = -25792.471336 nChanged 15 SP:Iteration 5Q (140.386750 sec): 3 clusters Score: Raw -27193.584114 + Penalty 1398.308725 = -25795.275390 nChanged 15 SP:Iteration 6Q (140.387942 sec): 3 clusters Score: Raw -27207.904829 + Penalty 1400.468858 = -25807.435971 nChanged 11 SP:Iteration 7Q (140.389121 sec): 3 clusters Score: Raw -27220.466822 + Penalty 1407.343796 = -25813.123027 nChanged 10 SP:Iteration 8Q (140.390298 sec): 3 clusters Score: Raw -27230.226401 + Penalty 1415.036450 = -25815.189952 nChanged 9 SP:Iteration 9Q (140.391474 sec): 3 clusters Score: Raw -27242.662988 + Penalty 1420.617389 = -25822.045599 nChanged 7 SP:Iteration 10F (140.392666 sec): 3 clusters Score: Raw -27253.688680 + Penalty 1429.010982 = -25824.677699 nChanged 6 SP:Iteration 11Q (140.393837 sec): 3 clusters Score: Raw -27261.020127 + Penalty 1429.010982 = -25832.009145 nChanged 0 SP:Iteration 12F (140.395037 sec): 3 clusters Score: Raw -27261.020127 + Penalty 1429.010982 = -25832.009145 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 39 (574 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (140.397878 sec): 2 clusters Score: Raw -26435.210449 + Penalty 367.110152 = -26068.100297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (140.399105 sec): 3 clusters Score: Raw -26151.322308 + Penalty 741.460795 = -25409.861513 nChanged 183 SP:Iteration 1F (140.400310 sec): 3 clusters Score: Raw -26287.429874 + Penalty 752.592431 = -25534.837442 nChanged 61 SP:Iteration 2F (140.401509 sec): 3 clusters Score: Raw -26344.844133 + Penalty 760.680740 = -25584.163393 nChanged 36 SP:Iteration 3F (140.402707 sec): 3 clusters Score: Raw -26384.510843 + Penalty 770.496093 = -25614.014750 nChanged 31 SP:Iteration 4F (140.403911 sec): 3 clusters Score: Raw -26425.170069 + Penalty 772.655052 = -25652.515017 nChanged 16 SP:Iteration 5Q (140.405060 sec): 3 clusters Score: Raw -26440.533212 + Penalty 774.680419 = -25665.852793 nChanged 20 SP:Iteration 6Q (140.406202 sec): 3 clusters Score: Raw -26459.102590 + Penalty 780.615286 = -25678.487303 nChanged 16 SP:Iteration 7Q (140.407334 sec): 3 clusters Score: Raw -26475.154551 + Penalty 782.169647 = -25692.984904 nChanged 13 SP:Iteration 8Q (140.408459 sec): 3 clusters Score: Raw -26491.514630 + Penalty 784.478304 = -25707.036326 nChanged 9 SP:Iteration 9Q (140.409593 sec): 3 clusters Score: Raw -26502.513340 + Penalty 786.235975 = -25716.277365 nChanged 6 SP:Iteration 10F (140.410796 sec): 3 clusters Score: Raw -26506.499054 + Penalty 788.255867 = -25718.243187 nChanged 2 SP:Iteration 11Q (140.411900 sec): 3 clusters Score: Raw -26506.803135 + Penalty 789.786456 = -25717.016679 nChanged 1 SP:Iteration 12F (140.413096 sec): 3 clusters Score: Raw -26506.915405 + Penalty 791.162915 = -25715.752490 nChanged 1 SP:Iteration 13F (140.414318 sec): 3 clusters Score: Raw -26507.165116 + Penalty 793.682458 = -25713.482657 nChanged 2 SP:Iteration 14F (140.415514 sec): 3 clusters Score: Raw -26507.399992 + Penalty 793.682458 = -25713.717533 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 41 (450 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (140.417961 sec): 2 clusters Score: Raw -22071.728623 + Penalty 509.326366 = -21562.402257 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (140.418995 sec): 3 clusters Score: Raw -21894.580203 + Penalty 1018.930301 = -20875.649901 nChanged 128 SP:Iteration 1F (140.419979 sec): 3 clusters Score: Raw -22011.696971 + Penalty 1018.026526 = -20993.670445 nChanged 43 SP:Iteration 2F (140.420962 sec): 3 clusters Score: Raw -22051.901450 + Penalty 1015.037625 = -21036.863824 nChanged 27 SP:Iteration 3F (140.421946 sec): 3 clusters Score: Raw -22084.838812 + Penalty 1012.333551 = -21072.505262 nChanged 18 SP:Iteration 4Q (140.422911 sec): 3 clusters Score: Raw -22101.931427 + Penalty 1010.018431 = -21091.912996 nChanged 7 SP:Iteration 5Q (140.423876 sec): 3 clusters Score: Raw -22106.191835 + Penalty 1009.810481 = -21096.381353 nChanged 3 SP:Iteration 6Q (140.424833 sec): 3 clusters Score: Raw -22108.133683 + Penalty 1009.646356 = -21098.487327 nChanged 1 SP:Iteration 7Q (140.425788 sec): 3 clusters Score: Raw -22108.297136 + Penalty 1009.646356 = -21098.650780 nChanged 0 SP:Iteration 8F (140.426765 sec): 3 clusters Score: Raw -22108.297136 + Penalty 1009.646356 = -21098.650780 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 43 (238 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (140.428715 sec): 2 clusters Score: Raw -8226.066815 + Penalty 734.416933 = -7491.649882 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (140.429342 sec): 3 clusters Score: Raw -8293.103811 + Penalty 1468.903684 = -6824.200126 nChanged 49 SP:Iteration 1F (140.429958 sec): 3 clusters Score: Raw -8466.771908 + Penalty 1469.463066 = -6997.308842 nChanged 18 SP:Iteration 2F (140.430573 sec): 3 clusters Score: Raw -8525.177930 + Penalty 1469.543634 = -7055.634296 nChanged 9 SP:Iteration 3Q (140.431139 sec): 3 clusters Score: Raw -8555.179765 + Penalty 1469.543634 = -7085.636131 nChanged 0 SP:Iteration 4F (140.431752 sec): 3 clusters Score: Raw -8555.179765 + Penalty 1469.543634 = -7085.636131 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 49 (308 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (140.433563 sec): 2 clusters Score: Raw -12798.127008 + Penalty 211.598240 = -12586.528768 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (140.434319 sec): 3 clusters Score: Raw -12715.824990 + Penalty 498.804654 = -12217.020335 nChanged 102 SP:Iteration 1F (140.435058 sec): 3 clusters Score: Raw -12867.765012 + Penalty 574.746609 = -12293.018403 nChanged 30 SP:Iteration 2F (140.435793 sec): 3 clusters Score: Raw -12919.116433 + Penalty 648.530316 = -12270.586117 nChanged 14 SP:Iteration 3F (140.436530 sec): 3 clusters Score: Raw -12953.300087 + Penalty 658.720808 = -12294.579279 nChanged 8 SP:Iteration 4Q (140.437211 sec): 3 clusters Score: Raw -12983.171918 + Penalty 667.400423 = -12315.771495 nChanged 4 SP:Iteration 5Q (140.437866 sec): 3 clusters Score: Raw -12991.256125 + Penalty 673.485119 = -12317.771006 nChanged 1 SP:Iteration 6Q (140.438514 sec): 3 clusters Score: Raw -12994.131165 + Penalty 673.485119 = -12320.646046 nChanged 0 SP:Iteration 7F (140.439250 sec): 3 clusters Score: Raw -12994.131165 + Penalty 673.485119 = -12320.646046 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 51 (224 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (140.440311 sec): 2 clusters Score: Raw -10992.238567 + Penalty 295.107970 = -10697.130597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (140.440912 sec): 3 clusters Score: Raw -10892.367473 + Penalty 598.356221 = -10294.011253 nChanged 64 SP:Iteration 1F (140.441507 sec): 3 clusters Score: Raw -10957.858045 + Penalty 613.200257 = -10344.657788 nChanged 26 SP:Iteration 2F (140.442099 sec): 3 clusters Score: Raw -10985.551679 + Penalty 624.165638 = -10361.386041 nChanged 9 SP:Iteration 3Q (140.442682 sec): 3 clusters Score: Raw -10994.311461 + Penalty 631.116755 = -10363.194706 nChanged 5 SP:Iteration 4Q (140.443266 sec): 3 clusters Score: Raw -10997.514862 + Penalty 642.693790 = -10354.821072 nChanged 6 SP:Iteration 5F (140.443887 sec): 3 clusters Score: Raw -11002.728354 + Penalty 650.059972 = -10352.668381 nChanged 4 SP:Iteration 6F (140.444478 sec): 3 clusters Score: Raw -11005.516579 + Penalty 656.443470 = -10349.073109 nChanged 3 SP:Iteration 7F (140.445069 sec): 3 clusters Score: Raw -11007.315879 + Penalty 659.425902 = -10347.889978 nChanged 1 SP:Iteration 8F (140.445660 sec): 3 clusters Score: Raw -11008.628013 + Penalty 659.425902 = -10349.202111 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 60 (296 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (140.446918 sec): 2 clusters Score: Raw -15280.131485 + Penalty 457.116391 = -14823.015094 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (140.447647 sec): 3 clusters Score: Raw -15181.520117 + Penalty 914.409622 = -14267.110495 nChanged 71 SP:Iteration 1F (140.448361 sec): 3 clusters Score: Raw -15241.696726 + Penalty 915.111413 = -14326.585314 nChanged 14 SP:Iteration 2Q (140.449073 sec): 3 clusters Score: Raw -15254.436513 + Penalty 914.989258 = -14339.447254 nChanged 8 SP:Iteration 3Q (140.449781 sec): 3 clusters Score: Raw -15262.332609 + Penalty 915.093935 = -14347.238674 nChanged 5 SP:Iteration 4Q (140.450489 sec): 3 clusters Score: Raw -15267.527716 + Penalty 914.813121 = -14352.714595 nChanged 2 SP:Iteration 5Q (140.451196 sec): 3 clusters Score: Raw -15273.369918 + Penalty 914.771942 = -14358.597976 nChanged 2 SP:Iteration 6Q (140.451900 sec): 3 clusters Score: Raw -15273.723734 + Penalty 914.771942 = -14358.951792 nChanged 0 SP:Iteration 7F (140.452612 sec): 3 clusters Score: Raw -15273.723734 + Penalty 914.771942 = -14358.951792 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 110 (341 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (140.453989 sec): 2 clusters Score: Raw -14174.754035 + Penalty 466.228954 = -13708.525081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (140.454798 sec): 3 clusters Score: Raw -14093.370765 + Penalty 946.781550 = -13146.589216 nChanged 90 SP:Iteration 1F (140.455593 sec): 3 clusters Score: Raw -14240.291358 + Penalty 966.932102 = -13273.359256 nChanged 38 SP:Iteration 2F (140.456385 sec): 3 clusters Score: Raw -14322.826597 + Penalty 975.828932 = -13346.997664 nChanged 15 SP:Iteration 3Q (140.457139 sec): 3 clusters Score: Raw -14357.432337 + Penalty 979.177468 = -13378.254869 nChanged 9 SP:Iteration 4Q (140.457885 sec): 3 clusters Score: Raw -14370.674806 + Penalty 977.971478 = -13392.703328 nChanged 1 SP:Iteration 5Q (140.458628 sec): 3 clusters Score: Raw -14371.674419 + Penalty 977.971478 = -13393.702941 nChanged 0 SP:Iteration 6F (140.459417 sec): 3 clusters Score: Raw -14371.674419 + Penalty 977.971478 = -13393.702941 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 112 (264 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (140.460582 sec): 2 clusters Score: Raw -13748.924943 + Penalty 523.286002 = -13225.638941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (140.461254 sec): 3 clusters Score: Raw -13700.237903 + Penalty 1046.572005 = -12653.665898 nChanged 56 SP:Iteration 1F (140.461916 sec): 3 clusters Score: Raw -13763.835957 + Penalty 1046.572005 = -12717.263952 nChanged 28 SP:Iteration 2F (140.462575 sec): 3 clusters Score: Raw -13805.172891 + Penalty 1047.050009 = -12758.122882 nChanged 8 SP:Iteration 3Q (140.463221 sec): 3 clusters Score: Raw -13814.586526 + Penalty 1047.424257 = -12767.162269 nChanged 8 SP:Iteration 4Q (140.463865 sec): 3 clusters Score: Raw -13825.036046 + Penalty 1047.986856 = -12777.049190 nChanged 4 SP:Iteration 5Q (140.464502 sec): 3 clusters Score: Raw -13833.587434 + Penalty 1048.955651 = -12784.631783 nChanged 4 SP:Iteration 6Q (140.465132 sec): 3 clusters Score: Raw -13847.567050 + Penalty 1050.428461 = -12797.138589 nChanged 5 SP:Iteration 7Q (140.465791 sec): 3 clusters Score: Raw -13859.926232 + Penalty 1050.215129 = -12809.711103 nChanged 5 SP:Iteration 8Q (140.466419 sec): 3 clusters Score: Raw -13865.996574 + Penalty 1049.438275 = -12816.558299 nChanged 2 SP:Iteration 9Q (140.467042 sec): 3 clusters Score: Raw -13867.865720 + Penalty 1049.689514 = -12818.176206 nChanged 1 SP:Iteration 10F (140.467701 sec): 3 clusters Score: Raw -13869.830607 + Penalty 1049.689514 = -12820.141093 nChanged 0 Memory request: 0.03 GB would take us to total of 0.39 GB. Trying to split cluster 157 (5548 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (140.485304 sec): 2 clusters Score: Raw -263381.313022 + Penalty 81.607035 = -263299.705987 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (140.495419 sec): 3 clusters Score: Raw -259727.858129 + Penalty 172.545319 = -259555.312810 nChanged 2612 SP:Iteration 1F (140.505392 sec): 3 clusters Score: Raw -262171.885987 + Penalty 175.639286 = -261996.246702 nChanged 442 SP:Iteration 2F (140.515663 sec): 3 clusters Score: Raw -262697.640002 + Penalty 178.309731 = -262519.330271 nChanged 248 SP:Iteration 3Q (140.525260 sec): 3 clusters Score: Raw -262861.746810 + Penalty 179.049002 = -262682.697809 nChanged 151 SP:Iteration 4Q (140.534325 sec): 3 clusters Score: Raw -262962.970779 + Penalty 180.995885 = -262781.974894 nChanged 127 SP:Iteration 5Q (140.543039 sec): 3 clusters Score: Raw -263046.676123 + Penalty 182.002981 = -262864.673142 nChanged 86 SP:Iteration 6Q (140.551573 sec): 3 clusters Score: Raw -263092.641944 + Penalty 182.879936 = -262909.762008 nChanged 64 SP:Iteration 7Q (140.559995 sec): 3 clusters Score: Raw -263124.991519 + Penalty 180.601505 = -262944.390014 nChanged 54 SP:Iteration 8Q (140.568340 sec): 3 clusters Score: Raw -263158.972526 + Penalty 181.827335 = -262977.145190 nChanged 48 SP:Iteration 9Q (140.576618 sec): 3 clusters Score: Raw -263201.848502 + Penalty 182.557753 = -263019.290750 nChanged 57 SP:Iteration 10F (140.586523 sec): 3 clusters Score: Raw -263244.934885 + Penalty 185.109336 = -263059.825549 nChanged 50 SP:Iteration 11Q (140.594769 sec): 3 clusters Score: Raw -263275.186130 + Penalty 184.223099 = -263090.963031 nChanged 34 SP:Iteration 12Q (140.603053 sec): 3 clusters Score: Raw -263287.678243 + Penalty 184.505824 = -263103.172419 nChanged 28 SP:Iteration 13Q (140.611166 sec): 3 clusters Score: Raw -263296.501348 + Penalty 185.711275 = -263110.790073 nChanged 23 SP:Iteration 14Q (140.619750 sec): 3 clusters Score: Raw -263302.531591 + Penalty 186.288697 = -263116.242894 nChanged 23 SP:Iteration 15Q (140.628227 sec): 3 clusters Score: Raw -263311.245979 + Penalty 187.536223 = -263123.709756 nChanged 13 SP:Iteration 16Q (140.636296 sec): 3 clusters Score: Raw -263314.427020 + Penalty 188.884625 = -263125.542394 nChanged 13 SP:Iteration 17Q (140.644454 sec): 3 clusters Score: Raw -263316.324433 + Penalty 188.338188 = -263127.986245 nChanged 7 SP:Iteration 18Q (140.652566 sec): 3 clusters Score: Raw -263317.774519 + Penalty 188.685603 = -263129.088916 nChanged 7 SP:Iteration 19Q (140.660748 sec): 3 clusters Score: Raw -263318.683995 + Penalty 189.122956 = -263129.561040 nChanged 4 SP:Iteration 20F (140.670781 sec): 3 clusters Score: Raw -263318.988176 + Penalty 189.401010 = -263129.587166 nChanged 3 SP:Iteration 21Q (140.678805 sec): 3 clusters Score: Raw -263319.352324 + Penalty 189.905936 = -263129.446388 nChanged 4 SP:Iteration 22F (140.688703 sec): 3 clusters Score: Raw -263319.757733 + Penalty 190.362450 = -263129.395283 nChanged 3 SP:Iteration 23F (140.699168 sec): 3 clusters Score: Raw -263319.952071 + Penalty 190.307337 = -263129.644735 nChanged 2 SP:Iteration 24Q (140.707379 sec): 3 clusters Score: Raw -263319.952959 + Penalty 189.791322 = -263130.161637 nChanged 1 SP:Iteration 25Q (140.715778 sec): 3 clusters Score: Raw -263320.078964 + Penalty 189.874653 = -263130.204311 nChanged 2 SP:Iteration 26Q (140.724431 sec): 3 clusters Score: Raw -263320.205353 + Penalty 189.874653 = -263130.330700 nChanged 0 SP:Iteration 27F (140.734367 sec): 3 clusters Score: Raw -263320.205353 + Penalty 189.874653 = -263130.330700 nChanged 0 Memory request: 0.01 GB would take us to total of 0.37 GB. Trying to split cluster 159 (782 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (140.741654 sec): 2 clusters Score: Raw -37702.477572 + Penalty 70.142444 = -37632.335128 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (140.743213 sec): 3 clusters Score: Raw -37229.523977 + Penalty 139.319076 = -37090.204900 nChanged 350 SP:Iteration 1F (140.744743 sec): 3 clusters Score: Raw -37513.286186 + Penalty 137.253463 = -37376.032723 nChanged 60 SP:Iteration 2F (140.746271 sec): 3 clusters Score: Raw -37556.534640 + Penalty 137.726021 = -37418.808619 nChanged 42 SP:Iteration 3F (140.747795 sec): 3 clusters Score: Raw -37593.958587 + Penalty 137.069722 = -37456.888865 nChanged 30 SP:Iteration 4Q (140.749289 sec): 3 clusters Score: Raw -37617.346612 + Penalty 137.789322 = -37479.557290 nChanged 27 SP:Iteration 5Q (140.750755 sec): 3 clusters Score: Raw -37630.310994 + Penalty 139.295921 = -37491.015073 nChanged 25 SP:Iteration 6Q (140.752203 sec): 3 clusters Score: Raw -37642.798147 + Penalty 140.451359 = -37502.346789 nChanged 20 SP:Iteration 7Q (140.753640 sec): 3 clusters Score: Raw -37651.746078 + Penalty 140.930832 = -37510.815247 nChanged 15 SP:Iteration 8Q (140.755059 sec): 3 clusters Score: Raw -37658.713364 + Penalty 142.157926 = -37516.555438 nChanged 15 SP:Iteration 9Q (140.756511 sec): 3 clusters Score: Raw -37665.592326 + Penalty 142.044338 = -37523.547988 nChanged 15 SP:Iteration 10F (140.758054 sec): 3 clusters Score: Raw -37674.036737 + Penalty 142.914290 = -37531.122447 nChanged 17 SP:Iteration 11Q (140.759469 sec): 3 clusters Score: Raw -37685.536149 + Penalty 147.703663 = -37537.832486 nChanged 21 SP:Iteration 12Q (140.760872 sec): 3 clusters Score: Raw -37702.956394 + Penalty 150.985121 = -37551.971273 nChanged 20 SP:Iteration 13Q (140.762303 sec): 3 clusters Score: Raw -37721.931775 + Penalty 155.548599 = -37566.383176 nChanged 15 SP:Iteration 14Q (140.763706 sec): 3 clusters Score: Raw -37736.238132 + Penalty 157.463044 = -37578.775088 nChanged 7 SP:Iteration 15Q (140.765085 sec): 3 clusters Score: Raw -37741.412187 + Penalty 153.060112 = -37588.352075 nChanged 3 SP:Iteration 16Q (140.766440 sec): 3 clusters Score: Raw -37746.641561 + Penalty 154.306146 = -37592.335415 nChanged 2 SP:Iteration 17Q (140.767711 sec): 3 clusters Score: Raw -37747.614504 + Penalty 156.397073 = -37591.217431 nChanged 1 SP:Iteration 18F (140.769249 sec): 3 clusters Score: Raw -37747.808585 + Penalty 156.397073 = -37591.411512 nChanged 0 Memory request: 0.00 GB would take us to total of 0.37 GB. Trying to split cluster 167 (272 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (140.770897 sec): 2 clusters Score: Raw -12567.248600 + Penalty 268.734585 = -12298.514015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (140.771585 sec): 3 clusters Score: Raw -12440.940823 + Penalty 537.658385 = -11903.282438 nChanged 68 SP:Iteration 1F (140.772259 sec): 3 clusters Score: Raw -12480.544007 + Penalty 538.347777 = -11942.196230 nChanged 31 SP:Iteration 2F (140.772933 sec): 3 clusters Score: Raw -12509.853981 + Penalty 552.789443 = -11957.064538 nChanged 31 SP:Iteration 3F (140.773609 sec): 3 clusters Score: Raw -12551.727966 + Penalty 563.253201 = -11988.474764 nChanged 19 SP:Iteration 4F (140.774281 sec): 3 clusters Score: Raw -12579.547766 + Penalty 576.865863 = -12002.681903 nChanged 15 SP:Iteration 5F (140.774951 sec): 3 clusters Score: Raw -12598.757575 + Penalty 586.825868 = -12011.931707 nChanged 10 SP:Iteration 6Q (140.775599 sec): 3 clusters Score: Raw -12607.292136 + Penalty 596.458299 = -12010.833837 nChanged 10 SP:Iteration 7F (140.776272 sec): 3 clusters Score: Raw -12626.556004 + Penalty 600.968817 = -12025.587187 nChanged 6 SP:Iteration 8Q (140.776909 sec): 3 clusters Score: Raw -12637.793729 + Penalty 602.512953 = -12035.280776 nChanged 2 SP:Iteration 9Q (140.777572 sec): 3 clusters Score: Raw -12640.091575 + Penalty 604.759392 = -12035.332183 nChanged 2 SP:Iteration 10F (140.778263 sec): 3 clusters Score: Raw -12642.700226 + Penalty 606.389098 = -12036.311128 nChanged 1 SP:Iteration 11Q (140.778888 sec): 3 clusters Score: Raw -12645.007008 + Penalty 606.389098 = -12038.617910 nChanged 0 SP:Iteration 12F (140.779586 sec): 3 clusters Score: Raw -12645.007008 + Penalty 606.389098 = -12038.617910 nChanged 0 Time taken for this iteration:139.703371 seconds. 300->39 Clusters: Score -1743622.029111, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 231 (time per iteration =609.635121 ms) Total iterations: 3803 (time per iteration =37.030164 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 9188032500.000000 (time per metric unit =15.327080ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 229700812500.000000 (time per metric unit=613.083217ps) That took 140.825713 seconds.