FileBase PeterP-2014-03-27_dataset1 ElecNo 22 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 0.45 and 0.68 GB of RAM. Memory request: 0.23 GB would take us to total of 0.23 GB. ---------------------------------------------------------- Loaded 49731 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 49731 points ------ Starting initial clusters from distinct float masks Not enough masks (249) to generate starting clusters (300), so starting with (250) clusters instead. Assigned 250 initial classes from 249 unique masks. Deleting Class 226 (3 points): Lose 13.660068 but Gain 1612.412119 Iteration 0F (7.120816 sec): 249 clusters Score: Raw -2418086.463857 + Penalty 276542.954371 = -2141543.509487 nChanged 10399 Deleting Class 238 (2 points): Lose 43.553960 but Gain 1640.925571 Iteration 1F (12.796667 sec): 247 clusters Score: Raw -2439367.401724 + Penalty 273046.282415 = -2166321.119309 nChanged 3371 Deleting Class 203 (2 points): Lose 35.204433 but Gain 1619.420020 Iteration 2F (18.409609 sec): 244 clusters Score: Raw -2445922.062932 + Penalty 271170.355543 = -2174751.707390 nChanged 2001 Deleting Class 239 (3 points): Lose 74.602164 but Gain 1636.191910 Iteration 3Q (19.215554 sec): 243 clusters Score: Raw -2448719.310557 + Penalty 269409.343993 = -2179309.966564 nChanged 1514 Deleting Class 100 (6 points): Lose 170.527265 but Gain 1668.493949 Iteration 4Q (19.915763 sec): 242 clusters Score: Raw -2450260.029092 + Penalty 267699.675158 = -2182560.353934 nChanged 1325 Deleting Class 237 (6 points): Lose 82.810475 but Gain 1577.803080 Iteration 5Q (20.581785 sec): 241 clusters Score: Raw -2451473.809358 + Penalty 266182.669793 = -2185291.139565 nChanged 1260 Deleting Class 176 (3 points): Lose 97.372316 but Gain 1591.789756 Iteration 6Q (21.229952 sec): 240 clusters Score: Raw -2452484.910377 + Penalty 264598.358415 = -2187886.551962 nChanged 1245 Deleting Class 234 (3 points): Lose 76.816370 but Gain 1570.756675 Iteration 7Q (21.866562 sec): 239 clusters Score: Raw -2453350.899742 + Penalty 263032.042625 = -2190318.857117 nChanged 1247 Deleting Class 188 (3 points): Lose 55.608803 but Gain 1547.104960 Iteration 8Q (22.501420 sec): 238 clusters Score: Raw -2454142.180170 + Penalty 261671.062615 = -2192471.117555 nChanged 1231 Deleting Class 189 (3 points): Lose 81.575711 but Gain 1568.205833 Iteration 9Q (23.129295 sec): 237 clusters Score: Raw -2454881.786542 + Penalty 260229.074032 = -2194652.712511 nChanged 1157 Deleting Class 246 (2 points): Lose 28.995175 but Gain 1497.747726 Iteration 10F (28.550123 sec): 236 clusters Score: Raw -2455544.222650 + Penalty 258769.959714 = -2196774.262937 nChanged 1133 Deleting Class 202 (4 points): Lose 53.655135 but Gain 1521.588577 Iteration 11Q (29.154707 sec): 235 clusters Score: Raw -2456090.430199 + Penalty 257345.147357 = -2198745.282841 nChanged 1134 Deleting Class 177 (3 points): Lose 55.339879 but Gain 1520.038088 Iteration 12Q (29.757841 sec): 234 clusters Score: Raw -2456576.027396 + Penalty 255783.088945 = -2200792.938450 nChanged 1082 Deleting Class 186 (4 points): Lose 98.659698 but Gain 1556.807864 Iteration 13Q (30.352408 sec): 233 clusters Score: Raw -2456973.127828 + Penalty 254288.095779 = -2202685.032050 nChanged 1010 Deleting Class 230 (8 points): Lose 129.738899 but Gain 1587.692083 Iteration 14Q (30.928691 sec): 232 clusters Score: Raw -2457285.470915 + Penalty 252794.352300 = -2204491.118615 nChanged 936 Deleting Class 136 (7 points): Lose 114.438889 but Gain 1572.329346 Iteration 15Q (31.487302 sec): 231 clusters Score: Raw -2457576.743678 + Penalty 251215.840549 = -2206360.903129 nChanged 845 Deleting Class 115 (19 points): Lose 187.344931 but Gain 1634.404012 Iteration 16Q (32.031794 sec): 230 clusters Score: Raw -2457717.413127 + Penalty 249677.023709 = -2208040.389418 nChanged 801 Deleting Class 231 (2 points): Lose 25.720032 but Gain 1466.727877 Iteration 17Q (32.563155 sec): 229 clusters Score: Raw -2458031.687001 + Penalty 248258.696422 = -2209772.990579 nChanged 815 Deleting Class 164 (13 points): Lose 182.221428 but Gain 1620.913610 Iteration 18Q (33.094843 sec): 228 clusters Score: Raw -2458132.075069 + Penalty 246775.425867 = -2211356.649202 nChanged 729 Deleting Class 233 (2 points): Lose 37.168614 but Gain 1475.243559 Iteration 19Q (33.609818 sec): 227 clusters Score: Raw -2458338.087452 + Penalty 245372.601867 = -2212965.485585 nChanged 630 Writing temp clu file Memory request: 0.23 GB would take us to total of 0.45 GB. Compute initial score before splitting: Score: Raw -2458338.087452 + Penalty 245372.601867 = -2212965.485585Memory request: 0.03 GB would take us to total of 0.49 GB. Trying to split cluster 1 (6714 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.806699 sec): 2 clusters Score: Raw -355400.500018 + Penalty 92.720466 = -355307.779551 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.818948 sec): 3 clusters Score: Raw -351027.291935 + Penalty 186.887820 = -350840.404115 nChanged 3280 SP:Iteration 1F (33.830865 sec): 3 clusters Score: Raw -353637.505241 + Penalty 186.567967 = -353450.937274 nChanged 749 SP:Iteration 2F (33.843409 sec): 3 clusters Score: Raw -354259.074973 + Penalty 186.467332 = -354072.607641 nChanged 437 SP:Iteration 3F (33.855262 sec): 3 clusters Score: Raw -354566.738099 + Penalty 186.439705 = -354380.298394 nChanged 270 SP:Iteration 4Q (33.867031 sec): 3 clusters Score: Raw -354718.887102 + Penalty 186.436394 = -354532.450708 nChanged 193 SP:Iteration 5Q (33.878439 sec): 3 clusters Score: Raw -354825.360607 + Penalty 186.317425 = -354639.043181 nChanged 137 SP:Iteration 6Q (33.889980 sec): 3 clusters Score: Raw -354886.276264 + Penalty 186.311158 = -354699.965107 nChanged 93 SP:Iteration 7Q (33.901230 sec): 3 clusters Score: Raw -354914.491714 + Penalty 186.264533 = -354728.227180 nChanged 57 SP:Iteration 8Q (33.912716 sec): 3 clusters Score: Raw -354923.233334 + Penalty 186.193542 = -354737.039791 nChanged 35 SP:Iteration 9Q (33.924526 sec): 3 clusters Score: Raw -354927.561127 + Penalty 186.174633 = -354741.386493 nChanged 30 SP:Iteration 10F (33.936668 sec): 3 clusters Score: Raw -354930.303319 + Penalty 186.088047 = -354744.215272 nChanged 22 SP:Iteration 11Q (33.947884 sec): 3 clusters Score: Raw -354932.110770 + Penalty 186.087053 = -354746.023716 nChanged 16 SP:Iteration 12Q (33.959312 sec): 3 clusters Score: Raw -354933.069341 + Penalty 186.026085 = -354747.043256 nChanged 9 SP:Iteration 13Q (33.970560 sec): 3 clusters Score: Raw -354933.595272 + Penalty 185.997995 = -354747.597277 nChanged 14 SP:Iteration 14Q (33.982001 sec): 3 clusters Score: Raw -354934.276683 + Penalty 185.994560 = -354748.282123 nChanged 9 SP:Iteration 15Q (33.993227 sec): 3 clusters Score: Raw -354935.078162 + Penalty 185.972700 = -354749.105463 nChanged 14 SP:Iteration 16Q (34.004672 sec): 3 clusters Score: Raw -354935.900160 + Penalty 185.935842 = -354749.964318 nChanged 16 SP:Iteration 17Q (34.015889 sec): 3 clusters Score: Raw -354937.016302 + Penalty 185.929991 = -354751.086311 nChanged 13 SP:Iteration 18Q (34.027503 sec): 3 clusters Score: Raw -354937.677460 + Penalty 185.924644 = -354751.752816 nChanged 15 SP:Iteration 19Q (34.038730 sec): 3 clusters Score: Raw -354938.374180 + Penalty 185.909684 = -354752.464496 nChanged 16 SP:Iteration 20F (34.050831 sec): 3 clusters Score: Raw -354938.857193 + Penalty 185.856668 = -354753.000525 nChanged 6 SP:Iteration 21Q (34.062010 sec): 3 clusters Score: Raw -354939.209528 + Penalty 185.828024 = -354753.381504 nChanged 5 SP:Iteration 22Q (34.073529 sec): 3 clusters Score: Raw -354939.486180 + Penalty 185.803094 = -354753.683086 nChanged 6 SP:Iteration 23Q (34.084696 sec): 3 clusters Score: Raw -354939.647431 + Penalty 185.797929 = -354753.849503 nChanged 7 SP:Iteration 24Q (34.096180 sec): 3 clusters Score: Raw -354939.779653 + Penalty 185.794942 = -354753.984711 nChanged 5 SP:Iteration 25Q (34.107806 sec): 3 clusters Score: Raw -354939.928260 + Penalty 185.783979 = -354754.144280 nChanged 6 SP:Iteration 26Q (34.119708 sec): 3 clusters Score: Raw -354940.161228 + Penalty 185.770808 = -354754.390420 nChanged 4 SP:Iteration 27Q (34.131310 sec): 3 clusters Score: Raw -354940.330609 + Penalty 185.785124 = -354754.545485 nChanged 5 SP:Iteration 28Q (34.143232 sec): 3 clusters Score: Raw -354940.478741 + Penalty 185.775667 = -354754.703074 nChanged 7 SP:Iteration 29Q (34.154449 sec): 3 clusters Score: Raw -354940.560593 + Penalty 185.777388 = -354754.783205 nChanged 1 SP:Iteration 30F (34.166662 sec): 3 clusters Score: Raw -354940.571470 + Penalty 185.774254 = -354754.797215 nChanged 1 SP:Iteration 31Q (34.177864 sec): 3 clusters Score: Raw -354940.684247 + Penalty 185.773527 = -354754.910720 nChanged 3 SP:Iteration 32Q (34.189296 sec): 3 clusters Score: Raw -354940.866972 + Penalty 185.777563 = -354755.089409 nChanged 1 SP:Iteration 33Q (34.200583 sec): 3 clusters Score: Raw -354940.878108 + Penalty 185.742244 = -354755.135864 nChanged 2 SP:Iteration 34Q (34.212117 sec): 3 clusters Score: Raw -354941.028357 + Penalty 185.730394 = -354755.297963 nChanged 3 SP:Iteration 35Q (34.223378 sec): 3 clusters Score: Raw -354941.107328 + Penalty 185.722756 = -354755.384571 nChanged 3 SP:Iteration 36Q (34.235239 sec): 3 clusters Score: Raw -354941.158438 + Penalty 185.706378 = -354755.452060 nChanged 2 SP:Iteration 37Q (34.246403 sec): 3 clusters Score: Raw -354941.261441 + Penalty 185.713528 = -354755.547913 nChanged 3 SP:Iteration 38Q (34.257850 sec): 3 clusters Score: Raw -354941.310424 + Penalty 185.719058 = -354755.591365 nChanged 3 SP:Iteration 39Q (34.269038 sec): 3 clusters Score: Raw -354941.359653 + Penalty 185.723214 = -354755.636439 nChanged 4 SP:Iteration 40F (34.281601 sec): 3 clusters Score: Raw -354941.450716 + Penalty 185.719896 = -354755.730821 nChanged 3 SP:Iteration 41Q (34.292929 sec): 3 clusters Score: Raw -354941.476157 + Penalty 185.722814 = -354755.753343 nChanged 1 SP:Iteration 42Q (34.304530 sec): 3 clusters Score: Raw -354941.509703 + Penalty 185.728389 = -354755.781314 nChanged 2 SP:Iteration 43Q (34.315790 sec): 3 clusters Score: Raw -354941.533361 + Penalty 185.728389 = -354755.804972 nChanged 0 SP:Iteration 44F (34.328022 sec): 3 clusters Score: Raw -354941.533361 + Penalty 185.728389 = -354755.804972 nChanged 0 Memory request: 0.09 GB would take us to total of 0.54 GB. Trying to split cluster 2 (18934 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.415223 sec): 2 clusters Score: Raw -991604.393726 + Penalty 224.820740 = -991379.572986 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.450541 sec): 3 clusters Score: Raw -978875.581964 + Penalty 532.734053 = -978342.847911 nChanged 9031 SP:Iteration 1F (34.484986 sec): 3 clusters Score: Raw -986794.511162 + Penalty 641.978455 = -986152.532707 nChanged 2708 SP:Iteration 2F (34.519397 sec): 3 clusters Score: Raw -989685.984420 + Penalty 721.939017 = -988964.045404 nChanged 1088 SP:Iteration 3F (34.554444 sec): 3 clusters Score: Raw -990792.865198 + Penalty 751.132776 = -990041.732422 nChanged 444 SP:Iteration 4Q (34.586035 sec): 3 clusters Score: Raw -991172.558871 + Penalty 770.992656 = -990401.566215 nChanged 253 SP:Iteration 5Q (34.615176 sec): 3 clusters Score: Raw -991350.127272 + Penalty 788.674960 = -990561.452311 nChanged 154 SP:Iteration 6Q (34.643888 sec): 3 clusters Score: Raw -991447.227927 + Penalty 781.855843 = -990665.372083 nChanged 98 SP:Iteration 7Q (34.671745 sec): 3 clusters Score: Raw -991512.080417 + Penalty 807.396377 = -990704.684039 nChanged 63 SP:Iteration 8Q (34.699328 sec): 3 clusters Score: Raw -991560.569956 + Penalty 840.715916 = -990719.854039 nChanged 30 SP:Iteration 9Q (34.726539 sec): 3 clusters Score: Raw -991581.480187 + Penalty 849.767576 = -990731.712611 nChanged 12 SP:Iteration 10F (34.761487 sec): 3 clusters Score: Raw -991589.574554 + Penalty 849.036402 = -990740.538153 nChanged 9 SP:Iteration 11Q (34.788594 sec): 3 clusters Score: Raw -991595.074488 + Penalty 834.497718 = -990760.576770 nChanged 6 SP:Iteration 12Q (34.815524 sec): 3 clusters Score: Raw -991606.887052 + Penalty 829.021844 = -990777.865208 nChanged 5 SP:Iteration 13Q (34.842632 sec): 3 clusters Score: Raw -991612.608779 + Penalty 826.311995 = -990786.296784 nChanged 1 SP:Iteration 14Q (34.869446 sec): 3 clusters Score: Raw -991612.769972 + Penalty 826.311995 = -990786.457977 nChanged 0 SP:Iteration 15F (34.904116 sec): 3 clusters Score: Raw -991612.769972 + Penalty 826.311995 = -990786.457977 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 3 (210 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.916758 sec): 2 clusters Score: Raw -11574.263085 + Penalty 496.953531 = -11077.309554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.917353 sec): 3 clusters Score: Raw -11506.980297 + Penalty 998.338464 = -10508.641834 nChanged 45 SP:Iteration 1F (34.917952 sec): 3 clusters Score: Raw -11574.878292 + Penalty 1002.021251 = -10572.857042 nChanged 13 SP:Iteration 2F (34.918529 sec): 3 clusters Score: Raw -11593.559540 + Penalty 1008.772266 = -10584.787273 nChanged 7 SP:Iteration 3Q (34.919097 sec): 3 clusters Score: Raw -11602.016516 + Penalty 1010.395567 = -10591.620949 nChanged 3 SP:Iteration 4Q (34.919663 sec): 3 clusters Score: Raw -11606.550481 + Penalty 1011.218052 = -10595.332429 nChanged 1 SP:Iteration 5Q (34.920223 sec): 3 clusters Score: Raw -11607.999755 + Penalty 1011.020248 = -10596.979507 nChanged 1 SP:Iteration 6Q (34.920783 sec): 3 clusters Score: Raw -11608.965356 + Penalty 1011.020248 = -10597.945108 nChanged 0 SP:Iteration 7F (34.921363 sec): 3 clusters Score: Raw -11608.965356 + Penalty 1011.020248 = -10597.945108 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 4 (418 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.923814 sec): 2 clusters Score: Raw -22208.308108 + Penalty 254.549754 = -21953.758353 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.924753 sec): 3 clusters Score: Raw -22032.401047 + Penalty 517.854434 = -21514.546613 nChanged 147 SP:Iteration 1F (34.925679 sec): 3 clusters Score: Raw -22121.140932 + Penalty 520.931622 = -21600.209310 nChanged 40 SP:Iteration 2F (34.926602 sec): 3 clusters Score: Raw -22150.644108 + Penalty 526.648985 = -21623.995123 nChanged 34 SP:Iteration 3F (34.927524 sec): 3 clusters Score: Raw -22179.450299 + Penalty 532.540439 = -21646.909860 nChanged 26 SP:Iteration 4F (34.928445 sec): 3 clusters Score: Raw -22201.677288 + Penalty 535.953772 = -21665.723516 nChanged 19 SP:Iteration 5Q (34.929353 sec): 3 clusters Score: Raw -22221.133390 + Penalty 554.137748 = -21666.995643 nChanged 17 SP:Iteration 6Q (34.930253 sec): 3 clusters Score: Raw -22239.821633 + Penalty 562.333840 = -21677.487793 nChanged 13 SP:Iteration 7Q (34.931148 sec): 3 clusters Score: Raw -22251.987953 + Penalty 570.397854 = -21681.590099 nChanged 7 SP:Iteration 8Q (34.932026 sec): 3 clusters Score: Raw -22259.187627 + Penalty 580.948411 = -21678.239216 nChanged 5 SP:Iteration 9F (34.932975 sec): 3 clusters Score: Raw -22264.492336 + Penalty 586.067626 = -21678.424709 nChanged 2 SP:Iteration 10F (34.933897 sec): 3 clusters Score: Raw -22266.937982 + Penalty 587.115097 = -21679.822885 nChanged 2 SP:Iteration 11Q (34.934756 sec): 3 clusters Score: Raw -22271.518059 + Penalty 587.127398 = -21684.390661 nChanged 2 SP:Iteration 12Q (34.935605 sec): 3 clusters Score: Raw -22274.618536 + Penalty 587.127398 = -21687.491138 nChanged 0 SP:Iteration 13F (34.936523 sec): 3 clusters Score: Raw -22274.618536 + Penalty 587.127398 = -21687.491138 nChanged 0 Memory request: 0.01 GB would take us to total of 0.46 GB. Trying to split cluster 5 (1476 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.944078 sec): 2 clusters Score: Raw -80370.291632 + Penalty 100.194746 = -80270.096886 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34.946981 sec): 3 clusters Score: Raw -79428.929646 + Penalty 202.807669 = -79226.121977 nChanged 645 SP:Iteration 1F (34.949677 sec): 3 clusters Score: Raw -80165.144692 + Penalty 206.453556 = -79958.691136 nChanged 129 SP:Iteration 2F (34.952450 sec): 3 clusters Score: Raw -80271.635054 + Penalty 208.740069 = -80062.894985 nChanged 70 SP:Iteration 3Q (34.955164 sec): 3 clusters Score: Raw -80308.232657 + Penalty 211.327804 = -80096.904853 nChanged 42 SP:Iteration 4Q (34.957875 sec): 3 clusters Score: Raw -80323.905034 + Penalty 212.660899 = -80111.244136 nChanged 25 SP:Iteration 5Q (34.960588 sec): 3 clusters Score: Raw -80335.399481 + Penalty 214.864175 = -80120.535306 nChanged 25 SP:Iteration 6Q (34.963301 sec): 3 clusters Score: Raw -80344.393486 + Penalty 215.344332 = -80129.049154 nChanged 20 SP:Iteration 7Q (34.966012 sec): 3 clusters Score: Raw -80350.274902 + Penalty 217.075531 = -80133.199372 nChanged 24 SP:Iteration 8Q (34.968724 sec): 3 clusters Score: Raw -80358.365615 + Penalty 218.946560 = -80139.419055 nChanged 24 SP:Iteration 9Q (34.971437 sec): 3 clusters Score: Raw -80367.099234 + Penalty 221.251555 = -80145.847679 nChanged 25 SP:Iteration 10F (34.974207 sec): 3 clusters Score: Raw -80376.811112 + Penalty 223.345817 = -80153.465295 nChanged 21 SP:Iteration 11Q (34.976936 sec): 3 clusters Score: Raw -80384.336792 + Penalty 225.549132 = -80158.787661 nChanged 23 SP:Iteration 12Q (34.979649 sec): 3 clusters Score: Raw -80391.404575 + Penalty 228.646681 = -80162.757894 nChanged 22 SP:Iteration 13Q (34.982348 sec): 3 clusters Score: Raw -80398.326544 + Penalty 231.824954 = -80166.501590 nChanged 23 SP:Iteration 14Q (34.985041 sec): 3 clusters Score: Raw -80405.241831 + Penalty 235.049645 = -80170.192186 nChanged 21 SP:Iteration 15Q (34.987704 sec): 3 clusters Score: Raw -80413.419342 + Penalty 238.335802 = -80175.083539 nChanged 16 SP:Iteration 16Q (34.990466 sec): 3 clusters Score: Raw -80419.335603 + Penalty 241.236054 = -80178.099550 nChanged 21 SP:Iteration 17Q (34.993141 sec): 3 clusters Score: Raw -80429.257852 + Penalty 246.752636 = -80182.505217 nChanged 24 SP:Iteration 18Q (34.995766 sec): 3 clusters Score: Raw -80440.770959 + Penalty 250.048997 = -80190.721962 nChanged 20 SP:Iteration 19Q (34.998323 sec): 3 clusters Score: Raw -80450.705537 + Penalty 254.920711 = -80195.784826 nChanged 16 SP:Iteration 20F (35.001103 sec): 3 clusters Score: Raw -80458.743401 + Penalty 259.539511 = -80199.203890 nChanged 15 SP:Iteration 21Q (35.003616 sec): 3 clusters Score: Raw -80465.816943 + Penalty 262.678035 = -80203.138907 nChanged 10 SP:Iteration 22Q (35.006108 sec): 3 clusters Score: Raw -80472.824614 + Penalty 269.337178 = -80203.487436 nChanged 13 SP:Iteration 23Q (35.008575 sec): 3 clusters Score: Raw -80480.027654 + Penalty 272.458415 = -80207.569239 nChanged 9 SP:Iteration 24Q (35.011012 sec): 3 clusters Score: Raw -80481.862391 + Penalty 273.106012 = -80208.756379 nChanged 6 SP:Iteration 25Q (35.013434 sec): 3 clusters Score: Raw -80483.973997 + Penalty 276.793062 = -80207.180935 nChanged 6 SP:Iteration 26F (35.016209 sec): 3 clusters Score: Raw -80485.953184 + Penalty 278.331109 = -80207.622075 nChanged 5 SP:Iteration 27Q (35.018645 sec): 3 clusters Score: Raw -80487.274057 + Penalty 278.027326 = -80209.246731 nChanged 4 SP:Iteration 28Q (35.021046 sec): 3 clusters Score: Raw -80488.195693 + Penalty 278.391790 = -80209.803903 nChanged 2 SP:Iteration 29Q (35.023435 sec): 3 clusters Score: Raw -80488.494568 + Penalty 278.391790 = -80210.102778 nChanged 0 SP:Iteration 30F (35.026209 sec): 3 clusters Score: Raw -80488.494568 + Penalty 278.391790 = -80210.102778 nChanged 0 Memory request: 0.03 GB would take us to total of 0.48 GB. Trying to split cluster 6 (5230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.055068 sec): 2 clusters Score: Raw -278063.503549 + Penalty 117.767637 = -277945.735911 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.064959 sec): 3 clusters Score: Raw -274662.732479 + Penalty 235.259416 = -274427.473063 nChanged 2486 SP:Iteration 1F (35.074598 sec): 3 clusters Score: Raw -277405.811004 + Penalty 237.689843 = -277168.121161 nChanged 533 SP:Iteration 2F (35.084222 sec): 3 clusters Score: Raw -277846.439599 + Penalty 240.125000 = -277606.314599 nChanged 285 SP:Iteration 3F (35.093996 sec): 3 clusters Score: Raw -278091.331254 + Penalty 240.735335 = -277850.595919 nChanged 154 SP:Iteration 4Q (35.103459 sec): 3 clusters Score: Raw -278197.467050 + Penalty 239.713981 = -277957.753069 nChanged 85 SP:Iteration 5Q (35.112892 sec): 3 clusters Score: Raw -278237.415612 + Penalty 237.878284 = -277999.537327 nChanged 75 SP:Iteration 6Q (35.122022 sec): 3 clusters Score: Raw -278269.950391 + Penalty 236.142155 = -278033.808236 nChanged 68 SP:Iteration 7Q (35.131035 sec): 3 clusters Score: Raw -278296.984397 + Penalty 235.305077 = -278061.679320 nChanged 52 SP:Iteration 8Q (35.140120 sec): 3 clusters Score: Raw -278311.108635 + Penalty 234.402150 = -278076.706485 nChanged 45 SP:Iteration 9Q (35.149696 sec): 3 clusters Score: Raw -278324.207764 + Penalty 232.933222 = -278091.274541 nChanged 52 SP:Iteration 10F (35.159709 sec): 3 clusters Score: Raw -278337.283645 + Penalty 232.683445 = -278104.600200 nChanged 36 SP:Iteration 11Q (35.168427 sec): 3 clusters Score: Raw -278345.041362 + Penalty 232.670201 = -278112.371161 nChanged 27 SP:Iteration 12Q (35.177083 sec): 3 clusters Score: Raw -278349.176604 + Penalty 231.969292 = -278117.207313 nChanged 17 SP:Iteration 13Q (35.185686 sec): 3 clusters Score: Raw -278351.116400 + Penalty 232.184687 = -278118.931713 nChanged 11 SP:Iteration 14Q (35.194280 sec): 3 clusters Score: Raw -278352.416524 + Penalty 232.262396 = -278120.154128 nChanged 14 SP:Iteration 15Q (35.202828 sec): 3 clusters Score: Raw -278353.788545 + Penalty 232.531821 = -278121.256724 nChanged 10 SP:Iteration 16Q (35.211395 sec): 3 clusters Score: Raw -278354.985518 + Penalty 232.152785 = -278122.832733 nChanged 8 SP:Iteration 17Q (35.219899 sec): 3 clusters Score: Raw -278355.682490 + Penalty 232.100651 = -278123.581838 nChanged 7 SP:Iteration 18Q (35.228389 sec): 3 clusters Score: Raw -278356.336205 + Penalty 232.232356 = -278124.103849 nChanged 10 SP:Iteration 19Q (35.237020 sec): 3 clusters Score: Raw -278357.485585 + Penalty 232.798419 = -278124.687166 nChanged 18 SP:Iteration 20F (35.246694 sec): 3 clusters Score: Raw -278359.445756 + Penalty 233.051198 = -278126.394558 nChanged 11 SP:Iteration 21Q (35.255511 sec): 3 clusters Score: Raw -278360.571552 + Penalty 232.784822 = -278127.786730 nChanged 5 SP:Iteration 22Q (35.263980 sec): 3 clusters Score: Raw -278361.254061 + Penalty 232.933665 = -278128.320396 nChanged 4 SP:Iteration 23Q (35.272414 sec): 3 clusters Score: Raw -278361.445834 + Penalty 232.909751 = -278128.536084 nChanged 5 SP:Iteration 24Q (35.280831 sec): 3 clusters Score: Raw -278361.711291 + Penalty 232.639486 = -278129.071805 nChanged 5 SP:Iteration 25Q (35.289235 sec): 3 clusters Score: Raw -278362.460389 + Penalty 232.205715 = -278130.254674 nChanged 7 SP:Iteration 26Q (35.297671 sec): 3 clusters Score: Raw -278363.504972 + Penalty 232.263145 = -278131.241828 nChanged 4 SP:Iteration 27Q (35.306101 sec): 3 clusters Score: Raw -278363.911488 + Penalty 232.006691 = -278131.904797 nChanged 3 SP:Iteration 28Q (35.314637 sec): 3 clusters Score: Raw -278364.071007 + Penalty 231.719733 = -278132.351275 nChanged 2 SP:Iteration 29Q (35.323015 sec): 3 clusters Score: Raw -278364.213093 + Penalty 231.550243 = -278132.662850 nChanged 2 SP:Iteration 30F (35.332648 sec): 3 clusters Score: Raw -278364.564447 + Penalty 231.666953 = -278132.897494 nChanged 2 SP:Iteration 31Q (35.341071 sec): 3 clusters Score: Raw -278364.978445 + Penalty 231.782408 = -278133.196037 nChanged 3 SP:Iteration 32Q (35.349524 sec): 3 clusters Score: Raw -278365.239349 + Penalty 231.966534 = -278133.272815 nChanged 5 SP:Iteration 33Q (35.358025 sec): 3 clusters Score: Raw -278365.937834 + Penalty 232.225171 = -278133.712662 nChanged 9 SP:Iteration 34Q (35.366380 sec): 3 clusters Score: Raw -278366.811407 + Penalty 232.345060 = -278134.466347 nChanged 9 SP:Iteration 35Q (35.374727 sec): 3 clusters Score: Raw -278367.820638 + Penalty 232.522469 = -278135.298170 nChanged 9 SP:Iteration 36Q (35.383059 sec): 3 clusters Score: Raw -278368.857496 + Penalty 232.158658 = -278136.698839 nChanged 7 SP:Iteration 37Q (35.391420 sec): 3 clusters Score: Raw -278369.919202 + Penalty 231.784939 = -278138.134263 nChanged 5 SP:Iteration 38Q (35.399929 sec): 3 clusters Score: Raw -278370.381016 + Penalty 231.482784 = -278138.898232 nChanged 6 SP:Iteration 39Q (35.408453 sec): 3 clusters Score: Raw -278371.010637 + Penalty 231.669673 = -278139.340965 nChanged 5 SP:Iteration 40F (35.418237 sec): 3 clusters Score: Raw -278371.242543 + Penalty 231.545173 = -278139.697370 nChanged 3 SP:Iteration 41Q (35.426537 sec): 3 clusters Score: Raw -278371.316981 + Penalty 231.291603 = -278140.025378 nChanged 1 SP:Iteration 42Q (35.434926 sec): 3 clusters Score: Raw -278371.426684 + Penalty 231.345909 = -278140.080775 nChanged 2 SP:Iteration 43Q (35.443228 sec): 3 clusters Score: Raw -278371.686691 + Penalty 230.985738 = -278140.700952 nChanged 3 SP:Iteration 44Q (35.451589 sec): 3 clusters Score: Raw -278371.869005 + Penalty 230.476640 = -278141.392365 nChanged 4 SP:Iteration 45Q (35.460208 sec): 3 clusters Score: Raw -278372.815309 + Penalty 229.421015 = -278143.394294 nChanged 3 SP:Iteration 46Q (35.468532 sec): 3 clusters Score: Raw -278374.053262 + Penalty 229.345427 = -278144.707835 nChanged 3 SP:Iteration 47Q (35.476803 sec): 3 clusters Score: Raw -278374.319669 + Penalty 229.198471 = -278145.121198 nChanged 1 SP:Iteration 48Q (35.485065 sec): 3 clusters Score: Raw -278374.399088 + Penalty 229.198471 = -278145.200617 nChanged 0 SP:Iteration 49F (35.494722 sec): 3 clusters Score: Raw -278374.399088 + Penalty 229.198471 = -278145.200617 nChanged 0 Score: Raw -2499306.972263 + Penalty 245513.343791 = -2253793.628472 Splitting cluster 6 changes total score from -2212965.485585 to -2253793.628472 So it's getting split into cluster 100. Memory request: 0.01 GB would take us to total of 0.46 GB. Trying to split cluster 7 (1883 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.672791 sec): 2 clusters Score: Raw -99749.373784 + Penalty 170.184351 = -99579.189434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.676381 sec): 3 clusters Score: Raw -98604.209139 + Penalty 351.959147 = -98252.249992 nChanged 813 SP:Iteration 1F (40.679907 sec): 3 clusters Score: Raw -99247.670958 + Penalty 360.955973 = -98886.714985 nChanged 180 SP:Iteration 2F (40.683325 sec): 3 clusters Score: Raw -99330.911332 + Penalty 370.560507 = -98960.350824 nChanged 97 SP:Iteration 3F (40.686717 sec): 3 clusters Score: Raw -99377.481270 + Penalty 383.182066 = -98994.299204 nChanged 84 SP:Iteration 4Q (40.690106 sec): 3 clusters Score: Raw -99423.178184 + Penalty 398.904845 = -99024.273339 nChanged 87 SP:Iteration 5Q (40.693488 sec): 3 clusters Score: Raw -99487.985512 + Penalty 426.831853 = -99061.153660 nChanged 98 SP:Iteration 6F (40.696916 sec): 3 clusters Score: Raw -99569.317791 + Penalty 452.944369 = -99116.373422 nChanged 82 SP:Iteration 7Q (40.700314 sec): 3 clusters Score: Raw -99649.322905 + Penalty 480.252393 = -99169.070513 nChanged 60 SP:Iteration 8Q (40.703695 sec): 3 clusters Score: Raw -99701.917901 + Penalty 493.037208 = -99208.880693 nChanged 27 SP:Iteration 9Q (40.707015 sec): 3 clusters Score: Raw -99720.701148 + Penalty 501.870705 = -99218.830443 nChanged 20 SP:Iteration 10F (40.710400 sec): 3 clusters Score: Raw -99734.286745 + Penalty 501.108169 = -99233.178576 nChanged 16 SP:Iteration 11Q (40.713479 sec): 3 clusters Score: Raw -99742.047046 + Penalty 494.840913 = -99247.206134 nChanged 15 SP:Iteration 12Q (40.716517 sec): 3 clusters Score: Raw -99752.311355 + Penalty 495.101510 = -99257.209845 nChanged 9 SP:Iteration 13Q (40.719509 sec): 3 clusters Score: Raw -99760.270881 + Penalty 500.926330 = -99259.344552 nChanged 6 SP:Iteration 14Q (40.722448 sec): 3 clusters Score: Raw -99764.943575 + Penalty 497.584526 = -99267.359049 nChanged 5 SP:Iteration 15Q (40.725361 sec): 3 clusters Score: Raw -99774.443764 + Penalty 494.636370 = -99279.807394 nChanged 3 SP:Iteration 16Q (40.728219 sec): 3 clusters Score: Raw -99775.626113 + Penalty 495.838010 = -99279.788104 nChanged 2 SP:Iteration 17F (40.731619 sec): 3 clusters Score: Raw -99778.298776 + Penalty 495.199908 = -99283.098868 nChanged 1 SP:Iteration 18Q (40.734452 sec): 3 clusters Score: Raw -99779.387884 + Penalty 494.660111 = -99284.727773 nChanged 1 SP:Iteration 19Q (40.737280 sec): 3 clusters Score: Raw -99780.063918 + Penalty 493.466179 = -99286.597739 nChanged 1 SP:Iteration 20F (40.740666 sec): 3 clusters Score: Raw -99780.321943 + Penalty 490.181688 = -99290.140255 nChanged 2 SP:Iteration 21Q (40.743491 sec): 3 clusters Score: Raw -99780.919340 + Penalty 488.039100 = -99292.880240 nChanged 4 SP:Iteration 22Q (40.746313 sec): 3 clusters Score: Raw -99783.845393 + Penalty 485.590818 = -99298.254574 nChanged 5 SP:Iteration 23Q (40.749126 sec): 3 clusters Score: Raw -99784.542175 + Penalty 485.590818 = -99298.951357 nChanged 0 SP:Iteration 24F (40.752507 sec): 3 clusters Score: Raw -99784.542175 + Penalty 485.590818 = -99298.951357 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 8 (531 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.757126 sec): 2 clusters Score: Raw -26969.276485 + Penalty 174.681729 = -26794.594756 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.758295 sec): 3 clusters Score: Raw -26657.257603 + Penalty 344.970568 = -26312.287035 nChanged 213 SP:Iteration 1F (40.759422 sec): 3 clusters Score: Raw -26806.345630 + Penalty 344.946147 = -26461.399483 nChanged 61 SP:Iteration 2F (40.760545 sec): 3 clusters Score: Raw -26870.282882 + Penalty 343.465305 = -26526.817577 nChanged 58 SP:Iteration 3F (40.761665 sec): 3 clusters Score: Raw -26946.557125 + Penalty 344.075442 = -26602.481683 nChanged 50 SP:Iteration 4F (40.762784 sec): 3 clusters Score: Raw -27017.188256 + Penalty 342.919566 = -26674.268689 nChanged 31 SP:Iteration 5F (40.763903 sec): 3 clusters Score: Raw -27047.104719 + Penalty 344.245394 = -26702.859325 nChanged 15 SP:Iteration 6Q (40.764964 sec): 3 clusters Score: Raw -27058.691990 + Penalty 344.715818 = -26713.976172 nChanged 2 SP:Iteration 7Q (40.766013 sec): 3 clusters Score: Raw -27059.553907 + Penalty 344.924548 = -26714.629359 nChanged 1 SP:Iteration 8Q (40.767062 sec): 3 clusters Score: Raw -27059.591356 + Penalty 344.924548 = -26714.666808 nChanged 0 SP:Iteration 9F (40.768178 sec): 3 clusters Score: Raw -27059.591356 + Penalty 344.924548 = -26714.666808 nChanged 0 Memory request: 0.01 GB would take us to total of 0.47 GB. Trying to split cluster 9 (2180 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.778735 sec): 2 clusters Score: Raw -120697.665407 + Penalty 313.406549 = -120384.258858 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.782928 sec): 3 clusters Score: Raw -119346.853423 + Penalty 626.310590 = -118720.542833 nChanged 902 SP:Iteration 1F (40.786859 sec): 3 clusters Score: Raw -119884.931214 + Penalty 629.086055 = -119255.845159 nChanged 284 SP:Iteration 2F (40.790794 sec): 3 clusters Score: Raw -120026.931062 + Penalty 632.413899 = -119394.517163 nChanged 164 SP:Iteration 3F (40.794711 sec): 3 clusters Score: Raw -120105.129746 + Penalty 634.974765 = -119470.154982 nChanged 120 SP:Iteration 4F (40.798617 sec): 3 clusters Score: Raw -120150.790798 + Penalty 637.223125 = -119513.567674 nChanged 79 SP:Iteration 5Q (40.802623 sec): 3 clusters Score: Raw -120173.492587 + Penalty 639.951294 = -119533.541293 nChanged 63 SP:Iteration 6Q (40.806528 sec): 3 clusters Score: Raw -120190.674373 + Penalty 643.588347 = -119547.086026 nChanged 52 SP:Iteration 7Q (40.810433 sec): 3 clusters Score: Raw -120207.496161 + Penalty 648.044456 = -119559.451705 nChanged 55 SP:Iteration 8Q (40.814334 sec): 3 clusters Score: Raw -120225.006478 + Penalty 653.417733 = -119571.588745 nChanged 55 SP:Iteration 9Q (40.818235 sec): 3 clusters Score: Raw -120242.725467 + Penalty 659.519020 = -119583.206447 nChanged 60 SP:Iteration 10F (40.822145 sec): 3 clusters Score: Raw -120268.386785 + Penalty 666.282482 = -119602.104302 nChanged 70 SP:Iteration 11Q (40.826045 sec): 3 clusters Score: Raw -120298.884576 + Penalty 673.605984 = -119625.278592 nChanged 85 SP:Iteration 12Q (40.829951 sec): 3 clusters Score: Raw -120344.455357 + Penalty 683.617970 = -119660.837387 nChanged 101 SP:Iteration 13Q (40.833843 sec): 3 clusters Score: Raw -120415.056050 + Penalty 691.640357 = -119723.415692 nChanged 104 SP:Iteration 14Q (40.837724 sec): 3 clusters Score: Raw -120493.917512 + Penalty 701.553836 = -119792.363676 nChanged 92 SP:Iteration 15Q (40.841689 sec): 3 clusters Score: Raw -120567.483319 + Penalty 718.924816 = -119848.558503 nChanged 72 SP:Iteration 16Q (40.845575 sec): 3 clusters Score: Raw -120629.925068 + Penalty 728.370819 = -119901.554249 nChanged 54 SP:Iteration 17Q (40.849384 sec): 3 clusters Score: Raw -120673.633391 + Penalty 745.663650 = -119927.969741 nChanged 29 SP:Iteration 18Q (40.853110 sec): 3 clusters Score: Raw -120700.398443 + Penalty 757.263505 = -119943.134939 nChanged 18 SP:Iteration 19Q (40.856692 sec): 3 clusters Score: Raw -120717.799624 + Penalty 760.610508 = -119957.189116 nChanged 6 SP:Iteration 20F (40.860699 sec): 3 clusters Score: Raw -120723.294176 + Penalty 774.661199 = -119948.632977 nChanged 8 SP:Iteration 21F (40.864585 sec): 3 clusters Score: Raw -120732.515621 + Penalty 781.312077 = -119951.203545 nChanged 4 SP:Iteration 22Q (40.867912 sec): 3 clusters Score: Raw -120738.453005 + Penalty 778.536755 = -119959.916250 nChanged 1 SP:Iteration 23Q (40.871187 sec): 3 clusters Score: Raw -120740.542849 + Penalty 785.870523 = -119954.672326 nChanged 2 SP:Iteration 24F (40.875079 sec): 3 clusters Score: Raw -120742.475158 + Penalty 781.934711 = -119960.540446 nChanged 1 SP:Iteration 25Q (40.878368 sec): 3 clusters Score: Raw -120742.818414 + Penalty 781.934711 = -119960.883703 nChanged 0 SP:Iteration 26F (40.882306 sec): 3 clusters Score: Raw -120742.818414 + Penalty 781.934711 = -119960.883703 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 10 (267 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.886167 sec): 2 clusters Score: Raw -13916.517708 + Penalty 103.601213 = -13812.916496 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.886876 sec): 3 clusters Score: Raw -13769.385242 + Penalty 211.080799 = -13558.304443 nChanged 114 SP:Iteration 1F (40.887572 sec): 3 clusters Score: Raw -13900.647899 + Penalty 235.103459 = -13665.544440 nChanged 41 SP:Iteration 2F (40.888255 sec): 3 clusters Score: Raw -13954.966314 + Penalty 244.686560 = -13710.279754 nChanged 10 SP:Iteration 3Q (40.888932 sec): 3 clusters Score: Raw -13963.969842 + Penalty 259.612794 = -13704.357047 nChanged 11 SP:Iteration 4F (40.889649 sec): 3 clusters Score: Raw -13977.214948 + Penalty 281.472231 = -13695.742717 nChanged 8 SP:Iteration 5F (40.890329 sec): 3 clusters Score: Raw -13984.139325 + Penalty 294.718974 = -13689.420351 nChanged 4 SP:Iteration 6F (40.891009 sec): 3 clusters Score: Raw -13986.884033 + Penalty 298.926818 = -13687.957214 nChanged 2 SP:Iteration 7F (40.891691 sec): 3 clusters Score: Raw -13987.750556 + Penalty 299.931785 = -13687.818771 nChanged 1 SP:Iteration 8F (40.892372 sec): 3 clusters Score: Raw -13988.483549 + Penalty 299.931785 = -13688.551764 nChanged 0 Memory request: 0.01 GB would take us to total of 0.47 GB. Trying to split cluster 11 (2295 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.903504 sec): 2 clusters Score: Raw -124990.934398 + Penalty 120.526755 = -124870.407643 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.907706 sec): 3 clusters Score: Raw -123507.975036 + Penalty 240.544495 = -123267.430541 nChanged 1078 SP:Iteration 1F (40.911829 sec): 3 clusters Score: Raw -124560.640206 + Penalty 270.294704 = -124290.345502 nChanged 326 SP:Iteration 2F (40.915979 sec): 3 clusters Score: Raw -125018.800661 + Penalty 276.507857 = -124742.292804 nChanged 31 SP:Iteration 3Q (40.919625 sec): 3 clusters Score: Raw -125041.449211 + Penalty 286.317190 = -124755.132021 nChanged 17 SP:Iteration 4Q (40.923067 sec): 3 clusters Score: Raw -125051.102338 + Penalty 288.134083 = -124762.968255 nChanged 8 SP:Iteration 5Q (40.926433 sec): 3 clusters Score: Raw -125053.889650 + Penalty 286.872590 = -124767.017060 nChanged 5 SP:Iteration 6Q (40.929815 sec): 3 clusters Score: Raw -125055.782596 + Penalty 288.181446 = -124767.601150 nChanged 1 SP:Iteration 7Q (40.933151 sec): 3 clusters Score: Raw -125055.815474 + Penalty 288.181446 = -124767.634028 nChanged 0 SP:Iteration 8F (40.937257 sec): 3 clusters Score: Raw -125055.815474 + Penalty 288.181446 = -124767.634028 nChanged 0 Memory request: 0.01 GB would take us to total of 0.46 GB. Trying to split cluster 12 (953 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.944429 sec): 2 clusters Score: Raw -49459.995418 + Penalty 200.456658 = -49259.538761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.946287 sec): 3 clusters Score: Raw -48916.859479 + Penalty 401.548402 = -48515.311077 nChanged 417 SP:Iteration 1F (40.948108 sec): 3 clusters Score: Raw -49182.385225 + Penalty 405.445218 = -48776.940007 nChanged 134 SP:Iteration 2F (40.949940 sec): 3 clusters Score: Raw -49329.776238 + Penalty 409.713313 = -48920.062926 nChanged 109 SP:Iteration 3F (40.951765 sec): 3 clusters Score: Raw -49459.523827 + Penalty 413.064157 = -49046.459670 nChanged 72 SP:Iteration 4F (40.953582 sec): 3 clusters Score: Raw -49529.511279 + Penalty 415.753990 = -49113.757289 nChanged 53 SP:Iteration 5F (40.955474 sec): 3 clusters Score: Raw -49575.452009 + Penalty 415.343749 = -49160.108259 nChanged 38 SP:Iteration 6Q (40.957290 sec): 3 clusters Score: Raw -49601.832156 + Penalty 415.852983 = -49185.979173 nChanged 23 SP:Iteration 7Q (40.959174 sec): 3 clusters Score: Raw -49613.177578 + Penalty 414.943130 = -49198.234447 nChanged 11 SP:Iteration 8Q (40.961009 sec): 3 clusters Score: Raw -49616.571593 + Penalty 413.736260 = -49202.835333 nChanged 6 SP:Iteration 9Q (40.962840 sec): 3 clusters Score: Raw -49618.064160 + Penalty 412.783485 = -49205.280675 nChanged 6 SP:Iteration 10F (40.964648 sec): 3 clusters Score: Raw -49620.369394 + Penalty 412.327245 = -49208.042150 nChanged 4 SP:Iteration 11Q (40.966446 sec): 3 clusters Score: Raw -49621.641927 + Penalty 411.805779 = -49209.836148 nChanged 3 SP:Iteration 12Q (40.968244 sec): 3 clusters Score: Raw -49622.310039 + Penalty 411.368946 = -49210.941093 nChanged 4 SP:Iteration 13Q (40.970045 sec): 3 clusters Score: Raw -49623.256599 + Penalty 411.067734 = -49212.188865 nChanged 2 SP:Iteration 14Q (40.971842 sec): 3 clusters Score: Raw -49623.557805 + Penalty 411.067734 = -49212.490071 nChanged 0 SP:Iteration 15F (40.973688 sec): 3 clusters Score: Raw -49623.557805 + Penalty 411.067734 = -49212.490071 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 13 (307 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.976839 sec): 2 clusters Score: Raw -13301.260089 + Penalty 445.393668 = -12855.866421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.977604 sec): 3 clusters Score: Raw -13243.668330 + Penalty 889.469247 = -12354.199083 nChanged 77 SP:Iteration 1F (40.978346 sec): 3 clusters Score: Raw -13341.556056 + Penalty 886.669078 = -12454.886978 nChanged 32 SP:Iteration 2F (40.979089 sec): 3 clusters Score: Raw -13384.409062 + Penalty 884.441090 = -12499.967972 nChanged 13 SP:Iteration 3Q (40.979832 sec): 3 clusters Score: Raw -13401.275054 + Penalty 881.629672 = -12519.645382 nChanged 13 SP:Iteration 4Q (40.980551 sec): 3 clusters Score: Raw -13416.124765 + Penalty 879.291844 = -12536.832922 nChanged 12 SP:Iteration 5Q (40.981267 sec): 3 clusters Score: Raw -13438.445041 + Penalty 878.234839 = -12560.210202 nChanged 10 SP:Iteration 6Q (40.981977 sec): 3 clusters Score: Raw -13463.908904 + Penalty 878.488262 = -12585.420643 nChanged 9 SP:Iteration 7Q (40.982685 sec): 3 clusters Score: Raw -13502.003197 + Penalty 876.498953 = -12625.504244 nChanged 5 SP:Iteration 8Q (40.983387 sec): 3 clusters Score: Raw -13511.371744 + Penalty 875.520357 = -12635.851387 nChanged 4 SP:Iteration 9Q (40.984103 sec): 3 clusters Score: Raw -13523.721033 + Penalty 874.360933 = -12649.360099 nChanged 5 SP:Iteration 10F (40.984840 sec): 3 clusters Score: Raw -13535.937252 + Penalty 876.560752 = -12659.376499 nChanged 4 SP:Iteration 11Q (40.985529 sec): 3 clusters Score: Raw -13547.766744 + Penalty 878.639603 = -12669.127142 nChanged 6 SP:Iteration 12Q (40.986209 sec): 3 clusters Score: Raw -13558.797177 + Penalty 877.502817 = -12681.294359 nChanged 5 SP:Iteration 13Q (40.986887 sec): 3 clusters Score: Raw -13566.603555 + Penalty 876.600934 = -12690.002620 nChanged 1 SP:Iteration 14Q (40.987557 sec): 3 clusters Score: Raw -13567.908665 + Penalty 876.600934 = -12691.307730 nChanged 0 SP:Iteration 15F (40.988291 sec): 3 clusters Score: Raw -13567.908665 + Penalty 876.600934 = -12691.307730 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 14 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.988898 sec): 2 clusters Score: Raw -2195.817817 + Penalty 484.193133 = -1711.624684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.989186 sec): 3 clusters Score: Raw -2298.669889 + Penalty 968.409928 = -1330.259962 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 15 (169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.990489 sec): 2 clusters Score: Raw -8089.842304 + Penalty 175.479786 = -7914.362518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40.991009 sec): 3 clusters Score: Raw -8038.805907 + Penalty 351.277915 = -7687.527991 nChanged 46 SP:Iteration 1F (40.991521 sec): 3 clusters Score: Raw -8080.343774 + Penalty 349.420081 = -7730.923693 nChanged 14 SP:Iteration 2F (40.992038 sec): 3 clusters Score: Raw -8096.310836 + Penalty 348.674684 = -7747.636152 nChanged 6 SP:Iteration 3Q (40.992538 sec): 3 clusters Score: Raw -8102.240042 + Penalty 347.464584 = -7754.775458 nChanged 7 SP:Iteration 4Q (40.993037 sec): 3 clusters Score: Raw -8111.076614 + Penalty 348.041950 = -7763.034664 nChanged 6 SP:Iteration 5Q (40.993554 sec): 3 clusters Score: Raw -8118.844901 + Penalty 348.920933 = -7769.923968 nChanged 6 SP:Iteration 6Q (40.994063 sec): 3 clusters Score: Raw -8123.969380 + Penalty 349.875323 = -7774.094057 nChanged 4 SP:Iteration 7Q (40.994571 sec): 3 clusters Score: Raw -8127.903607 + Penalty 350.279822 = -7777.623785 nChanged 2 SP:Iteration 8Q (40.995079 sec): 3 clusters Score: Raw -8128.703194 + Penalty 351.115977 = -7777.587217 nChanged 3 SP:Iteration 9F (40.995632 sec): 3 clusters Score: Raw -8129.681581 + Penalty 351.458481 = -7778.223099 nChanged 1 SP:Iteration 10F (40.996153 sec): 3 clusters Score: Raw -8130.256772 + Penalty 353.000090 = -7777.256682 nChanged 4 SP:Iteration 11F (40.996674 sec): 3 clusters Score: Raw -8135.272410 + Penalty 355.337200 = -7779.935210 nChanged 6 SP:Iteration 12Q (40.997174 sec): 3 clusters Score: Raw -8142.820279 + Penalty 357.284111 = -7785.536168 nChanged 3 SP:Iteration 13Q (40.997668 sec): 3 clusters Score: Raw -8146.264794 + Penalty 357.833547 = -7788.431247 nChanged 1 SP:Iteration 14Q (40.998160 sec): 3 clusters Score: Raw -8146.471130 + Penalty 357.833547 = -7788.637584 nChanged 0 SP:Iteration 15F (40.998670 sec): 3 clusters Score: Raw -8146.471130 + Penalty 357.833547 = -7788.637584 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 16 (133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40.999580 sec): 2 clusters Score: Raw -7795.869972 + Penalty 375.030636 = -7420.839336 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.000033 sec): 3 clusters Score: Raw -7771.373957 + Penalty 765.333694 = -7006.040263 nChanged 16 SP:Iteration 1F (41.000477 sec): 3 clusters Score: Raw -7793.500883 + Penalty 770.402265 = -7023.098618 nChanged 6 SP:Iteration 2Q (41.000918 sec): 3 clusters Score: Raw -7802.989308 + Penalty 782.601641 = -7020.387667 nChanged 5 SP:Iteration 3F (41.001362 sec): 3 clusters Score: Raw -7807.757653 + Penalty 789.286869 = -7018.470784 nChanged 3 SP:Iteration 4F (41.001804 sec): 3 clusters Score: Raw -7811.267694 + Penalty 789.286869 = -7021.980826 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 17 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.002312 sec): 2 clusters Score: Raw -628.291882 + Penalty 202.218682 = -426.073200 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.002540 sec): 3 clusters Score: Raw -650.955641 + Penalty 405.934395 = -245.021246 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 18 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.003130 sec): 2 clusters Score: Raw -2246.048889 + Penalty 427.107200 = -1818.941689 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.003419 sec): 3 clusters Score: Raw -2336.360035 + Penalty 852.896888 = -1483.463147 nChanged 0 Memory request: 0.01 GB would take us to total of 0.46 GB. Trying to split cluster 19 (833 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.006571 sec): 2 clusters Score: Raw -43037.720404 + Penalty 227.172373 = -42810.548031 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.008207 sec): 3 clusters Score: Raw -42575.667168 + Penalty 477.341711 = -42098.325458 nChanged 329 SP:Iteration 1F (41.009831 sec): 3 clusters Score: Raw -42884.159930 + Penalty 479.471369 = -42404.688561 nChanged 104 SP:Iteration 2F (41.011446 sec): 3 clusters Score: Raw -43009.234666 + Penalty 475.801387 = -42533.433278 nChanged 54 SP:Iteration 3F (41.013058 sec): 3 clusters Score: Raw -43075.915825 + Penalty 473.208758 = -42602.707068 nChanged 28 SP:Iteration 4Q (41.014641 sec): 3 clusters Score: Raw -43100.629001 + Penalty 472.306685 = -42628.322316 nChanged 22 SP:Iteration 5Q (41.016188 sec): 3 clusters Score: Raw -43116.486872 + Penalty 472.011600 = -42644.475273 nChanged 16 SP:Iteration 6Q (41.017767 sec): 3 clusters Score: Raw -43131.571103 + Penalty 472.603062 = -42658.968041 nChanged 11 SP:Iteration 7Q (41.019297 sec): 3 clusters Score: Raw -43155.500301 + Penalty 473.049174 = -42682.451127 nChanged 17 SP:Iteration 8Q (41.020820 sec): 3 clusters Score: Raw -43200.018905 + Penalty 472.251913 = -42727.766991 nChanged 16 SP:Iteration 9Q (41.022283 sec): 3 clusters Score: Raw -43219.745670 + Penalty 471.812993 = -42747.932677 nChanged 12 SP:Iteration 10F (41.023929 sec): 3 clusters Score: Raw -43224.374431 + Penalty 472.021191 = -42752.353241 nChanged 7 SP:Iteration 11Q (41.025373 sec): 3 clusters Score: Raw -43228.560774 + Penalty 472.173477 = -42756.387297 nChanged 2 SP:Iteration 12Q (41.026817 sec): 3 clusters Score: Raw -43229.772921 + Penalty 472.346308 = -42757.426613 nChanged 2 SP:Iteration 13Q (41.028292 sec): 3 clusters Score: Raw -43231.417019 + Penalty 472.868679 = -42758.548341 nChanged 2 SP:Iteration 14Q (41.029758 sec): 3 clusters Score: Raw -43232.480043 + Penalty 473.090713 = -42759.389330 nChanged 2 SP:Iteration 15Q (41.031218 sec): 3 clusters Score: Raw -43233.719559 + Penalty 473.024841 = -42760.694718 nChanged 1 SP:Iteration 16Q (41.032696 sec): 3 clusters Score: Raw -43234.554369 + Penalty 472.705399 = -42761.848969 nChanged 2 SP:Iteration 17Q (41.034230 sec): 3 clusters Score: Raw -43235.218141 + Penalty 472.705399 = -42762.512742 nChanged 0 SP:Iteration 18F (41.035849 sec): 3 clusters Score: Raw -43235.218141 + Penalty 472.705399 = -42762.512742 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 20 (59 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.036551 sec): 2 clusters Score: Raw -2865.865849 + Penalty 218.457439 = -2647.408410 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.036876 sec): 3 clusters Score: Raw -2867.735375 + Penalty 450.610587 = -2417.124788 nChanged 5 SP:Iteration 1F (41.037207 sec): 3 clusters Score: Raw -2880.370063 + Penalty 455.659158 = -2424.710905 nChanged 1 SP:Iteration 2Q (41.037519 sec): 3 clusters Score: Raw -2881.796259 + Penalty 455.659158 = -2426.137101 nChanged 0 SP:Iteration 3F (41.037830 sec): 3 clusters Score: Raw -2881.796259 + Penalty 455.659158 = -2426.137101 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 21 (218 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.039330 sec): 2 clusters Score: Raw -11812.605907 + Penalty 476.277565 = -11336.328342 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.039960 sec): 3 clusters Score: Raw -11740.830284 + Penalty 946.844073 = -10793.986212 nChanged 47 SP:Iteration 1F (41.040580 sec): 3 clusters Score: Raw -11788.950539 + Penalty 945.233339 = -10843.717201 nChanged 17 SP:Iteration 2F (41.041190 sec): 3 clusters Score: Raw -11812.678909 + Penalty 941.485904 = -10871.193005 nChanged 9 SP:Iteration 3Q (41.041783 sec): 3 clusters Score: Raw -11821.173769 + Penalty 940.378107 = -10880.795662 nChanged 1 SP:Iteration 4Q (41.042372 sec): 3 clusters Score: Raw -11823.066536 + Penalty 940.378107 = -10882.688430 nChanged 0 SP:Iteration 5F (41.042972 sec): 3 clusters Score: Raw -11823.066536 + Penalty 940.378107 = -10882.688430 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 22 (51 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.043770 sec): 2 clusters Score: Raw -2706.313393 + Penalty 310.696044 = -2395.617349 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.044077 sec): 3 clusters Score: Raw -2743.946960 + Penalty 621.559473 = -2122.387488 nChanged 1 SP:Iteration 1Q (41.044365 sec): 3 clusters Score: Raw -2748.470661 + Penalty 621.559473 = -2126.911189 nChanged 0 SP:Iteration 2F (41.044661 sec): 3 clusters Score: Raw -2748.470661 + Penalty 621.559473 = -2126.911189 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 23 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.045204 sec): 2 clusters Score: Raw -305.681757 + Penalty 163.269261 = -142.412496 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.045403 sec): 2 clusters Score: Raw -305.681757 + Penalty 163.269261 = -142.412496 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 24 (258 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41.047048 sec): 2 clusters Score: Raw -13653.059760 + Penalty 336.478393 = -13316.581367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41.047763 sec): 3 clusters Score: Raw -13563.103942 + Penalty 673.162616 = -12889.941326 nChanged 69 SP:Iteration 1F (41.048413 sec): 3 clusters Score: Raw -13645.053309 + Penalty 673.290710 = -12971.762599 nChanged 29 SP:Iteration 2F (41.049068 sec): 3 clusters Score: Raw -13689.519289 + Penalty 673.419382 = -13016.099907 nChanged 22 SP:Iteration 3F (41.049715 sec): 3 clusters Score: Raw -13763.675240 + Penalty 674.007036 = -13089.668205 nChanged 15 SP:Iteration 4F (41.050364 sec): 3 clusters Score: Raw -13854.646001 + Penalty 673.418656 = -13181.227345 nChanged 14 SP:Iteration 5F (41.051012 sec): 3 clusters Score: Raw -13952.483533 + Penalty 672.715708 = -13279.767825 nChanged 11 SP:Iteration 6Q (41.051590 sec): 3 clusters Score: Raw -13990.293490 + Penalty 672.145992 = -13318.147498 nChanged 3 SP:Iteration 7Q (41.052150 sec): 3 clusters Score: Raw -13995.972045 + Penalty 672.052378 = -13323.919667 nChanged 1 SP:Iteration 8Q (41.052704 sec): 3 clusters Score: Raw -13999.653501 + Penalty 672.052378 = -13327.601124 nChanged 0 SP:Iteration 9F (41.053351 sec): 3 clusters Score: Raw -13999.653501 + Penalty 672.052378 = -13327.601124 nChanged 0 Score: Raw -2499653.560983 + Penalty 246166.873823 = -2253486.687160 Splitting cluster 24 changes total score from -2212965.485585 to -2253486.687160 So it's getting split into cluster 115. Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 25 (142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.237847 sec): 2 clusters Score: Raw -7461.900503 + Penalty 695.435339 = -6766.465165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.238317 sec): 3 clusters Score: Raw -7532.169675 + Penalty 1389.688524 = -6142.481150 nChanged 24 SP:Iteration 1F (46.238776 sec): 3 clusters Score: Raw -7606.436065 + Penalty 1388.952626 = -6217.483438 nChanged 2 SP:Iteration 2Q (46.239210 sec): 3 clusters Score: Raw -7609.543441 + Penalty 1388.952626 = -6220.590814 nChanged 0 SP:Iteration 3F (46.239659 sec): 3 clusters Score: Raw -7609.543441 + Penalty 1388.952626 = -6220.590814 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 26 (159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.240567 sec): 2 clusters Score: Raw -7880.025905 + Penalty 175.695265 = -7704.330640 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.241058 sec): 3 clusters Score: Raw -7843.928288 + Penalty 373.490062 = -7470.438227 nChanged 57 SP:Iteration 1F (46.241542 sec): 3 clusters Score: Raw -7932.639307 + Penalty 395.355671 = -7537.283637 nChanged 16 SP:Iteration 2F (46.242026 sec): 3 clusters Score: Raw -7955.896605 + Penalty 397.373668 = -7558.522937 nChanged 2 SP:Iteration 3Q (46.242488 sec): 3 clusters Score: Raw -7959.176476 + Penalty 400.477706 = -7558.698771 nChanged 2 SP:Iteration 4Q (46.242945 sec): 3 clusters Score: Raw -7960.628394 + Penalty 405.190589 = -7555.437805 nChanged 1 SP:Iteration 5F (46.243428 sec): 3 clusters Score: Raw -7961.611534 + Penalty 407.106518 = -7554.505016 nChanged 1 SP:Iteration 6F (46.243912 sec): 3 clusters Score: Raw -7962.818659 + Penalty 407.106518 = -7555.712141 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 27 (129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.244719 sec): 2 clusters Score: Raw -4502.052695 + Penalty 748.959439 = -3753.093256 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.245166 sec): 3 clusters Score: Raw -4744.276856 + Penalty 1499.236397 = -3245.040460 nChanged 16 SP:Iteration 1F (46.245602 sec): 3 clusters Score: Raw -4820.351751 + Penalty 1498.353779 = -3321.997971 nChanged 4 SP:Iteration 2Q (46.246007 sec): 3 clusters Score: Raw -4832.487425 + Penalty 1498.090054 = -3334.397370 nChanged 1 SP:Iteration 3Q (46.246442 sec): 3 clusters Score: Raw -4835.771434 + Penalty 1497.424856 = -3338.346578 nChanged 2 SP:Iteration 4Q (46.246841 sec): 3 clusters Score: Raw -4839.757387 + Penalty 1497.424856 = -3342.332531 nChanged 0 SP:Iteration 5F (46.247277 sec): 3 clusters Score: Raw -4839.757387 + Penalty 1497.424856 = -3342.332531 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 28 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.248294 sec): 2 clusters Score: Raw -10741.798169 + Penalty 332.284683 = -10409.513487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.248859 sec): 3 clusters Score: Raw -10665.259404 + Penalty 664.773640 = -10000.485764 nChanged 44 SP:Iteration 1F (46.249396 sec): 3 clusters Score: Raw -10694.015901 + Penalty 664.617642 = -10029.398258 nChanged 15 SP:Iteration 2F (46.249937 sec): 3 clusters Score: Raw -10711.742292 + Penalty 664.607233 = -10047.135059 nChanged 10 SP:Iteration 3F (46.250476 sec): 3 clusters Score: Raw -10723.927429 + Penalty 664.625307 = -10059.302121 nChanged 7 SP:Iteration 4Q (46.251013 sec): 3 clusters Score: Raw -10730.414160 + Penalty 664.581628 = -10065.832533 nChanged 5 SP:Iteration 5Q (46.251549 sec): 3 clusters Score: Raw -10734.455089 + Penalty 664.535095 = -10069.919994 nChanged 1 SP:Iteration 6Q (46.252083 sec): 3 clusters Score: Raw -10734.792763 + Penalty 664.535095 = -10070.257668 nChanged 0 SP:Iteration 7F (46.252622 sec): 3 clusters Score: Raw -10734.792763 + Penalty 664.535095 = -10070.257668 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 29 (199 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.253599 sec): 2 clusters Score: Raw -10427.498516 + Penalty 213.683593 = -10213.814923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.254160 sec): 3 clusters Score: Raw -10378.787278 + Penalty 456.493468 = -9922.293810 nChanged 54 SP:Iteration 1F (46.254712 sec): 3 clusters Score: Raw -10448.081932 + Penalty 458.738573 = -9989.343359 nChanged 9 SP:Iteration 2Q (46.255265 sec): 3 clusters Score: Raw -10458.347037 + Penalty 459.495806 = -9998.851231 nChanged 6 SP:Iteration 3Q (46.255811 sec): 3 clusters Score: Raw -10468.340214 + Penalty 460.125635 = -10008.214580 nChanged 1 SP:Iteration 4Q (46.256339 sec): 3 clusters Score: Raw -10473.742369 + Penalty 457.458054 = -10016.284314 nChanged 2 SP:Iteration 5Q (46.256863 sec): 3 clusters Score: Raw -10475.428090 + Penalty 457.920710 = -10017.507380 nChanged 2 SP:Iteration 6Q (46.257386 sec): 3 clusters Score: Raw -10478.531575 + Penalty 454.249221 = -10024.282354 nChanged 5 SP:Iteration 7Q (46.257907 sec): 3 clusters Score: Raw -10487.363333 + Penalty 452.325599 = -10035.037734 nChanged 4 SP:Iteration 8Q (46.258424 sec): 3 clusters Score: Raw -10502.037506 + Penalty 454.741938 = -10047.295568 nChanged 2 SP:Iteration 9Q (46.258937 sec): 3 clusters Score: Raw -10519.750297 + Penalty 453.085738 = -10066.664559 nChanged 7 SP:Iteration 10F (46.259490 sec): 3 clusters Score: Raw -10566.548353 + Penalty 452.487552 = -10114.060801 nChanged 8 SP:Iteration 11Q (46.259989 sec): 3 clusters Score: Raw -10600.453431 + Penalty 452.487552 = -10147.965879 nChanged 0 SP:Iteration 12F (46.260539 sec): 3 clusters Score: Raw -10600.453431 + Penalty 452.487552 = -10147.965879 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 30 (153 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.261405 sec): 2 clusters Score: Raw -7504.104153 + Penalty 113.855645 = -7390.248508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.261884 sec): 3 clusters Score: Raw -7452.595756 + Penalty 227.775752 = -7224.820004 nChanged 41 SP:Iteration 1F (46.262354 sec): 3 clusters Score: Raw -7497.961507 + Penalty 227.410640 = -7270.550867 nChanged 13 SP:Iteration 2F (46.262824 sec): 3 clusters Score: Raw -7525.212915 + Penalty 231.379083 = -7293.833832 nChanged 13 SP:Iteration 3F (46.263320 sec): 3 clusters Score: Raw -7557.092860 + Penalty 236.001483 = -7321.091378 nChanged 10 SP:Iteration 4F (46.263788 sec): 3 clusters Score: Raw -7569.909539 + Penalty 237.409192 = -7332.500347 nChanged 5 SP:Iteration 5Q (46.264234 sec): 3 clusters Score: Raw -7575.894354 + Penalty 236.355618 = -7339.538736 nChanged 3 SP:Iteration 6Q (46.264677 sec): 3 clusters Score: Raw -7578.835799 + Penalty 234.742613 = -7344.093186 nChanged 3 SP:Iteration 7Q (46.265123 sec): 3 clusters Score: Raw -7580.373283 + Penalty 234.742613 = -7345.630669 nChanged 0 SP:Iteration 8F (46.265592 sec): 3 clusters Score: Raw -7580.373283 + Penalty 234.742613 = -7345.630669 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 31 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.266121 sec): 2 clusters Score: Raw -810.342168 + Penalty 216.174229 = -594.167939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.266359 sec): 3 clusters Score: Raw -858.837285 + Penalty 426.239452 = -432.597833 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 32 (318 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.267737 sec): 2 clusters Score: Raw -17594.117416 + Penalty 401.428532 = -17192.688885 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.268500 sec): 3 clusters Score: Raw -17475.364289 + Penalty 816.267448 = -16659.096841 nChanged 87 SP:Iteration 1F (46.269272 sec): 3 clusters Score: Raw -17571.793512 + Penalty 830.345032 = -16741.448480 nChanged 26 SP:Iteration 2F (46.270020 sec): 3 clusters Score: Raw -17604.570257 + Penalty 835.118198 = -16769.452060 nChanged 14 SP:Iteration 3Q (46.270750 sec): 3 clusters Score: Raw -17623.323536 + Penalty 839.193969 = -16784.129567 nChanged 10 SP:Iteration 4Q (46.271476 sec): 3 clusters Score: Raw -17638.241702 + Penalty 840.885016 = -16797.356685 nChanged 4 SP:Iteration 5Q (46.272193 sec): 3 clusters Score: Raw -17645.222353 + Penalty 841.977359 = -16803.244994 nChanged 5 SP:Iteration 6Q (46.272907 sec): 3 clusters Score: Raw -17649.740108 + Penalty 844.662812 = -16805.077296 nChanged 3 SP:Iteration 7Q (46.273619 sec): 3 clusters Score: Raw -17655.333843 + Penalty 846.489336 = -16808.844507 nChanged 4 SP:Iteration 8Q (46.274325 sec): 3 clusters Score: Raw -17662.987704 + Penalty 846.679068 = -16816.308636 nChanged 3 SP:Iteration 9Q (46.275033 sec): 3 clusters Score: Raw -17665.112894 + Penalty 846.679068 = -16818.433826 nChanged 0 SP:Iteration 10F (46.275780 sec): 3 clusters Score: Raw -17665.112894 + Penalty 846.679068 = -16818.433826 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 33 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.276380 sec): 2 clusters Score: Raw -2155.805436 + Penalty 346.057988 = -1809.747449 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.276662 sec): 3 clusters Score: Raw -2195.944484 + Penalty 688.513244 = -1507.431240 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 34 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.277283 sec): 2 clusters Score: Raw -3100.564637 + Penalty 413.681473 = -2686.883164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.277594 sec): 3 clusters Score: Raw -3151.989449 + Penalty 827.073664 = -2324.915785 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 35 (192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.278555 sec): 2 clusters Score: Raw -8555.706815 + Penalty 762.031940 = -7793.674875 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.279115 sec): 3 clusters Score: Raw -8631.610319 + Penalty 1522.921696 = -7108.688623 nChanged 25 SP:Iteration 1F (46.279646 sec): 3 clusters Score: Raw -8731.217353 + Penalty 1523.278371 = -7207.938982 nChanged 10 SP:Iteration 2F (46.280210 sec): 3 clusters Score: Raw -8776.074624 + Penalty 1522.140759 = -7253.933865 nChanged 5 SP:Iteration 3Q (46.280714 sec): 3 clusters Score: Raw -8794.226030 + Penalty 1522.299715 = -7271.926314 nChanged 2 SP:Iteration 4Q (46.281214 sec): 3 clusters Score: Raw -8803.057467 + Penalty 1522.257530 = -7280.799938 nChanged 1 SP:Iteration 5Q (46.281714 sec): 3 clusters Score: Raw -8805.335728 + Penalty 1522.490760 = -7282.844967 nChanged 2 SP:Iteration 6Q (46.282217 sec): 3 clusters Score: Raw -8819.863239 + Penalty 1521.717984 = -7298.145255 nChanged 3 SP:Iteration 7Q (46.282716 sec): 3 clusters Score: Raw -8826.391520 + Penalty 1521.717984 = -7304.673536 nChanged 0 SP:Iteration 8F (46.283251 sec): 3 clusters Score: Raw -8826.391520 + Penalty 1521.717984 = -7304.673536 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 36 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.283774 sec): 2 clusters Score: Raw -508.062122 + Penalty 229.611076 = -278.451046 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.283998 sec): 3 clusters Score: Raw -513.995876 + Penalty 446.794779 = -67.201097 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 37 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.284564 sec): 2 clusters Score: Raw -1798.317909 + Penalty 428.290233 = -1370.027675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.284844 sec): 3 clusters Score: Raw -1933.376237 + Penalty 849.845146 = -1083.531091 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 38 (118 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.285645 sec): 2 clusters Score: Raw -6469.315234 + Penalty 491.364374 = -5977.950861 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.286071 sec): 3 clusters Score: Raw -6503.635146 + Penalty 981.682309 = -5521.952838 nChanged 12 SP:Iteration 1F (46.286488 sec): 3 clusters Score: Raw -6540.245170 + Penalty 979.767488 = -5560.477683 nChanged 2 SP:Iteration 2Q (46.286889 sec): 3 clusters Score: Raw -6543.630627 + Penalty 977.689490 = -5565.941137 nChanged 2 SP:Iteration 3Q (46.287291 sec): 3 clusters Score: Raw -6547.004742 + Penalty 977.689490 = -5569.315252 nChanged 0 SP:Iteration 4F (46.287708 sec): 3 clusters Score: Raw -6547.004742 + Penalty 977.689490 = -5569.315252 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 39 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.288203 sec): 2 clusters Score: Raw -441.802431 + Penalty 228.542481 = -213.259949 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.288423 sec): 3 clusters Score: Raw -452.163694 + Penalty 455.940086 = 3.776392 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 40 (134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.289233 sec): 2 clusters Score: Raw -5450.454119 + Penalty 615.495376 = -4834.958744 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.289688 sec): 3 clusters Score: Raw -5582.364698 + Penalty 1235.524674 = -4346.840024 nChanged 16 SP:Iteration 1F (46.290134 sec): 3 clusters Score: Raw -5634.585491 + Penalty 1245.800031 = -4388.785460 nChanged 11 SP:Iteration 2F (46.290580 sec): 3 clusters Score: Raw -5683.351614 + Penalty 1248.347243 = -4435.004371 nChanged 7 SP:Iteration 3F (46.291026 sec): 3 clusters Score: Raw -5712.601450 + Penalty 1248.347243 = -4464.254207 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 41 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.291557 sec): 2 clusters Score: Raw -975.871472 + Penalty 269.199489 = -706.671983 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.291803 sec): 3 clusters Score: Raw -1056.470904 + Penalty 542.102348 = -514.368556 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 42 (252 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.292952 sec): 2 clusters Score: Raw -13570.348818 + Penalty 600.480211 = -12969.868607 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.293601 sec): 3 clusters Score: Raw -13527.257884 + Penalty 1200.565607 = -12326.692277 nChanged 52 SP:Iteration 1F (46.294239 sec): 3 clusters Score: Raw -13589.865635 + Penalty 1200.224133 = -12389.641502 nChanged 8 SP:Iteration 2Q (46.294883 sec): 3 clusters Score: Raw -13602.375175 + Penalty 1200.291586 = -12402.083589 nChanged 1 SP:Iteration 3Q (46.295506 sec): 3 clusters Score: Raw -13605.603477 + Penalty 1200.291586 = -12405.311891 nChanged 0 SP:Iteration 4F (46.296143 sec): 3 clusters Score: Raw -13605.603477 + Penalty 1200.291586 = -12405.311891 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 43 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.296653 sec): 2 clusters Score: Raw -315.044725 + Penalty 143.433977 = -171.610748 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.296867 sec): 3 clusters Score: Raw -309.701040 + Penalty 271.845015 = -37.856025 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 44 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.297376 sec): 2 clusters Score: Raw -764.037335 + Penalty 196.918977 = -567.118358 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.297609 sec): 3 clusters Score: Raw -791.047757 + Penalty 395.671399 = -395.376358 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 45 (141 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.298433 sec): 2 clusters Score: Raw -7534.770729 + Penalty 343.584928 = -7191.185801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.298897 sec): 3 clusters Score: Raw -7552.148262 + Penalty 697.417998 = -6854.730264 nChanged 26 SP:Iteration 1F (46.299356 sec): 3 clusters Score: Raw -7608.273575 + Penalty 720.909240 = -6887.364335 nChanged 19 SP:Iteration 2F (46.299813 sec): 3 clusters Score: Raw -7649.416969 + Penalty 725.846313 = -6923.570655 nChanged 6 SP:Iteration 3Q (46.300251 sec): 3 clusters Score: Raw -7665.983409 + Penalty 723.901040 = -6942.082369 nChanged 1 SP:Iteration 4Q (46.300681 sec): 3 clusters Score: Raw -7675.197866 + Penalty 726.671771 = -6948.526096 nChanged 1 SP:Iteration 5Q (46.301111 sec): 3 clusters Score: Raw -7676.698731 + Penalty 726.671771 = -6950.026960 nChanged 0 SP:Iteration 6F (46.301567 sec): 3 clusters Score: Raw -7676.698731 + Penalty 726.671771 = -6950.026960 nChanged 0 Memory request: 0.01 GB would take us to total of 0.46 GB. Trying to split cluster 46 (623 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.303741 sec): 2 clusters Score: Raw -31716.128080 + Penalty 142.775522 = -31573.352557 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.305102 sec): 3 clusters Score: Raw -31367.914663 + Penalty 317.754049 = -31050.160614 nChanged 251 SP:Iteration 1F (46.306389 sec): 3 clusters Score: Raw -31639.384078 + Penalty 331.994739 = -31307.389339 nChanged 53 SP:Iteration 2F (46.307680 sec): 3 clusters Score: Raw -31701.659893 + Penalty 348.439279 = -31353.220614 nChanged 26 SP:Iteration 3Q (46.308977 sec): 3 clusters Score: Raw -31736.658373 + Penalty 360.643939 = -31376.014435 nChanged 11 SP:Iteration 4Q (46.310218 sec): 3 clusters Score: Raw -31749.452921 + Penalty 368.327995 = -31381.124926 nChanged 2 SP:Iteration 5Q (46.311374 sec): 3 clusters Score: Raw -31757.787741 + Penalty 372.504991 = -31385.282751 nChanged 1 SP:Iteration 6Q (46.312479 sec): 3 clusters Score: Raw -31758.749867 + Penalty 372.504991 = -31386.244877 nChanged 0 SP:Iteration 7F (46.313794 sec): 3 clusters Score: Raw -31758.749867 + Penalty 372.504991 = -31386.244877 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 47 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.314320 sec): 2 clusters Score: Raw -338.249137 + Penalty 211.430096 = -126.819042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.314532 sec): 3 clusters Score: Raw -331.816985 + Penalty 391.956534 = 60.139549 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 48 (59 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.315169 sec): 2 clusters Score: Raw -2943.444124 + Penalty 146.002843 = -2797.441282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.315486 sec): 3 clusters Score: Raw -2941.220648 + Penalty 353.611024 = -2587.609624 nChanged 13 SP:Iteration 1F (46.315797 sec): 3 clusters Score: Raw -2964.430297 + Penalty 400.240688 = -2564.189610 nChanged 5 SP:Iteration 2F (46.316107 sec): 3 clusters Score: Raw -2978.106900 + Penalty 400.240688 = -2577.866212 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 49 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.316626 sec): 2 clusters Score: Raw -1045.840806 + Penalty 403.597184 = -642.243622 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.316865 sec): 3 clusters Score: Raw -1106.970341 + Penalty 804.068437 = -302.901904 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 50 (39 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.317436 sec): 2 clusters Score: Raw -1923.097205 + Penalty 173.178783 = -1749.918422 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.317715 sec): 3 clusters Score: Raw -1934.824338 + Penalty 349.902422 = -1584.921916 nChanged 3 SP:Iteration 1F (46.317989 sec): 3 clusters Score: Raw -1939.262379 + Penalty 353.906472 = -1585.355907 nChanged 1 SP:Iteration 2Q (46.318259 sec): 3 clusters Score: Raw -1941.903962 + Penalty 353.906472 = -1587.997490 nChanged 0 SP:Iteration 3F (46.318533 sec): 3 clusters Score: Raw -1941.903962 + Penalty 353.906472 = -1587.997490 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 51 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.319093 sec): 2 clusters Score: Raw -1901.125408 + Penalty 435.674533 = -1465.450876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.319363 sec): 3 clusters Score: Raw -2005.418265 + Penalty 863.462378 = -1141.955888 nChanged 1 SP:Iteration 1Q (46.319616 sec): 3 clusters Score: Raw -2008.571020 + Penalty 863.462378 = -1145.108642 nChanged 0 SP:Iteration 2F (46.319881 sec): 3 clusters Score: Raw -2008.571020 + Penalty 863.462378 = -1145.108642 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 52 (51 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.320488 sec): 2 clusters Score: Raw -2580.005837 + Penalty 483.098865 = -2096.906972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.320789 sec): 3 clusters Score: Raw -2706.655695 + Penalty 972.058125 = -1734.597570 nChanged 2 SP:Iteration 1Q (46.321073 sec): 3 clusters Score: Raw -2718.997207 + Penalty 972.058125 = -1746.939082 nChanged 0 SP:Iteration 2F (46.321370 sec): 3 clusters Score: Raw -2718.997207 + Penalty 972.058125 = -1746.939082 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 53 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.321924 sec): 2 clusters Score: Raw -1700.244379 + Penalty 305.749015 = -1394.495364 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.322188 sec): 3 clusters Score: Raw -1737.176522 + Penalty 609.352958 = -1127.823564 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 54 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.322695 sec): 2 clusters Score: Raw -339.072007 + Penalty 229.624837 = -109.447171 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.322913 sec): 3 clusters Score: Raw -333.451561 + Penalty 459.228021 = 125.776460 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 55 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.323417 sec): 2 clusters Score: Raw -750.443515 + Penalty 286.488180 = -463.955334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.323645 sec): 3 clusters Score: Raw -778.329442 + Penalty 574.733653 = -203.595789 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 56 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.324144 sec): 2 clusters Score: Raw -540.950601 + Penalty 185.581651 = -355.368949 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.324369 sec): 3 clusters Score: Raw -577.647290 + Penalty 376.926288 = -200.721003 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 57 (250 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.325522 sec): 2 clusters Score: Raw -12866.706052 + Penalty 381.253223 = -12485.452829 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.326164 sec): 3 clusters Score: Raw -12785.381129 + Penalty 768.855716 = -12016.525413 nChanged 55 SP:Iteration 1F (46.326795 sec): 3 clusters Score: Raw -12836.498125 + Penalty 774.916668 = -12061.581456 nChanged 19 SP:Iteration 2F (46.327443 sec): 3 clusters Score: Raw -12857.592875 + Penalty 783.300240 = -12074.292636 nChanged 13 SP:Iteration 3F (46.328120 sec): 3 clusters Score: Raw -12875.261415 + Penalty 790.228125 = -12085.033289 nChanged 6 SP:Iteration 4Q (46.328755 sec): 3 clusters Score: Raw -12886.812594 + Penalty 795.876965 = -12090.935629 nChanged 4 SP:Iteration 5Q (46.329411 sec): 3 clusters Score: Raw -12891.685668 + Penalty 801.236993 = -12090.448676 nChanged 3 SP:Iteration 6F (46.330070 sec): 3 clusters Score: Raw -12896.570703 + Penalty 805.169227 = -12091.401475 nChanged 1 SP:Iteration 7Q (46.330709 sec): 3 clusters Score: Raw -12898.015283 + Penalty 810.830365 = -12087.184918 nChanged 2 SP:Iteration 8F (46.331365 sec): 3 clusters Score: Raw -12899.837464 + Penalty 810.512012 = -12089.325452 nChanged 1 SP:Iteration 9Q (46.332003 sec): 3 clusters Score: Raw -12900.418938 + Penalty 810.512012 = -12089.906927 nChanged 0 SP:Iteration 10F (46.332661 sec): 3 clusters Score: Raw -12900.418938 + Penalty 810.512012 = -12089.906927 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 58 (43 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.333259 sec): 2 clusters Score: Raw -2168.159065 + Penalty 298.923391 = -1869.235674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.333547 sec): 3 clusters Score: Raw -2214.954059 + Penalty 601.598595 = -1613.355464 nChanged 3 SP:Iteration 1F (46.333829 sec): 3 clusters Score: Raw -2224.512737 + Penalty 601.598595 = -1622.914142 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 59 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.334326 sec): 2 clusters Score: Raw -508.242386 + Penalty 190.030969 = -318.211417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.334550 sec): 3 clusters Score: Raw -547.259465 + Penalty 382.994519 = -164.264946 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 60 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.335065 sec): 2 clusters Score: Raw -891.249190 + Penalty 224.829178 = -666.420012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.335326 sec): 3 clusters Score: Raw -908.239012 + Penalty 458.843057 = -449.395955 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 61 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.335839 sec): 2 clusters Score: Raw -989.686702 + Penalty 374.612526 = -615.074176 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.336076 sec): 3 clusters Score: Raw -1071.588740 + Penalty 750.291543 = -321.297196 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 62 (232 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.337156 sec): 2 clusters Score: Raw -12023.043560 + Penalty 327.678648 = -11695.364913 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.337795 sec): 3 clusters Score: Raw -11936.005722 + Penalty 655.129562 = -11280.876160 nChanged 57 SP:Iteration 1F (46.338409 sec): 3 clusters Score: Raw -11975.190719 + Penalty 655.992894 = -11319.197825 nChanged 15 SP:Iteration 2F (46.339030 sec): 3 clusters Score: Raw -11985.030836 + Penalty 658.994194 = -11326.036641 nChanged 14 SP:Iteration 3F (46.339634 sec): 3 clusters Score: Raw -12007.743479 + Penalty 664.737512 = -11343.005967 nChanged 14 SP:Iteration 4F (46.340237 sec): 3 clusters Score: Raw -12028.459262 + Penalty 669.788934 = -11358.670328 nChanged 10 SP:Iteration 5Q (46.340830 sec): 3 clusters Score: Raw -12043.102905 + Penalty 675.061263 = -11368.041642 nChanged 10 SP:Iteration 6Q (46.341421 sec): 3 clusters Score: Raw -12049.378984 + Penalty 677.346600 = -11372.032384 nChanged 2 SP:Iteration 7Q (46.342011 sec): 3 clusters Score: Raw -12051.651531 + Penalty 679.412088 = -11372.239443 nChanged 2 SP:Iteration 8Q (46.342598 sec): 3 clusters Score: Raw -12053.559927 + Penalty 682.200135 = -11371.359792 nChanged 3 SP:Iteration 9F (46.343199 sec): 3 clusters Score: Raw -12054.890645 + Penalty 682.200135 = -11372.690510 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 63 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.343735 sec): 2 clusters Score: Raw -792.555558 + Penalty 213.283668 = -579.271890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.343974 sec): 3 clusters Score: Raw -819.854850 + Penalty 438.269987 = -381.584864 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 64 (89 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.344682 sec): 2 clusters Score: Raw -4980.426048 + Penalty 654.636338 = -4325.789709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.345056 sec): 3 clusters Score: Raw -5117.567059 + Penalty 1309.021936 = -3808.545123 nChanged 5 SP:Iteration 1F (46.345420 sec): 3 clusters Score: Raw -5140.301179 + Penalty 1307.899915 = -3832.401264 nChanged 2 SP:Iteration 2Q (46.345765 sec): 3 clusters Score: Raw -5150.142892 + Penalty 1307.450143 = -3842.692750 nChanged 1 SP:Iteration 3Q (46.346107 sec): 3 clusters Score: Raw -5154.775026 + Penalty 1307.450143 = -3847.324884 nChanged 0 SP:Iteration 4F (46.346471 sec): 3 clusters Score: Raw -5154.775026 + Penalty 1307.450143 = -3847.324884 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 65 (56 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.347093 sec): 2 clusters Score: Raw -3048.330692 + Penalty 418.925262 = -2629.405430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.347406 sec): 3 clusters Score: Raw -3116.922649 + Penalty 838.455234 = -2278.467415 nChanged 1 SP:Iteration 1Q (46.347699 sec): 3 clusters Score: Raw -3118.286283 + Penalty 837.850524 = -2280.435759 nChanged 1 SP:Iteration 2Q (46.347992 sec): 3 clusters Score: Raw -3121.715998 + Penalty 837.850524 = -2283.865474 nChanged 0 SP:Iteration 3F (46.348298 sec): 3 clusters Score: Raw -3121.715998 + Penalty 837.850524 = -2283.865474 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 66 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.348845 sec): 2 clusters Score: Raw -991.908901 + Penalty 165.112772 = -826.796129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.349089 sec): 3 clusters Score: Raw -1007.311397 + Penalty 320.861151 = -686.450246 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 67 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.349631 sec): 2 clusters Score: Raw -1575.196492 + Penalty 400.634021 = -1174.562472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.349886 sec): 3 clusters Score: Raw -1642.906510 + Penalty 803.752011 = -839.154500 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 68 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.350376 sec): 2 clusters Score: Raw -428.856739 + Penalty 208.765823 = -220.090916 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.350596 sec): 3 clusters Score: Raw -437.512928 + Penalty 416.036816 = -21.476111 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 69 (77 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.351267 sec): 2 clusters Score: Raw -4154.553885 + Penalty 446.128542 = -3708.425342 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.351619 sec): 3 clusters Score: Raw -4196.722003 + Penalty 890.859504 = -3305.862499 nChanged 2 SP:Iteration 1Q (46.351956 sec): 3 clusters Score: Raw -4199.824436 + Penalty 890.859504 = -3308.964932 nChanged 0 SP:Iteration 2F (46.352301 sec): 3 clusters Score: Raw -4199.824436 + Penalty 890.859504 = -3308.964932 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 70 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.352939 sec): 2 clusters Score: Raw -3278.688536 + Penalty 517.091481 = -2761.597055 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.353263 sec): 3 clusters Score: Raw -3375.817386 + Penalty 1043.824703 = -2331.992683 nChanged 2 SP:Iteration 1Q (46.353566 sec): 3 clusters Score: Raw -3391.221382 + Penalty 1043.824703 = -2347.396680 nChanged 0 SP:Iteration 2F (46.353885 sec): 3 clusters Score: Raw -3391.221382 + Penalty 1043.824703 = -2347.396680 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 71 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.354390 sec): 2 clusters Score: Raw -654.815460 + Penalty 173.450738 = -481.364722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.354617 sec): 3 clusters Score: Raw -675.455904 + Penalty 356.628195 = -318.827709 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 72 (141 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.355466 sec): 2 clusters Score: Raw -7917.694794 + Penalty 346.378627 = -7571.316167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.355931 sec): 3 clusters Score: Raw -7886.397775 + Penalty 713.212861 = -7173.184914 nChanged 25 SP:Iteration 1F (46.356389 sec): 3 clusters Score: Raw -7938.005187 + Penalty 721.390595 = -7216.614592 nChanged 11 SP:Iteration 2F (46.356847 sec): 3 clusters Score: Raw -7981.215347 + Penalty 718.552239 = -7262.663108 nChanged 5 SP:Iteration 3Q (46.357279 sec): 3 clusters Score: Raw -7996.546046 + Penalty 717.922254 = -7278.623791 nChanged 6 SP:Iteration 4Q (46.357707 sec): 3 clusters Score: Raw -8009.704759 + Penalty 717.922254 = -7291.782504 nChanged 0 SP:Iteration 5F (46.358164 sec): 3 clusters Score: Raw -8009.704759 + Penalty 717.922254 = -7291.782504 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 73 (82 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.358881 sec): 2 clusters Score: Raw -4953.841219 + Penalty 560.462301 = -4393.378917 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.359239 sec): 3 clusters Score: Raw -5009.303896 + Penalty 1122.256671 = -3887.047224 nChanged 8 SP:Iteration 1F (46.359591 sec): 3 clusters Score: Raw -5037.192879 + Penalty 1125.623611 = -3911.569268 nChanged 2 SP:Iteration 2Q (46.359924 sec): 3 clusters Score: Raw -5040.943241 + Penalty 1127.934275 = -3913.008966 nChanged 1 SP:Iteration 3Q (46.360257 sec): 3 clusters Score: Raw -5042.976929 + Penalty 1127.934275 = -3915.042654 nChanged 0 SP:Iteration 4F (46.360609 sec): 3 clusters Score: Raw -5042.976929 + Penalty 1127.934275 = -3915.042654 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 74 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.361100 sec): 2 clusters Score: Raw -324.751816 + Penalty 180.803052 = -143.948764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.361315 sec): 3 clusters Score: Raw -319.567712 + Penalty 366.679008 = 47.111297 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 75 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.361801 sec): 2 clusters Score: Raw -305.838036 + Penalty 146.898321 = -158.939715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.362016 sec): 3 clusters Score: Raw -306.559985 + Penalty 304.634964 = -1.925021 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 76 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.362522 sec): 2 clusters Score: Raw -777.785410 + Penalty 261.626575 = -516.158835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.362755 sec): 3 clusters Score: Raw -806.649080 + Penalty 529.303578 = -277.345502 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 77 (62 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.363387 sec): 2 clusters Score: Raw -2930.976853 + Penalty 431.862265 = -2499.114588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.363712 sec): 3 clusters Score: Raw -3021.808925 + Penalty 898.360184 = -2123.448741 nChanged 9 SP:Iteration 1F (46.364031 sec): 3 clusters Score: Raw -3069.185769 + Penalty 904.888253 = -2164.297516 nChanged 1 SP:Iteration 2Q (46.364326 sec): 3 clusters Score: Raw -3071.756938 + Penalty 904.888253 = -2166.868685 nChanged 0 SP:Iteration 3F (46.364644 sec): 3 clusters Score: Raw -3071.756938 + Penalty 904.888253 = -2166.868685 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 78 (348 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.366060 sec): 2 clusters Score: Raw -18033.622115 + Penalty 490.550545 = -17543.071570 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.366886 sec): 3 clusters Score: Raw -17945.539049 + Penalty 985.899483 = -16959.639566 nChanged 93 SP:Iteration 1F (46.367687 sec): 3 clusters Score: Raw -18197.213623 + Penalty 1024.422695 = -17172.790928 nChanged 55 SP:Iteration 2F (46.368488 sec): 3 clusters Score: Raw -18368.787521 + Penalty 1039.216156 = -17329.571364 nChanged 19 SP:Iteration 3F (46.369289 sec): 3 clusters Score: Raw -18424.881193 + Penalty 1037.429064 = -17387.452130 nChanged 5 SP:Iteration 4Q (46.369988 sec): 3 clusters Score: Raw -18478.695427 + Penalty 1032.127873 = -17446.567555 nChanged 12 SP:Iteration 5Q (46.370678 sec): 3 clusters Score: Raw -18570.775768 + Penalty 1035.136176 = -17535.639592 nChanged 6 SP:Iteration 6Q (46.371358 sec): 3 clusters Score: Raw -18624.479219 + Penalty 1033.397735 = -17591.081484 nChanged 1 SP:Iteration 7Q (46.372037 sec): 3 clusters Score: Raw -18634.068958 + Penalty 1033.397735 = -17600.671223 nChanged 0 SP:Iteration 8F (46.372860 sec): 3 clusters Score: Raw -18634.068958 + Penalty 1033.397735 = -17600.671223 nChanged 0 Score: Raw -2500254.005287 + Penalty 247170.010310 = -2253083.994977 Splitting cluster 78 changes total score from -2212965.485585 to -2253083.994977 So it's getting split into cluster 136. Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 79 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.566153 sec): 2 clusters Score: Raw -1239.967139 + Penalty 386.689721 = -853.277418 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.566414 sec): 3 clusters Score: Raw -1346.073362 + Penalty 768.208569 = -577.864792 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 80 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.566938 sec): 2 clusters Score: Raw -961.603385 + Penalty 289.936600 = -671.666785 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.567182 sec): 3 clusters Score: Raw -1019.447589 + Penalty 578.163983 = -441.283606 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 81 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.567719 sec): 2 clusters Score: Raw -1299.408347 + Penalty 457.541829 = -841.866518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.567973 sec): 3 clusters Score: Raw -1505.184358 + Penalty 916.024677 = -589.159681 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 82 (72 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.568636 sec): 2 clusters Score: Raw -3791.715448 + Penalty 214.027346 = -3577.688102 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.568975 sec): 3 clusters Score: Raw -3799.960537 + Penalty 441.210276 = -3358.750261 nChanged 11 SP:Iteration 1F (51.569309 sec): 3 clusters Score: Raw -3815.592970 + Penalty 457.648614 = -3357.944356 nChanged 7 SP:Iteration 2F (51.569642 sec): 3 clusters Score: Raw -3826.890266 + Penalty 469.984823 = -3356.905443 nChanged 2 SP:Iteration 3F (51.569975 sec): 3 clusters Score: Raw -3828.933303 + Penalty 483.858746 = -3345.074557 nChanged 2 SP:Iteration 4F (51.570307 sec): 3 clusters Score: Raw -3831.528401 + Penalty 479.799751 = -3351.728650 nChanged 1 SP:Iteration 5Q (51.570632 sec): 3 clusters Score: Raw -3834.316331 + Penalty 488.364517 = -3345.951814 nChanged 1 SP:Iteration 6F (51.570964 sec): 3 clusters Score: Raw -3840.189295 + Penalty 496.241273 = -3343.948022 nChanged 1 SP:Iteration 7F (51.571297 sec): 3 clusters Score: Raw -3844.751002 + Penalty 496.241273 = -3348.509728 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 83 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.571797 sec): 2 clusters Score: Raw -526.663719 + Penalty 180.399610 = -346.264109 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.572020 sec): 3 clusters Score: Raw -546.255127 + Penalty 360.651911 = -185.603216 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 84 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.572517 sec): 2 clusters Score: Raw -621.221338 + Penalty 207.015635 = -414.205703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.572743 sec): 3 clusters Score: Raw -631.555869 + Penalty 405.353226 = -226.202642 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 85 (43 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.573327 sec): 2 clusters Score: Raw -2093.943744 + Penalty 582.882196 = -1511.061548 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.573612 sec): 3 clusters Score: Raw -2321.192681 + Penalty 1165.711819 = -1155.480862 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 86 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.574183 sec): 2 clusters Score: Raw -1445.022859 + Penalty 326.420857 = -1118.602002 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.574436 sec): 3 clusters Score: Raw -1490.729983 + Penalty 654.338121 = -836.391863 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 87 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.574948 sec): 2 clusters Score: Raw -871.301108 + Penalty 304.737813 = -566.563295 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.575182 sec): 3 clusters Score: Raw -911.647328 + Penalty 601.824265 = -309.823063 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 88 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.575690 sec): 2 clusters Score: Raw -756.885022 + Penalty 190.442477 = -566.442546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.575923 sec): 3 clusters Score: Raw -775.797802 + Penalty 380.884954 = -394.912848 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 89 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.576415 sec): 2 clusters Score: Raw -483.669930 + Penalty 206.261275 = -277.408654 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.576636 sec): 3 clusters Score: Raw -502.116606 + Penalty 415.358067 = -86.758539 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 90 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.577121 sec): 2 clusters Score: Raw -261.705080 + Penalty 162.024914 = -99.680167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.577317 sec): 2 clusters Score: Raw -261.705080 + Penalty 162.024914 = -99.680167 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 91 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.577842 sec): 2 clusters Score: Raw -1218.494008 + Penalty 473.099548 = -745.394460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.578090 sec): 3 clusters Score: Raw -1314.623550 + Penalty 934.253841 = -380.369709 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 92 (39 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.578661 sec): 2 clusters Score: Raw -2183.257755 + Penalty 487.397204 = -1695.860552 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.578941 sec): 3 clusters Score: Raw -2327.345151 + Penalty 968.581421 = -1358.763730 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 93 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.579440 sec): 2 clusters Score: Raw -552.738180 + Penalty 209.895784 = -342.842396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.579662 sec): 3 clusters Score: Raw -591.254309 + Penalty 411.390397 = -179.863913 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 94 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.580192 sec): 2 clusters Score: Raw -1214.361130 + Penalty 387.222165 = -827.138965 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.580445 sec): 3 clusters Score: Raw -1316.623022 + Penalty 768.700820 = -547.922202 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 95 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.580929 sec): 2 clusters Score: Raw -326.295679 + Penalty 183.723018 = -142.572660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.581143 sec): 3 clusters Score: Raw -319.241415 + Penalty 361.945863 = 42.704448 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 96 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.581658 sec): 2 clusters Score: Raw -573.228043 + Penalty 241.375192 = -331.852852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.581883 sec): 3 clusters Score: Raw -612.764606 + Penalty 472.223598 = -140.541007 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 97 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.582376 sec): 2 clusters Score: Raw -518.135517 + Penalty 159.915428 = -358.220090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.582600 sec): 3 clusters Score: Raw -535.610397 + Penalty 319.679539 = -215.930858 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 98 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.583109 sec): 2 clusters Score: Raw -795.291648 + Penalty 177.918871 = -617.372777 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.583344 sec): 3 clusters Score: Raw -823.702715 + Penalty 348.678840 = -475.023875 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 99 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.583847 sec): 2 clusters Score: Raw -730.048817 + Penalty 276.527134 = -453.521683 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.584075 sec): 3 clusters Score: Raw -768.926681 + Penalty 541.544517 = -227.382164 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 101 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.584638 sec): 2 clusters Score: Raw -1909.428570 + Penalty 364.724318 = -1544.704252 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.584911 sec): 3 clusters Score: Raw -1954.090101 + Penalty 729.878142 = -1224.211959 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 102 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.585442 sec): 2 clusters Score: Raw -1339.651615 + Penalty 294.270533 = -1045.381083 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.585693 sec): 3 clusters Score: Raw -1372.214555 + Penalty 572.907064 = -799.307491 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 103 (39 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.586263 sec): 2 clusters Score: Raw -1899.544208 + Penalty 429.363302 = -1470.180905 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.586542 sec): 3 clusters Score: Raw -2020.429712 + Penalty 843.259328 = -1177.170384 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 104 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.587068 sec): 2 clusters Score: Raw -1194.550753 + Penalty 330.952513 = -863.598239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.587318 sec): 3 clusters Score: Raw -1243.937023 + Penalty 668.841335 = -575.095687 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 105 (45 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.587905 sec): 2 clusters Score: Raw -2259.178890 + Penalty 272.067218 = -1987.111673 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.588195 sec): 3 clusters Score: Raw -2287.363806 + Penalty 566.391354 = -1720.972452 nChanged 8 SP:Iteration 1F (51.588480 sec): 3 clusters Score: Raw -2305.053076 + Penalty 605.417670 = -1699.635407 nChanged 3 SP:Iteration 2F (51.588765 sec): 3 clusters Score: Raw -2326.197540 + Penalty 621.994149 = -1704.203392 nChanged 1 SP:Iteration 3Q (51.589033 sec): 3 clusters Score: Raw -2340.288402 + Penalty 621.994149 = -1718.294254 nChanged 0 SP:Iteration 4F (51.589333 sec): 3 clusters Score: Raw -2340.288402 + Penalty 621.994149 = -1718.294254 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 106 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.589847 sec): 2 clusters Score: Raw -874.014752 + Penalty 256.513048 = -617.501703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.590082 sec): 3 clusters Score: Raw -906.712078 + Penalty 511.421282 = -395.290796 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 107 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.590577 sec): 2 clusters Score: Raw -570.062660 + Penalty 245.471187 = -324.591473 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.590799 sec): 3 clusters Score: Raw -574.841734 + Penalty 486.655048 = -88.186686 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 108 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.591368 sec): 2 clusters Score: Raw -1885.448205 + Penalty 345.029422 = -1540.418783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.591647 sec): 3 clusters Score: Raw -1955.082793 + Penalty 681.229392 = -1273.853401 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 109 (95 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.592374 sec): 2 clusters Score: Raw -5745.421822 + Penalty 542.035924 = -5203.385898 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.592756 sec): 3 clusters Score: Raw -5758.348666 + Penalty 1086.138793 = -4672.209873 nChanged 7 SP:Iteration 1F (51.593131 sec): 3 clusters Score: Raw -5771.151884 + Penalty 1087.148275 = -4684.003609 nChanged 1 SP:Iteration 2Q (51.593498 sec): 3 clusters Score: Raw -5772.407994 + Penalty 1089.556829 = -4682.851164 nChanged 2 SP:Iteration 3F (51.593872 sec): 3 clusters Score: Raw -5779.052560 + Penalty 1088.889751 = -4690.162809 nChanged 1 SP:Iteration 4Q (51.594235 sec): 3 clusters Score: Raw -5779.915581 + Penalty 1088.889751 = -4691.025830 nChanged 0 SP:Iteration 5F (51.594609 sec): 3 clusters Score: Raw -5779.915581 + Penalty 1088.889751 = -4691.025830 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 110 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.595109 sec): 2 clusters Score: Raw -520.385926 + Penalty 188.584409 = -331.801517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.595332 sec): 3 clusters Score: Raw -541.005465 + Penalty 382.057260 = -158.948204 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 111 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.595815 sec): 2 clusters Score: Raw -261.133145 + Penalty 175.737629 = -85.395517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.596027 sec): 3 clusters Score: Raw -255.677634 + Penalty 351.475257 = 95.797623 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 112 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.596600 sec): 2 clusters Score: Raw -1863.760230 + Penalty 552.285422 = -1311.474807 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.596886 sec): 3 clusters Score: Raw -2088.103515 + Penalty 1103.038254 = -985.065261 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 113 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.597449 sec): 2 clusters Score: Raw -1950.205593 + Penalty 413.753434 = -1536.452159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.597717 sec): 3 clusters Score: Raw -1999.061096 + Penalty 828.213123 = -1170.847973 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 114 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.598211 sec): 2 clusters Score: Raw -61.240542 + Penalty 0.000000 = -61.240542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.598403 sec): 2 clusters Score: Raw -61.240542 + Penalty 0.000000 = -61.240542 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 116 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.598899 sec): 2 clusters Score: Raw -614.545078 + Penalty 252.369008 = -362.176070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.599125 sec): 3 clusters Score: Raw -635.794960 + Penalty 505.783510 = -130.011450 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 117 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.599690 sec): 2 clusters Score: Raw -2047.170045 + Penalty 426.194691 = -1620.975354 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.599968 sec): 3 clusters Score: Raw -2142.899536 + Penalty 851.708537 = -1291.190999 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 118 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.600465 sec): 2 clusters Score: Raw -573.510822 + Penalty 209.744007 = -363.766815 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.600691 sec): 3 clusters Score: Raw -598.184468 + Penalty 414.461907 = -183.722561 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 119 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.601168 sec): 2 clusters Score: Raw -131.878575 + Penalty 90.845547 = -41.033027 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.601375 sec): 3 clusters Score: Raw -121.694274 + Penalty 181.691094 = 59.996820 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 120 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.601851 sec): 2 clusters Score: Raw -127.295165 + Penalty 85.031596 = -42.263569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.602057 sec): 3 clusters Score: Raw -118.910642 + Penalty 170.063192 = 51.152550 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 121 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.602538 sec): 2 clusters Score: Raw -267.757419 + Penalty 180.813042 = -86.944376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.602750 sec): 3 clusters Score: Raw -256.106055 + Penalty 377.364654 = 121.258598 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 122 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.603268 sec): 2 clusters Score: Raw -899.076220 + Penalty 218.786482 = -680.289737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.603507 sec): 3 clusters Score: Raw -934.437925 + Penalty 436.697474 = -497.740451 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 123 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.604013 sec): 2 clusters Score: Raw -736.103651 + Penalty 224.592976 = -511.510675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.604245 sec): 3 clusters Score: Raw -760.110668 + Penalty 451.105270 = -309.005397 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 124 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.604730 sec): 2 clusters Score: Raw -321.154533 + Penalty 173.552643 = -147.601891 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.604946 sec): 3 clusters Score: Raw -318.185956 + Penalty 348.183942 = 29.997986 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 125 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.605471 sec): 2 clusters Score: Raw -710.391654 + Penalty 257.688496 = -452.703158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.605705 sec): 3 clusters Score: Raw -780.351422 + Penalty 518.445151 = -261.906271 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 126 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.606182 sec): 2 clusters Score: Raw -132.045659 + Penalty 91.821944 = -40.223716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.606390 sec): 3 clusters Score: Raw -122.810270 + Penalty 183.643887 = 60.833618 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 127 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.606874 sec): 2 clusters Score: Raw -336.485610 + Penalty 206.133453 = -130.352156 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.607090 sec): 3 clusters Score: Raw -330.629656 + Penalty 405.340876 = 74.711220 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 128 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.607608 sec): 2 clusters Score: Raw -1003.745286 + Penalty 357.730163 = -646.015124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.607847 sec): 3 clusters Score: Raw -1084.046357 + Penalty 714.707821 = -369.338536 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 129 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.608353 sec): 2 clusters Score: Raw -766.021147 + Penalty 272.152080 = -493.869067 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.608585 sec): 3 clusters Score: Raw -805.282495 + Penalty 545.708566 = -259.573930 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 130 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.609071 sec): 2 clusters Score: Raw -394.487707 + Penalty 230.825697 = -163.662010 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.609287 sec): 3 clusters Score: Raw -387.191150 + Penalty 470.457855 = 83.266705 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 131 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.609784 sec): 2 clusters Score: Raw -639.827383 + Penalty 328.413790 = -311.413593 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.610009 sec): 3 clusters Score: Raw -674.172603 + Penalty 656.827581 = -17.345023 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 132 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.610520 sec): 2 clusters Score: Raw -908.066093 + Penalty 291.104239 = -616.961855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.610759 sec): 3 clusters Score: Raw -974.288401 + Penalty 570.894278 = -403.394123 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 133 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.611283 sec): 2 clusters Score: Raw -1109.393112 + Penalty 229.203311 = -880.189801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.611529 sec): 3 clusters Score: Raw -1155.180348 + Penalty 469.215738 = -685.964610 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 134 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.612015 sec): 2 clusters Score: Raw -322.631603 + Penalty 187.185247 = -135.446356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.612213 sec): 2 clusters Score: Raw -322.631603 + Penalty 187.185247 = -135.446356 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 135 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.612710 sec): 2 clusters Score: Raw -264.678517 + Penalty 176.377459 = -88.301058 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.612922 sec): 3 clusters Score: Raw -255.644123 + Penalty 352.754918 = 97.110795 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 137 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.613409 sec): 2 clusters Score: Raw -364.567337 + Penalty 148.656745 = -215.910593 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.613627 sec): 3 clusters Score: Raw -366.720844 + Penalty 315.989664 = -50.731181 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 138 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.614145 sec): 2 clusters Score: Raw -1039.321022 + Penalty 454.265789 = -585.055233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.614389 sec): 3 clusters Score: Raw -1229.204034 + Penalty 908.719281 = -320.484753 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 139 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.614896 sec): 2 clusters Score: Raw -770.094312 + Penalty 241.905556 = -528.188755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.615130 sec): 3 clusters Score: Raw -831.675173 + Penalty 483.811113 = -347.864060 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 140 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.615611 sec): 2 clusters Score: Raw -255.645445 + Penalty 141.300520 = -114.344925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.615807 sec): 2 clusters Score: Raw -255.645445 + Penalty 141.300520 = -114.344925 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 141 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.616290 sec): 2 clusters Score: Raw -316.785265 + Penalty 174.486611 = -142.298653 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.616503 sec): 3 clusters Score: Raw -316.386427 + Penalty 351.951840 = 35.565413 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 142 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.616982 sec): 2 clusters Score: Raw -253.329503 + Penalty 133.039796 = -120.289707 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.617204 sec): 3 clusters Score: Raw -247.245925 + Penalty 281.382398 = 34.136473 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 143 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.617703 sec): 2 clusters Score: Raw -616.908026 + Penalty 196.929555 = -419.978471 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.617931 sec): 3 clusters Score: Raw -633.199743 + Penalty 392.233733 = -240.966009 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 144 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.618417 sec): 2 clusters Score: Raw -382.104574 + Penalty 198.826209 = -183.278365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.618634 sec): 3 clusters Score: Raw -381.744517 + Penalty 386.076286 = 4.331769 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 145 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.619123 sec): 2 clusters Score: Raw -409.538340 + Penalty 150.841410 = -258.696930 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.619356 sec): 3 clusters Score: Raw -414.441269 + Penalty 299.731077 = -114.710193 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 146 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.619842 sec): 2 clusters Score: Raw -295.030074 + Penalty 124.509322 = -170.520752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.620051 sec): 3 clusters Score: Raw -296.836479 + Penalty 237.321752 = -59.514728 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 147 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.620548 sec): 2 clusters Score: Raw -577.798221 + Penalty 209.126537 = -368.671684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.620773 sec): 3 clusters Score: Raw -599.483428 + Penalty 423.674207 = -175.809221 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 148 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.621274 sec): 2 clusters Score: Raw -663.626061 + Penalty 233.548652 = -430.077409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.621504 sec): 3 clusters Score: Raw -721.746558 + Penalty 460.029682 = -261.716877 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 149 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.622003 sec): 2 clusters Score: Raw -770.264743 + Penalty 374.730904 = -395.533839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.622231 sec): 3 clusters Score: Raw -825.625483 + Penalty 747.743810 = -77.881673 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 150 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.622740 sec): 2 clusters Score: Raw -810.358933 + Penalty 217.054109 = -593.304824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.622975 sec): 3 clusters Score: Raw -851.028778 + Penalty 432.511383 = -418.517395 nChanged 1 SP:Iteration 1F (51.623205 sec): 3 clusters Score: Raw -864.602624 + Penalty 432.511383 = -432.091241 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 151 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.623704 sec): 2 clusters Score: Raw -677.317096 + Penalty 277.695926 = -399.621170 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.623932 sec): 3 clusters Score: Raw -703.191469 + Penalty 552.908916 = -150.282554 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 152 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.624440 sec): 2 clusters Score: Raw -888.635705 + Penalty 326.318249 = -562.317457 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.624676 sec): 3 clusters Score: Raw -952.292543 + Penalty 650.667760 = -301.624782 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 153 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.625156 sec): 2 clusters Score: Raw -199.793375 + Penalty 134.564206 = -65.229170 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.625366 sec): 3 clusters Score: Raw -190.498128 + Penalty 259.944872 = 69.446744 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 154 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.625870 sec): 2 clusters Score: Raw -800.856111 + Penalty 237.734008 = -563.122103 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.626101 sec): 3 clusters Score: Raw -808.824642 + Penalty 472.887388 = -335.937254 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 155 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.626612 sec): 2 clusters Score: Raw -573.892925 + Penalty 216.861130 = -357.031795 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.626837 sec): 3 clusters Score: Raw -599.937199 + Penalty 430.852219 = -169.084980 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 156 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.627338 sec): 2 clusters Score: Raw -643.919066 + Penalty 286.196295 = -357.722771 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.627562 sec): 3 clusters Score: Raw -667.227540 + Penalty 573.874223 = -93.353317 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 157 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.628058 sec): 2 clusters Score: Raw -566.315842 + Penalty 193.514611 = -372.801230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.628283 sec): 3 clusters Score: Raw -594.912617 + Penalty 387.029223 = -207.883395 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 158 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.628758 sec): 2 clusters Score: Raw -125.493053 + Penalty 63.823358 = -61.669695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.628964 sec): 3 clusters Score: Raw -116.901469 + Penalty 127.646716 = 10.745247 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 159 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.629455 sec): 2 clusters Score: Raw -472.294954 + Penalty 179.169530 = -293.125424 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.629677 sec): 3 clusters Score: Raw -486.158005 + Penalty 365.192294 = -120.965711 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 160 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.630204 sec): 2 clusters Score: Raw -1268.646331 + Penalty 380.884066 = -887.762265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.630454 sec): 3 clusters Score: Raw -1356.782197 + Penalty 761.768132 = -595.014065 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 161 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.630965 sec): 2 clusters Score: Raw -814.088333 + Penalty 170.393931 = -643.694403 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.631202 sec): 3 clusters Score: Raw -862.040864 + Penalty 332.325084 = -529.715780 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 162 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.631691 sec): 2 clusters Score: Raw -438.789925 + Penalty 243.798891 = -194.991034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.631911 sec): 3 clusters Score: Raw -451.156997 + Penalty 485.528254 = 34.371257 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 163 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.632405 sec): 2 clusters Score: Raw -511.723312 + Penalty 161.056643 = -350.666669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.632628 sec): 3 clusters Score: Raw -529.550075 + Penalty 315.624496 = -213.925578 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 165 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.633113 sec): 2 clusters Score: Raw -333.826282 + Penalty 204.397526 = -129.428756 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.633329 sec): 3 clusters Score: Raw -329.451995 + Penalty 406.670428 = 77.218433 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 166 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.633829 sec): 2 clusters Score: Raw -319.069904 + Penalty 174.890068 = -144.179836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.634045 sec): 3 clusters Score: Raw -318.594632 + Penalty 351.710919 = 33.116287 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 167 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.634547 sec): 2 clusters Score: Raw -643.765149 + Penalty 210.594048 = -433.171101 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.634776 sec): 3 clusters Score: Raw -683.421810 + Penalty 420.086142 = -263.335668 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 168 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.635256 sec): 2 clusters Score: Raw -197.728317 + Penalty 131.269075 = -66.459242 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.635465 sec): 3 clusters Score: Raw -188.957776 + Penalty 271.754182 = 82.796407 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 169 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.635965 sec): 2 clusters Score: Raw -629.086078 + Penalty 224.978669 = -404.107409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.636192 sec): 3 clusters Score: Raw -665.222504 + Penalty 449.334358 = -215.888146 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 170 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.636696 sec): 2 clusters Score: Raw -702.177915 + Penalty 319.771054 = -382.406861 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.636928 sec): 3 clusters Score: Raw -762.266795 + Penalty 623.129074 = -139.137721 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 171 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.637420 sec): 2 clusters Score: Raw -450.734206 + Penalty 237.739916 = -212.994291 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.637639 sec): 3 clusters Score: Raw -452.211485 + Penalty 486.375359 = 34.163874 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 172 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.638138 sec): 2 clusters Score: Raw -622.369815 + Penalty 219.090425 = -403.279390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.638368 sec): 3 clusters Score: Raw -660.034590 + Penalty 435.293353 = -224.741237 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 173 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.638851 sec): 2 clusters Score: Raw -334.627172 + Penalty 223.683541 = -110.943631 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.639067 sec): 3 clusters Score: Raw -332.042831 + Penalty 442.937962 = 110.895131 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 174 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.639582 sec): 2 clusters Score: Raw -939.589390 + Penalty 250.699652 = -688.889737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.639824 sec): 3 clusters Score: Raw -996.541569 + Penalty 496.533001 = -500.008568 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 175 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.640314 sec): 2 clusters Score: Raw -498.122602 + Penalty 211.767438 = -286.355164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.640536 sec): 3 clusters Score: Raw -508.887307 + Penalty 423.534876 = -85.352431 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 178 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.641039 sec): 2 clusters Score: Raw -465.205297 + Penalty 184.084421 = -281.120876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.641261 sec): 3 clusters Score: Raw -483.235812 + Penalty 368.168843 = -115.066970 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 179 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.641750 sec): 2 clusters Score: Raw -437.409972 + Penalty 214.053022 = -223.356950 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.641968 sec): 3 clusters Score: Raw -445.010756 + Penalty 449.420093 = 4.409337 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 180 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.642453 sec): 2 clusters Score: Raw -324.317902 + Penalty 171.242141 = -153.075761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.642669 sec): 3 clusters Score: Raw -319.685834 + Penalty 331.445332 = 11.759498 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 181 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.643148 sec): 2 clusters Score: Raw -254.374942 + Penalty 148.521593 = -105.853349 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.643361 sec): 3 clusters Score: Raw -250.933697 + Penalty 297.043186 = 46.109489 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 182 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.643845 sec): 2 clusters Score: Raw -322.676886 + Penalty 192.710057 = -129.966830 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.644061 sec): 3 clusters Score: Raw -321.689910 + Penalty 381.128549 = 59.438640 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 183 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.644542 sec): 2 clusters Score: Raw -260.679802 + Penalty 184.490833 = -76.188969 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.644754 sec): 3 clusters Score: Raw -259.842829 + Penalty 350.498399 = 90.655570 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 184 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.645243 sec): 2 clusters Score: Raw -499.409793 + Penalty 272.509700 = -226.900093 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.645465 sec): 3 clusters Score: Raw -521.757471 + Penalty 545.019399 = 23.261928 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 185 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.645944 sec): 2 clusters Score: Raw -264.915576 + Penalty 191.794430 = -73.121147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.646157 sec): 3 clusters Score: Raw -258.107346 + Penalty 369.537348 = 111.430002 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 187 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.646632 sec): 2 clusters Score: Raw -125.115974 + Penalty 65.934413 = -59.181562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.646825 sec): 2 clusters Score: Raw -125.115974 + Penalty 65.934413 = -59.181562 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 190 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.647321 sec): 2 clusters Score: Raw -545.297451 + Penalty 197.883892 = -347.413559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.647544 sec): 3 clusters Score: Raw -559.845198 + Penalty 373.478954 = -186.366244 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 191 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.648047 sec): 2 clusters Score: Raw -373.991783 + Penalty 173.735709 = -200.256074 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.648265 sec): 3 clusters Score: Raw -369.424302 + Penalty 346.610366 = -22.813935 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 192 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.648760 sec): 2 clusters Score: Raw -563.882033 + Penalty 262.895947 = -300.986086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.648984 sec): 3 clusters Score: Raw -574.678855 + Penalty 522.205927 = -52.472928 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 193 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.649507 sec): 2 clusters Score: Raw -1224.481065 + Penalty 331.741409 = -892.739656 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.649754 sec): 3 clusters Score: Raw -1287.140842 + Penalty 674.011152 = -613.129690 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 194 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.650240 sec): 2 clusters Score: Raw -372.166918 + Penalty 182.523684 = -189.643234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.650459 sec): 3 clusters Score: Raw -371.251476 + Penalty 365.047369 = -6.204107 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 195 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.650944 sec): 2 clusters Score: Raw -335.134885 + Penalty 188.677009 = -146.457877 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.651155 sec): 3 clusters Score: Raw -329.682191 + Penalty 347.285029 = 17.602838 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 196 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.651639 sec): 2 clusters Score: Raw -294.448970 + Penalty 128.127614 = -166.321356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.651855 sec): 3 clusters Score: Raw -299.956205 + Penalty 263.441033 = -36.515172 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 197 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.652337 sec): 2 clusters Score: Raw -333.451091 + Penalty 208.699727 = -124.751363 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.652551 sec): 3 clusters Score: Raw -326.462570 + Penalty 418.113695 = 91.651124 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 198 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.653038 sec): 2 clusters Score: Raw -444.024015 + Penalty 220.758656 = -223.265359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.653256 sec): 3 clusters Score: Raw -444.683603 + Penalty 470.493604 = 25.810001 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 199 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.653740 sec): 2 clusters Score: Raw -312.579500 + Penalty 159.661251 = -152.918248 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.653953 sec): 3 clusters Score: Raw -306.270663 + Penalty 328.365287 = 22.094623 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 200 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.654437 sec): 2 clusters Score: Raw -311.002979 + Penalty 175.289188 = -135.713791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.654653 sec): 3 clusters Score: Raw -313.473273 + Penalty 354.224808 = 40.751535 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 201 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.655145 sec): 2 clusters Score: Raw -193.287872 + Penalty 118.759018 = -74.528854 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.655355 sec): 3 clusters Score: Raw -183.893790 + Penalty 239.552476 = 55.658687 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 204 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.655831 sec): 2 clusters Score: Raw -131.903750 + Penalty 89.085042 = -42.818708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.656036 sec): 3 clusters Score: Raw -121.694799 + Penalty 178.170085 = 56.475285 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 205 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.656510 sec): 2 clusters Score: Raw -126.036543 + Penalty 85.534443 = -40.502101 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.656702 sec): 2 clusters Score: Raw -126.036543 + Penalty 85.534443 = -40.502101 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 206 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.657179 sec): 2 clusters Score: Raw -121.851977 + Penalty 66.279058 = -55.572919 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.657384 sec): 3 clusters Score: Raw -115.394478 + Penalty 132.558116 = 17.163638 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 207 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.657893 sec): 2 clusters Score: Raw -847.871664 + Penalty 362.849394 = -485.022270 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.658128 sec): 3 clusters Score: Raw -968.382367 + Penalty 727.448681 = -240.933686 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 208 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.658609 sec): 2 clusters Score: Raw -268.750939 + Penalty 181.083474 = -87.667464 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.658822 sec): 3 clusters Score: Raw -260.322449 + Penalty 362.166948 = 101.844500 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 209 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.659305 sec): 2 clusters Score: Raw -318.875637 + Penalty 163.615330 = -155.260306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.659521 sec): 3 clusters Score: Raw -315.844194 + Penalty 317.266269 = 1.422075 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 210 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.660001 sec): 2 clusters Score: Raw -253.210465 + Penalty 146.105497 = -107.104968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.660212 sec): 3 clusters Score: Raw -247.760981 + Penalty 281.482349 = 33.721368 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 211 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.660708 sec): 2 clusters Score: Raw -581.374330 + Penalty 221.015492 = -360.358838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.660932 sec): 3 clusters Score: Raw -605.273947 + Penalty 451.245713 = -154.028234 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 212 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.661410 sec): 2 clusters Score: Raw -193.308452 + Penalty 119.810848 = -73.497604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.661605 sec): 2 clusters Score: Raw -193.308452 + Penalty 119.810848 = -73.497604 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 213 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.662106 sec): 2 clusters Score: Raw -355.078057 + Penalty 161.404867 = -193.673190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.662323 sec): 3 clusters Score: Raw -358.022542 + Penalty 357.920823 = -0.101719 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 214 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.662804 sec): 2 clusters Score: Raw -266.239810 + Penalty 178.275501 = -87.964309 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.663018 sec): 3 clusters Score: Raw -257.321407 + Penalty 356.551002 = 99.229595 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 215 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.663504 sec): 2 clusters Score: Raw -394.337537 + Penalty 202.648398 = -191.689139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.663722 sec): 3 clusters Score: Raw -388.069988 + Penalty 428.704461 = 40.634473 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 216 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.664207 sec): 2 clusters Score: Raw -377.697867 + Penalty 192.819036 = -184.878831 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.664406 sec): 2 clusters Score: Raw -377.697867 + Penalty 192.819036 = -184.878831 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 217 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.664884 sec): 2 clusters Score: Raw -190.128084 + Penalty 108.182356 = -81.945728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.665092 sec): 3 clusters Score: Raw -183.328506 + Penalty 197.945902 = 14.617396 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 218 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.665573 sec): 2 clusters Score: Raw -270.387415 + Penalty 179.221655 = -91.165759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.665787 sec): 3 clusters Score: Raw -260.063094 + Penalty 358.443311 = 98.380217 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 219 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.666275 sec): 2 clusters Score: Raw -434.965378 + Penalty 203.670775 = -231.294603 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.666495 sec): 3 clusters Score: Raw -446.679873 + Penalty 401.534539 = -45.145334 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 220 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.666968 sec): 2 clusters Score: Raw -61.043898 + Penalty 0.000000 = -61.043898 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.667161 sec): 2 clusters Score: Raw -61.043898 + Penalty 0.000000 = -61.043898 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 221 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.667636 sec): 2 clusters Score: Raw -128.143029 + Penalty 70.723597 = -57.419432 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.667830 sec): 2 clusters Score: Raw -128.143029 + Penalty 70.723597 = -57.419432 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 222 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.668316 sec): 2 clusters Score: Raw -384.285392 + Penalty 235.343850 = -148.941542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.668534 sec): 3 clusters Score: Raw -388.401645 + Penalty 470.687700 = 82.286055 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 223 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.669031 sec): 2 clusters Score: Raw -246.212821 + Penalty 122.161421 = -124.051401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.669243 sec): 3 clusters Score: Raw -240.805857 + Penalty 251.914450 = 11.108593 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 224 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.669748 sec): 2 clusters Score: Raw -782.059553 + Penalty 390.481404 = -391.578149 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.669978 sec): 3 clusters Score: Raw -876.220798 + Penalty 781.019399 = -95.201399 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 225 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.670465 sec): 2 clusters Score: Raw -414.187064 + Penalty 247.165967 = -167.021097 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.670683 sec): 3 clusters Score: Raw -403.956700 + Penalty 503.840277 = 99.883577 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 227 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.671163 sec): 2 clusters Score: Raw -194.399298 + Penalty 125.911834 = -68.487464 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.671373 sec): 3 clusters Score: Raw -187.341131 + Penalty 250.354507 = 63.013377 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 228 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.671845 sec): 2 clusters Score: Raw -60.680399 + Penalty 0.000000 = -60.680399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.672035 sec): 2 clusters Score: Raw -60.680399 + Penalty 0.000000 = -60.680399 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 229 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.672523 sec): 2 clusters Score: Raw -423.107301 + Penalty 162.032886 = -261.074415 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.672743 sec): 3 clusters Score: Raw -426.636275 + Penalty 316.665839 = -109.970436 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 232 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.673221 sec): 2 clusters Score: Raw -202.314755 + Penalty 143.743346 = -58.571408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.673416 sec): 2 clusters Score: Raw -202.314755 + Penalty 143.743346 = -58.571408 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 235 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.673902 sec): 2 clusters Score: Raw -394.478178 + Penalty 221.331108 = -173.147070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.674119 sec): 3 clusters Score: Raw -395.272898 + Penalty 442.662216 = 47.389318 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 236 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.674597 sec): 2 clusters Score: Raw -191.104104 + Penalty 116.036656 = -75.067448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.674807 sec): 3 clusters Score: Raw -183.864309 + Penalty 216.153500 = 32.289191 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 240 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.675286 sec): 2 clusters Score: Raw -272.969232 + Penalty 178.600288 = -94.368944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.675495 sec): 2 clusters Score: Raw -272.969232 + Penalty 178.600288 = -94.368944 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 241 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.675984 sec): 2 clusters Score: Raw -439.696174 + Penalty 217.842094 = -221.854080 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.676202 sec): 3 clusters Score: Raw -435.437918 + Penalty 483.821934 = 48.384016 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 242 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.676719 sec): 2 clusters Score: Raw -1168.096261 + Penalty 371.846250 = -796.250011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.676959 sec): 3 clusters Score: Raw -1182.551297 + Penalty 745.157990 = -437.393307 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 244 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.677443 sec): 2 clusters Score: Raw -274.131766 + Penalty 180.259997 = -93.871769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.677657 sec): 3 clusters Score: Raw -260.847093 + Penalty 360.519994 = 99.672901 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 248 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.678132 sec): 2 clusters Score: Raw -126.697981 + Penalty 78.984599 = -47.713382 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.678325 sec): 2 clusters Score: Raw -126.697981 + Penalty 78.984599 = -47.713382 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 249 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.678796 sec): 2 clusters Score: Raw -60.304052 + Penalty 0.000000 = -60.304052 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.678986 sec): 2 clusters Score: Raw -60.304052 + Penalty 0.000000 = -60.304052 nChanged 0 Deleting Class 54 (5 points): Lose 117.415732 but Gain 1542.930663 Iteration 20F (56.929221 sec): 229 clusters Score: Raw -2459758.706841 + Penalty 245824.565539 = -2213934.141302 nChanged 701 Deleting Class 225 (6 points): Lose 66.308143 but Gain 1491.800472 Iteration 21Q (57.441343 sec): 228 clusters Score: Raw -2459983.038435 + Penalty 244437.272913 = -2215545.765522 nChanged 530 Deleting Class 138 (19 points): Lose 256.400324 but Gain 1668.434840 Iteration 22Q (57.927993 sec): 227 clusters Score: Raw -2459904.088409 + Penalty 243025.160540 = -2216878.927869 nChanged 452 Deleting Class 91 (21 points): Lose 269.944531 but Gain 1680.486899 Iteration 23Q (58.400784 sec): 226 clusters Score: Raw -2459907.961148 + Penalty 241572.727104 = -2218335.234044 nChanged 387 Deleting Class 49 (16 points): Lose 165.037412 but Gain 1574.216469 Iteration 24Q (58.865485 sec): 225 clusters Score: Raw -2459975.235001 + Penalty 240127.790070 = -2219847.444930 nChanged 363 Deleting Class 185 (4 points): Lose 88.560535 but Gain 1496.174713 Iteration 25Q (59.323118 sec): 224 clusters Score: Raw -2460086.921688 + Penalty 238742.500882 = -2221344.420806 nChanged 335 Deleting Class 114 (1 points): Lose 27.119965 but Gain 1432.472468 Iteration 26Q (59.773603 sec): 223 clusters Score: Raw -2460249.811708 + Penalty 237328.031024 = -2222921.780684 nChanged 329 Deleting Class 173 (5 points): Lose 109.473861 but Gain 1503.008990 Iteration 27Q (60.220072 sec): 222 clusters Score: Raw -2460254.866512 + Penalty 235860.304907 = -2224394.561605 nChanged 297 Deleting Class 126 (2 points): Lose 39.092608 but Gain 1432.592909 Iteration 28Q (60.660618 sec): 221 clusters Score: Raw -2460374.213959 + Penalty 234492.234361 = -2225881.979598 nChanged 265 Deleting Class 119 (2 points): Lose 24.242547 but Gain 1417.359310 Iteration 29Q (61.093690 sec): 220 clusters Score: Raw -2460472.458723 + Penalty 233095.664041 = -2227376.794683 nChanged 207 Deleting Class 149 (12 points): Lose 236.811975 but Gain 1630.839453 Iteration 30F (66.115743 sec): 219 clusters Score: Raw -2460314.461214 + Penalty 231536.103980 = -2228778.357233 nChanged 180 Deleting Class 224 (13 points): Lose 258.829601 but Gain 1646.354436 Iteration 31Q (66.537302 sec): 218 clusters Score: Raw -2460161.312864 + Penalty 229968.343206 = -2230192.969658 nChanged 151 Deleting Class 204 (2 points): Lose 22.371468 but Gain 1389.892163 Iteration 32Q (66.953957 sec): 217 clusters Score: Raw -2460264.847774 + Penalty 228607.004100 = -2231657.843674 nChanged 126 Deleting Class 232 (3 points): Lose 52.424436 but Gain 1414.962974 Iteration 33Q (67.364666 sec): 216 clusters Score: Raw -2460264.931109 + Penalty 227229.011509 = -2233035.919600 nChanged 110 Deleting Class 249 (1 points): Lose 10.601946 but Gain 1372.734825 Iteration 34Q (67.772632 sec): 215 clusters Score: Raw -2460295.445218 + Penalty 225871.697082 = -2234423.748136 nChanged 91 Deleting Class 244 (4 points): Lose 45.668996 but Gain 1406.195424 Iteration 35Q (68.177274 sec): 214 clusters Score: Raw -2460273.133200 + Penalty 224477.690615 = -2235795.442584 nChanged 87 Deleting Class 214 (4 points): Lose 31.436247 but Gain 1390.714511 Iteration 36Q (68.578165 sec): 213 clusters Score: Raw -2460269.660164 + Penalty 223102.068206 = -2237167.591958 nChanged 65 Deleting Class 208 (4 points): Lose 54.959270 but Gain 1412.619308 Iteration 37Q (68.984578 sec): 212 clusters Score: Raw -2460232.575107 + Penalty 221734.391175 = -2238498.183931 nChanged 72 Deleting Class 183 (4 points): Lose 83.554903 but Gain 1439.199869 Iteration 38Q (69.381739 sec): 211 clusters Score: Raw -2460177.873607 + Penalty 220302.563789 = -2239875.309817 nChanged 62 Deleting Class 121 (4 points): Lose 59.574383 but Gain 1410.509690 Iteration 39Q (69.774916 sec): 210 clusters Score: Raw -2460148.485068 + Penalty 218933.109973 = -2241215.375094 nChanged 53 Deleting Class 228 (1 points): Lose 18.353401 but Gain 1356.537924 Iteration 40F (74.625114 sec): 209 clusters Score: Raw -2460159.683826 + Penalty 217634.215576 = -2242525.468249 nChanged 44 Deleting Class 218 (4 points): Lose 60.396455 but Gain 1398.095393 Iteration 41Q (75.014405 sec): 208 clusters Score: Raw -2460146.718856 + Penalty 216258.709874 = -2243888.008982 nChanged 37 Deleting Class 240 (4 points): Lose 55.824431 but Gain 1393.248151 Iteration 42Q (75.404734 sec): 207 clusters Score: Raw -2460139.961141 + Penalty 214905.280987 = -2245234.680154 nChanged 36 Deleting Class 47 (5 points): Lose 93.155100 but Gain 1420.673750 Iteration 43Q (75.797062 sec): 206 clusters Score: Raw -2460110.882677 + Penalty 213570.847180 = -2246540.035496 nChanged 33 Deleting Class 135 (4 points): Lose 50.777050 but Gain 1375.908020 Iteration 44Q (76.182006 sec): 205 clusters Score: Raw -2460092.182029 + Penalty 212281.863153 = -2247810.318876 nChanged 30 Deleting Class 197 (5 points): Lose 83.005282 but Gain 1402.327437 Iteration 45Q (76.563816 sec): 204 clusters Score: Raw -2460044.697063 + Penalty 210910.795588 = -2249133.901476 nChanged 18 Deleting Class 81 (25 points): Lose 231.395466 but Gain 1547.870310 Iteration 46Q (76.948151 sec): 203 clusters Score: Raw -2459835.885704 + Penalty 209480.820788 = -2250355.064916 nChanged 34 Deleting Class 220 (1 points): Lose 2.925600 but Gain 1317.205431 Iteration 47Q (77.328322 sec): 202 clusters Score: Raw -2459932.308664 + Penalty 208163.937019 = -2251768.371645 nChanged 20 Deleting Class 131 (10 points): Lose 232.893281 but Gain 1542.437138 Iteration 48Q (77.704340 sec): 201 clusters Score: Raw -2459716.313130 + Penalty 206715.905840 = -2253000.407290 nChanged 29 Deleting Class 222 (6 points): Lose 118.685724 but Gain 1420.446636 Iteration 49Q (78.079948 sec): 200 clusters Score: Raw -2459668.423891 + Penalty 205344.927613 = -2254323.496278 nChanged 28 Deleting Class 207 (16 points): Lose 159.585605 but Gain 1461.455105 Iteration 50F (82.713521 sec): 199 clusters Score: Raw -2459546.597057 + Penalty 203747.447185 = -2255799.149871 nChanged 37 Deleting Class 184 (8 points): Lose 115.534095 but Gain 1417.219196 Iteration 51Q (83.090154 sec): 198 clusters Score: Raw -2459505.542155 + Penalty 202413.985460 = -2257091.556694 nChanged 22 Deleting Class 130 (6 points): Lose 91.802440 but Gain 1393.176770 Iteration 52Q (83.463873 sec): 197 clusters Score: Raw -2459475.328846 + Penalty 201070.921555 = -2258404.407291 nChanged 19 Deleting Class 127 (5 points): Lose 88.752850 but Gain 1385.083732 Iteration 53Q (83.834267 sec): 196 clusters Score: Raw -2459424.854537 + Penalty 199738.274112 = -2259686.580426 nChanged 19 Deleting Class 120 (2 points): Lose 33.128403 but Gain 1326.650869 Iteration 54Q (84.205849 sec): 195 clusters Score: Raw -2459431.321189 + Penalty 198409.923227 = -2261021.397962 nChanged 11 Deleting Class 165 (5 points): Lose 80.010561 but Gain 1373.419422 Iteration 55Q (84.574762 sec): 194 clusters Score: Raw -2459364.736552 + Penalty 197039.504094 = -2262325.232459 nChanged 11 Deleting Class 61 (16 points): Lose 170.921087 but Gain 1461.162843 Iteration 56Q (84.941238 sec): 193 clusters Score: Raw -2459223.450914 + Penalty 195628.104515 = -2263595.346398 nChanged 22 Deleting Class 153 (3 points): Lose 40.395427 but Gain 1324.606482 Iteration 57Q (85.308177 sec): 192 clusters Score: Raw -2459238.437870 + Penalty 194333.912060 = -2264904.525810 nChanged 13 Deleting Class 205 (3 points): Lose 49.822150 but Gain 1333.581624 Iteration 58Q (85.671636 sec): 191 clusters Score: Raw -2459219.983917 + Penalty 192989.055970 = -2266230.927947 nChanged 11 Deleting Class 156 (11 points): Lose 95.127684 but Gain 1374.792342 Iteration 59Q (86.033891 sec): 190 clusters Score: Raw -2459142.732352 + Penalty 191715.565103 = -2267427.167249 nChanged 21 Deleting Class 85 (45 points): Lose 409.813658 but Gain 1679.308658 Iteration 60F (90.371167 sec): 189 clusters Score: Raw -2458777.583014 + Penalty 190557.545984 = -2268220.037030 nChanged 50 Deleting Class 182 (6 points): Lose 74.669791 but Gain 1339.662048 Iteration 61Q (90.735452 sec): 188 clusters Score: Raw -2458954.382576 + Penalty 189261.068878 = -2269693.313699 nChanged 22 Deleting Class 111 (4 points): Lose 110.117777 but Gain 1370.916747 Iteration 62Q (91.095454 sec): 187 clusters Score: Raw -2458935.080001 + Penalty 187945.307590 = -2270989.772411 nChanged 20 Deleting Class 92 (40 points): Lose 184.230807 but Gain 1443.669981 Iteration 63Q (91.454381 sec): 186 clusters Score: Raw -2458864.799434 + Penalty 186616.952417 = -2272247.847017 nChanged 50 Deleting Class 128 (16 points): Lose 106.823939 but Gain 1365.894584 Iteration 64Q (91.817403 sec): 185 clusters Score: Raw -2458889.991202 + Penalty 185357.348356 = -2273532.642845 nChanged 39 Deleting Class 112 (37 points): Lose 366.877598 but Gain 1607.182395 Iteration 65Q (92.176370 sec): 184 clusters Score: Raw -2458618.562476 + Penalty 183875.235666 = -2274743.326810 nChanged 55 Deleting Class 162 (7 points): Lose 119.119465 but Gain 1354.910847 Iteration 66Q (92.536252 sec): 183 clusters Score: Raw -2458712.925004 + Penalty 182570.374116 = -2276142.550888 nChanged 26 Deleting Class 235 (6 points): Lose 100.805884 but Gain 1335.871013 Iteration 67Q (92.890147 sec): 182 clusters Score: Raw -2458720.253337 + Penalty 181297.513391 = -2277422.739947 nChanged 25 Deleting Class 168 (3 points): Lose 58.489592 but Gain 1292.170286 Iteration 68Q (93.247164 sec): 181 clusters Score: Raw -2458735.107077 + Penalty 180058.808288 = -2278676.298788 nChanged 15 Deleting Class 242 (17 points): Lose 188.570531 but Gain 1419.338243 Iteration 69Q (93.599997 sec): 180 clusters Score: Raw -2458586.512537 + Penalty 178653.713635 = -2279932.798902 nChanged 30 Deleting Class 79 (22 points): Lose 122.407533 but Gain 1345.170222 Iteration 70F (97.739047 sec): 179 clusters Score: Raw -2458534.733255 + Penalty 177384.102574 = -2281150.630681 nChanged 40 Deleting Class 74 (6 points): Lose 57.406326 but Gain 1279.782392 Iteration 71Q (98.091265 sec): 178 clusters Score: Raw -2458645.379731 + Penalty 176130.666556 = -2282514.713175 nChanged 21 Deleting Class 170 (13 points): Lose 128.579543 but Gain 1348.224238 Iteration 72Q (98.441885 sec): 177 clusters Score: Raw -2458575.984017 + Penalty 174865.316084 = -2283710.667934 nChanged 23 Deleting Class 51 (37 points): Lose 177.646301 but Gain 1391.706765 Iteration 73Q (98.789137 sec): 176 clusters Score: Raw -2458474.719193 + Penalty 173624.535899 = -2284850.183294 nChanged 44 Deleting Class 248 (2 points): Lose 22.563025 but Gain 1232.306483 Iteration 74Q (99.138165 sec): 175 clusters Score: Raw -2458560.557960 + Penalty 172400.932600 = -2286159.625360 nChanged 13 Deleting Class 134 (5 points): Lose 53.745691 but Gain 1257.764021 Iteration 75Q (99.481783 sec): 174 clusters Score: Raw -2458541.621833 + Penalty 171199.109191 = -2287342.512642 nChanged 10 Deleting Class 171 (7 points): Lose 119.186744 but Gain 1321.238128 Iteration 76Q (99.822677 sec): 173 clusters Score: Raw -2458451.738625 + Penalty 169938.915956 = -2288512.822669 nChanged 16 Deleting Class 195 (5 points): Lose 70.165537 but Gain 1267.787694 Iteration 77Q (100.169167 sec): 172 clusters Score: Raw -2458443.029994 + Penalty 168713.870551 = -2289729.159443 nChanged 14 Deleting Class 95 (5 points): Lose 41.248314 but Gain 1234.500077 Iteration 78Q (100.509999 sec): 171 clusters Score: Raw -2458430.211827 + Penalty 167489.766755 = -2290940.445073 nChanged 12 Deleting Class 152 (15 points): Lose 112.005299 but Gain 1303.126052 Iteration 79Q (100.851095 sec): 170 clusters Score: Raw -2458342.499725 + Penalty 166238.680927 = -2292103.818798 nChanged 25 Deleting Class 67 (26 points): Lose 143.649222 but Gain 1329.797935 Iteration 80F (104.793209 sec): 169 clusters Score: Raw -2458247.144291 + Penalty 164926.184481 = -2293320.959810 nChanged 38 Deleting Class 227 (3 points): Lose 56.867765 but Gain 1239.435340 Iteration 81Q (105.135292 sec): 168 clusters Score: Raw -2458250.318857 + Penalty 163726.230221 = -2294524.088636 nChanged 16 Deleting Class 192 (9 points): Lose 113.341816 but Gain 1293.931303 Iteration 82Q (105.477579 sec): 167 clusters Score: Raw -2458177.439504 + Penalty 162554.712392 = -2295622.727112 nChanged 20 Deleting Class 107 (10 points): Lose 78.505288 but Gain 1255.599390 Iteration 83Q (105.815210 sec): 166 clusters Score: Raw -2458142.816836 + Penalty 161393.000092 = -2296749.816744 nChanged 18 Deleting Class 160 (22 points): Lose 157.157756 but Gain 1332.568710 Iteration 84Q (106.150559 sec): 165 clusters Score: Raw -2458010.894128 + Penalty 160151.184605 = -2297859.709523 nChanged 28 Deleting Class 90 (4 points): Lose 93.660734 but Gain 1263.944834 Iteration 85Q (106.486432 sec): 164 clusters Score: Raw -2457975.288306 + Penalty 158899.887955 = -2299075.400351 nChanged 13 Deleting Class 94 (24 points): Lose 179.648701 but Gain 1345.632827 Iteration 86Q (106.817192 sec): 163 clusters Score: Raw -2457829.158363 + Penalty 157625.528987 = -2300203.629376 nChanged 28 Deleting Class 215 (6 points): Lose 59.721038 but Gain 1223.109229 Iteration 87Q (107.152822 sec): 162 clusters Score: Raw -2457834.823651 + Penalty 156414.346737 = -2301420.476914 nChanged 11 Deleting Class 39 (7 points): Lose 109.568758 but Gain 1270.123444 Iteration 88Q (107.485992 sec): 161 clusters Score: Raw -2457738.422541 + Penalty 155154.583102 = -2302583.839439 nChanged 12 Deleting Class 14 (43 points): Lose 313.288985 but Gain 1472.014660 Iteration 89Q (107.812924 sec): 160 clusters Score: Raw -2457443.087326 + Penalty 153818.060616 = -2303625.026710 nChanged 52 Deleting Class 151 (11 points): Lose 98.682463 but Gain 1252.394275 Iteration 90F (111.468733 sec): 159 clusters Score: Raw -2457461.528029 + Penalty 152622.172964 = -2304839.355065 nChanged 19 Deleting Class 216 (7 points): Lose 56.841157 but Gain 1209.887993 Iteration 91Q (111.796083 sec): 158 clusters Score: Raw -2457439.499608 + Penalty 151414.049808 = -2306025.449800 nChanged 15 Deleting Class 55 (12 points): Lose 94.549368 but Gain 1246.804633 Iteration 92Q (112.120694 sec): 157 clusters Score: Raw -2457379.390598 + Penalty 150216.511948 = -2307162.878650 nChanged 18 Deleting Class 198 (7 points): Lose 81.418396 but Gain 1226.864883 Iteration 93Q (112.444116 sec): 156 clusters Score: Raw -2457332.544088 + Penalty 148997.897014 = -2308334.647074 nChanged 12 Deleting Class 144 (6 points): Lose 60.044751 but Gain 1200.039942 Iteration 94Q (112.764182 sec): 155 clusters Score: Raw -2457299.282015 + Penalty 147832.876112 = -2309466.405903 nChanged 13 Deleting Class 116 (11 points): Lose 57.080695 but Gain 1196.510293 Iteration 95Q (113.086787 sec): 154 clusters Score: Raw -2457267.014452 + Penalty 146668.584667 = -2310598.429785 nChanged 12 Deleting Class 180 (6 points): Lose 55.265412 but Gain 1190.876248 Iteration 96Q (113.407025 sec): 153 clusters Score: Raw -2457235.481066 + Penalty 145488.840893 = -2311746.640172 nChanged 9 Deleting Class 241 (8 points): Lose 74.710907 but Gain 1210.069598 Iteration 97Q (113.725712 sec): 152 clusters Score: Raw -2457174.069135 + Penalty 144359.261544 = -2312814.807591 nChanged 12 Deleting Class 212 (3 points): Lose 44.704382 but Gain 1179.379210 Iteration 98Q (114.041472 sec): 151 clusters Score: Raw -2457153.171781 + Penalty 143186.636415 = -2313966.535366 nChanged 8 Deleting Class 141 (5 points): Lose 41.363226 but Gain 1172.437385 Iteration 99Q (114.356449 sec): 150 clusters Score: Raw -2457117.686446 + Penalty 142016.677818 = -2315101.008629 nChanged 9 Deleting Class 36 (8 points): Lose 62.699977 but Gain 1194.119787 Iteration 100F (117.856761 sec): 149 clusters Score: Raw -2457062.909932 + Penalty 140846.215406 = -2316216.694525 nChanged 9 Deleting Class 99 (12 points): Lose 73.841346 but Gain 1203.453881 Iteration 101Q (118.169504 sec): 148 clusters Score: Raw -2457004.349111 + Penalty 139660.765011 = -2317343.584100 nChanged 14 Deleting Class 201 (3 points): Lose 40.559153 but Gain 1169.025331 Iteration 102Q (118.481876 sec): 147 clusters Score: Raw -2456987.056101 + Penalty 138496.049639 = -2318491.006461 nChanged 8 Deleting Class 124 (5 points): Lose 44.014285 but Gain 1166.161717 Iteration 103Q (118.793716 sec): 146 clusters Score: Raw -2456954.862123 + Penalty 137343.708693 = -2319611.153430 nChanged 7 Deleting Class 104 (22 points): Lose 83.225996 but Gain 1203.897733 Iteration 104Q (119.102937 sec): 145 clusters Score: Raw -2456878.753679 + Penalty 136164.629241 = -2320714.124437 nChanged 22 Deleting Class 87 (17 points): Lose 155.641223 but Gain 1268.020135 Iteration 105Q (119.413244 sec): 144 clusters Score: Raw -2456758.226022 + Penalty 134956.944764 = -2321801.281259 nChanged 21 Deleting Class 236 (3 points): Lose 30.732729 but Gain 1142.227280 Iteration 106Q (119.721947 sec): 143 clusters Score: Raw -2456768.975576 + Penalty 133803.258035 = -2322965.717541 nChanged 8 Deleting Class 210 (4 points): Lose 34.442361 but Gain 1139.758599 Iteration 107Q (120.027907 sec): 142 clusters Score: Raw -2456746.407056 + Penalty 132664.681554 = -2324081.725502 nChanged 4 Deleting Class 181 (4 points): Lose 59.754795 but Gain 1158.606388 Iteration 108Q (120.333358 sec): 141 clusters Score: Raw -2456692.614659 + Penalty 131523.790412 = -2325168.824248 nChanged 6 Deleting Class 200 (5 points): Lose 79.695704 but Gain 1177.830182 Iteration 109Q (120.638066 sec): 140 clusters Score: Raw -2456621.576111 + Penalty 130393.547422 = -2326228.028689 nChanged 6 Deleting Class 193 (21 points): Lose 85.799079 but Gain 1178.371643 Iteration 110F (123.861547 sec): 139 clusters Score: Raw -2456560.827656 + Penalty 129233.326230 = -2327327.501426 nChanged 21 Deleting Class 221 (2 points): Lose 13.871600 but Gain 1103.419502 Iteration 111Q (124.163785 sec): 138 clusters Score: Raw -2456579.112607 + Penalty 128129.751259 = -2328449.361348 nChanged 2 Deleting Class 194 (8 points): Lose 57.774624 but Gain 1145.242017 Iteration 112Q (124.464164 sec): 137 clusters Score: Raw -2456524.595824 + Penalty 126990.811463 = -2329533.784360 nChanged 8 Deleting Class 73 (93 points): Lose 371.596661 but Gain 1458.918826 Iteration 113Q (124.763293 sec): 136 clusters Score: Raw -2456164.422655 + Penalty 125720.705589 = -2330443.717066 nChanged 94 Deleting Class 68 (7 points): Lose 76.737675 but Gain 1160.214784 Iteration 114Q (125.066552 sec): 135 clusters Score: Raw -2456292.183038 + Penalty 124507.626466 = -2331784.556572 nChanged 46 Deleting Class 166 (5 points): Lose 93.136164 but Gain 1175.148350 Iteration 115Q (125.364636 sec): 134 clusters Score: Raw -2456272.970219 + Penalty 123348.748211 = -2332924.222008 nChanged 25 Deleting Class 129 (13 points): Lose 66.731909 but Gain 1147.452297 Iteration 116Q (125.662625 sec): 133 clusters Score: Raw -2456261.116627 + Penalty 122198.235414 = -2334062.881213 nChanged 28 Deleting Class 179 (7 points): Lose 110.019658 but Gain 1189.598363 Iteration 117Q (125.959362 sec): 132 clusters Score: Raw -2456191.649803 + Penalty 121040.248468 = -2335151.401336 nChanged 18 Deleting Class 219 (7 points): Lose 60.382194 but Gain 1131.899085 Iteration 118Q (126.252347 sec): 131 clusters Score: Raw -2456174.643541 + Penalty 119929.677549 = -2336244.965992 nChanged 18 Writing temp clu file Memory request: 0.23 GB would take us to total of 0.45 GB. Compute initial score before splitting: Score: Raw -2456174.643541 + Penalty 119929.677549 = -2336244.965992Memory request: 0.03 GB would take us to total of 0.48 GB. Trying to split cluster 1 (6261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (126.440569 sec): 2 clusters Score: Raw -331930.624792 + Penalty 88.799292 = -331841.825500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (126.452303 sec): 3 clusters Score: Raw -327784.780850 + Penalty 178.853515 = -327605.927336 nChanged 2981 SP:Iteration 1F (126.463637 sec): 3 clusters Score: Raw -329395.648971 + Penalty 182.451468 = -329213.197503 nChanged 714 SP:Iteration 2F (126.475058 sec): 3 clusters Score: Raw -329948.792506 + Penalty 193.837581 = -329754.954926 nChanged 730 SP:Iteration 3F (126.486765 sec): 3 clusters Score: Raw -330756.714067 + Penalty 218.167058 = -330538.547009 nChanged 510 SP:Iteration 4F (126.498244 sec): 3 clusters Score: Raw -331416.085565 + Penalty 239.707899 = -331176.377666 nChanged 247 SP:Iteration 5Q (126.509611 sec): 3 clusters Score: Raw -331839.584902 + Penalty 242.183158 = -331597.401744 nChanged 75 SP:Iteration 6Q (126.519469 sec): 3 clusters Score: Raw -331908.471145 + Penalty 241.640320 = -331666.830825 nChanged 38 SP:Iteration 7Q (126.528853 sec): 3 clusters Score: Raw -331929.429098 + Penalty 242.289265 = -331687.139833 nChanged 24 SP:Iteration 8Q (126.538133 sec): 3 clusters Score: Raw -331942.463744 + Penalty 240.349952 = -331702.113792 nChanged 25 SP:Iteration 9Q (126.547393 sec): 3 clusters Score: Raw -331957.839758 + Penalty 238.274760 = -331719.564998 nChanged 20 SP:Iteration 10F (126.558540 sec): 3 clusters Score: Raw -331967.967122 + Penalty 233.754422 = -331734.212700 nChanged 16 SP:Iteration 11Q (126.567543 sec): 3 clusters Score: Raw -331974.118133 + Penalty 233.140288 = -331740.977844 nChanged 6 SP:Iteration 12Q (126.576516 sec): 3 clusters Score: Raw -331975.432676 + Penalty 231.701500 = -331743.731175 nChanged 9 SP:Iteration 13Q (126.585477 sec): 3 clusters Score: Raw -331979.082963 + Penalty 226.499654 = -331752.583309 nChanged 15 SP:Iteration 14Q (126.595011 sec): 3 clusters Score: Raw -331985.205603 + Penalty 223.416870 = -331761.788734 nChanged 15 SP:Iteration 15Q (126.604074 sec): 3 clusters Score: Raw -331989.346036 + Penalty 219.871816 = -331769.474220 nChanged 13 SP:Iteration 16Q (126.612998 sec): 3 clusters Score: Raw -331993.669800 + Penalty 216.339648 = -331777.330152 nChanged 12 SP:Iteration 17Q (126.621933 sec): 3 clusters Score: Raw -331997.442291 + Penalty 213.775042 = -331783.667249 nChanged 11 SP:Iteration 18Q (126.632194 sec): 3 clusters Score: Raw -331999.859015 + Penalty 211.702350 = -331788.156665 nChanged 6 SP:Iteration 19Q (126.641697 sec): 3 clusters Score: Raw -332001.306899 + Penalty 211.713895 = -331789.593004 nChanged 4 SP:Iteration 20F (126.652955 sec): 3 clusters Score: Raw -332001.833619 + Penalty 210.790570 = -331791.043050 nChanged 2 SP:Iteration 21Q (126.661941 sec): 3 clusters Score: Raw -332002.284011 + Penalty 210.185290 = -331792.098721 nChanged 4 SP:Iteration 22Q (126.671166 sec): 3 clusters Score: Raw -332002.883715 + Penalty 210.018253 = -331792.865462 nChanged 3 SP:Iteration 23Q (126.680229 sec): 3 clusters Score: Raw -332003.265264 + Penalty 210.018253 = -331793.247011 nChanged 0 SP:Iteration 24F (126.691433 sec): 3 clusters Score: Raw -332003.265264 + Penalty 210.018253 = -331793.247011 nChanged 0 Memory request: 0.11 GB would take us to total of 0.56 GB. Trying to split cluster 2 (22950 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (126.801529 sec): 2 clusters Score: Raw -1195430.462060 + Penalty 230.350135 = -1195200.111925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (126.845868 sec): 3 clusters Score: Raw -1179887.241306 + Penalty 460.703986 = -1179426.537319 nChanged 10998 SP:Iteration 1F (126.889977 sec): 3 clusters Score: Raw -1186791.543780 + Penalty 462.282369 = -1186329.261411 nChanged 3892 SP:Iteration 2F (126.934715 sec): 3 clusters Score: Raw -1190602.964730 + Penalty 460.864454 = -1190142.100276 nChanged 2595 SP:Iteration 3F (126.978907 sec): 3 clusters Score: Raw -1193918.941175 + Penalty 443.297812 = -1193475.643363 nChanged 1036 SP:Iteration 4Q (127.025344 sec): 3 clusters Score: Raw -1195747.571404 + Penalty 433.513767 = -1195314.057636 nChanged 337 SP:Iteration 5Q (127.064546 sec): 3 clusters Score: Raw -1195951.844022 + Penalty 428.891480 = -1195522.952542 nChanged 186 SP:Iteration 6Q (127.103308 sec): 3 clusters Score: Raw -1195999.952067 + Penalty 425.142980 = -1195574.809087 nChanged 131 SP:Iteration 7Q (127.142516 sec): 3 clusters Score: Raw -1196025.855542 + Penalty 423.995203 = -1195601.860339 nChanged 92 SP:Iteration 8Q (127.180870 sec): 3 clusters Score: Raw -1196039.949869 + Penalty 421.635509 = -1195618.314360 nChanged 86 SP:Iteration 9Q (127.219519 sec): 3 clusters Score: Raw -1196052.608362 + Penalty 420.424854 = -1195632.183508 nChanged 64 SP:Iteration 10F (127.264002 sec): 3 clusters Score: Raw -1196060.159616 + Penalty 419.071568 = -1195641.088049 nChanged 46 SP:Iteration 11Q (127.302320 sec): 3 clusters Score: Raw -1196064.116983 + Penalty 418.749276 = -1195645.367707 nChanged 35 SP:Iteration 12Q (127.341060 sec): 3 clusters Score: Raw -1196066.537128 + Penalty 418.642455 = -1195647.894673 nChanged 27 SP:Iteration 13Q (127.379379 sec): 3 clusters Score: Raw -1196067.906421 + Penalty 418.454606 = -1195649.451815 nChanged 24 SP:Iteration 14Q (127.418067 sec): 3 clusters Score: Raw -1196068.805436 + Penalty 418.408731 = -1195650.396704 nChanged 16 SP:Iteration 15Q (127.456410 sec): 3 clusters Score: Raw -1196069.336196 + Penalty 418.204270 = -1195651.131926 nChanged 16 SP:Iteration 16Q (127.494645 sec): 3 clusters Score: Raw -1196070.003124 + Penalty 417.555560 = -1195652.447564 nChanged 17 SP:Iteration 17Q (127.533028 sec): 3 clusters Score: Raw -1196071.002807 + Penalty 417.059596 = -1195653.943211 nChanged 16 SP:Iteration 18Q (127.571232 sec): 3 clusters Score: Raw -1196072.091017 + Penalty 416.930589 = -1195655.160428 nChanged 7 SP:Iteration 19Q (127.609399 sec): 3 clusters Score: Raw -1196072.254339 + Penalty 416.946614 = -1195655.307725 nChanged 8 SP:Iteration 20F (127.654401 sec): 3 clusters Score: Raw -1196072.376213 + Penalty 416.950308 = -1195655.425906 nChanged 5 SP:Iteration 21Q (127.692561 sec): 3 clusters Score: Raw -1196072.430919 + Penalty 416.920949 = -1195655.509970 nChanged 3 SP:Iteration 22Q (127.730805 sec): 3 clusters Score: Raw -1196072.458469 + Penalty 416.939119 = -1195655.519350 nChanged 3 SP:Iteration 23Q (127.769188 sec): 3 clusters Score: Raw -1196072.495740 + Penalty 416.966439 = -1195655.529300 nChanged 1 SP:Iteration 24Q (127.807340 sec): 3 clusters Score: Raw -1196072.494277 + Penalty 417.032824 = -1195655.461452 nChanged 2 SP:Iteration 25F (127.851578 sec): 3 clusters Score: Raw -1196072.496620 + Penalty 417.040882 = -1195655.455738 nChanged 1 SP:Iteration 26F (127.893569 sec): 3 clusters Score: Raw -1196072.491382 + Penalty 417.068611 = -1195655.422771 nChanged 1 SP:Iteration 27F (127.935810 sec): 3 clusters Score: Raw -1196072.509105 + Penalty 417.057434 = -1195655.451671 nChanged 1 SP:Iteration 28Q (127.971839 sec): 3 clusters Score: Raw -1196072.516992 + Penalty 417.057434 = -1195655.459557 nChanged 0 SP:Iteration 29F (128.013851 sec): 3 clusters Score: Raw -1196072.516992 + Penalty 417.057434 = -1195655.459557 nChanged 0 Score: Raw -2496093.073660 + Penalty 120130.764061 = -2375962.309600 Splitting cluster 2 changes total score from -2336244.965992 to -2375962.309600 So it's getting split into cluster 14. Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 3 (254 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (131.010782 sec): 2 clusters Score: Raw -13994.265888 + Penalty 565.596323 = -13428.669565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (131.011448 sec): 3 clusters Score: Raw -13942.986713 + Penalty 1146.387731 = -12796.598982 nChanged 38 SP:Iteration 1F (131.012118 sec): 3 clusters Score: Raw -13989.038527 + Penalty 1154.528768 = -12834.509759 nChanged 11 SP:Iteration 2Q (131.012757 sec): 3 clusters Score: Raw -14004.802971 + Penalty 1168.551907 = -12836.251064 nChanged 9 SP:Iteration 3Q (131.013406 sec): 3 clusters Score: Raw -14017.094741 + Penalty 1173.739384 = -12843.355357 nChanged 5 SP:Iteration 4Q (131.014041 sec): 3 clusters Score: Raw -14025.799572 + Penalty 1177.393939 = -12848.405633 nChanged 3 SP:Iteration 5Q (131.014674 sec): 3 clusters Score: Raw -14029.403711 + Penalty 1178.668210 = -12850.735500 nChanged 2 SP:Iteration 6Q (131.015293 sec): 3 clusters Score: Raw -14032.442164 + Penalty 1178.668210 = -12853.773953 nChanged 0 SP:Iteration 7F (131.015946 sec): 3 clusters Score: Raw -14032.442164 + Penalty 1178.668210 = -12853.773953 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 4 (239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (131.017061 sec): 2 clusters Score: Raw -13007.294532 + Penalty 231.642483 = -12775.652050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (131.017687 sec): 3 clusters Score: Raw -12926.916211 + Penalty 466.491939 = -12460.424272 nChanged 73 SP:Iteration 1F (131.018303 sec): 3 clusters Score: Raw -12990.799633 + Penalty 466.742973 = -12524.056659 nChanged 19 SP:Iteration 2F (131.018919 sec): 3 clusters Score: Raw -13020.056961 + Penalty 466.200512 = -12553.856448 nChanged 13 SP:Iteration 3F (131.019534 sec): 3 clusters Score: Raw -13046.051011 + Penalty 465.898367 = -12580.152643 nChanged 15 SP:Iteration 4F (131.020148 sec): 3 clusters Score: Raw -13069.117126 + Penalty 465.548910 = -12603.568216 nChanged 8 SP:Iteration 5Q (131.020746 sec): 3 clusters Score: Raw -13083.421583 + Penalty 466.123556 = -12617.298027 nChanged 6 SP:Iteration 6Q (131.021344 sec): 3 clusters Score: Raw -13090.288847 + Penalty 467.910197 = -12622.378650 nChanged 4 SP:Iteration 7Q (131.021939 sec): 3 clusters Score: Raw -13094.299060 + Penalty 468.705177 = -12625.593883 nChanged 2 SP:Iteration 8Q (131.022530 sec): 3 clusters Score: Raw -13111.947639 + Penalty 467.718500 = -12644.229139 nChanged 3 SP:Iteration 9Q (131.023121 sec): 3 clusters Score: Raw -13115.419590 + Penalty 467.792318 = -12647.627271 nChanged 2 SP:Iteration 10F (131.023736 sec): 3 clusters Score: Raw -13118.667748 + Penalty 467.400491 = -12651.267257 nChanged 1 SP:Iteration 11Q (131.024330 sec): 3 clusters Score: Raw -13119.716077 + Penalty 467.400491 = -12652.315586 nChanged 0 SP:Iteration 12F (131.024945 sec): 3 clusters Score: Raw -13119.716077 + Penalty 467.400491 = -12652.315586 nChanged 0 Memory request: 0.01 GB would take us to total of 0.46 GB. Trying to split cluster 5 (609 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (131.027409 sec): 2 clusters Score: Raw -34052.210215 + Penalty 52.246339 = -33999.963876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (131.028713 sec): 3 clusters Score: Raw -33685.787950 + Penalty 104.451089 = -33581.336861 nChanged 260 SP:Iteration 1F (131.029958 sec): 3 clusters Score: Raw -33892.141407 + Penalty 104.678306 = -33787.463101 nChanged 65 SP:Iteration 2F (131.031280 sec): 3 clusters Score: Raw -33968.527153 + Penalty 104.779750 = -33863.747403 nChanged 38 SP:Iteration 3F (131.032525 sec): 3 clusters Score: Raw -34003.079483 + Penalty 104.470276 = -33898.609207 nChanged 27 SP:Iteration 4Q (131.033786 sec): 3 clusters Score: Raw -34016.947546 + Penalty 104.456516 = -33912.491031 nChanged 9 SP:Iteration 5Q (131.034998 sec): 3 clusters Score: Raw -34019.360134 + Penalty 104.447601 = -33914.912533 nChanged 4 SP:Iteration 6Q (131.036236 sec): 3 clusters Score: Raw -34020.327220 + Penalty 104.475370 = -33915.851850 nChanged 5 SP:Iteration 7Q (131.037445 sec): 3 clusters Score: Raw -34021.588582 + Penalty 104.439316 = -33917.149266 nChanged 3 SP:Iteration 8Q (131.038692 sec): 3 clusters Score: Raw -34022.011238 + Penalty 104.439316 = -33917.571922 nChanged 0 SP:Iteration 9F (131.039931 sec): 3 clusters Score: Raw -34022.011238 + Penalty 104.439316 = -33917.571922 nChanged 0 Memory request: 0.01 GB would take us to total of 0.46 GB. Trying to split cluster 6 (725 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (131.042425 sec): 2 clusters Score: Raw -38790.511504 + Penalty 81.762273 = -38708.749231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (131.044030 sec): 3 clusters Score: Raw -38339.512427 + Penalty 162.951840 = -38176.560587 nChanged 324 SP:Iteration 1F (131.045553 sec): 3 clusters Score: Raw -38510.868222 + Penalty 163.536524 = -38347.331698 nChanged 88 SP:Iteration 2F (131.047064 sec): 3 clusters Score: Raw -38562.143123 + Penalty 165.523259 = -38396.619864 nChanged 52 SP:Iteration 3F (131.048512 sec): 3 clusters Score: Raw -38596.705849 + Penalty 169.371072 = -38427.334777 nChanged 64 SP:Iteration 4F (131.049953 sec): 3 clusters Score: Raw -38665.648635 + Penalty 180.399517 = -38485.249118 nChanged 65 SP:Iteration 5F (131.051380 sec): 3 clusters Score: Raw -38748.961641 + Penalty 185.550295 = -38563.411347 nChanged 22 SP:Iteration 6Q (131.052756 sec): 3 clusters Score: Raw -38762.547132 + Penalty 190.465032 = -38572.082100 nChanged 12 SP:Iteration 7Q (131.054072 sec): 3 clusters Score: Raw -38776.581019 + Penalty 203.027530 = -38573.553489 nChanged 13 SP:Iteration 8Q (131.055375 sec): 3 clusters Score: Raw -38784.447217 + Penalty 211.553338 = -38572.893879 nChanged 7 SP:Iteration 9F (131.056832 sec): 3 clusters Score: Raw -38789.128051 + Penalty 228.928144 = -38560.199907 nChanged 13 SP:Iteration 10F (131.058282 sec): 3 clusters Score: Raw -38804.651593 + Penalty 257.918629 = -38546.732964 nChanged 10 SP:Iteration 11F (131.059732 sec): 3 clusters Score: Raw -38820.371983 + Penalty 272.740072 = -38547.631910 nChanged 8 SP:Iteration 12Q (131.060952 sec): 3 clusters Score: Raw -38833.249468 + Penalty 274.336069 = -38558.913399 nChanged 3 SP:Iteration 13Q (131.062123 sec): 3 clusters Score: Raw -38843.187638 + Penalty 279.666794 = -38563.520844 nChanged 1 SP:Iteration 14Q (131.063287 sec): 3 clusters Score: Raw -38845.724005 + Penalty 279.666794 = -38566.057210 nChanged 0 SP:Iteration 15F (131.064745 sec): 3 clusters Score: Raw -38845.724005 + Penalty 279.666794 = -38566.057210 nChanged 0 Memory request: 0.01 GB would take us to total of 0.46 GB. Trying to split cluster 7 (806 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (131.067488 sec): 2 clusters Score: Raw -42350.587604 + Penalty 172.220048 = -42178.367556 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (131.069172 sec): 3 clusters Score: Raw -41911.795330 + Penalty 343.611537 = -41568.183793 nChanged 305 SP:Iteration 1F (131.070771 sec): 3 clusters Score: Raw -42154.274355 + Penalty 342.407719 = -41811.866636 nChanged 78 SP:Iteration 2F (131.072459 sec): 3 clusters Score: Raw -42214.948743 + Penalty 341.237105 = -41873.711638 nChanged 57 SP:Iteration 3F (131.074091 sec): 3 clusters Score: Raw -42261.890653 + Penalty 342.384496 = -41919.506157 nChanged 49 SP:Iteration 4F (131.075732 sec): 3 clusters Score: Raw -42300.737030 + Penalty 344.648494 = -41956.088537 nChanged 32 SP:Iteration 5Q (131.077336 sec): 3 clusters Score: Raw -42326.638858 + Penalty 344.857360 = -41981.781498 nChanged 21 SP:Iteration 6Q (131.078943 sec): 3 clusters Score: Raw -42342.244067 + Penalty 343.922975 = -41998.321092 nChanged 16 SP:Iteration 7Q (131.080483 sec): 3 clusters Score: Raw -42355.302677 + Penalty 341.138118 = -42014.164559 nChanged 13 SP:Iteration 8Q (131.082055 sec): 3 clusters Score: Raw -42365.287552 + Penalty 338.854128 = -42026.433424 nChanged 12 SP:Iteration 9Q (131.083586 sec): 3 clusters Score: Raw -42376.457012 + Penalty 337.106898 = -42039.350114 nChanged 8 SP:Iteration 10F (131.085244 sec): 3 clusters Score: Raw -42383.675533 + Penalty 335.519547 = -42048.155986 nChanged 5 SP:Iteration 11Q (131.086793 sec): 3 clusters Score: Raw -42386.373104 + Penalty 333.949018 = -42052.424087 nChanged 5 SP:Iteration 12Q (131.088355 sec): 3 clusters Score: Raw -42388.535191 + Penalty 333.507733 = -42055.027458 nChanged 6 SP:Iteration 13Q (131.089869 sec): 3 clusters Score: Raw -42390.534749 + Penalty 332.539756 = -42057.994993 nChanged 3 SP:Iteration 14Q (131.091419 sec): 3 clusters Score: Raw -42390.963670 + Penalty 333.173535 = -42057.790135 nChanged 2 SP:Iteration 15F (131.092987 sec): 3 clusters Score: Raw -42391.058693 + Penalty 333.173535 = -42057.885159 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 8 (519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (131.095830 sec): 2 clusters Score: Raw -26319.850744 + Penalty 178.694589 = -26141.156155 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (131.096974 sec): 3 clusters Score: Raw -26064.061290 + Penalty 369.103466 = -25694.957824 nChanged 200 SP:Iteration 1F (131.098097 sec): 3 clusters Score: Raw -26233.495761 + Penalty 381.997072 = -25851.498689 nChanged 53 SP:Iteration 2F (131.099221 sec): 3 clusters Score: Raw -26287.982043 + Penalty 396.438063 = -25891.543981 nChanged 35 SP:Iteration 3F (131.100318 sec): 3 clusters Score: Raw -26332.870051 + Penalty 406.188468 = -25926.681584 nChanged 20 SP:Iteration 4Q (131.101412 sec): 3 clusters Score: Raw -26354.129374 + Penalty 406.609837 = -25947.519537 nChanged 10 SP:Iteration 5Q (131.102468 sec): 3 clusters Score: Raw -26363.230006 + Penalty 413.324138 = -25949.905868 nChanged 6 SP:Iteration 6Q (131.103519 sec): 3 clusters Score: Raw -26373.307893 + Penalty 416.835340 = -25956.472553 nChanged 5 SP:Iteration 7Q (131.104539 sec): 3 clusters Score: Raw -26379.224519 + Penalty 418.989491 = -25960.235028 nChanged 3 SP:Iteration 8Q (131.105554 sec): 3 clusters Score: Raw -26382.046301 + Penalty 420.563370 = -25961.482931 nChanged 2 SP:Iteration 9Q (131.106547 sec): 3 clusters Score: Raw -26382.508686 + Penalty 420.563370 = -25961.945315 nChanged 0 SP:Iteration 10F (131.107672 sec): 3 clusters Score: Raw -26382.508686 + Penalty 420.563370 = -25961.945315 nChanged 0 Memory request: 0.01 GB would take us to total of 0.46 GB. Trying to split cluster 9 (1935 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (131.117505 sec): 2 clusters Score: Raw -107443.063797 + Penalty 353.288684 = -107089.775113 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (131.121068 sec): 3 clusters Score: Raw -106289.951900 + Penalty 701.060845 = -105588.891055 nChanged 761 SP:Iteration 1F (131.124779 sec): 3 clusters Score: Raw -106730.128080 + Penalty 701.956339 = -106028.171742 nChanged 239 SP:Iteration 2F (131.128290 sec): 3 clusters Score: Raw -106841.311694 + Penalty 704.754644 = -106136.557049 nChanged 125 SP:Iteration 3F (131.131883 sec): 3 clusters Score: Raw -106925.561482 + Penalty 709.853550 = -106215.707932 nChanged 111 SP:Iteration 4F (131.135380 sec): 3 clusters Score: Raw -106993.408116 + Penalty 715.717011 = -106277.691106 nChanged 85 SP:Iteration 5Q (131.139010 sec): 3 clusters Score: Raw -107028.431993 + Penalty 722.120262 = -106306.311731 nChanged 57 SP:Iteration 6Q (131.142825 sec): 3 clusters Score: Raw -107050.289175 + Penalty 729.411753 = -106320.877422 nChanged 56 SP:Iteration 7Q (131.146455 sec): 3 clusters Score: Raw -107072.018198 + Penalty 737.488785 = -106334.529413 nChanged 54 SP:Iteration 8Q (131.149946 sec): 3 clusters Score: Raw -107091.504921 + Penalty 744.933791 = -106346.571130 nChanged 46 SP:Iteration 9Q (131.153526 sec): 3 clusters Score: Raw -107110.187374 + Penalty 753.939271 = -106356.248103 nChanged 58 SP:Iteration 10F (131.157057 sec): 3 clusters Score: Raw -107137.097167 + Penalty 763.456776 = -106373.640391 nChanged 56 SP:Iteration 11Q (131.160630 sec): 3 clusters Score: Raw -107164.551862 + Penalty 773.991836 = -106390.560026 nChanged 62 SP:Iteration 12Q (131.164102 sec): 3 clusters Score: Raw -107198.310672 + Penalty 787.310671 = -106411.000002 nChanged 61 SP:Iteration 13Q (131.167549 sec): 3 clusters Score: Raw -107235.714651 + Penalty 798.653664 = -106437.060987 nChanged 46 SP:Iteration 14Q (131.170982 sec): 3 clusters Score: Raw -107261.198548 + Penalty 810.027345 = -106451.171203 nChanged 37 SP:Iteration 15Q (131.174474 sec): 3 clusters Score: Raw -107279.450775 + Penalty 818.771862 = -106460.678913 nChanged 37 SP:Iteration 16Q (131.177848 sec): 3 clusters Score: Raw -107298.814586 + Penalty 826.255240 = -106472.559346 nChanged 33 SP:Iteration 17Q (131.181177 sec): 3 clusters Score: Raw -107318.472959 + Penalty 831.221556 = -106487.251403 nChanged 28 SP:Iteration 18Q (131.184469 sec): 3 clusters Score: Raw -107337.405771 + Penalty 830.883467 = -106506.522304 nChanged 34 SP:Iteration 19Q (131.187726 sec): 3 clusters Score: Raw -107359.755768 + Penalty 828.839250 = -106530.916518 nChanged 28 SP:Iteration 20F (131.191197 sec): 3 clusters Score: Raw -107377.898135 + Penalty 822.318868 = -106555.579267 nChanged 24 SP:Iteration 21Q (131.194393 sec): 3 clusters Score: Raw -107396.833210 + Penalty 813.632399 = -106583.200811 nChanged 25 SP:Iteration 22Q (131.197636 sec): 3 clusters Score: Raw -107415.847303 + Penalty 810.315948 = -106605.531355 nChanged 20 SP:Iteration 23Q (131.200813 sec): 3 clusters Score: Raw -107427.493690 + Penalty 806.110286 = -106621.383404 nChanged 12 SP:Iteration 24Q (131.204135 sec): 3 clusters Score: Raw -107434.966017 + Penalty 798.594464 = -106636.371553 nChanged 14 SP:Iteration 25Q (131.207470 sec): 3 clusters Score: Raw -107445.075139 + Penalty 796.812166 = -106648.262973 nChanged 5 SP:Iteration 26Q (131.210506 sec): 3 clusters Score: Raw -107446.935585 + Penalty 795.348785 = -106651.586801 nChanged 2 SP:Iteration 27Q (131.213530 sec): 3 clusters Score: Raw -107447.833012 + Penalty 793.894568 = -106653.938445 nChanged 5 SP:Iteration 28Q (131.216553 sec): 3 clusters Score: Raw -107449.695987 + Penalty 790.082680 = -106659.613308 nChanged 7 SP:Iteration 29Q (131.219566 sec): 3 clusters Score: Raw -107451.261931 + Penalty 787.808787 = -106663.453143 nChanged 3 SP:Iteration 30F (131.223036 sec): 3 clusters Score: Raw -107452.184539 + Penalty 787.341223 = -106664.843316 nChanged 3 SP:Iteration 31Q (131.226049 sec): 3 clusters Score: Raw -107453.045802 + Penalty 788.064733 = -106664.981069 nChanged 3 SP:Iteration 32Q (131.229058 sec): 3 clusters Score: Raw -107453.918002 + Penalty 787.156778 = -106666.761223 nChanged 3 SP:Iteration 33Q (131.232059 sec): 3 clusters Score: Raw -107455.211314 + Penalty 788.264849 = -106666.946466 nChanged 2 SP:Iteration 34Q (131.235063 sec): 3 clusters Score: Raw -107455.754112 + Penalty 787.483603 = -106668.270509 nChanged 2 SP:Iteration 35Q (131.238064 sec): 3 clusters Score: Raw -107456.378846 + Penalty 785.616049 = -106670.762797 nChanged 1 SP:Iteration 36Q (131.241063 sec): 3 clusters Score: Raw -107456.821059 + Penalty 785.616049 = -106671.205010 nChanged 0 SP:Iteration 37F (131.244531 sec): 3 clusters Score: Raw -107456.821059 + Penalty 785.616049 = -106671.205010 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 10 (312 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (131.254220 sec): 2 clusters Score: Raw -16250.564737 + Penalty 105.328916 = -16145.235821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (131.254995 sec): 3 clusters Score: Raw -16110.095586 + Penalty 221.863450 = -15888.232137 nChanged 119 SP:Iteration 1F (131.255743 sec): 3 clusters Score: Raw -16206.725547 + Penalty 237.031060 = -15969.694487 nChanged 32 SP:Iteration 2F (131.256489 sec): 3 clusters Score: Raw -16231.935622 + Penalty 257.217627 = -15974.717995 nChanged 25 SP:Iteration 3F (131.257238 sec): 3 clusters Score: Raw -16256.137089 + Penalty 275.894481 = -15980.242608 nChanged 17 SP:Iteration 4F (131.257983 sec): 3 clusters Score: Raw -16271.648013 + Penalty 293.651975 = -15977.996038 nChanged 15 SP:Iteration 5F (131.258728 sec): 3 clusters Score: Raw -16293.806003 + Penalty 324.917991 = -15968.888012 nChanged 13 SP:Iteration 6F (131.259468 sec): 3 clusters Score: Raw -16311.938201 + Penalty 341.112423 = -15970.825778 nChanged 4 SP:Iteration 7Q (131.260201 sec): 3 clusters Score: Raw -16315.245832 + Penalty 354.965301 = -15960.280531 nChanged 2 SP:Iteration 8F (131.260938 sec): 3 clusters Score: Raw -16316.761678 + Penalty 351.850440 = -15964.911237 nChanged 1 SP:Iteration 9Q (131.261647 sec): 3 clusters Score: Raw -16317.349238 + Penalty 353.387320 = -15963.961918 nChanged 1 SP:Iteration 10F (131.262385 sec): 3 clusters Score: Raw -16318.318794 + Penalty 340.706718 = -15977.612077 nChanged 2 SP:Iteration 11Q (131.263093 sec): 3 clusters Score: Raw -16322.330305 + Penalty 348.192911 = -15974.137395 nChanged 1 SP:Iteration 12F (131.263831 sec): 3 clusters Score: Raw -16322.734811 + Penalty 348.192911 = -15974.541900 nChanged 0 Memory request: 0.01 GB would take us to total of 0.46 GB. Trying to split cluster 11 (1855 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (131.269749 sec): 2 clusters Score: Raw -101347.807923 + Penalty 109.168221 = -101238.639702 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (131.273276 sec): 3 clusters Score: Raw -100215.542131 + Penalty 231.772860 = -99983.769271 nChanged 848 SP:Iteration 1F (131.276742 sec): 3 clusters Score: Raw -101293.587712 + Penalty 232.420977 = -101061.166735 nChanged 73 SP:Iteration 2Q (131.280100 sec): 3 clusters Score: Raw -101330.611195 + Penalty 232.295496 = -101098.315699 nChanged 18 SP:Iteration 3Q (131.283360 sec): 3 clusters Score: Raw -101333.412577 + Penalty 232.571553 = -101100.841024 nChanged 8 SP:Iteration 4Q (131.286602 sec): 3 clusters Score: Raw -101334.333338 + Penalty 233.270187 = -101101.063151 nChanged 4 SP:Iteration 5Q (131.289829 sec): 3 clusters Score: Raw -101334.412627 + Penalty 233.270187 = -101101.142440 nChanged 0 SP:Iteration 6F (131.293183 sec): 3 clusters Score: Raw -101334.412627 + Penalty 233.270187 = -101101.142440 nChanged 0 Memory request: 0.01 GB would take us to total of 0.46 GB. Trying to split cluster 12 (1155 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (131.298141 sec): 2 clusters Score: Raw -59751.121094 + Penalty 229.780550 = -59521.340544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (131.300409 sec): 3 clusters Score: Raw -59136.619057 + Penalty 491.942977 = -58644.676081 nChanged 493 SP:Iteration 1F (131.302605 sec): 3 clusters Score: Raw -59758.465145 + Penalty 501.061994 = -59257.403151 nChanged 104 SP:Iteration 2F (131.304848 sec): 3 clusters Score: Raw -59862.490485 + Penalty 505.654436 = -59356.836048 nChanged 55 SP:Iteration 3Q (131.307039 sec): 3 clusters Score: Raw -59900.390504 + Penalty 504.831446 = -59395.559058 nChanged 25 SP:Iteration 4Q (131.309232 sec): 3 clusters Score: Raw -59911.616123 + Penalty 501.870060 = -59409.746063 nChanged 17 SP:Iteration 5Q (131.311373 sec): 3 clusters Score: Raw -59918.697277 + Penalty 500.181238 = -59418.516039 nChanged 9 SP:Iteration 6Q (131.313508 sec): 3 clusters Score: Raw -59923.284830 + Penalty 499.210235 = -59424.074595 nChanged 9 SP:Iteration 7Q (131.315648 sec): 3 clusters Score: Raw -59926.068535 + Penalty 498.219016 = -59427.849520 nChanged 8 SP:Iteration 8Q (131.317813 sec): 3 clusters Score: Raw -59928.380767 + Penalty 498.378824 = -59430.001943 nChanged 2 SP:Iteration 9Q (131.319949 sec): 3 clusters Score: Raw -59928.778361 + Penalty 497.363398 = -59431.414963 nChanged 3 SP:Iteration 10F (131.322100 sec): 3 clusters Score: Raw -59929.471175 + Penalty 496.571120 = -59432.900055 nChanged 2 SP:Iteration 11Q (131.324233 sec): 3 clusters Score: Raw -59930.082362 + Penalty 494.905854 = -59435.176508 nChanged 4 SP:Iteration 12Q (131.326362 sec): 3 clusters Score: Raw -59931.058615 + Penalty 493.793365 = -59437.265250 nChanged 4 SP:Iteration 13Q (131.328514 sec): 3 clusters Score: Raw -59931.909756 + Penalty 492.351309 = -59439.558447 nChanged 3 SP:Iteration 14Q (131.330649 sec): 3 clusters Score: Raw -59932.644209 + Penalty 490.606648 = -59442.037561 nChanged 4 SP:Iteration 15Q (131.332779 sec): 3 clusters Score: Raw -59934.326275 + Penalty 488.106677 = -59446.219597 nChanged 8 SP:Iteration 16Q (131.334912 sec): 3 clusters Score: Raw -59937.666052 + Penalty 486.005092 = -59451.660959 nChanged 7 SP:Iteration 17Q (131.337040 sec): 3 clusters Score: Raw -59939.800365 + Penalty 485.305771 = -59454.494595 nChanged 9 SP:Iteration 18Q (131.339168 sec): 3 clusters Score: Raw -59942.795569 + Penalty 483.837348 = -59458.958220 nChanged 11 SP:Iteration 19Q (131.341293 sec): 3 clusters Score: Raw -59946.341210 + Penalty 482.973916 = -59463.367294 nChanged 7 SP:Iteration 20F (131.343493 sec): 3 clusters Score: Raw -59947.878798 + Penalty 481.974697 = -59465.904100 nChanged 8 SP:Iteration 21Q (131.345620 sec): 3 clusters Score: Raw -59949.602990 + Penalty 481.126960 = -59468.476030 nChanged 3 SP:Iteration 22Q (131.347796 sec): 3 clusters Score: Raw -59950.028238 + Penalty 480.582775 = -59469.445463 nChanged 4 SP:Iteration 23Q (131.349919 sec): 3 clusters Score: Raw -59950.664777 + Penalty 480.334579 = -59470.330198 nChanged 3 SP:Iteration 24Q (131.352087 sec): 3 clusters Score: Raw -59951.322721 + Penalty 479.097866 = -59472.224855 nChanged 4 SP:Iteration 25Q (131.354210 sec): 3 clusters Score: Raw -59951.860859 + Penalty 478.072955 = -59473.787904 nChanged 4 SP:Iteration 26Q (131.356375 sec): 3 clusters Score: Raw -59952.467490 + Penalty 477.662779 = -59474.804711 nChanged 3 SP:Iteration 27Q (131.358510 sec): 3 clusters Score: Raw -59952.759566 + Penalty 476.429125 = -59476.330441 nChanged 5 SP:Iteration 28Q (131.360707 sec): 3 clusters Score: Raw -59953.410658 + Penalty 475.902093 = -59477.508565 nChanged 2 SP:Iteration 29Q (131.362868 sec): 3 clusters Score: Raw -59953.651125 + Penalty 474.992216 = -59478.658909 nChanged 4 SP:Iteration 30F (131.365075 sec): 3 clusters Score: Raw -59954.377185 + Penalty 474.095013 = -59480.282172 nChanged 4 SP:Iteration 31Q (131.367187 sec): 3 clusters Score: Raw -59954.932155 + Penalty 473.546595 = -59481.385560 nChanged 3 SP:Iteration 32Q (131.369346 sec): 3 clusters Score: Raw -59955.334043 + Penalty 472.258906 = -59483.075136 nChanged 6 SP:Iteration 33Q (131.371456 sec): 3 clusters Score: Raw -59957.029185 + Penalty 470.602237 = -59486.426948 nChanged 12 SP:Iteration 34Q (131.373612 sec): 3 clusters Score: Raw -59963.695669 + Penalty 467.967278 = -59495.728391 nChanged 15 SP:Iteration 35Q (131.375722 sec): 3 clusters Score: Raw -59972.297979 + Penalty 466.386709 = -59505.911270 nChanged 14 SP:Iteration 36Q (131.377867 sec): 3 clusters Score: Raw -59978.673907 + Penalty 465.212969 = -59513.460938 nChanged 11 SP:Iteration 37Q (131.379959 sec): 3 clusters Score: Raw -59983.304052 + Penalty 463.876273 = -59519.427779 nChanged 10 SP:Iteration 38Q (131.382092 sec): 3 clusters Score: Raw -59986.188263 + Penalty 463.353530 = -59522.834733 nChanged 9 SP:Iteration 39Q (131.384225 sec): 3 clusters Score: Raw -59988.143483 + Penalty 462.961769 = -59525.181713 nChanged 3 SP:Iteration 40F (131.386423 sec): 3 clusters Score: Raw -59988.769477 + Penalty 462.889247 = -59525.880231 nChanged 2 SP:Iteration 41Q (131.388571 sec): 3 clusters Score: Raw -59989.035827 + Penalty 462.854067 = -59526.181760 nChanged 1 SP:Iteration 42Q (131.390699 sec): 3 clusters Score: Raw -59989.249410 + Penalty 462.854067 = -59526.395343 nChanged 0 SP:Iteration 43F (131.392908 sec): 3 clusters Score: Raw -59989.249410 + Penalty 462.854067 = -59526.395343 nChanged 0 Score: Raw -2496331.202474 + Penalty 120488.194301 = -2375843.008173 Splitting cluster 12 changes total score from -2336244.965992 to -2375843.008173 So it's getting split into cluster 36. Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 13 (375 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.412899 sec): 2 clusters Score: Raw -15877.663608 + Penalty 507.632903 = -15370.030705 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.413766 sec): 3 clusters Score: Raw -15814.429716 + Penalty 1027.881591 = -14786.548125 nChanged 112 SP:Iteration 1F (134.414632 sec): 3 clusters Score: Raw -15974.413237 + Penalty 1052.286569 = -14922.126668 nChanged 36 SP:Iteration 2F (134.415483 sec): 3 clusters Score: Raw -16080.440072 + Penalty 1071.097938 = -15009.342134 nChanged 25 SP:Iteration 3F (134.416336 sec): 3 clusters Score: Raw -16124.736723 + Penalty 1081.813827 = -15042.922896 nChanged 8 SP:Iteration 4Q (134.417151 sec): 3 clusters Score: Raw -16135.219532 + Penalty 1090.861769 = -15044.357763 nChanged 7 SP:Iteration 5Q (134.417965 sec): 3 clusters Score: Raw -16147.988851 + Penalty 1093.111370 = -15054.877480 nChanged 2 SP:Iteration 6Q (134.418770 sec): 3 clusters Score: Raw -16153.758669 + Penalty 1094.571785 = -15059.186884 nChanged 3 SP:Iteration 7Q (134.419566 sec): 3 clusters Score: Raw -16159.084164 + Penalty 1094.860302 = -15064.223863 nChanged 1 SP:Iteration 8Q (134.420357 sec): 3 clusters Score: Raw -16159.525319 + Penalty 1094.860302 = -15064.665017 nChanged 0 SP:Iteration 9F (134.421203 sec): 3 clusters Score: Raw -16159.525319 + Penalty 1094.860302 = -15064.665017 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 15 (162 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.422150 sec): 2 clusters Score: Raw -7541.457782 + Penalty 225.690966 = -7315.766816 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.422647 sec): 3 clusters Score: Raw -7518.096479 + Penalty 479.162594 = -7038.933885 nChanged 37 SP:Iteration 1F (134.423145 sec): 3 clusters Score: Raw -7566.422156 + Penalty 512.481746 = -7053.940410 nChanged 18 SP:Iteration 2F (134.423631 sec): 3 clusters Score: Raw -7599.201267 + Penalty 570.249717 = -7028.951551 nChanged 11 SP:Iteration 3F (134.424116 sec): 3 clusters Score: Raw -7623.514522 + Penalty 611.909928 = -7011.604594 nChanged 5 SP:Iteration 4F (134.424601 sec): 3 clusters Score: Raw -7638.708830 + Penalty 640.064221 = -6998.644609 nChanged 3 SP:Iteration 5F (134.425085 sec): 3 clusters Score: Raw -7658.125013 + Penalty 653.682824 = -7004.442189 nChanged 1 SP:Iteration 6Q (134.425514 sec): 3 clusters Score: Raw -7659.788416 + Penalty 653.682824 = -7006.105592 nChanged 0 SP:Iteration 7F (134.425997 sec): 3 clusters Score: Raw -7659.788416 + Penalty 653.682824 = -7006.105592 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 16 (80 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.426702 sec): 2 clusters Score: Raw -4807.113898 + Penalty 401.188962 = -4405.924936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.427056 sec): 3 clusters Score: Raw -4819.595043 + Penalty 800.900478 = -4018.694564 nChanged 7 SP:Iteration 1F (134.427404 sec): 3 clusters Score: Raw -4835.547980 + Penalty 800.900478 = -4034.647502 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 17 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.427915 sec): 2 clusters Score: Raw -736.722315 + Penalty 225.149879 = -511.572436 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.428178 sec): 3 clusters Score: Raw -768.591308 + Penalty 448.419805 = -320.171503 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 18 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.428759 sec): 2 clusters Score: Raw -2087.370243 + Penalty 436.052888 = -1651.317355 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.429041 sec): 3 clusters Score: Raw -2199.750014 + Penalty 875.648118 = -1324.101896 nChanged 1 SP:Iteration 1Q (134.429306 sec): 3 clusters Score: Raw -2208.714936 + Penalty 875.648118 = -1333.066819 nChanged 0 SP:Iteration 2F (134.429583 sec): 3 clusters Score: Raw -2208.714936 + Penalty 875.648118 = -1333.066819 nChanged 0 Memory request: 0.01 GB would take us to total of 0.46 GB. Trying to split cluster 19 (830 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.432453 sec): 2 clusters Score: Raw -42879.418198 + Penalty 233.189152 = -42646.229045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.434220 sec): 3 clusters Score: Raw -42428.755223 + Penalty 466.670359 = -41962.084864 nChanged 333 SP:Iteration 1F (134.435909 sec): 3 clusters Score: Raw -42708.873265 + Penalty 469.280349 = -42239.592916 nChanged 102 SP:Iteration 2F (134.437519 sec): 3 clusters Score: Raw -42833.643212 + Penalty 468.560763 = -42365.082449 nChanged 60 SP:Iteration 3F (134.439127 sec): 3 clusters Score: Raw -42889.696689 + Penalty 467.140025 = -42422.556665 nChanged 31 SP:Iteration 4Q (134.440686 sec): 3 clusters Score: Raw -42901.642292 + Penalty 466.465311 = -42435.176982 nChanged 23 SP:Iteration 5Q (134.442228 sec): 3 clusters Score: Raw -42913.126772 + Penalty 466.331912 = -42446.794860 nChanged 12 SP:Iteration 6Q (134.443861 sec): 3 clusters Score: Raw -42921.821946 + Penalty 466.619866 = -42455.202080 nChanged 22 SP:Iteration 7Q (134.445426 sec): 3 clusters Score: Raw -42942.924330 + Penalty 468.908141 = -42474.016189 nChanged 30 SP:Iteration 8Q (134.446988 sec): 3 clusters Score: Raw -42975.131744 + Penalty 471.781846 = -42503.349897 nChanged 32 SP:Iteration 9Q (134.448510 sec): 3 clusters Score: Raw -43006.941876 + Penalty 474.863037 = -42532.078839 nChanged 21 SP:Iteration 10F (134.450128 sec): 3 clusters Score: Raw -43031.475369 + Penalty 477.030024 = -42554.445345 nChanged 12 SP:Iteration 11Q (134.451644 sec): 3 clusters Score: Raw -43043.506133 + Penalty 478.265319 = -42565.240814 nChanged 13 SP:Iteration 12Q (134.453155 sec): 3 clusters Score: Raw -43052.209362 + Penalty 479.394986 = -42572.814376 nChanged 9 SP:Iteration 13Q (134.454644 sec): 3 clusters Score: Raw -43055.152456 + Penalty 479.349040 = -42575.803416 nChanged 2 SP:Iteration 14Q (134.456112 sec): 3 clusters Score: Raw -43056.556885 + Penalty 479.786493 = -42576.770391 nChanged 4 SP:Iteration 15Q (134.457580 sec): 3 clusters Score: Raw -43058.373106 + Penalty 479.590341 = -42578.782764 nChanged 3 SP:Iteration 16Q (134.459079 sec): 3 clusters Score: Raw -43058.961083 + Penalty 479.523389 = -42579.437693 nChanged 1 SP:Iteration 17Q (134.460530 sec): 3 clusters Score: Raw -43059.038339 + Penalty 479.523389 = -42579.514950 nChanged 0 SP:Iteration 18F (134.462169 sec): 3 clusters Score: Raw -43059.038339 + Penalty 479.523389 = -42579.514950 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 20 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.462886 sec): 2 clusters Score: Raw -2623.076534 + Penalty 243.360410 = -2379.716124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.463202 sec): 3 clusters Score: Raw -2646.492959 + Penalty 485.636824 = -2160.856136 nChanged 2 SP:Iteration 1Q (134.463500 sec): 3 clusters Score: Raw -2653.293583 + Penalty 485.636824 = -2167.656759 nChanged 0 SP:Iteration 2F (134.463802 sec): 3 clusters Score: Raw -2653.293583 + Penalty 485.636824 = -2167.656759 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 21 (253 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.465007 sec): 2 clusters Score: Raw -13513.988235 + Penalty 552.753221 = -12961.235014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.465658 sec): 3 clusters Score: Raw -13452.330143 + Penalty 1105.889055 = -12346.441087 nChanged 48 SP:Iteration 1F (134.466303 sec): 3 clusters Score: Raw -13509.467535 + Penalty 1111.918131 = -12397.549404 nChanged 22 SP:Iteration 2F (134.466943 sec): 3 clusters Score: Raw -13536.795259 + Penalty 1115.382943 = -12421.412316 nChanged 5 SP:Iteration 3Q (134.467578 sec): 3 clusters Score: Raw -13542.237068 + Penalty 1116.685208 = -12425.551860 nChanged 2 SP:Iteration 4Q (134.468215 sec): 3 clusters Score: Raw -13544.588102 + Penalty 1117.310067 = -12427.278035 nChanged 1 SP:Iteration 5Q (134.468845 sec): 3 clusters Score: Raw -13545.223427 + Penalty 1117.310067 = -12427.913360 nChanged 0 SP:Iteration 6F (134.469485 sec): 3 clusters Score: Raw -13545.223427 + Penalty 1117.310067 = -12427.913360 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 22 (52 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.470114 sec): 2 clusters Score: Raw -2766.056187 + Penalty 329.210388 = -2436.845798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.470418 sec): 3 clusters Score: Raw -2819.570387 + Penalty 665.650126 = -2153.920262 nChanged 1 SP:Iteration 1Q (134.470708 sec): 3 clusters Score: Raw -2823.159234 + Penalty 665.650126 = -2157.509108 nChanged 0 SP:Iteration 2F (134.471005 sec): 3 clusters Score: Raw -2823.159234 + Penalty 665.650126 = -2157.509108 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 23 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.471492 sec): 2 clusters Score: Raw -305.681757 + Penalty 163.269261 = -142.412496 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.471706 sec): 3 clusters Score: Raw -305.138771 + Penalty 326.464971 = 21.326200 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 24 (150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.472559 sec): 2 clusters Score: Raw -8264.860805 + Penalty 329.291495 = -7935.569310 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.473052 sec): 3 clusters Score: Raw -8268.756497 + Penalty 657.792185 = -7610.964312 nChanged 30 SP:Iteration 1F (134.473527 sec): 3 clusters Score: Raw -8313.926543 + Penalty 657.577834 = -7656.348710 nChanged 5 SP:Iteration 2Q (134.473985 sec): 3 clusters Score: Raw -8321.039410 + Penalty 657.339385 = -7663.700025 nChanged 2 SP:Iteration 3Q (134.474442 sec): 3 clusters Score: Raw -8322.635499 + Penalty 656.970863 = -7665.664636 nChanged 4 SP:Iteration 4Q (134.474897 sec): 3 clusters Score: Raw -8325.801501 + Penalty 657.103476 = -7668.698024 nChanged 2 SP:Iteration 5Q (134.475351 sec): 3 clusters Score: Raw -8326.517029 + Penalty 657.611591 = -7668.905438 nChanged 2 SP:Iteration 6Q (134.475805 sec): 3 clusters Score: Raw -8328.554444 + Penalty 657.809935 = -7670.744509 nChanged 1 SP:Iteration 7Q (134.476261 sec): 3 clusters Score: Raw -8331.713093 + Penalty 659.059062 = -7672.654031 nChanged 3 SP:Iteration 8Q (134.476715 sec): 3 clusters Score: Raw -8334.112522 + Penalty 659.059062 = -7675.053460 nChanged 0 SP:Iteration 9F (134.477189 sec): 3 clusters Score: Raw -8334.112522 + Penalty 659.059062 = -7675.053460 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 25 (147 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.478048 sec): 2 clusters Score: Raw -7742.656252 + Penalty 696.172648 = -7046.483605 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.478524 sec): 3 clusters Score: Raw -7812.017212 + Penalty 1393.733194 = -6418.284018 nChanged 20 SP:Iteration 1F (134.479019 sec): 3 clusters Score: Raw -7850.090498 + Penalty 1394.947494 = -6455.143004 nChanged 3 SP:Iteration 2Q (134.479473 sec): 3 clusters Score: Raw -7859.668921 + Penalty 1395.574580 = -6464.094341 nChanged 1 SP:Iteration 3Q (134.479924 sec): 3 clusters Score: Raw -7860.734999 + Penalty 1395.902463 = -6464.832536 nChanged 2 SP:Iteration 4Q (134.480373 sec): 3 clusters Score: Raw -7876.500163 + Penalty 1399.530040 = -6476.970124 nChanged 4 SP:Iteration 5Q (134.480823 sec): 3 clusters Score: Raw -7887.168284 + Penalty 1405.873181 = -6481.295103 nChanged 5 SP:Iteration 6Q (134.481269 sec): 3 clusters Score: Raw -7914.578118 + Penalty 1407.752220 = -6506.825898 nChanged 2 SP:Iteration 7Q (134.481720 sec): 3 clusters Score: Raw -7928.443157 + Penalty 1409.146890 = -6519.296267 nChanged 1 SP:Iteration 8Q (134.482157 sec): 3 clusters Score: Raw -7930.686791 + Penalty 1409.146890 = -6521.539901 nChanged 0 SP:Iteration 9F (134.482634 sec): 3 clusters Score: Raw -7930.686791 + Penalty 1409.146890 = -6521.539901 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 26 (152 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.483505 sec): 2 clusters Score: Raw -7569.053198 + Penalty 173.364807 = -7395.688391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.483991 sec): 3 clusters Score: Raw -7549.747244 + Penalty 352.529315 = -7197.217929 nChanged 38 SP:Iteration 1F (134.484469 sec): 3 clusters Score: Raw -7629.276815 + Penalty 353.270554 = -7276.006260 nChanged 11 SP:Iteration 2F (134.484944 sec): 3 clusters Score: Raw -7648.285551 + Penalty 350.908525 = -7297.377025 nChanged 7 SP:Iteration 3Q (134.485396 sec): 3 clusters Score: Raw -7656.704133 + Penalty 349.747010 = -7306.957124 nChanged 3 SP:Iteration 4Q (134.485843 sec): 3 clusters Score: Raw -7658.857236 + Penalty 348.257622 = -7310.599614 nChanged 2 SP:Iteration 5Q (134.486292 sec): 3 clusters Score: Raw -7665.075043 + Penalty 344.882731 = -7320.192312 nChanged 6 SP:Iteration 6Q (134.486738 sec): 3 clusters Score: Raw -7682.733022 + Penalty 342.393821 = -7340.339201 nChanged 6 SP:Iteration 7Q (134.487182 sec): 3 clusters Score: Raw -7698.961846 + Penalty 339.502132 = -7359.459714 nChanged 4 SP:Iteration 8Q (134.487620 sec): 3 clusters Score: Raw -7709.322660 + Penalty 337.941187 = -7371.381473 nChanged 1 SP:Iteration 9Q (134.488058 sec): 3 clusters Score: Raw -7712.505412 + Penalty 336.742799 = -7375.762613 nChanged 1 SP:Iteration 10F (134.488533 sec): 3 clusters Score: Raw -7712.867949 + Penalty 336.742799 = -7376.125149 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 27 (142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.489368 sec): 2 clusters Score: Raw -5157.785880 + Penalty 748.734617 = -4409.051263 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.489835 sec): 3 clusters Score: Raw -5424.555206 + Penalty 1501.192015 = -3923.363191 nChanged 20 SP:Iteration 1F (134.490294 sec): 3 clusters Score: Raw -5472.755595 + Penalty 1504.190490 = -3968.565105 nChanged 5 SP:Iteration 2Q (134.490730 sec): 3 clusters Score: Raw -5491.263855 + Penalty 1507.897425 = -3983.366430 nChanged 5 SP:Iteration 3Q (134.491151 sec): 3 clusters Score: Raw -5507.587442 + Penalty 1510.193901 = -3997.393540 nChanged 4 SP:Iteration 4Q (134.491576 sec): 3 clusters Score: Raw -5522.946590 + Penalty 1511.800809 = -4011.145782 nChanged 2 SP:Iteration 5Q (134.491989 sec): 3 clusters Score: Raw -5527.953795 + Penalty 1512.194158 = -4015.759638 nChanged 1 SP:Iteration 6Q (134.492409 sec): 3 clusters Score: Raw -5530.823856 + Penalty 1512.194158 = -4018.629699 nChanged 0 SP:Iteration 7F (134.492866 sec): 3 clusters Score: Raw -5530.823856 + Penalty 1512.194158 = -4018.629699 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 28 (148 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.493751 sec): 2 clusters Score: Raw -8062.839221 + Penalty 351.067733 = -7711.771488 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.494229 sec): 3 clusters Score: Raw -8032.261552 + Penalty 699.766149 = -7332.495403 nChanged 21 SP:Iteration 1F (134.494700 sec): 3 clusters Score: Raw -8057.461242 + Penalty 700.310166 = -7357.151076 nChanged 9 SP:Iteration 2F (134.495170 sec): 3 clusters Score: Raw -8069.091562 + Penalty 700.544976 = -7368.546586 nChanged 6 SP:Iteration 3Q (134.495636 sec): 3 clusters Score: Raw -8075.526827 + Penalty 701.146289 = -7374.380538 nChanged 2 SP:Iteration 4Q (134.496100 sec): 3 clusters Score: Raw -8078.940002 + Penalty 701.146289 = -7377.793712 nChanged 0 SP:Iteration 5F (134.496569 sec): 3 clusters Score: Raw -8078.940002 + Penalty 701.146289 = -7377.793712 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 29 (168 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.497464 sec): 2 clusters Score: Raw -8869.343328 + Penalty 217.376684 = -8651.966644 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.497982 sec): 3 clusters Score: Raw -8822.291838 + Penalty 437.127983 = -8385.163855 nChanged 50 SP:Iteration 1F (134.498491 sec): 3 clusters Score: Raw -8876.893541 + Penalty 443.673044 = -8433.220497 nChanged 14 SP:Iteration 2F (134.498996 sec): 3 clusters Score: Raw -8890.204041 + Penalty 448.320266 = -8441.883776 nChanged 7 SP:Iteration 3Q (134.499492 sec): 3 clusters Score: Raw -8896.635127 + Penalty 449.521122 = -8447.114005 nChanged 3 SP:Iteration 4Q (134.499989 sec): 3 clusters Score: Raw -8897.884841 + Penalty 452.682300 = -8445.202541 nChanged 2 SP:Iteration 5F (134.500493 sec): 3 clusters Score: Raw -8899.263420 + Penalty 454.514936 = -8444.748484 nChanged 1 SP:Iteration 6F (134.500997 sec): 3 clusters Score: Raw -8899.944751 + Penalty 454.514936 = -8445.429816 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 30 (155 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.501847 sec): 2 clusters Score: Raw -7568.269806 + Penalty 120.891634 = -7447.378172 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.502328 sec): 3 clusters Score: Raw -7518.461916 + Penalty 256.382425 = -7262.079492 nChanged 51 SP:Iteration 1F (134.502800 sec): 3 clusters Score: Raw -7610.581252 + Penalty 262.370583 = -7348.210668 nChanged 11 SP:Iteration 2F (134.503272 sec): 3 clusters Score: Raw -7624.379614 + Penalty 261.178062 = -7363.201552 nChanged 3 SP:Iteration 3Q (134.503731 sec): 3 clusters Score: Raw -7628.488244 + Penalty 261.178062 = -7367.310182 nChanged 0 SP:Iteration 4F (134.504201 sec): 3 clusters Score: Raw -7628.488244 + Penalty 261.178062 = -7367.310182 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 31 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.504736 sec): 2 clusters Score: Raw -859.842580 + Penalty 222.548647 = -637.293933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.504977 sec): 3 clusters Score: Raw -913.844211 + Penalty 448.770150 = -465.074061 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 32 (250 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.506119 sec): 2 clusters Score: Raw -13767.609053 + Penalty 402.854350 = -13364.754703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.506768 sec): 3 clusters Score: Raw -13677.891137 + Penalty 806.569064 = -12871.322073 nChanged 59 SP:Iteration 1F (134.507403 sec): 3 clusters Score: Raw -13720.511290 + Penalty 812.016874 = -12908.494416 nChanged 17 SP:Iteration 2F (134.508064 sec): 3 clusters Score: Raw -13733.516868 + Penalty 818.984832 = -12914.532035 nChanged 14 SP:Iteration 3F (134.508699 sec): 3 clusters Score: Raw -13754.726026 + Penalty 823.628180 = -12931.097846 nChanged 10 SP:Iteration 4Q (134.509353 sec): 3 clusters Score: Raw -13766.809453 + Penalty 826.414003 = -12940.395450 nChanged 7 SP:Iteration 5Q (134.509979 sec): 3 clusters Score: Raw -13787.429570 + Penalty 829.552574 = -12957.876996 nChanged 11 SP:Iteration 6Q (134.510601 sec): 3 clusters Score: Raw -13812.089333 + Penalty 828.688632 = -12983.400701 nChanged 6 SP:Iteration 7Q (134.511217 sec): 3 clusters Score: Raw -13822.378239 + Penalty 827.721280 = -12994.656959 nChanged 5 SP:Iteration 8Q (134.511829 sec): 3 clusters Score: Raw -13831.655918 + Penalty 831.098714 = -13000.557204 nChanged 4 SP:Iteration 9Q (134.512438 sec): 3 clusters Score: Raw -13836.791601 + Penalty 833.766466 = -13003.025135 nChanged 6 SP:Iteration 10F (134.513071 sec): 3 clusters Score: Raw -13841.925572 + Penalty 835.581128 = -13006.344444 nChanged 3 SP:Iteration 11Q (134.513680 sec): 3 clusters Score: Raw -13844.693357 + Penalty 835.749053 = -13008.944304 nChanged 1 SP:Iteration 12Q (134.514287 sec): 3 clusters Score: Raw -13846.702823 + Penalty 835.749053 = -13010.953770 nChanged 0 SP:Iteration 13F (134.514920 sec): 3 clusters Score: Raw -13846.702823 + Penalty 835.749053 = -13010.953770 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 33 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.515520 sec): 2 clusters Score: Raw -2172.125491 + Penalty 367.976965 = -1804.148526 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.515804 sec): 3 clusters Score: Raw -2206.127672 + Penalty 726.954029 = -1479.173643 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 34 (52 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.516414 sec): 2 clusters Score: Raw -2920.288190 + Penalty 421.900586 = -2498.387605 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.516716 sec): 3 clusters Score: Raw -2985.319245 + Penalty 853.838111 = -2131.481135 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 35 (149 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.517566 sec): 2 clusters Score: Raw -6445.259137 + Penalty 703.741143 = -5741.517994 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.518060 sec): 3 clusters Score: Raw -6543.317750 + Penalty 1409.236143 = -5134.081607 nChanged 14 SP:Iteration 1F (134.518537 sec): 3 clusters Score: Raw -6598.505266 + Penalty 1409.222491 = -5189.282775 nChanged 2 SP:Iteration 2Q (134.518977 sec): 3 clusters Score: Raw -6605.320350 + Penalty 1409.222491 = -5196.097858 nChanged 0 SP:Iteration 3F (134.519451 sec): 3 clusters Score: Raw -6605.320350 + Penalty 1409.222491 = -5196.097858 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 37 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.520002 sec): 2 clusters Score: Raw -1460.434461 + Penalty 406.923198 = -1053.511263 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.520264 sec): 3 clusters Score: Raw -1602.012509 + Penalty 812.797602 = -789.214907 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 38 (130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.521438 sec): 2 clusters Score: Raw -7112.826346 + Penalty 516.563690 = -6596.262655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.521886 sec): 3 clusters Score: Raw -7148.444296 + Penalty 1039.284946 = -6109.159350 nChanged 18 SP:Iteration 1F (134.522319 sec): 3 clusters Score: Raw -7195.695467 + Penalty 1038.453121 = -6157.242346 nChanged 7 SP:Iteration 2F (134.522750 sec): 3 clusters Score: Raw -7230.257183 + Penalty 1038.441376 = -6191.815807 nChanged 1 SP:Iteration 3Q (134.523158 sec): 3 clusters Score: Raw -7234.167826 + Penalty 1038.441376 = -6195.726450 nChanged 0 SP:Iteration 4F (134.523588 sec): 3 clusters Score: Raw -7234.167826 + Penalty 1038.441376 = -6195.726450 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 40 (155 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.524552 sec): 2 clusters Score: Raw -6321.258510 + Penalty 649.122972 = -5672.135538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.525048 sec): 3 clusters Score: Raw -6421.956998 + Penalty 1304.509690 = -5117.447308 nChanged 31 SP:Iteration 1F (134.525531 sec): 3 clusters Score: Raw -6528.020646 + Penalty 1309.576111 = -5218.444535 nChanged 10 SP:Iteration 2F (134.526015 sec): 3 clusters Score: Raw -6570.909147 + Penalty 1310.793807 = -5260.115340 nChanged 2 SP:Iteration 3Q (134.526451 sec): 3 clusters Score: Raw -6576.779880 + Penalty 1309.501597 = -5267.278283 nChanged 1 SP:Iteration 4Q (134.526885 sec): 3 clusters Score: Raw -6578.205813 + Penalty 1309.501597 = -5268.704216 nChanged 0 SP:Iteration 5F (134.527367 sec): 3 clusters Score: Raw -6578.205813 + Penalty 1309.501597 = -5268.704216 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 41 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.527914 sec): 2 clusters Score: Raw -1238.256666 + Penalty 337.063282 = -901.193384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.528176 sec): 3 clusters Score: Raw -1340.599926 + Penalty 669.511416 = -671.088510 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 42 (356 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.529622 sec): 2 clusters Score: Raw -18684.637942 + Penalty 722.146480 = -17962.491462 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.530473 sec): 3 clusters Score: Raw -18624.206361 + Penalty 1444.640026 = -17179.566335 nChanged 70 SP:Iteration 1F (134.531294 sec): 3 clusters Score: Raw -18713.846108 + Penalty 1445.694351 = -17268.151756 nChanged 16 SP:Iteration 2Q (134.532099 sec): 3 clusters Score: Raw -18731.948204 + Penalty 1446.456045 = -17285.492159 nChanged 7 SP:Iteration 3Q (134.532898 sec): 3 clusters Score: Raw -18738.837731 + Penalty 1447.145388 = -17291.692343 nChanged 1 SP:Iteration 4Q (134.533694 sec): 3 clusters Score: Raw -18739.387790 + Penalty 1447.526655 = -17291.861135 nChanged 1 SP:Iteration 5Q (134.534490 sec): 3 clusters Score: Raw -18739.582813 + Penalty 1447.703710 = -17291.879103 nChanged 1 SP:Iteration 6Q (134.535285 sec): 3 clusters Score: Raw -18739.857189 + Penalty 1447.703710 = -17292.153478 nChanged 0 SP:Iteration 7F (134.536102 sec): 3 clusters Score: Raw -18739.857189 + Penalty 1447.703710 = -17292.153478 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 43 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.536615 sec): 2 clusters Score: Raw -315.044725 + Penalty 143.433977 = -171.610748 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.536827 sec): 3 clusters Score: Raw -309.701040 + Penalty 271.845015 = -37.856025 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 44 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.537340 sec): 2 clusters Score: Raw -882.416487 + Penalty 247.622133 = -634.794354 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.537577 sec): 3 clusters Score: Raw -908.962694 + Penalty 500.257626 = -408.705068 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 45 (138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.538405 sec): 2 clusters Score: Raw -7294.594697 + Penalty 352.285145 = -6942.309552 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.538870 sec): 3 clusters Score: Raw -7318.389475 + Penalty 716.061017 = -6602.328458 nChanged 25 SP:Iteration 1F (134.539322 sec): 3 clusters Score: Raw -7360.547113 + Penalty 735.804571 = -6624.742543 nChanged 16 SP:Iteration 2F (134.539806 sec): 3 clusters Score: Raw -7392.509302 + Penalty 747.280645 = -6645.228657 nChanged 4 SP:Iteration 3Q (134.540251 sec): 3 clusters Score: Raw -7396.638902 + Penalty 754.428940 = -6642.209963 nChanged 2 SP:Iteration 4F (134.540706 sec): 3 clusters Score: Raw -7406.315020 + Penalty 756.370529 = -6649.944490 nChanged 1 SP:Iteration 5Q (134.541139 sec): 3 clusters Score: Raw -7410.064336 + Penalty 764.320298 = -6645.744038 nChanged 2 SP:Iteration 6F (134.541593 sec): 3 clusters Score: Raw -7417.507557 + Penalty 764.320298 = -6653.187259 nChanged 0 Memory request: 0.01 GB would take us to total of 0.46 GB. Trying to split cluster 46 (710 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.543968 sec): 2 clusters Score: Raw -36017.893037 + Penalty 149.532647 = -35868.360389 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.545400 sec): 3 clusters Score: Raw -35592.188457 + Penalty 313.604998 = -35278.583459 nChanged 315 SP:Iteration 1F (134.546849 sec): 3 clusters Score: Raw -35836.956414 + Penalty 333.027155 = -35503.929259 nChanged 79 SP:Iteration 2F (134.548293 sec): 3 clusters Score: Raw -35899.251107 + Penalty 345.108036 = -35554.143070 nChanged 34 SP:Iteration 3Q (134.549723 sec): 3 clusters Score: Raw -35924.940279 + Penalty 358.497539 = -35566.442740 nChanged 23 SP:Iteration 4Q (134.551151 sec): 3 clusters Score: Raw -35960.819345 + Penalty 370.445795 = -35590.373550 nChanged 21 SP:Iteration 5Q (134.552566 sec): 3 clusters Score: Raw -36022.261506 + Penalty 374.745208 = -35647.516299 nChanged 8 SP:Iteration 6Q (134.553878 sec): 3 clusters Score: Raw -36044.655288 + Penalty 377.221021 = -35667.434267 nChanged 5 SP:Iteration 7Q (134.555128 sec): 3 clusters Score: Raw -36051.949602 + Penalty 378.879924 = -35673.069678 nChanged 3 SP:Iteration 8Q (134.556373 sec): 3 clusters Score: Raw -36055.205284 + Penalty 380.375178 = -35674.830105 nChanged 3 SP:Iteration 9Q (134.557612 sec): 3 clusters Score: Raw -36058.117258 + Penalty 380.375178 = -35677.742080 nChanged 0 SP:Iteration 10F (134.559068 sec): 3 clusters Score: Raw -36058.117258 + Penalty 380.375178 = -35677.742080 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 48 (54 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.559748 sec): 2 clusters Score: Raw -2656.868224 + Penalty 203.414621 = -2453.453603 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.560060 sec): 3 clusters Score: Raw -2664.404884 + Penalty 417.614135 = -2246.790748 nChanged 6 SP:Iteration 1F (134.560364 sec): 3 clusters Score: Raw -2672.193852 + Penalty 429.574964 = -2242.618887 nChanged 2 SP:Iteration 2F (134.560669 sec): 3 clusters Score: Raw -2675.814131 + Penalty 475.215451 = -2200.598680 nChanged 5 SP:Iteration 3F (134.560975 sec): 3 clusters Score: Raw -2689.983255 + Penalty 531.836832 = -2158.146423 nChanged 3 SP:Iteration 4F (134.561280 sec): 3 clusters Score: Raw -2704.125927 + Penalty 531.836832 = -2172.289095 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 50 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.561859 sec): 2 clusters Score: Raw -1775.839455 + Penalty 187.261803 = -1588.577652 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.562138 sec): 3 clusters Score: Raw -1811.771407 + Penalty 371.824219 = -1439.947188 nChanged 3 SP:Iteration 1F (134.562406 sec): 3 clusters Score: Raw -1818.036956 + Penalty 389.697746 = -1428.339210 nChanged 3 SP:Iteration 2F (134.562674 sec): 3 clusters Score: Raw -1828.596419 + Penalty 401.436538 = -1427.159881 nChanged 1 SP:Iteration 3F (134.562941 sec): 3 clusters Score: Raw -1843.491500 + Penalty 401.436538 = -1442.054961 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 52 (53 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.563583 sec): 2 clusters Score: Raw -2686.648408 + Penalty 497.845070 = -2188.803338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.563890 sec): 3 clusters Score: Raw -2822.348513 + Penalty 1001.482294 = -1820.866219 nChanged 1 SP:Iteration 1Q (134.564177 sec): 3 clusters Score: Raw -2824.692814 + Penalty 1005.084139 = -1819.608675 nChanged 1 SP:Iteration 2F (134.564481 sec): 3 clusters Score: Raw -2832.537090 + Penalty 1007.446025 = -1825.091065 nChanged 1 SP:Iteration 3Q (134.564767 sec): 3 clusters Score: Raw -2844.189429 + Penalty 1007.446025 = -1836.743404 nChanged 0 SP:Iteration 4F (134.565071 sec): 3 clusters Score: Raw -2844.189429 + Penalty 1007.446025 = -1836.743404 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 53 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.565648 sec): 2 clusters Score: Raw -1981.909079 + Penalty 326.255750 = -1655.653329 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.565924 sec): 3 clusters Score: Raw -2015.808115 + Penalty 652.094332 = -1363.713783 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 56 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.566429 sec): 2 clusters Score: Raw -611.472753 + Penalty 224.506472 = -386.966281 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.566659 sec): 3 clusters Score: Raw -651.112891 + Penalty 444.106667 = -207.006224 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 57 (262 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.567828 sec): 2 clusters Score: Raw -13232.657446 + Penalty 459.647059 = -12773.010387 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.568500 sec): 3 clusters Score: Raw -13174.536877 + Penalty 940.671358 = -12233.865519 nChanged 62 SP:Iteration 1F (134.569157 sec): 3 clusters Score: Raw -13241.917749 + Penalty 964.620811 = -12277.296938 nChanged 22 SP:Iteration 2F (134.569810 sec): 3 clusters Score: Raw -13278.773842 + Penalty 975.705515 = -12303.068327 nChanged 6 SP:Iteration 3Q (134.570450 sec): 3 clusters Score: Raw -13287.150784 + Penalty 990.445811 = -12296.704973 nChanged 4 SP:Iteration 4F (134.571108 sec): 3 clusters Score: Raw -13295.561423 + Penalty 996.567769 = -12298.993654 nChanged 2 SP:Iteration 5Q (134.571725 sec): 3 clusters Score: Raw -13300.298504 + Penalty 1001.518293 = -12298.780211 nChanged 1 SP:Iteration 6F (134.572378 sec): 3 clusters Score: Raw -13302.346975 + Penalty 1008.788145 = -12293.558829 nChanged 1 SP:Iteration 7F (134.573030 sec): 3 clusters Score: Raw -13305.143265 + Penalty 1014.228435 = -12290.914830 nChanged 2 SP:Iteration 8F (134.573684 sec): 3 clusters Score: Raw -13308.613536 + Penalty 1014.228435 = -12294.385101 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 58 (66 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.574356 sec): 2 clusters Score: Raw -3283.291768 + Penalty 395.140267 = -2888.151501 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.574691 sec): 3 clusters Score: Raw -3338.400384 + Penalty 794.830177 = -2543.570207 nChanged 7 SP:Iteration 1F (134.575014 sec): 3 clusters Score: Raw -3346.354661 + Penalty 797.618276 = -2548.736384 nChanged 1 SP:Iteration 2Q (134.575332 sec): 3 clusters Score: Raw -3347.341466 + Penalty 800.236240 = -2547.105226 nChanged 1 SP:Iteration 3F (134.575653 sec): 3 clusters Score: Raw -3349.666543 + Penalty 800.236240 = -2549.430303 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 59 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.576155 sec): 2 clusters Score: Raw -508.242386 + Penalty 190.030969 = -318.211417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.576380 sec): 3 clusters Score: Raw -540.323260 + Penalty 395.165657 = -145.157603 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 60 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.576924 sec): 2 clusters Score: Raw -939.160035 + Penalty 236.261830 = -702.898205 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.577162 sec): 3 clusters Score: Raw -960.894405 + Penalty 566.335408 = -394.558996 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 62 (272 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.578369 sec): 2 clusters Score: Raw -13830.543719 + Penalty 386.260407 = -13444.283312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.579055 sec): 3 clusters Score: Raw -13736.413517 + Penalty 777.948628 = -12958.464889 nChanged 79 SP:Iteration 1F (134.579759 sec): 3 clusters Score: Raw -13815.925074 + Penalty 785.730569 = -13030.194505 nChanged 20 SP:Iteration 2F (134.580443 sec): 3 clusters Score: Raw -13836.506855 + Penalty 788.850506 = -13047.656348 nChanged 10 SP:Iteration 3Q (134.581108 sec): 3 clusters Score: Raw -13846.816661 + Penalty 792.664558 = -13054.152103 nChanged 10 SP:Iteration 4Q (134.581773 sec): 3 clusters Score: Raw -13856.264374 + Penalty 796.006280 = -13060.258094 nChanged 7 SP:Iteration 5Q (134.582438 sec): 3 clusters Score: Raw -13863.003359 + Penalty 797.487861 = -13065.515498 nChanged 5 SP:Iteration 6Q (134.583101 sec): 3 clusters Score: Raw -13869.008565 + Penalty 799.123943 = -13069.884622 nChanged 5 SP:Iteration 7Q (134.583762 sec): 3 clusters Score: Raw -13875.404518 + Penalty 800.296695 = -13075.107823 nChanged 3 SP:Iteration 8Q (134.584420 sec): 3 clusters Score: Raw -13881.978289 + Penalty 799.687874 = -13082.290415 nChanged 2 SP:Iteration 9Q (134.585074 sec): 3 clusters Score: Raw -13883.065858 + Penalty 799.687874 = -13083.377985 nChanged 0 SP:Iteration 10F (134.585745 sec): 3 clusters Score: Raw -13883.065858 + Penalty 799.687874 = -13083.377985 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 63 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.586299 sec): 2 clusters Score: Raw -846.215768 + Penalty 232.877853 = -613.337915 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.586537 sec): 3 clusters Score: Raw -886.441966 + Penalty 465.755706 = -420.686261 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 64 (129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.587346 sec): 2 clusters Score: Raw -7277.376501 + Penalty 710.053353 = -6567.323148 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.587788 sec): 3 clusters Score: Raw -7382.546752 + Penalty 1421.398016 = -5961.148736 nChanged 14 SP:Iteration 1F (134.588227 sec): 3 clusters Score: Raw -7451.768959 + Penalty 1422.600745 = -6029.168214 nChanged 8 SP:Iteration 2F (134.588662 sec): 3 clusters Score: Raw -7507.148626 + Penalty 1422.656796 = -6084.491829 nChanged 1 SP:Iteration 3Q (134.589065 sec): 3 clusters Score: Raw -7508.434298 + Penalty 1422.656796 = -6085.777501 nChanged 0 SP:Iteration 4F (134.589500 sec): 3 clusters Score: Raw -7508.434298 + Penalty 1422.656796 = -6085.777501 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 65 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.590170 sec): 2 clusters Score: Raw -3455.125448 + Penalty 464.902617 = -2990.222831 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.590493 sec): 3 clusters Score: Raw -3544.179875 + Penalty 932.211494 = -2611.968381 nChanged 3 SP:Iteration 1Q (134.590800 sec): 3 clusters Score: Raw -3556.419215 + Penalty 932.682907 = -2623.736308 nChanged 1 SP:Iteration 2Q (134.591101 sec): 3 clusters Score: Raw -3562.715032 + Penalty 932.682907 = -2630.032126 nChanged 0 SP:Iteration 3F (134.591451 sec): 3 clusters Score: Raw -3562.715032 + Penalty 932.682907 = -2630.032126 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 66 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.592010 sec): 2 clusters Score: Raw -1544.852033 + Penalty 214.379858 = -1330.472176 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.592274 sec): 3 clusters Score: Raw -1567.781721 + Penalty 432.748561 = -1135.033160 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 69 (70 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.592927 sec): 2 clusters Score: Raw -3806.209510 + Penalty 450.910843 = -3355.298667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.593264 sec): 3 clusters Score: Raw -3847.432945 + Penalty 901.007964 = -2946.424981 nChanged 4 SP:Iteration 1F (134.593594 sec): 3 clusters Score: Raw -3858.671014 + Penalty 902.403209 = -2956.267804 nChanged 3 SP:Iteration 2Q (134.593911 sec): 3 clusters Score: Raw -3868.492626 + Penalty 902.403209 = -2966.089416 nChanged 0 SP:Iteration 3F (134.594240 sec): 3 clusters Score: Raw -3868.492626 + Penalty 902.403209 = -2966.089416 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 70 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.594876 sec): 2 clusters Score: Raw -3294.509441 + Penalty 518.928330 = -2775.581111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.595203 sec): 3 clusters Score: Raw -3426.536634 + Penalty 1037.678993 = -2388.857640 nChanged 1 SP:Iteration 1Q (134.595504 sec): 3 clusters Score: Raw -3430.579433 + Penalty 1037.678993 = -2392.900439 nChanged 0 SP:Iteration 2F (134.595826 sec): 3 clusters Score: Raw -3430.579433 + Penalty 1037.678993 = -2392.900439 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 71 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.596334 sec): 2 clusters Score: Raw -654.815460 + Penalty 173.450738 = -481.364722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.596564 sec): 3 clusters Score: Raw -672.235576 + Penalty 343.943279 = -328.292297 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 72 (143 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.597413 sec): 2 clusters Score: Raw -8003.641166 + Penalty 354.331786 = -7649.309380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.597883 sec): 3 clusters Score: Raw -7967.972744 + Penalty 707.354418 = -7260.618326 nChanged 24 SP:Iteration 1F (134.598359 sec): 3 clusters Score: Raw -7990.932301 + Penalty 707.298922 = -7283.633379 nChanged 10 SP:Iteration 2F (134.598821 sec): 3 clusters Score: Raw -8004.460485 + Penalty 705.457394 = -7299.003091 nChanged 6 SP:Iteration 3Q (134.599278 sec): 3 clusters Score: Raw -8015.479592 + Penalty 703.996828 = -7311.482763 nChanged 6 SP:Iteration 4Q (134.599733 sec): 3 clusters Score: Raw -8036.819221 + Penalty 704.854801 = -7331.964420 nChanged 8 SP:Iteration 5F (134.600203 sec): 3 clusters Score: Raw -8047.974623 + Penalty 705.481182 = -7342.493442 nChanged 3 SP:Iteration 6Q (134.600646 sec): 3 clusters Score: Raw -8056.346282 + Penalty 706.911939 = -7349.434343 nChanged 3 SP:Iteration 7Q (134.601089 sec): 3 clusters Score: Raw -8059.189942 + Penalty 706.911939 = -7352.278003 nChanged 0 SP:Iteration 8F (134.601550 sec): 3 clusters Score: Raw -8059.189942 + Penalty 706.911939 = -7352.278003 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 75 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.602043 sec): 2 clusters Score: Raw -305.838036 + Penalty 146.898321 = -158.939715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.602257 sec): 3 clusters Score: Raw -304.884615 + Penalty 325.776954 = 20.892339 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 76 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.602791 sec): 2 clusters Score: Raw -834.256460 + Penalty 268.770013 = -565.486447 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.603025 sec): 3 clusters Score: Raw -868.154877 + Penalty 532.006336 = -336.148541 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 77 (68 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.603674 sec): 2 clusters Score: Raw -3146.224773 + Penalty 498.837695 = -2647.387077 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.604005 sec): 3 clusters Score: Raw -3263.444818 + Penalty 995.819680 = -2267.625139 nChanged 7 SP:Iteration 1F (134.604332 sec): 3 clusters Score: Raw -3283.093098 + Penalty 1001.633976 = -2281.459122 nChanged 3 SP:Iteration 2Q (134.604641 sec): 3 clusters Score: Raw -3290.634907 + Penalty 1012.618522 = -2278.016384 nChanged 2 SP:Iteration 3F (134.604966 sec): 3 clusters Score: Raw -3300.055022 + Penalty 1018.312775 = -2281.742246 nChanged 1 SP:Iteration 4Q (134.605270 sec): 3 clusters Score: Raw -3304.046175 + Penalty 1032.973421 = -2271.072754 nChanged 2 SP:Iteration 5F (134.605595 sec): 3 clusters Score: Raw -3316.910796 + Penalty 1032.973421 = -2283.937375 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 78 (280 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.606785 sec): 2 clusters Score: Raw -15281.610030 + Penalty 462.130881 = -14819.479149 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.607481 sec): 3 clusters Score: Raw -15225.737707 + Penalty 922.764330 = -14302.973377 nChanged 81 SP:Iteration 1F (134.608182 sec): 3 clusters Score: Raw -15303.274553 + Penalty 919.096575 = -14384.177978 nChanged 22 SP:Iteration 2F (134.608868 sec): 3 clusters Score: Raw -15329.552638 + Penalty 916.496995 = -14413.055643 nChanged 8 SP:Iteration 3Q (134.609543 sec): 3 clusters Score: Raw -15338.347695 + Penalty 915.365794 = -14422.981901 nChanged 3 SP:Iteration 4Q (134.610215 sec): 3 clusters Score: Raw -15342.048193 + Penalty 914.817228 = -14427.230966 nChanged 1 SP:Iteration 5Q (134.610886 sec): 3 clusters Score: Raw -15342.823122 + Penalty 914.817228 = -14428.005894 nChanged 0 SP:Iteration 6F (134.611572 sec): 3 clusters Score: Raw -15342.823122 + Penalty 914.817228 = -14428.005894 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 80 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.612108 sec): 2 clusters Score: Raw -908.924625 + Penalty 289.645101 = -619.279525 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.612348 sec): 3 clusters Score: Raw -953.565604 + Penalty 589.560990 = -364.004614 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 82 (77 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.613018 sec): 2 clusters Score: Raw -4024.784400 + Penalty 241.300181 = -3783.484218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.613368 sec): 3 clusters Score: Raw -4035.232315 + Penalty 493.044829 = -3542.187486 nChanged 10 SP:Iteration 1F (134.613710 sec): 3 clusters Score: Raw -4049.687734 + Penalty 499.125336 = -3550.562398 nChanged 3 SP:Iteration 2Q (134.614044 sec): 3 clusters Score: Raw -4058.757497 + Penalty 512.933370 = -3545.824127 nChanged 3 SP:Iteration 3F (134.614386 sec): 3 clusters Score: Raw -4063.736592 + Penalty 571.818310 = -3491.918283 nChanged 7 SP:Iteration 4F (134.614728 sec): 3 clusters Score: Raw -4077.151466 + Penalty 617.026047 = -3460.125418 nChanged 4 SP:Iteration 5F (134.615071 sec): 3 clusters Score: Raw -4087.286587 + Penalty 617.026047 = -3470.260539 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 83 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.615595 sec): 2 clusters Score: Raw -526.663719 + Penalty 180.399610 = -346.264109 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.615819 sec): 3 clusters Score: Raw -541.758809 + Penalty 332.943102 = -208.815707 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 84 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.616315 sec): 2 clusters Score: Raw -560.953735 + Penalty 207.019093 = -353.934643 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.616537 sec): 3 clusters Score: Raw -573.443648 + Penalty 414.919700 = -158.523948 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 86 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.617077 sec): 2 clusters Score: Raw -1504.733430 + Penalty 333.902579 = -1170.830851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.617331 sec): 3 clusters Score: Raw -1563.811999 + Penalty 667.817499 = -895.994500 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 88 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.617838 sec): 2 clusters Score: Raw -756.885022 + Penalty 190.442477 = -566.442546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.618074 sec): 3 clusters Score: Raw -783.907771 + Penalty 363.436420 = -420.471351 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 89 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.618566 sec): 2 clusters Score: Raw -483.669930 + Penalty 206.261275 = -277.408654 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.618787 sec): 3 clusters Score: Raw -499.063342 + Penalty 412.522550 = -86.540791 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 93 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.619283 sec): 2 clusters Score: Raw -552.738180 + Penalty 209.895784 = -342.842396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.619509 sec): 3 clusters Score: Raw -583.958310 + Penalty 428.593752 = -155.364558 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 96 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.620008 sec): 2 clusters Score: Raw -632.696899 + Penalty 252.009522 = -380.687377 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.620235 sec): 3 clusters Score: Raw -655.426542 + Penalty 494.967776 = -160.458766 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 97 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.620729 sec): 2 clusters Score: Raw -518.135517 + Penalty 159.915428 = -358.220090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.620952 sec): 3 clusters Score: Raw -522.678053 + Penalty 336.636223 = -186.041830 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 98 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.621458 sec): 2 clusters Score: Raw -753.751769 + Penalty 210.965309 = -542.786460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.621690 sec): 3 clusters Score: Raw -786.901596 + Penalty 429.301880 = -357.599716 nChanged 0 Memory request: 0.02 GB would take us to total of 0.47 GB. Trying to split cluster 100 (4029 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.639215 sec): 2 clusters Score: Raw -216655.080149 + Penalty 115.516916 = -216539.563233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.646544 sec): 3 clusters Score: Raw -214000.167501 + Penalty 259.093582 = -213741.073919 nChanged 1891 SP:Iteration 1F (134.653712 sec): 3 clusters Score: Raw -215706.894430 + Penalty 287.319766 = -215419.574664 nChanged 461 SP:Iteration 2F (134.660835 sec): 3 clusters Score: Raw -216122.193303 + Penalty 315.234304 = -215806.958998 nChanged 211 SP:Iteration 3F (134.667991 sec): 3 clusters Score: Raw -216323.707796 + Penalty 329.525872 = -215994.181924 nChanged 126 SP:Iteration 4Q (134.675174 sec): 3 clusters Score: Raw -216428.154275 + Penalty 349.533341 = -216078.620934 nChanged 91 SP:Iteration 5Q (134.682276 sec): 3 clusters Score: Raw -216500.445040 + Penalty 366.170613 = -216134.274428 nChanged 68 SP:Iteration 6Q (134.689075 sec): 3 clusters Score: Raw -216557.487228 + Penalty 393.663488 = -216163.823740 nChanged 48 SP:Iteration 7Q (134.695724 sec): 3 clusters Score: Raw -216597.935735 + Penalty 460.563807 = -216137.371927 nChanged 33 SP:Iteration 8F (134.702859 sec): 3 clusters Score: Raw -216640.065308 + Penalty 500.963001 = -216139.102307 nChanged 12 SP:Iteration 9Q (134.708752 sec): 3 clusters Score: Raw -216658.724369 + Penalty 511.853060 = -216146.871309 nChanged 3 SP:Iteration 10F (134.715881 sec): 3 clusters Score: Raw -216669.610007 + Penalty 516.424587 = -216153.185420 nChanged 1 SP:Iteration 11Q (134.721533 sec): 3 clusters Score: Raw -216670.586889 + Penalty 525.933527 = -216144.653362 nChanged 2 SP:Iteration 12F (134.728682 sec): 3 clusters Score: Raw -216672.706313 + Penalty 525.933527 = -216146.772786 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 101 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.732056 sec): 2 clusters Score: Raw -2422.057360 + Penalty 437.725221 = -1984.332139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.732358 sec): 3 clusters Score: Raw -2481.389749 + Penalty 876.468285 = -1604.921465 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 102 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.732901 sec): 2 clusters Score: Raw -1302.058602 + Penalty 298.799380 = -1003.259222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.733151 sec): 3 clusters Score: Raw -1351.179552 + Penalty 595.183402 = -755.996149 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 103 (87 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.733858 sec): 2 clusters Score: Raw -4138.198261 + Penalty 599.444678 = -3538.753583 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.734232 sec): 3 clusters Score: Raw -4228.905487 + Penalty 1206.352889 = -3022.552598 nChanged 4 SP:Iteration 1Q (134.734576 sec): 3 clusters Score: Raw -4252.621947 + Penalty 1205.613868 = -3047.008080 nChanged 1 SP:Iteration 2Q (134.734919 sec): 3 clusters Score: Raw -4253.813644 + Penalty 1205.613868 = -3048.199776 nChanged 0 SP:Iteration 3F (134.735277 sec): 3 clusters Score: Raw -4253.813644 + Penalty 1205.613868 = -3048.199776 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 105 (69 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.735931 sec): 2 clusters Score: Raw -3415.774774 + Penalty 387.995068 = -3027.779707 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.736267 sec): 3 clusters Score: Raw -3451.272229 + Penalty 799.311679 = -2651.960550 nChanged 6 SP:Iteration 1F (134.736596 sec): 3 clusters Score: Raw -3461.002909 + Penalty 812.126269 = -2648.876640 nChanged 3 SP:Iteration 2F (134.736925 sec): 3 clusters Score: Raw -3468.844838 + Penalty 834.405054 = -2634.439784 nChanged 2 SP:Iteration 3F (134.737253 sec): 3 clusters Score: Raw -3490.943113 + Penalty 834.405054 = -2656.538059 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 106 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.737800 sec): 2 clusters Score: Raw -874.014752 + Penalty 256.513048 = -617.501703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.738042 sec): 3 clusters Score: Raw -900.977707 + Penalty 521.716971 = -379.260735 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 108 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.738680 sec): 2 clusters Score: Raw -3254.094081 + Penalty 469.494346 = -2784.599735 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.739010 sec): 3 clusters Score: Raw -3303.459570 + Penalty 929.847220 = -2373.612350 nChanged 4 SP:Iteration 1F (134.739333 sec): 3 clusters Score: Raw -3316.200084 + Penalty 929.841195 = -2386.358889 nChanged 1 SP:Iteration 2Q (134.739642 sec): 3 clusters Score: Raw -3319.733937 + Penalty 929.841195 = -2389.892742 nChanged 0 SP:Iteration 3F (134.739965 sec): 3 clusters Score: Raw -3319.733937 + Penalty 929.841195 = -2389.892742 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 109 (187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.740944 sec): 2 clusters Score: Raw -11053.427469 + Penalty 666.821472 = -10386.605997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.741494 sec): 3 clusters Score: Raw -11033.809495 + Penalty 1333.337848 = -9700.471647 nChanged 25 SP:Iteration 1F (134.742017 sec): 3 clusters Score: Raw -11078.535732 + Penalty 1333.680612 = -9744.855120 nChanged 17 SP:Iteration 2F (134.742544 sec): 3 clusters Score: Raw -11119.647991 + Penalty 1333.829743 = -9785.818248 nChanged 7 SP:Iteration 3Q (134.743054 sec): 3 clusters Score: Raw -11135.042266 + Penalty 1334.301129 = -9800.741137 nChanged 3 SP:Iteration 4Q (134.743560 sec): 3 clusters Score: Raw -11139.534595 + Penalty 1334.301129 = -9805.233466 nChanged 0 SP:Iteration 5F (134.744085 sec): 3 clusters Score: Raw -11139.534595 + Penalty 1334.301129 = -9805.233466 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 110 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.744614 sec): 2 clusters Score: Raw -693.588160 + Penalty 237.612111 = -455.976049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.744844 sec): 3 clusters Score: Raw -718.468209 + Penalty 485.725146 = -232.743063 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 113 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.745407 sec): 2 clusters Score: Raw -1972.669576 + Penalty 410.368298 = -1562.301278 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.745676 sec): 3 clusters Score: Raw -2054.470165 + Penalty 805.646395 = -1248.823770 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 115 (109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.746435 sec): 2 clusters Score: Raw -6266.141518 + Penalty 250.811717 = -6015.329801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.746844 sec): 3 clusters Score: Raw -6258.473448 + Penalty 503.198304 = -5755.275144 nChanged 24 SP:Iteration 1F (134.747246 sec): 3 clusters Score: Raw -6281.339729 + Penalty 503.171546 = -5778.168183 nChanged 1 SP:Iteration 2Q (134.747642 sec): 3 clusters Score: Raw -6281.470170 + Penalty 502.248055 = -5779.222115 nChanged 1 SP:Iteration 3Q (134.748041 sec): 3 clusters Score: Raw -6281.731666 + Penalty 504.152623 = -5777.579044 nChanged 1 SP:Iteration 4F (134.748442 sec): 3 clusters Score: Raw -6281.974427 + Penalty 503.214936 = -5778.759491 nChanged 3 SP:Iteration 5Q (134.748837 sec): 3 clusters Score: Raw -6283.324862 + Penalty 503.352352 = -5779.972510 nChanged 1 SP:Iteration 6Q (134.749232 sec): 3 clusters Score: Raw -6284.407100 + Penalty 503.352352 = -5781.054748 nChanged 0 SP:Iteration 7F (134.749632 sec): 3 clusters Score: Raw -6284.407100 + Penalty 503.352352 = -5781.054748 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 117 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.750233 sec): 2 clusters Score: Raw -2050.541101 + Penalty 426.265371 = -1624.275730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.750508 sec): 3 clusters Score: Raw -2139.251561 + Penalty 852.502583 = -1286.748978 nChanged 1 SP:Iteration 1Q (134.750769 sec): 3 clusters Score: Raw -2143.002012 + Penalty 852.530742 = -1290.471270 nChanged 1 SP:Iteration 2Q (134.751028 sec): 3 clusters Score: Raw -2146.342259 + Penalty 852.530742 = -1293.811517 nChanged 0 SP:Iteration 3F (134.751297 sec): 3 clusters Score: Raw -2146.342259 + Penalty 852.530742 = -1293.811517 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 118 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.751799 sec): 2 clusters Score: Raw -628.639475 + Penalty 214.759208 = -413.880267 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.752025 sec): 3 clusters Score: Raw -645.967357 + Penalty 414.522423 = -231.444934 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 122 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.752539 sec): 2 clusters Score: Raw -908.845882 + Penalty 221.358825 = -687.487057 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.752778 sec): 3 clusters Score: Raw -953.259150 + Penalty 447.622575 = -505.636575 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 123 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.753291 sec): 2 clusters Score: Raw -849.999196 + Penalty 249.380768 = -600.618429 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.753526 sec): 3 clusters Score: Raw -879.888892 + Penalty 496.530930 = -383.357962 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 125 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.754032 sec): 2 clusters Score: Raw -666.454592 + Penalty 248.911516 = -417.543076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.754264 sec): 3 clusters Score: Raw -738.641679 + Penalty 516.318494 = -222.323185 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 132 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.754774 sec): 2 clusters Score: Raw -854.275469 + Penalty 275.569499 = -578.705970 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.755010 sec): 3 clusters Score: Raw -911.260550 + Penalty 551.349725 = -359.910826 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 133 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.755534 sec): 2 clusters Score: Raw -1168.317272 + Penalty 241.865798 = -926.451474 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.755781 sec): 3 clusters Score: Raw -1208.351796 + Penalty 474.849864 = -733.501932 nChanged 1 SP:Iteration 1Q (134.756015 sec): 3 clusters Score: Raw -1215.452997 + Penalty 474.849864 = -740.603133 nChanged 0 SP:Iteration 2F (134.756257 sec): 3 clusters Score: Raw -1215.452997 + Penalty 474.849864 = -740.603133 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 136 (88 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.756954 sec): 2 clusters Score: Raw -4493.148809 + Penalty 456.786642 = -4036.362167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.757324 sec): 3 clusters Score: Raw -4565.798410 + Penalty 916.839568 = -3648.958843 nChanged 5 SP:Iteration 1F (134.757688 sec): 3 clusters Score: Raw -4581.637303 + Penalty 918.205384 = -3663.431919 nChanged 1 SP:Iteration 2Q (134.758052 sec): 3 clusters Score: Raw -4585.490675 + Penalty 918.205384 = -3667.285291 nChanged 0 SP:Iteration 3F (134.758414 sec): 3 clusters Score: Raw -4585.490675 + Penalty 918.205384 = -3667.285291 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 137 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.758904 sec): 2 clusters Score: Raw -364.567337 + Penalty 148.656745 = -215.910593 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.759125 sec): 3 clusters Score: Raw -365.524704 + Penalty 297.313489 = -68.211215 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 139 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.759639 sec): 2 clusters Score: Raw -823.983059 + Penalty 254.321619 = -569.661440 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.759875 sec): 3 clusters Score: Raw -871.671334 + Penalty 497.940521 = -373.730813 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 140 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.760354 sec): 2 clusters Score: Raw -255.645445 + Penalty 141.300520 = -114.344925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.760566 sec): 3 clusters Score: Raw -251.784825 + Penalty 262.025926 = 10.241101 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 142 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.761047 sec): 2 clusters Score: Raw -253.329503 + Penalty 133.039796 = -120.289707 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.761258 sec): 3 clusters Score: Raw -245.966892 + Penalty 284.891382 = 38.924491 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 143 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.761760 sec): 2 clusters Score: Raw -670.465209 + Penalty 205.307422 = -465.157788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.761990 sec): 3 clusters Score: Raw -710.050787 + Penalty 419.159080 = -290.891707 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 145 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.762482 sec): 2 clusters Score: Raw -469.016658 + Penalty 165.172108 = -303.844550 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.762701 sec): 3 clusters Score: Raw -479.453830 + Penalty 330.344217 = -149.109613 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 146 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.763183 sec): 2 clusters Score: Raw -295.030074 + Penalty 124.509322 = -170.520752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.763398 sec): 3 clusters Score: Raw -298.181559 + Penalty 249.785880 = -48.395679 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 147 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.763901 sec): 2 clusters Score: Raw -643.849961 + Penalty 237.948635 = -405.901326 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.764128 sec): 3 clusters Score: Raw -673.896670 + Penalty 476.812046 = -197.084624 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 148 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.764634 sec): 2 clusters Score: Raw -718.406453 + Penalty 253.161859 = -465.244594 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.764866 sec): 3 clusters Score: Raw -785.272688 + Penalty 503.264889 = -282.007799 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 150 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.765389 sec): 2 clusters Score: Raw -810.358933 + Penalty 217.054109 = -593.304824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.765625 sec): 3 clusters Score: Raw -855.232371 + Penalty 431.444611 = -423.787759 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 154 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.766132 sec): 2 clusters Score: Raw -862.333786 + Penalty 254.143758 = -608.190028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.766365 sec): 3 clusters Score: Raw -871.043353 + Penalty 508.287517 = -362.755837 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 155 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.766863 sec): 2 clusters Score: Raw -633.499566 + Penalty 228.529764 = -404.969802 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.767088 sec): 3 clusters Score: Raw -643.991358 + Penalty 417.423637 = -226.567720 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 157 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.767585 sec): 2 clusters Score: Raw -622.579453 + Penalty 202.271291 = -420.308162 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.767812 sec): 3 clusters Score: Raw -645.392510 + Penalty 397.692375 = -247.700136 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 158 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.768290 sec): 2 clusters Score: Raw -125.493053 + Penalty 63.823358 = -61.669695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.768482 sec): 2 clusters Score: Raw -125.493053 + Penalty 63.823358 = -61.669695 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 159 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.768972 sec): 2 clusters Score: Raw -472.294954 + Penalty 179.169530 = -293.125424 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.769193 sec): 3 clusters Score: Raw -483.861866 + Penalty 340.251138 = -143.610728 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 161 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.769703 sec): 2 clusters Score: Raw -814.088333 + Penalty 170.393931 = -643.694403 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.769940 sec): 3 clusters Score: Raw -853.820784 + Penalty 343.216469 = -510.604315 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 163 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.770442 sec): 2 clusters Score: Raw -624.522880 + Penalty 189.881426 = -434.641454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.770669 sec): 3 clusters Score: Raw -636.473084 + Penalty 386.106233 = -250.366851 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 167 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.771179 sec): 2 clusters Score: Raw -866.444952 + Penalty 278.020447 = -588.424505 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.771415 sec): 3 clusters Score: Raw -920.296726 + Penalty 556.040893 = -364.255832 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 169 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.771910 sec): 2 clusters Score: Raw -585.846811 + Penalty 223.752695 = -362.094116 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.772135 sec): 3 clusters Score: Raw -611.032194 + Penalty 444.290802 = -166.741392 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 172 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.772651 sec): 2 clusters Score: Raw -676.529265 + Penalty 223.963562 = -452.565703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.772879 sec): 3 clusters Score: Raw -701.144832 + Penalty 441.920981 = -259.223852 nChanged 1 SP:Iteration 1F (134.773103 sec): 3 clusters Score: Raw -715.187528 + Penalty 441.920981 = -273.266547 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 174 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.773613 sec): 2 clusters Score: Raw -890.843107 + Penalty 244.032686 = -646.810420 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.773850 sec): 3 clusters Score: Raw -936.879330 + Penalty 483.484950 = -453.394380 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 175 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.774340 sec): 2 clusters Score: Raw -498.122602 + Penalty 211.767438 = -286.355164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.774560 sec): 3 clusters Score: Raw -509.226251 + Penalty 423.534876 = -85.691376 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 178 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.775051 sec): 2 clusters Score: Raw -465.205297 + Penalty 184.084421 = -281.120876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.775272 sec): 3 clusters Score: Raw -482.935316 + Penalty 375.687902 = -107.247414 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 187 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.775745 sec): 2 clusters Score: Raw -125.115974 + Penalty 65.934413 = -59.181562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.775937 sec): 2 clusters Score: Raw -125.115974 + Penalty 65.934413 = -59.181562 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 190 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.776433 sec): 2 clusters Score: Raw -545.297451 + Penalty 197.883892 = -347.413559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.776655 sec): 3 clusters Score: Raw -562.484275 + Penalty 399.915246 = -162.569029 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 191 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.777140 sec): 2 clusters Score: Raw -373.991783 + Penalty 173.735709 = -200.256074 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.777359 sec): 3 clusters Score: Raw -371.852697 + Penalty 347.471417 = -24.381280 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 196 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.777844 sec): 2 clusters Score: Raw -294.448970 + Penalty 128.127614 = -166.321356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.778062 sec): 3 clusters Score: Raw -299.025057 + Penalty 252.847264 = -46.177793 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 199 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.778545 sec): 2 clusters Score: Raw -312.579500 + Penalty 159.661251 = -152.918248 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.778760 sec): 3 clusters Score: Raw -308.322541 + Penalty 319.108554 = 10.786012 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 206 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.779234 sec): 2 clusters Score: Raw -121.851977 + Penalty 66.279058 = -55.572919 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.779442 sec): 2 clusters Score: Raw -121.851977 + Penalty 66.279058 = -55.572919 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 209 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.779927 sec): 2 clusters Score: Raw -318.875637 + Penalty 163.615330 = -155.260306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.780141 sec): 3 clusters Score: Raw -316.081133 + Penalty 320.629536 = 4.548402 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 211 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.780639 sec): 2 clusters Score: Raw -581.374330 + Penalty 221.015492 = -360.358838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.780865 sec): 3 clusters Score: Raw -599.888464 + Penalty 438.257451 = -161.631013 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 213 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.781350 sec): 2 clusters Score: Raw -355.078057 + Penalty 161.404867 = -193.673190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.781566 sec): 3 clusters Score: Raw -363.761171 + Penalty 323.525064 = -40.236107 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 217 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.782042 sec): 2 clusters Score: Raw -190.128084 + Penalty 108.182356 = -81.945728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.782249 sec): 3 clusters Score: Raw -183.328506 + Penalty 197.945902 = 14.617396 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 223 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.782728 sec): 2 clusters Score: Raw -246.212821 + Penalty 122.161421 = -124.051401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.782942 sec): 3 clusters Score: Raw -241.427454 + Penalty 279.439274 = 38.011821 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 229 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.783431 sec): 2 clusters Score: Raw -423.107301 + Penalty 162.032886 = -261.074415 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.783646 sec): 3 clusters Score: Raw -423.128185 + Penalty 313.274636 = -109.853550 nChanged 0 Deleting Class 209 (5 points): Lose 58.105750 but Gain 1099.389395 Iteration 119Q (136.389447 sec): 132 clusters Score: Raw -2456754.993044 + Penalty 119445.464656 = -2337309.528388 nChanged 103 Deleting Class 113 (34 points): Lose 218.811534 but Gain 1258.487391 Iteration 120F (139.391190 sec): 131 clusters Score: Raw -2456643.117265 + Penalty 118342.600964 = -2338300.516300 nChanged 334 Deleting Class 199 (5 points): Lose 35.645973 but Gain 1072.820536 Iteration 121Q (139.712299 sec): 130 clusters Score: Raw -2456784.915409 + Penalty 117299.126052 = -2339485.789358 nChanged 220 Deleting Class 18 (36 points): Lose 250.810429 but Gain 1295.164522 Iteration 122Q (140.026165 sec): 129 clusters Score: Raw -2456607.234432 + Penalty 116036.395392 = -2340570.839040 nChanged 210 Deleting Class 140 (4 points): Lose 70.891198 but Gain 1102.275315 Iteration 123Q (140.334837 sec): 128 clusters Score: Raw -2456680.908705 + Penalty 115030.718458 = -2341650.190248 nChanged 126 Deleting Class 175 (8 points): Lose 70.277817 but Gain 1101.321819 Iteration 124Q (140.637240 sec): 127 clusters Score: Raw -2456694.933845 + Penalty 113955.915588 = -2342739.018257 nChanged 107 Deleting Class 86 (26 points): Lose 78.271676 but Gain 1108.300687 Iteration 125Q (140.934797 sec): 126 clusters Score: Raw -2456672.453673 + Penalty 112872.444369 = -2343800.009304 nChanged 110 Deleting Class 117 (36 points): Lose 261.369197 but Gain 1286.388431 Iteration 126Q (141.231956 sec): 125 clusters Score: Raw -2456468.270994 + Penalty 111587.579511 = -2344880.691483 nChanged 122 Deleting Class 217 (3 points): Lose 40.409714 but Gain 1064.912093 Iteration 127Q (141.528183 sec): 124 clusters Score: Raw -2456537.761736 + Penalty 110521.311868 = -2346016.449868 nChanged 96 Deleting Class 23 (5 points): Lose 73.008797 but Gain 1097.064031 Iteration 128Q (141.819926 sec): 123 clusters Score: Raw -2456502.990400 + Penalty 109437.884392 = -2347065.106008 nChanged 69 Deleting Class 80 (16 points): Lose 107.894164 but Gain 1129.750420 Iteration 129Q (142.111479 sec): 122 clusters Score: Raw -2456432.667230 + Penalty 108365.470744 = -2348067.196486 nChanged 98 Deleting Class 132 (16 points): Lose 98.276609 but Gain 1119.639735 Iteration 130F (144.917892 sec): 121 clusters Score: Raw -2456389.076002 + Penalty 107129.839078 = -2349259.236925 nChanged 86 Deleting Class 96 (11 points): Lose 115.341244 but Gain 1136.549921 Iteration 131Q (145.207290 sec): 120 clusters Score: Raw -2456351.495257 + Penalty 106054.040112 = -2350297.455145 nChanged 76 Deleting Class 89 (8 points): Lose 52.517114 but Gain 1072.686363 Iteration 132Q (145.494214 sec): 119 clusters Score: Raw -2456361.628013 + Penalty 105013.782886 = -2351347.845127 nChanged 64 Deleting Class 206 (2 points): Lose 18.623734 but Gain 1034.076438 Iteration 133Q (145.778483 sec): 118 clusters Score: Raw -2456375.539012 + Penalty 103970.240729 = -2352405.298283 nChanged 47 Deleting Class 191 (6 points): Lose 37.872304 but Gain 1048.603152 Iteration 134Q (146.065814 sec): 117 clusters Score: Raw -2456353.002012 + Penalty 102927.990751 = -2353425.011260 nChanged 42 Deleting Class 52 (55 points): Lose 358.739658 but Gain 1366.782485 Iteration 135Q (146.357941 sec): 116 clusters Score: Raw -2456008.322404 + Penalty 101622.841248 = -2354385.481156 nChanged 83 Deleting Class 187 (2 points): Lose 25.456029 but Gain 1028.699332 Iteration 136Q (146.656229 sec): 115 clusters Score: Raw -2456108.688291 + Penalty 100664.427266 = -2355444.261025 nChanged 32 Deleting Class 147 (11 points): Lose 70.693706 but Gain 1073.136046 Iteration 137Q (146.946010 sec): 114 clusters Score: Raw -2456065.766941 + Penalty 99637.248203 = -2356428.518738 nChanged 42 Deleting Class 169 (10 points): Lose 51.951585 but Gain 1050.882993 Iteration 138Q (147.224479 sec): 113 clusters Score: Raw -2456042.322419 + Penalty 98589.987375 = -2357452.335045 nChanged 35 Deleting Class 101 (46 points): Lose 267.678639 but Gain 1264.910329 Iteration 139Q (147.502850 sec): 112 clusters Score: Raw -2455822.111514 + Penalty 97429.821127 = -2358392.290387 nChanged 70 Deleting Class 34 (54 points): Lose 179.234849 but Gain 1166.861372 Iteration 140F (150.078411 sec): 111 clusters Score: Raw -2455758.198170 + Penalty 96463.541190 = -2359294.656980 nChanged 79 Deleting Class 158 (2 points): Lose 11.146618 but Gain 995.762955 Iteration 141Q (150.354787 sec): 110 clusters Score: Raw -2455864.908158 + Penalty 95507.723445 = -2360357.184713 nChanged 28 Deleting Class 155 (10 points): Lose 43.278656 but Gain 1024.066876 Iteration 142Q (150.625681 sec): 109 clusters Score: Raw -2455851.669909 + Penalty 94493.345492 = -2361358.324417 nChanged 26 Deleting Class 142 (4 points): Lose 59.821344 but Gain 1037.833988 Iteration 143Q (150.896782 sec): 108 clusters Score: Raw -2455819.067416 + Penalty 93450.626435 = -2362368.440981 nChanged 20 Deleting Class 148 (13 points): Lose 93.277869 but Gain 1067.385400 Iteration 144Q (151.165380 sec): 107 clusters Score: Raw -2455741.441947 + Penalty 92384.389300 = -2363357.052647 nChanged 30 Deleting Class 76 (15 points): Lose 99.189766 but Gain 1073.311737 Iteration 145Q (151.432673 sec): 106 clusters Score: Raw -2455681.082044 + Penalty 91304.128755 = -2364376.953289 nChanged 43 Deleting Class 110 (12 points): Lose 63.350208 but Gain 1034.094602 Iteration 146Q (151.699584 sec): 105 clusters Score: Raw -2455661.024298 + Penalty 90269.865894 = -2365391.158404 nChanged 35 Deleting Class 154 (14 points): Lose 71.373724 but Gain 1041.435554 Iteration 147Q (151.965475 sec): 104 clusters Score: Raw -2455613.944004 + Penalty 89286.696516 = -2366327.247488 nChanged 32 Deleting Class 211 (10 points): Lose 76.765606 but Gain 1038.027371 Iteration 148Q (152.230334 sec): 103 clusters Score: Raw -2455566.847985 + Penalty 88267.265172 = -2367299.582813 nChanged 29 Deleting Class 167 (16 points): Lose 125.173527 but Gain 1084.408870 Iteration 149Q (152.493820 sec): 102 clusters Score: Raw -2455463.710404 + Penalty 87209.401528 = -2368254.308877 nChanged 28 Deleting Class 84 (9 points): Lose 60.286178 but Gain 1018.914470 Iteration 150F (154.856799 sec): 101 clusters Score: Raw -2455447.465294 + Penalty 86195.423846 = -2369252.041448 nChanged 17 Deleting Class 69 (66 points): Lose 192.260624 but Gain 1148.737984 Iteration 151Q (155.121476 sec): 100 clusters Score: Raw -2455274.012302 + Penalty 85096.966949 = -2370177.045353 nChanged 76 Deleting Class 102 (21 points): Lose 77.027004 but Gain 1032.232886 Iteration 152Q (155.383081 sec): 99 clusters Score: Raw -2455309.774782 + Penalty 84093.619586 = -2371216.155196 nChanged 35 Deleting Class 75 (5 points): Lose 34.092151 but Gain 987.061883 Iteration 153Q (155.641016 sec): 98 clusters Score: Raw -2455317.341502 + Penalty 83125.084144 = -2372192.257358 nChanged 14 Deleting Class 190 (10 points): Lose 87.857435 but Gain 1028.147814 Iteration 154Q (155.902579 sec): 97 clusters Score: Raw -2455244.486700 + Penalty 82107.364024 = -2373137.122677 nChanged 12 Deleting Class 213 (6 points): Lose 38.845671 but Gain 974.178845 Iteration 155Q (156.156643 sec): 96 clusters Score: Raw -2455231.388635 + Penalty 81150.458172 = -2374080.930463 nChanged 9 Deleting Class 44 (15 points): Lose 81.481330 but Gain 1013.607378 Iteration 156Q (156.409357 sec): 95 clusters Score: Raw -2455165.820128 + Penalty 80140.825170 = -2375024.994957 nChanged 18 Deleting Class 125 (13 points): Lose 122.415200 but Gain 1049.465031 Iteration 157Q (156.661998 sec): 94 clusters Score: Raw -2455068.526813 + Penalty 79125.687027 = -2375942.839786 nChanged 23 Deleting Class 56 (14 points): Lose 111.916273 but Gain 1037.770050 Iteration 158Q (156.912143 sec): 93 clusters Score: Raw -2455000.332804 + Penalty 78135.562246 = -2376864.770558 nChanged 19 Deleting Class 106 (15 points): Lose 98.686143 but Gain 1024.364520 Iteration 159Q (157.161976 sec): 92 clusters Score: Raw -2454962.401708 + Penalty 77132.605813 = -2377829.795895 nChanged 21 Deleting Class 223 (4 points): Lose 27.240313 but Gain 952.972559 Iteration 160F (159.280960 sec): 91 clusters Score: Raw -2454976.324383 + Penalty 76177.859629 = -2378798.464754 nChanged 10 Deleting Class 159 (9 points): Lose 49.197024 but Gain 971.063568 Iteration 161Q (159.527691 sec): 90 clusters Score: Raw -2454941.080815 + Penalty 75199.556564 = -2379741.524251 nChanged 10 Deleting Class 43 (5 points): Lose 43.679160 but Gain 963.783730 Iteration 162Q (159.775318 sec): 89 clusters Score: Raw -2454912.938454 + Penalty 74230.655939 = -2380682.282515 nChanged 9 Deleting Class 33 (39 points): Lose 178.729829 but Gain 1082.360603 Iteration 163Q (160.021000 sec): 88 clusters Score: Raw -2454753.813985 + Penalty 73187.128567 = -2381566.685418 nChanged 44 Deleting Class 118 (11 points): Lose 65.612631 but Gain 968.552929 Iteration 164Q (160.267469 sec): 87 clusters Score: Raw -2454791.139643 + Penalty 72227.774344 = -2382563.365298 nChanged 23 Deleting Class 37 (39 points): Lose 369.312261 but Gain 1271.954752 Iteration 165Q (160.511047 sec): 86 clusters Score: Raw -2454452.508813 + Penalty 71048.390094 = -2383404.118719 nChanged 42 Deleting Class 139 (15 points): Lose 113.560817 but Gain 1015.613220 Iteration 166Q (160.753320 sec): 85 clusters Score: Raw -2454463.256586 + Penalty 70096.598075 = -2384366.658511 nChanged 30 Deleting Class 123 (15 points): Lose 86.784817 but Gain 988.208065 Iteration 167Q (160.993019 sec): 84 clusters Score: Raw -2454483.971533 + Penalty 69106.191756 = -2385377.779776 nChanged 32 Deleting Class 17 (13 points): Lose 53.200853 but Gain 949.280806 Iteration 168Q (161.232347 sec): 83 clusters Score: Raw -2454533.307727 + Penalty 68180.086481 = -2386353.221246 nChanged 25 Deleting Class 178 (8 points): Lose 61.752642 but Gain 957.352989 Iteration 169Q (161.470753 sec): 82 clusters Score: Raw -2454514.805745 + Penalty 67214.518365 = -2387300.287380 nChanged 30 Deleting Class 70 (64 points): Lose 451.816455 but Gain 1346.996279 Iteration 170F (163.367192 sec): 81 clusters Score: Raw -2454096.148798 + Penalty 65898.091267 = -2388198.057531 nChanged 79 Deleting Class 172 (12 points): Lose 84.125598 but Gain 974.695733 Iteration 171Q (163.605465 sec): 80 clusters Score: Raw -2454253.947567 + Penalty 64982.489691 = -2389271.457875 nChanged 34 Deleting Class 229 (6 points): Lose 57.161264 but Gain 942.582170 Iteration 172Q (163.839675 sec): 79 clusters Score: Raw -2454340.775944 + Penalty 64030.641872 = -2390310.134072 nChanged 24 Deleting Class 93 (10 points): Lose 100.684514 but Gain 985.802245 Iteration 173Q (164.073594 sec): 78 clusters Score: Raw -2454333.941030 + Penalty 63051.839057 = -2391282.101974 nChanged 17 Deleting Class 174 (20 points): Lose 113.573698 but Gain 994.971762 Iteration 174Q (164.303854 sec): 77 clusters Score: Raw -2454252.656982 + Penalty 62035.878253 = -2392216.778729 nChanged 27 Deleting Class 59 (9 points): Lose 63.852146 but Gain 935.301676 Iteration 175Q (164.533695 sec): 76 clusters Score: Raw -2454240.275749 + Penalty 61086.525432 = -2393153.750317 nChanged 15 Deleting Class 137 (6 points): Lose 27.202338 but Gain 897.235992 Iteration 176Q (164.767609 sec): 75 clusters Score: Raw -2454229.723599 + Penalty 60189.116695 = -2394040.606904 nChanged 8 Deleting Class 53 (33 points): Lose 147.690795 but Gain 1016.492141 Iteration 177Q (164.994192 sec): 74 clusters Score: Raw -2454089.962085 + Penalty 59167.289013 = -2394922.673072 nChanged 35 Deleting Class 65 (68 points): Lose 359.574555 but Gain 1218.731062 Iteration 178Q (165.223522 sec): 73 clusters Score: Raw -2453784.883831 + Penalty 58038.381246 = -2395746.502585 nChanged 77 Deleting Class 83 (9 points): Lose 40.299334 but Gain 887.897682 Iteration 179Q (165.449902 sec): 72 clusters Score: Raw -2453880.532959 + Penalty 57167.146898 = -2396713.386061 nChanged 28 Deleting Class 60 (23 points): Lose 110.245112 but Gain 953.396348 Iteration 180F (167.125490 sec): 71 clusters Score: Raw -2453794.039585 + Penalty 56249.571176 = -2397544.468409 nChanged 33 Deleting Class 146 (6 points): Lose 52.795663 but Gain 895.861312 Iteration 181Q (167.348875 sec): 70 clusters Score: Raw -2453790.484313 + Penalty 55358.559603 = -2398431.924710 nChanged 20 Deleting Class 157 (11 points): Lose 75.931588 but Gain 912.233069 Iteration 182Q (167.569987 sec): 69 clusters Score: Raw -2453730.056856 + Penalty 54447.674566 = -2399282.382290 nChanged 19 Deleting Class 163 (13 points): Lose 56.547155 but Gain 884.173470 Iteration 183Q (167.790376 sec): 68 clusters Score: Raw -2453692.370083 + Penalty 53570.011377 = -2400122.358706 nChanged 19 Deleting Class 16 (78 points): Lose 185.786757 but Gain 1012.581472 Iteration 184Q (168.009971 sec): 67 clusters Score: Raw -2453526.616646 + Penalty 52574.884397 = -2400951.732249 nChanged 84 Deleting Class 63 (18 points): Lose 106.221825 but Gain 924.245455 Iteration 185Q (168.230857 sec): 66 clusters Score: Raw -2453517.904553 + Penalty 51704.452936 = -2401813.451617 nChanged 36 Deleting Class 196 (5 points): Lose 46.261751 but Gain 860.934851 Iteration 186Q (168.449870 sec): 65 clusters Score: Raw -2453519.581970 + Penalty 50837.701088 = -2402681.880881 nChanged 27 Deleting Class 88 (15 points): Lose 66.548372 but Gain 877.438863 Iteration 187Q (168.664303 sec): 64 clusters Score: Raw -2453478.977659 + Penalty 49963.448984 = -2403515.528675 nChanged 25 Deleting Class 98 (16 points): Lose 79.459378 but Gain 881.875721 Iteration 188Q (168.877442 sec): 63 clusters Score: Raw -2453422.433214 + Penalty 49132.735950 = -2404289.697264 nChanged 24 Deleting Class 143 (12 points): Lose 100.145940 but Gain 893.503684 Iteration 189Q (169.089267 sec): 62 clusters Score: Raw -2453363.313655 + Penalty 48239.496690 = -2405123.816965 nChanged 24 Deleting Class 41 (29 points): Lose 292.375820 but Gain 1087.981560 Iteration 190F (170.529591 sec): 61 clusters Score: Raw -2453096.822545 + Penalty 47157.931032 = -2405938.891513 nChanged 38 Deleting Class 145 (8 points): Lose 65.001686 but Gain 858.997250 Iteration 191Q (170.744043 sec): 60 clusters Score: Raw -2453157.191170 + Penalty 46257.016320 = -2406900.174850 nChanged 33 Deleting Class 71 (15 points): Lose 76.983959 but Gain 868.986742 Iteration 192Q (170.954623 sec): 59 clusters Score: Raw -2453116.788584 + Penalty 45359.373610 = -2407757.414974 nChanged 44 Deleting Class 133 (20 points): Lose 82.215956 but Gain 861.929384 Iteration 193Q (171.162124 sec): 58 clusters Score: Raw -2453084.357644 + Penalty 44488.459906 = -2408595.897738 nChanged 48 Deleting Class 122 (17 points): Lose 82.968681 but Gain 844.927293 Iteration 194Q (171.370881 sec): 57 clusters Score: Raw -2453046.258257 + Penalty 43642.214030 = -2409404.044227 nChanged 38 Deleting Class 150 (15 points): Lose 130.737787 but Gain 869.136364 Iteration 195Q (171.577065 sec): 56 clusters Score: Raw -2452953.384993 + Penalty 42761.813579 = -2410191.571413 nChanged 31 Deleting Class 97 (9 points): Lose 60.843503 but Gain 787.077853 Iteration 196Q (171.783791 sec): 55 clusters Score: Raw -2452936.746917 + Penalty 41969.724620 = -2410967.022297 nChanged 20 Deleting Class 31 (18 points): Lose 133.807697 but Gain 840.487528 Iteration 197Q (171.984657 sec): 54 clusters Score: Raw -2452822.618200 + Penalty 41168.321151 = -2411654.297048 nChanged 27 Deleting Class 161 (16 points): Lose 65.010264 but Gain 664.615470 Iteration 198Q (172.184504 sec): 53 clusters Score: Raw -2452819.441912 + Penalty 40517.969751 = -2412301.472160 nChanged 27 Deleting Class 3 (243 points): Lose 590.248490 but Gain 1180.830515 Iteration 199Q (172.387492 sec): 52 clusters Score: Raw -2452267.110090 + Penalty 39440.240072 = -2412826.870017 nChanged 257 Deleting Class 109 (247 points): Lose 843.210886 but Gain 1379.654359 Iteration 200F (173.601479 sec): 51 clusters Score: Raw -2451828.818176 + Penalty 38266.735743 = -2413562.082433 nChanged 326 Deleting Class 22 (56 points): Lose 369.994774 but Gain 902.821506 Iteration 201Q (173.807950 sec): 50 clusters Score: Raw -2451925.279090 + Penalty 37272.770960 = -2414652.508130 nChanged 173 Deleting Class 103 (106 points): Lose 919.720763 but Gain 1435.394411 Iteration 202Q (174.007604 sec): 49 clusters Score: Raw -2451261.496146 + Penalty 36204.302036 = -2415057.194110 nChanged 194 Deleting Class 48 (63 points): Lose 327.575312 but Gain 812.674198 Iteration 203Q (174.204888 sec): 48 clusters Score: Raw -2451517.972847 + Penalty 35261.341482 = -2416256.631365 nChanged 185 Deleting Class 136 (92 points): Lose 656.449768 but Gain 1120.206428 Iteration 204Q (174.399682 sec): 47 clusters Score: Raw -2451155.444850 + Penalty 34053.810803 = -2417101.634047 nChanged 176 Deleting Class 105 (108 points): Lose 620.192951 but Gain 1081.357724 Iteration 205Q (174.594124 sec): 46 clusters Score: Raw -2450847.891509 + Penalty 32934.592011 = -2417913.299498 nChanged 215 Deleting Class 108 (74 points): Lose 803.889031 but Gain 1240.616151 Iteration 206Q (174.787169 sec): 45 clusters Score: Raw -2450467.668953 + Penalty 31729.663054 = -2418738.005899 nChanged 200 Deleting Class 28 (215 points): Lose 529.615736 but Gain 820.992920 Iteration 207Q (174.977934 sec): 44 clusters Score: Raw -2450412.034798 + Penalty 30961.973609 = -2419450.061189 nChanged 310 Deleting Class 20 (103 points): Lose 637.714109 but Gain 831.967594 Iteration 208Q (175.168812 sec): 43 clusters Score: Raw -2450129.786725 + Penalty 30199.497931 = -2419930.288794 nChanged 219 Deleting Class 50 (43 points): Lose 396.635619 but Gain 574.192030 Iteration 209Q (175.356277 sec): 42 clusters Score: Raw -2450077.126636 + Penalty 29545.239318 = -2420531.887318 nChanged 199 Deleting Class 45 (135 points): Lose 583.523228 but Gain 754.247334 Iteration 210F (176.348383 sec): 41 clusters Score: Raw -2449719.349651 + Penalty 28869.572778 = -2420849.776873 nChanged 275 Deleting Class 64 (158 points): Lose 1422.982421 but Gain 1523.610642 Iteration 211Q (176.537401 sec): 40 clusters Score: Raw -2448741.076257 + Penalty 27422.016487 = -2421319.059770 nChanged 300 Deleting Class 82 (79 points): Lose 563.832055 but Gain 627.203854 Iteration 212Q (176.724568 sec): 39 clusters Score: Raw -2448794.552112 + Penalty 26770.475409 = -2422024.076704 nChanged 204 Deleting Class 72 (162 points): Lose 815.591383 but Gain 820.338087 Iteration 213Q (176.913772 sec): 38 clusters Score: Raw -2448272.499000 + Penalty 25980.674974 = -2422291.824026 nChanged 268 Iteration 214Q (177.095781 sec): 38 clusters Score: Raw -2448664.562589 + Penalty 25983.178963 = -2422681.383626 nChanged 136 Iteration 215Q (177.276450 sec): 38 clusters Score: Raw -2448808.182337 + Penalty 25990.353763 = -2422817.828574 nChanged 101 Iteration 216Q (177.456366 sec): 38 clusters Score: Raw -2448907.849637 + Penalty 25989.205955 = -2422918.643682 nChanged 102 Iteration 217Q (177.635930 sec): 38 clusters Score: Raw -2448955.000967 + Penalty 25983.825663 = -2422971.175304 nChanged 60 Iteration 218Q (177.813783 sec): 38 clusters Score: Raw -2448979.824171 + Penalty 25991.177979 = -2422988.646192 nChanged 52 Writing temp clu file Memory request: 0.23 GB would take us to total of 0.45 GB. Compute initial score before splitting: Score: Raw -2448979.824171 + Penalty 25991.177979 = -2422988.646192Memory request: 0.03 GB would take us to total of 0.48 GB. Trying to split cluster 1 (6151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (178.008690 sec): 2 clusters Score: Raw -326262.295500 + Penalty 86.686736 = -326175.608764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (178.020075 sec): 3 clusters Score: Raw -322217.678440 + Penalty 177.652577 = -322040.025863 nChanged 2959 SP:Iteration 1F (178.031141 sec): 3 clusters Score: Raw -324272.425488 + Penalty 187.196910 = -324085.228579 nChanged 784 SP:Iteration 2F (178.042139 sec): 3 clusters Score: Raw -324936.428399 + Penalty 200.426796 = -324736.001604 nChanged 546 SP:Iteration 3F (178.053010 sec): 3 clusters Score: Raw -325530.398954 + Penalty 216.385345 = -325314.013609 nChanged 314 SP:Iteration 4F (178.063837 sec): 3 clusters Score: Raw -325912.558807 + Penalty 229.603812 = -325682.954995 nChanged 156 SP:Iteration 5Q (178.073824 sec): 3 clusters Score: Raw -326127.187211 + Penalty 230.307542 = -325896.879669 nChanged 64 SP:Iteration 6Q (178.082869 sec): 3 clusters Score: Raw -326167.398454 + Penalty 230.561164 = -325936.837289 nChanged 39 SP:Iteration 7Q (178.091791 sec): 3 clusters Score: Raw -326186.417046 + Penalty 232.084131 = -325954.332916 nChanged 42 SP:Iteration 8Q (178.100651 sec): 3 clusters Score: Raw -326201.801252 + Penalty 233.766125 = -325968.035126 nChanged 26 SP:Iteration 9Q (178.109408 sec): 3 clusters Score: Raw -326212.068551 + Penalty 238.723917 = -325973.344634 nChanged 27 SP:Iteration 10F (178.120192 sec): 3 clusters Score: Raw -326223.319846 + Penalty 243.777980 = -325979.541866 nChanged 20 SP:Iteration 11Q (178.128867 sec): 3 clusters Score: Raw -326233.903118 + Penalty 246.341495 = -325987.561623 nChanged 15 SP:Iteration 12Q (178.137575 sec): 3 clusters Score: Raw -326239.074910 + Penalty 248.395998 = -325990.678912 nChanged 16 SP:Iteration 13Q (178.146220 sec): 3 clusters Score: Raw -326244.106822 + Penalty 246.726763 = -325997.380059 nChanged 13 SP:Iteration 14Q (178.154815 sec): 3 clusters Score: Raw -326248.486178 + Penalty 249.824037 = -325998.662141 nChanged 14 SP:Iteration 15Q (178.163376 sec): 3 clusters Score: Raw -326253.425087 + Penalty 252.558337 = -326000.866749 nChanged 13 SP:Iteration 16Q (178.171909 sec): 3 clusters Score: Raw -326258.479106 + Penalty 251.420529 = -326007.058576 nChanged 12 SP:Iteration 17Q (178.180449 sec): 3 clusters Score: Raw -326264.738318 + Penalty 258.084270 = -326006.654047 nChanged 13 SP:Iteration 18F (178.191254 sec): 3 clusters Score: Raw -326269.243670 + Penalty 263.545825 = -326005.697845 nChanged 4 SP:Iteration 19F (178.202089 sec): 3 clusters Score: Raw -326270.163142 + Penalty 269.934592 = -326000.228549 nChanged 5 SP:Iteration 20F (178.213299 sec): 3 clusters Score: Raw -326271.626623 + Penalty 278.862167 = -325992.764456 nChanged 5 SP:Iteration 21F (178.224080 sec): 3 clusters Score: Raw -326272.694206 + Penalty 284.179108 = -325988.515098 nChanged 3 SP:Iteration 22F (178.234844 sec): 3 clusters Score: Raw -326273.219439 + Penalty 294.715146 = -325978.504293 nChanged 7 SP:Iteration 23F (178.245659 sec): 3 clusters Score: Raw -326275.882055 + Penalty 309.020171 = -325966.861884 nChanged 7 SP:Iteration 24F (178.256424 sec): 3 clusters Score: Raw -326278.743132 + Penalty 313.768472 = -325964.974661 nChanged 4 SP:Iteration 25F (178.267188 sec): 3 clusters Score: Raw -326280.639719 + Penalty 325.901189 = -325954.738530 nChanged 6 SP:Iteration 26F (178.277975 sec): 3 clusters Score: Raw -326283.720506 + Penalty 335.883057 = -325947.837449 nChanged 3 SP:Iteration 27F (178.288779 sec): 3 clusters Score: Raw -326286.258052 + Penalty 340.618939 = -325945.639112 nChanged 6 SP:Iteration 28F (178.299557 sec): 3 clusters Score: Raw -326291.700053 + Penalty 349.551312 = -325942.148741 nChanged 5 SP:Iteration 29F (178.310383 sec): 3 clusters Score: Raw -326299.338122 + Penalty 343.455044 = -325955.883078 nChanged 5 SP:Iteration 30F (178.321150 sec): 3 clusters Score: Raw -326311.115357 + Penalty 342.782045 = -325968.333312 nChanged 7 SP:Iteration 31Q (178.329541 sec): 3 clusters Score: Raw -326318.063850 + Penalty 339.927347 = -325978.136503 nChanged 3 SP:Iteration 32Q (178.337935 sec): 3 clusters Score: Raw -326323.243071 + Penalty 336.322490 = -325986.920582 nChanged 3 SP:Iteration 33Q (178.346490 sec): 3 clusters Score: Raw -326326.115657 + Penalty 333.439661 = -325992.675996 nChanged 3 SP:Iteration 34Q (178.354987 sec): 3 clusters Score: Raw -326328.426490 + Penalty 329.069336 = -325999.357154 nChanged 4 SP:Iteration 35Q (178.363394 sec): 3 clusters Score: Raw -326331.618708 + Penalty 331.317615 = -326000.301093 nChanged 4 SP:Iteration 36Q (178.371755 sec): 3 clusters Score: Raw -326334.239706 + Penalty 329.410509 = -326004.829197 nChanged 3 SP:Iteration 37Q (178.380152 sec): 3 clusters Score: Raw -326335.463586 + Penalty 327.387952 = -326008.075634 nChanged 3 SP:Iteration 38Q (178.388536 sec): 3 clusters Score: Raw -326336.787798 + Penalty 323.706653 = -326013.081146 nChanged 4 SP:Iteration 39Q (178.396925 sec): 3 clusters Score: Raw -326339.223427 + Penalty 323.813729 = -326015.409698 nChanged 5 SP:Iteration 40F (178.407783 sec): 3 clusters Score: Raw -326346.764209 + Penalty 316.912456 = -326029.851753 nChanged 10 SP:Iteration 41Q (178.416186 sec): 3 clusters Score: Raw -326355.979689 + Penalty 321.622180 = -326034.357509 nChanged 12 SP:Iteration 42Q (178.424639 sec): 3 clusters Score: Raw -326362.862958 + Penalty 322.442119 = -326040.420839 nChanged 1 SP:Iteration 43Q (178.433062 sec): 3 clusters Score: Raw -326363.365828 + Penalty 321.431987 = -326041.933841 nChanged 1 SP:Iteration 44Q (178.441507 sec): 3 clusters Score: Raw -326363.740518 + Penalty 319.629877 = -326044.110641 nChanged 2 SP:Iteration 45Q (178.449916 sec): 3 clusters Score: Raw -326364.329711 + Penalty 318.656419 = -326045.673292 nChanged 2 SP:Iteration 46Q (178.458409 sec): 3 clusters Score: Raw -326365.141192 + Penalty 317.573463 = -326047.567728 nChanged 1 SP:Iteration 47Q (178.466925 sec): 3 clusters Score: Raw -326365.737081 + Penalty 317.015802 = -326048.721279 nChanged 2 SP:Iteration 48Q (178.475953 sec): 3 clusters Score: Raw -326366.253351 + Penalty 318.459576 = -326047.793775 nChanged 1 SP:Iteration 49F (178.486862 sec): 3 clusters Score: Raw -326366.400874 + Penalty 317.018396 = -326049.382478 nChanged 2 SP:Iteration 50F (178.497688 sec): 3 clusters Score: Raw -326366.865136 + Penalty 317.117340 = -326049.747796 nChanged 3 SP:Iteration 51Q (178.506166 sec): 3 clusters Score: Raw -326368.846038 + Penalty 317.770589 = -326051.075449 nChanged 6 SP:Iteration 52Q (178.514868 sec): 3 clusters Score: Raw -326374.342076 + Penalty 311.312956 = -326063.029119 nChanged 11 SP:Iteration 53Q (178.523338 sec): 3 clusters Score: Raw -326383.053674 + Penalty 314.244007 = -326068.809667 nChanged 10 SP:Iteration 54Q (178.531766 sec): 3 clusters Score: Raw -326386.728685 + Penalty 313.457899 = -326073.270787 nChanged 2 SP:Iteration 55Q (178.540192 sec): 3 clusters Score: Raw -326386.926505 + Penalty 312.781393 = -326074.145112 nChanged 1 SP:Iteration 56Q (178.548647 sec): 3 clusters Score: Raw -326386.959527 + Penalty 312.781393 = -326074.178134 nChanged 0 SP:Iteration 57F (178.559443 sec): 3 clusters Score: Raw -326386.959527 + Penalty 312.781393 = -326074.178134 nChanged 0 Memory request: 0.01 GB would take us to total of 0.47 GB. Trying to split cluster 2 (2575 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (178.574686 sec): 2 clusters Score: Raw -141031.447106 + Penalty 131.373020 = -140900.074086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (178.579424 sec): 3 clusters Score: Raw -139351.318489 + Penalty 263.213776 = -139088.104713 nChanged 1195 SP:Iteration 1F (178.584073 sec): 3 clusters Score: Raw -140089.324783 + Penalty 265.850822 = -139823.473961 nChanged 275 SP:Iteration 2F (178.588695 sec): 3 clusters Score: Raw -140241.296499 + Penalty 268.000587 = -139973.295912 nChanged 176 SP:Iteration 3F (178.593323 sec): 3 clusters Score: Raw -140342.592817 + Penalty 269.877236 = -140072.715581 nChanged 133 SP:Iteration 4F (178.597935 sec): 3 clusters Score: Raw -140445.754776 + Penalty 271.357097 = -140174.397680 nChanged 131 SP:Iteration 5F (178.602533 sec): 3 clusters Score: Raw -140548.774809 + Penalty 271.818739 = -140276.956070 nChanged 122 SP:Iteration 6Q (178.607113 sec): 3 clusters Score: Raw -140628.816679 + Penalty 272.457899 = -140356.358780 nChanged 100 SP:Iteration 7Q (178.611876 sec): 3 clusters Score: Raw -140690.617072 + Penalty 271.897641 = -140418.719431 nChanged 71 SP:Iteration 8Q (178.616663 sec): 3 clusters Score: Raw -140727.273947 + Penalty 271.426364 = -140455.847583 nChanged 55 SP:Iteration 9Q (178.621248 sec): 3 clusters Score: Raw -140755.550447 + Penalty 272.119376 = -140483.431070 nChanged 51 SP:Iteration 10F (178.626001 sec): 3 clusters Score: Raw -140779.213243 + Penalty 271.630911 = -140507.582331 nChanged 52 SP:Iteration 11Q (178.630508 sec): 3 clusters Score: Raw -140809.697003 + Penalty 270.456379 = -140539.240624 nChanged 56 SP:Iteration 12Q (178.634975 sec): 3 clusters Score: Raw -140839.174020 + Penalty 270.457341 = -140568.716679 nChanged 49 SP:Iteration 13Q (178.639405 sec): 3 clusters Score: Raw -140860.182358 + Penalty 270.413582 = -140589.768776 nChanged 41 SP:Iteration 14Q (178.643831 sec): 3 clusters Score: Raw -140879.742421 + Penalty 270.982560 = -140608.759861 nChanged 37 SP:Iteration 15Q (178.648184 sec): 3 clusters Score: Raw -140894.058997 + Penalty 271.332110 = -140622.726888 nChanged 39 SP:Iteration 16Q (178.652507 sec): 3 clusters Score: Raw -140913.263697 + Penalty 270.836701 = -140642.426997 nChanged 31 SP:Iteration 17Q (178.656788 sec): 3 clusters Score: Raw -140923.489691 + Penalty 271.916748 = -140651.572943 nChanged 28 SP:Iteration 18Q (178.661085 sec): 3 clusters Score: Raw -140932.838023 + Penalty 274.737283 = -140658.100740 nChanged 33 SP:Iteration 19Q (178.665314 sec): 3 clusters Score: Raw -140945.148179 + Penalty 276.680712 = -140668.467468 nChanged 23 SP:Iteration 20F (178.670012 sec): 3 clusters Score: Raw -140951.605620 + Penalty 278.123243 = -140673.482377 nChanged 16 SP:Iteration 21Q (178.674193 sec): 3 clusters Score: Raw -140955.927082 + Penalty 278.815812 = -140677.111270 nChanged 13 SP:Iteration 22Q (178.678354 sec): 3 clusters Score: Raw -140957.841230 + Penalty 279.504174 = -140678.337056 nChanged 14 SP:Iteration 23Q (178.682499 sec): 3 clusters Score: Raw -140959.815848 + Penalty 280.365931 = -140679.449917 nChanged 9 SP:Iteration 24Q (178.686661 sec): 3 clusters Score: Raw -140962.518945 + Penalty 282.199982 = -140680.318964 nChanged 13 SP:Iteration 25Q (178.690782 sec): 3 clusters Score: Raw -140965.936669 + Penalty 284.297616 = -140681.639054 nChanged 10 SP:Iteration 26Q (178.694959 sec): 3 clusters Score: Raw -140967.151397 + Penalty 285.492729 = -140681.658669 nChanged 7 SP:Iteration 27Q (178.699066 sec): 3 clusters Score: Raw -140968.016715 + Penalty 286.571755 = -140681.444960 nChanged 6 SP:Iteration 28F (178.703732 sec): 3 clusters Score: Raw -140968.622318 + Penalty 287.563611 = -140681.058707 nChanged 7 SP:Iteration 29F (178.708395 sec): 3 clusters Score: Raw -140969.272421 + Penalty 288.825931 = -140680.446490 nChanged 7 SP:Iteration 30F (178.713103 sec): 3 clusters Score: Raw -140970.339211 + Penalty 290.327246 = -140680.011965 nChanged 9 SP:Iteration 31F (178.717810 sec): 3 clusters Score: Raw -140971.824936 + Penalty 291.695129 = -140680.129808 nChanged 8 SP:Iteration 32Q (178.721874 sec): 3 clusters Score: Raw -140973.382431 + Penalty 294.000999 = -140679.381432 nChanged 8 SP:Iteration 33F (178.726530 sec): 3 clusters Score: Raw -140975.080497 + Penalty 296.257175 = -140678.823322 nChanged 12 SP:Iteration 34F (178.731186 sec): 3 clusters Score: Raw -140977.322981 + Penalty 297.109250 = -140680.213732 nChanged 13 SP:Iteration 35Q (178.735203 sec): 3 clusters Score: Raw -140980.808872 + Penalty 300.178207 = -140680.630665 nChanged 15 SP:Iteration 36Q (178.739205 sec): 3 clusters Score: Raw -140986.321182 + Penalty 303.465254 = -140682.855928 nChanged 16 SP:Iteration 37Q (178.743189 sec): 3 clusters Score: Raw -140993.136209 + Penalty 306.692155 = -140686.444054 nChanged 14 SP:Iteration 38Q (178.747151 sec): 3 clusters Score: Raw -141000.011453 + Penalty 310.269503 = -140689.741950 nChanged 17 SP:Iteration 39Q (178.751105 sec): 3 clusters Score: Raw -141006.867138 + Penalty 313.984067 = -140692.883071 nChanged 13 SP:Iteration 40F (178.755731 sec): 3 clusters Score: Raw -141010.293449 + Penalty 316.231212 = -140694.062237 nChanged 11 SP:Iteration 41Q (178.759650 sec): 3 clusters Score: Raw -141014.409570 + Penalty 320.620040 = -140693.789531 nChanged 11 SP:Iteration 42F (178.764275 sec): 3 clusters Score: Raw -141017.506723 + Penalty 325.853499 = -140691.653224 nChanged 11 SP:Iteration 43F (178.768903 sec): 3 clusters Score: Raw -141020.652967 + Penalty 330.273922 = -140690.379045 nChanged 10 SP:Iteration 44F (178.773523 sec): 3 clusters Score: Raw -141024.716110 + Penalty 336.606477 = -140688.109633 nChanged 11 SP:Iteration 45F (178.778144 sec): 3 clusters Score: Raw -141027.818043 + Penalty 340.767850 = -140687.050193 nChanged 5 SP:Iteration 46F (178.782759 sec): 3 clusters Score: Raw -141029.025512 + Penalty 343.247014 = -140685.778499 nChanged 5 SP:Iteration 47F (178.787401 sec): 3 clusters Score: Raw -141029.531055 + Penalty 344.891517 = -140684.639537 nChanged 2 SP:Iteration 48F (178.792041 sec): 3 clusters Score: Raw -141029.693179 + Penalty 345.116642 = -140684.576537 nChanged 1 SP:Iteration 49F (178.796676 sec): 3 clusters Score: Raw -141029.896378 + Penalty 343.109819 = -140686.786559 nChanged 2 SP:Iteration 50F (178.801278 sec): 3 clusters Score: Raw -141030.734091 + Penalty 343.109819 = -140687.624273 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 4 (289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (178.804753 sec): 2 clusters Score: Raw -15818.993313 + Penalty 272.862763 = -15546.130550 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (178.805484 sec): 3 clusters Score: Raw -15705.407489 + Penalty 545.038302 = -15160.369187 nChanged 94 SP:Iteration 1F (178.806190 sec): 3 clusters Score: Raw -15767.783386 + Penalty 545.499342 = -15222.284043 nChanged 19 SP:Iteration 2F (178.806895 sec): 3 clusters Score: Raw -15783.785923 + Penalty 545.530748 = -15238.255176 nChanged 15 SP:Iteration 3F (178.807603 sec): 3 clusters Score: Raw -15800.511334 + Penalty 545.205748 = -15255.305586 nChanged 12 SP:Iteration 4Q (178.808297 sec): 3 clusters Score: Raw -15815.593288 + Penalty 544.541320 = -15271.051967 nChanged 8 SP:Iteration 5Q (178.809017 sec): 3 clusters Score: Raw -15821.893461 + Penalty 543.993495 = -15277.899966 nChanged 3 SP:Iteration 6Q (178.809703 sec): 3 clusters Score: Raw -15830.761892 + Penalty 543.748486 = -15287.013406 nChanged 4 SP:Iteration 7Q (178.810385 sec): 3 clusters Score: Raw -15834.928915 + Penalty 543.288779 = -15291.640136 nChanged 1 SP:Iteration 8Q (178.811066 sec): 3 clusters Score: Raw -15836.354351 + Penalty 543.277023 = -15293.077328 nChanged 2 SP:Iteration 9Q (178.811747 sec): 3 clusters Score: Raw -15838.129012 + Penalty 543.416102 = -15294.712910 nChanged 1 SP:Iteration 10F (178.812471 sec): 3 clusters Score: Raw -15838.999631 + Penalty 543.580363 = -15295.419268 nChanged 1 SP:Iteration 11Q (178.813152 sec): 3 clusters Score: Raw -15839.191422 + Penalty 543.580363 = -15295.611059 nChanged 0 SP:Iteration 12F (178.813853 sec): 3 clusters Score: Raw -15839.191422 + Penalty 543.580363 = -15295.611059 nChanged 0 Memory request: 0.01 GB would take us to total of 0.46 GB. Trying to split cluster 5 (571 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (178.817308 sec): 2 clusters Score: Raw -31959.051481 + Penalty 51.886693 = -31907.164788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (178.818584 sec): 3 clusters Score: Raw -31607.773907 + Penalty 103.219182 = -31504.554725 nChanged 238 SP:Iteration 1F (178.819829 sec): 3 clusters Score: Raw -31766.507411 + Penalty 102.112657 = -31664.394754 nChanged 45 SP:Iteration 2F (178.821070 sec): 3 clusters Score: Raw -31826.412805 + Penalty 101.548949 = -31724.863856 nChanged 44 SP:Iteration 3F (178.822305 sec): 3 clusters Score: Raw -31902.082517 + Penalty 101.008594 = -31801.073923 nChanged 31 SP:Iteration 4F (178.823505 sec): 3 clusters Score: Raw -31920.096334 + Penalty 100.965538 = -31819.130796 nChanged 10 SP:Iteration 5Q (178.824610 sec): 3 clusters Score: Raw -31924.335356 + Penalty 100.881064 = -31823.454292 nChanged 4 SP:Iteration 6Q (178.825706 sec): 3 clusters Score: Raw -31925.549724 + Penalty 101.061533 = -31824.488191 nChanged 4 SP:Iteration 7Q (178.826800 sec): 3 clusters Score: Raw -31926.670616 + Penalty 100.374807 = -31826.295809 nChanged 4 SP:Iteration 8Q (178.827894 sec): 3 clusters Score: Raw -31927.459715 + Penalty 100.385608 = -31827.074107 nChanged 3 SP:Iteration 9Q (178.828982 sec): 3 clusters Score: Raw -31928.066431 + Penalty 99.946456 = -31828.119975 nChanged 3 SP:Iteration 10F (178.830161 sec): 3 clusters Score: Raw -31928.381742 + Penalty 100.014145 = -31828.367597 nChanged 3 SP:Iteration 11Q (178.831245 sec): 3 clusters Score: Raw -31928.604211 + Penalty 99.019413 = -31829.584798 nChanged 2 SP:Iteration 12Q (178.832328 sec): 3 clusters Score: Raw -31928.994010 + Penalty 99.096405 = -31829.897605 nChanged 2 SP:Iteration 13Q (178.833396 sec): 3 clusters Score: Raw -31928.999676 + Penalty 99.153610 = -31829.846066 nChanged 1 SP:Iteration 14F (178.834563 sec): 3 clusters Score: Raw -31929.114927 + Penalty 98.682660 = -31830.432267 nChanged 3 SP:Iteration 15Q (178.835645 sec): 3 clusters Score: Raw -31929.539823 + Penalty 98.731536 = -31830.808287 nChanged 1 SP:Iteration 16Q (178.836722 sec): 3 clusters Score: Raw -31929.586402 + Penalty 98.790603 = -31830.795799 nChanged 1 SP:Iteration 17F (178.837903 sec): 3 clusters Score: Raw -31929.621470 + Penalty 98.790603 = -31830.830867 nChanged 0 Memory request: 0.01 GB would take us to total of 0.46 GB. Trying to split cluster 6 (709 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (178.841762 sec): 2 clusters Score: Raw -37952.707668 + Penalty 84.394968 = -37868.312700 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (178.843212 sec): 3 clusters Score: Raw -37529.755975 + Penalty 185.121308 = -37344.634667 nChanged 305 SP:Iteration 1F (178.844651 sec): 3 clusters Score: Raw -37858.280320 + Penalty 184.682070 = -37673.598250 nChanged 59 SP:Iteration 2F (178.846081 sec): 3 clusters Score: Raw -37927.942780 + Penalty 182.894097 = -37745.048683 nChanged 19 SP:Iteration 3Q (178.847449 sec): 3 clusters Score: Raw -37946.638585 + Penalty 180.030792 = -37766.607793 nChanged 6 SP:Iteration 4Q (178.848736 sec): 3 clusters Score: Raw -37948.660888 + Penalty 180.126442 = -37768.534446 nChanged 2 SP:Iteration 5Q (178.850014 sec): 3 clusters Score: Raw -37948.738591 + Penalty 180.254654 = -37768.483937 nChanged 2 SP:Iteration 6F (178.851420 sec): 3 clusters Score: Raw -37948.757831 + Penalty 179.967263 = -37768.790568 nChanged 1 SP:Iteration 7Q (178.852699 sec): 3 clusters Score: Raw -37948.786924 + Penalty 179.604167 = -37769.182757 nChanged 1 SP:Iteration 8Q (178.854005 sec): 3 clusters Score: Raw -37948.890894 + Penalty 179.604167 = -37769.286727 nChanged 0 SP:Iteration 9F (178.855431 sec): 3 clusters Score: Raw -37948.890894 + Penalty 179.604167 = -37769.286727 nChanged 0 Memory request: 0.01 GB would take us to total of 0.46 GB. Trying to split cluster 7 (695 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (178.860305 sec): 2 clusters Score: Raw -36160.754890 + Penalty 186.498653 = -35974.256236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (178.861739 sec): 3 clusters Score: Raw -35766.563789 + Penalty 406.195384 = -35360.368405 nChanged 296 SP:Iteration 1F (178.863148 sec): 3 clusters Score: Raw -36035.969174 + Penalty 447.826598 = -35588.142577 nChanged 88 SP:Iteration 2F (178.864581 sec): 3 clusters Score: Raw -36123.619621 + Penalty 462.165036 = -35661.454585 nChanged 40 SP:Iteration 3F (178.865991 sec): 3 clusters Score: Raw -36159.138963 + Penalty 466.529561 = -35692.609402 nChanged 13 SP:Iteration 4Q (178.867375 sec): 3 clusters Score: Raw -36167.542830 + Penalty 468.153434 = -35699.389395 nChanged 4 SP:Iteration 5Q (178.868766 sec): 3 clusters Score: Raw -36170.776832 + Penalty 470.710163 = -35700.066669 nChanged 4 SP:Iteration 6Q (178.870145 sec): 3 clusters Score: Raw -36172.924497 + Penalty 474.761869 = -35698.162627 nChanged 4 SP:Iteration 7F (178.871540 sec): 3 clusters Score: Raw -36176.831097 + Penalty 477.779140 = -35699.051957 nChanged 4 SP:Iteration 8Q (178.872895 sec): 3 clusters Score: Raw -36180.239893 + Penalty 479.419930 = -35700.819963 nChanged 3 SP:Iteration 9Q (178.874278 sec): 3 clusters Score: Raw -36181.673445 + Penalty 481.969806 = -35699.703639 nChanged 3 SP:Iteration 10F (178.875685 sec): 3 clusters Score: Raw -36182.792543 + Penalty 483.574689 = -35699.217854 nChanged 1 SP:Iteration 11F (178.877093 sec): 3 clusters Score: Raw -36183.218453 + Penalty 483.748916 = -35699.469537 nChanged 1 SP:Iteration 12Q (178.878471 sec): 3 clusters Score: Raw -36183.615743 + Penalty 487.283684 = -35696.332059 nChanged 4 SP:Iteration 13F (178.879880 sec): 3 clusters Score: Raw -36185.830671 + Penalty 490.935479 = -35694.895192 nChanged 3 SP:Iteration 14F (178.881283 sec): 3 clusters Score: Raw -36188.279484 + Penalty 494.586996 = -35693.692488 nChanged 4 SP:Iteration 15F (178.882669 sec): 3 clusters Score: Raw -36192.088231 + Penalty 495.752313 = -35696.335919 nChanged 4 SP:Iteration 16Q (178.883944 sec): 3 clusters Score: Raw -36195.388977 + Penalty 498.257989 = -35697.130988 nChanged 4 SP:Iteration 17Q (178.885200 sec): 3 clusters Score: Raw -36201.192574 + Penalty 500.843942 = -35700.348632 nChanged 5 SP:Iteration 18Q (178.886459 sec): 3 clusters Score: Raw -36205.400152 + Penalty 501.794657 = -35703.605494 nChanged 3 SP:Iteration 19Q (178.887699 sec): 3 clusters Score: Raw -36208.689435 + Penalty 498.637241 = -35710.052194 nChanged 1 SP:Iteration 20F (178.889109 sec): 3 clusters Score: Raw -36209.581048 + Penalty 497.098333 = -35712.482716 nChanged 1 SP:Iteration 21Q (178.890349 sec): 3 clusters Score: Raw -36210.463832 + Penalty 497.098333 = -35713.365499 nChanged 0 SP:Iteration 22F (178.891758 sec): 3 clusters Score: Raw -36210.463832 + Penalty 497.098333 = -35713.365499 nChanged 0 Memory request: 0.01 GB would take us to total of 0.46 GB. Trying to split cluster 8 (567 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (178.893838 sec): 2 clusters Score: Raw -28253.606231 + Penalty 206.441766 = -28047.164465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (178.895087 sec): 3 clusters Score: Raw -27980.769099 + Penalty 407.486704 = -27573.282395 nChanged 232 SP:Iteration 1F (178.896283 sec): 3 clusters Score: Raw -28310.924422 + Penalty 411.292530 = -27899.631893 nChanged 73 SP:Iteration 2F (178.897478 sec): 3 clusters Score: Raw -28414.478797 + Penalty 418.076441 = -27996.402355 nChanged 39 SP:Iteration 3F (178.898665 sec): 3 clusters Score: Raw -28463.446684 + Penalty 423.201368 = -28040.245316 nChanged 21 SP:Iteration 4Q (178.899766 sec): 3 clusters Score: Raw -28486.743481 + Penalty 426.447237 = -28060.296244 nChanged 11 SP:Iteration 5Q (178.900851 sec): 3 clusters Score: Raw -28502.188080 + Penalty 427.832817 = -28074.355263 nChanged 3 SP:Iteration 6Q (178.901926 sec): 3 clusters Score: Raw -28504.401620 + Penalty 428.744254 = -28075.657366 nChanged 2 SP:Iteration 7Q (178.902996 sec): 3 clusters Score: Raw -28505.712162 + Penalty 429.965889 = -28075.746273 nChanged 3 SP:Iteration 8Q (178.904064 sec): 3 clusters Score: Raw -28509.223454 + Penalty 430.349593 = -28078.873861 nChanged 1 SP:Iteration 9Q (178.905129 sec): 3 clusters Score: Raw -28509.269724 + Penalty 430.349593 = -28078.920131 nChanged 0 SP:Iteration 10F (178.906314 sec): 3 clusters Score: Raw -28509.269724 + Penalty 430.349593 = -28078.920131 nChanged 0 Score: Raw -2487135.804216 + Penalty 26373.084595 = -2460762.719621 Splitting cluster 8 changes total score from -2422988.646192 to -2460762.719621 So it's getting split into cluster 3. Memory request: 0.01 GB would take us to total of 0.47 GB. Trying to split cluster 9 (2152 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (179.820741 sec): 2 clusters Score: Raw -118544.275906 + Penalty 389.479374 = -118154.796532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (179.824704 sec): 3 clusters Score: Raw -117264.873240 + Penalty 777.913033 = -116486.960208 nChanged 918 SP:Iteration 1F (179.828598 sec): 3 clusters Score: Raw -117778.201178 + Penalty 782.972423 = -116995.228755 nChanged 311 SP:Iteration 2F (179.832482 sec): 3 clusters Score: Raw -117986.568992 + Penalty 792.449986 = -117194.119005 nChanged 173 SP:Iteration 3F (179.836362 sec): 3 clusters Score: Raw -118116.090887 + Penalty 804.495991 = -117311.594895 nChanged 154 SP:Iteration 4F (179.840254 sec): 3 clusters Score: Raw -118256.893294 + Penalty 822.389892 = -117434.503402 nChanged 131 SP:Iteration 5F (179.844234 sec): 3 clusters Score: Raw -118387.469102 + Penalty 836.773605 = -117550.695497 nChanged 87 SP:Iteration 6Q (179.848121 sec): 3 clusters Score: Raw -118473.470118 + Penalty 844.221831 = -117629.248287 nChanged 63 SP:Iteration 7Q (179.851929 sec): 3 clusters Score: Raw -118533.045946 + Penalty 844.132710 = -117688.913236 nChanged 42 SP:Iteration 8Q (179.855625 sec): 3 clusters Score: Raw -118570.066504 + Penalty 846.257628 = -117723.808876 nChanged 36 SP:Iteration 9Q (179.859214 sec): 3 clusters Score: Raw -118602.213159 + Penalty 840.183565 = -117762.029595 nChanged 35 SP:Iteration 10F (179.863219 sec): 3 clusters Score: Raw -118632.995549 + Penalty 833.110691 = -117799.884858 nChanged 24 SP:Iteration 11Q (179.866735 sec): 3 clusters Score: Raw -118646.711264 + Penalty 830.975648 = -117815.735616 nChanged 11 SP:Iteration 12Q (179.870162 sec): 3 clusters Score: Raw -118653.212665 + Penalty 834.074633 = -117819.138032 nChanged 6 SP:Iteration 13Q (179.873568 sec): 3 clusters Score: Raw -118657.420048 + Penalty 833.381275 = -117824.038773 nChanged 4 SP:Iteration 14Q (179.876965 sec): 3 clusters Score: Raw -118659.307658 + Penalty 833.527176 = -117825.780483 nChanged 1 SP:Iteration 15Q (179.880365 sec): 3 clusters Score: Raw -118659.844913 + Penalty 833.527176 = -117826.317737 nChanged 0 SP:Iteration 16F (179.884233 sec): 3 clusters Score: Raw -118659.844913 + Penalty 833.527176 = -117826.317737 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 10 (502 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (179.886857 sec): 2 clusters Score: Raw -25829.379511 + Penalty 138.934213 = -25690.445298 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (179.887953 sec): 3 clusters Score: Raw -25566.230454 + Penalty 270.138451 = -25296.092003 nChanged 198 SP:Iteration 1F (179.889026 sec): 3 clusters Score: Raw -25760.979529 + Penalty 273.237541 = -25487.741988 nChanged 47 SP:Iteration 2F (179.890098 sec): 3 clusters Score: Raw -25782.875804 + Penalty 274.093792 = -25508.782013 nChanged 13 SP:Iteration 3Q (179.891142 sec): 3 clusters Score: Raw -25788.716381 + Penalty 274.095581 = -25514.620800 nChanged 10 SP:Iteration 4Q (179.892180 sec): 3 clusters Score: Raw -25793.382753 + Penalty 274.015191 = -25519.367562 nChanged 3 SP:Iteration 5Q (179.893216 sec): 3 clusters Score: Raw -25793.698548 + Penalty 274.031535 = -25519.667013 nChanged 2 SP:Iteration 6Q (179.894252 sec): 3 clusters Score: Raw -25793.772375 + Penalty 274.212204 = -25519.560171 nChanged 2 SP:Iteration 7F (179.895322 sec): 3 clusters Score: Raw -25794.266802 + Penalty 274.483484 = -25519.783318 nChanged 1 SP:Iteration 8Q (179.896359 sec): 3 clusters Score: Raw -25794.532949 + Penalty 274.902709 = -25519.630241 nChanged 2 SP:Iteration 9F (179.897418 sec): 3 clusters Score: Raw -25795.377925 + Penalty 274.958060 = -25520.419865 nChanged 1 SP:Iteration 10F (179.898482 sec): 3 clusters Score: Raw -25795.435705 + Penalty 275.077256 = -25520.358449 nChanged 2 SP:Iteration 11F (179.899553 sec): 3 clusters Score: Raw -25795.707966 + Penalty 275.615974 = -25520.091992 nChanged 3 SP:Iteration 12F (179.900624 sec): 3 clusters Score: Raw -25796.569601 + Penalty 276.182724 = -25520.386877 nChanged 3 SP:Iteration 13Q (179.901662 sec): 3 clusters Score: Raw -25797.840078 + Penalty 276.319501 = -25521.520577 nChanged 2 SP:Iteration 14Q (179.902699 sec): 3 clusters Score: Raw -25798.788076 + Penalty 276.239898 = -25522.548178 nChanged 1 SP:Iteration 15Q (179.903737 sec): 3 clusters Score: Raw -25798.859255 + Penalty 276.187133 = -25522.672122 nChanged 1 SP:Iteration 16Q (179.904789 sec): 3 clusters Score: Raw -25798.901569 + Penalty 276.187133 = -25522.714436 nChanged 0 SP:Iteration 17F (179.905862 sec): 3 clusters Score: Raw -25798.901569 + Penalty 276.187133 = -25522.714436 nChanged 0 Memory request: 0.01 GB would take us to total of 0.46 GB. Trying to split cluster 11 (1745 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (179.911415 sec): 2 clusters Score: Raw -95650.387330 + Penalty 103.770022 = -95546.617308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (179.914671 sec): 3 clusters Score: Raw -94502.024580 + Penalty 219.456767 = -94282.567813 nChanged 813 SP:Iteration 1F (179.917858 sec): 3 clusters Score: Raw -95207.781752 + Penalty 222.126576 = -94985.655175 nChanged 235 SP:Iteration 2F (179.921037 sec): 3 clusters Score: Raw -95444.911932 + Penalty 223.594331 = -95221.317602 nChanged 136 SP:Iteration 3F (179.924209 sec): 3 clusters Score: Raw -95584.682001 + Penalty 224.042998 = -95360.639003 nChanged 82 SP:Iteration 4Q (179.927230 sec): 3 clusters Score: Raw -95634.637891 + Penalty 225.359831 = -95409.278060 nChanged 33 SP:Iteration 5Q (179.930116 sec): 3 clusters Score: Raw -95647.455844 + Penalty 226.643178 = -95420.812667 nChanged 19 SP:Iteration 6Q (179.932971 sec): 3 clusters Score: Raw -95653.732153 + Penalty 226.456371 = -95427.275782 nChanged 16 SP:Iteration 7Q (179.935807 sec): 3 clusters Score: Raw -95659.344211 + Penalty 227.975172 = -95431.369038 nChanged 17 SP:Iteration 8Q (179.938646 sec): 3 clusters Score: Raw -95664.394754 + Penalty 227.516540 = -95436.878214 nChanged 10 SP:Iteration 9Q (179.941527 sec): 3 clusters Score: Raw -95666.905028 + Penalty 228.305248 = -95438.599779 nChanged 8 SP:Iteration 10F (179.944917 sec): 3 clusters Score: Raw -95667.905030 + Penalty 227.684070 = -95440.220959 nChanged 3 SP:Iteration 11Q (179.947787 sec): 3 clusters Score: Raw -95668.398914 + Penalty 227.915729 = -95440.483184 nChanged 3 SP:Iteration 12Q (179.950612 sec): 3 clusters Score: Raw -95668.802567 + Penalty 228.958600 = -95439.843968 nChanged 6 SP:Iteration 13F (179.953782 sec): 3 clusters Score: Raw -95670.109125 + Penalty 229.613734 = -95440.495391 nChanged 5 SP:Iteration 14Q (179.956559 sec): 3 clusters Score: Raw -95670.731137 + Penalty 229.363072 = -95441.368065 nChanged 4 SP:Iteration 15Q (179.959332 sec): 3 clusters Score: Raw -95671.182586 + Penalty 228.831025 = -95442.351561 nChanged 3 SP:Iteration 16Q (179.962100 sec): 3 clusters Score: Raw -95671.740505 + Penalty 228.995763 = -95442.744743 nChanged 5 SP:Iteration 17Q (179.964895 sec): 3 clusters Score: Raw -95672.778272 + Penalty 228.835032 = -95443.943240 nChanged 2 SP:Iteration 18Q (179.967739 sec): 3 clusters Score: Raw -95672.856704 + Penalty 229.085338 = -95443.771367 nChanged 1 SP:Iteration 19F (179.971036 sec): 3 clusters Score: Raw -95672.878618 + Penalty 229.085338 = -95443.793280 nChanged 0 Memory request: 0.01 GB would take us to total of 0.46 GB. Trying to split cluster 12 (711 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (179.975251 sec): 2 clusters Score: Raw -38292.560460 + Penalty 208.715695 = -38083.844765 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (179.976683 sec): 3 clusters Score: Raw -37908.426858 + Penalty 409.666560 = -37498.760297 nChanged 275 SP:Iteration 1F (179.978097 sec): 3 clusters Score: Raw -38137.917472 + Penalty 401.698520 = -37736.218951 nChanged 83 SP:Iteration 2F (179.979506 sec): 3 clusters Score: Raw -38235.133230 + Penalty 398.238026 = -37836.895203 nChanged 48 SP:Iteration 3F (179.980911 sec): 3 clusters Score: Raw -38305.062319 + Penalty 400.530755 = -37904.531564 nChanged 39 SP:Iteration 4F (179.982355 sec): 3 clusters Score: Raw -38349.133239 + Penalty 402.187050 = -37946.946189 nChanged 17 SP:Iteration 5Q (179.983712 sec): 3 clusters Score: Raw -38366.395651 + Penalty 401.993992 = -37964.401659 nChanged 8 SP:Iteration 6Q (179.985054 sec): 3 clusters Score: Raw -38375.447857 + Penalty 400.860552 = -37974.587305 nChanged 8 SP:Iteration 7Q (179.986404 sec): 3 clusters Score: Raw -38378.398920 + Penalty 400.500607 = -37977.898313 nChanged 2 SP:Iteration 8Q (179.987726 sec): 3 clusters Score: Raw -38378.518285 + Penalty 400.048688 = -37978.469597 nChanged 1 SP:Iteration 9Q (179.989049 sec): 3 clusters Score: Raw -38378.707692 + Penalty 400.048688 = -37978.659004 nChanged 0 SP:Iteration 10F (179.990495 sec): 3 clusters Score: Raw -38378.707692 + Penalty 400.048688 = -37978.659004 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 13 (390 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (179.992954 sec): 2 clusters Score: Raw -16343.132348 + Penalty 578.652012 = -15764.480336 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (179.993879 sec): 3 clusters Score: Raw -16288.219726 + Penalty 1154.342944 = -15133.876782 nChanged 112 SP:Iteration 1F (179.994771 sec): 3 clusters Score: Raw -16464.064898 + Penalty 1151.987150 = -15312.077748 nChanged 37 SP:Iteration 2F (179.995684 sec): 3 clusters Score: Raw -16543.262055 + Penalty 1150.763828 = -15392.498227 nChanged 30 SP:Iteration 3F (179.996609 sec): 3 clusters Score: Raw -16604.457756 + Penalty 1151.033192 = -15453.424564 nChanged 9 SP:Iteration 4Q (179.997463 sec): 3 clusters Score: Raw -16620.376092 + Penalty 1150.025191 = -15470.350901 nChanged 7 SP:Iteration 5Q (179.998333 sec): 3 clusters Score: Raw -16639.842337 + Penalty 1150.324963 = -15489.517374 nChanged 5 SP:Iteration 6Q (179.999187 sec): 3 clusters Score: Raw -16645.756299 + Penalty 1150.323126 = -15495.433173 nChanged 1 SP:Iteration 7Q (180.000038 sec): 3 clusters Score: Raw -16653.388052 + Penalty 1150.244758 = -15503.143294 nChanged 2 SP:Iteration 8Q (180.000892 sec): 3 clusters Score: Raw -16654.483931 + Penalty 1151.130785 = -15503.353145 nChanged 1 SP:Iteration 9Q (180.001736 sec): 3 clusters Score: Raw -16658.921514 + Penalty 1151.130785 = -15507.790728 nChanged 0 SP:Iteration 10F (180.002624 sec): 3 clusters Score: Raw -16658.921514 + Penalty 1151.130785 = -15507.790728 nChanged 0 Memory request: 0.10 GB would take us to total of 0.55 GB. Trying to split cluster 14 (21618 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (180.104968 sec): 2 clusters Score: Raw -1125319.260028 + Penalty 243.713873 = -1125075.546155 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (180.146311 sec): 3 clusters Score: Raw -1110648.996642 + Penalty 508.149835 = -1110140.846807 nChanged 10258 SP:Iteration 1F (180.188889 sec): 3 clusters Score: Raw -1117089.797637 + Penalty 562.421545 = -1116527.376091 nChanged 4159 SP:Iteration 2F (180.228733 sec): 3 clusters Score: Raw -1121146.264249 + Penalty 587.362758 = -1120558.901491 nChanged 1852 SP:Iteration 3F (180.268484 sec): 3 clusters Score: Raw -1123075.161660 + Penalty 584.706813 = -1122490.454847 nChanged 840 SP:Iteration 4Q (180.309439 sec): 3 clusters Score: Raw -1123937.822793 + Penalty 567.433899 = -1123370.388893 nChanged 464 SP:Iteration 5Q (180.345221 sec): 3 clusters Score: Raw -1124496.837480 + Penalty 545.977919 = -1123950.859561 nChanged 251 SP:Iteration 6Q (180.379738 sec): 3 clusters Score: Raw -1124933.950259 + Penalty 525.081667 = -1124408.868592 nChanged 147 SP:Iteration 7Q (180.412958 sec): 3 clusters Score: Raw -1125093.268195 + Penalty 506.612203 = -1124586.655992 nChanged 96 SP:Iteration 8Q (180.445940 sec): 3 clusters Score: Raw -1125161.882171 + Penalty 496.619943 = -1124665.262228 nChanged 56 SP:Iteration 9Q (180.478849 sec): 3 clusters Score: Raw -1125195.913727 + Penalty 485.498707 = -1124710.415020 nChanged 62 SP:Iteration 10F (180.519245 sec): 3 clusters Score: Raw -1125225.117937 + Penalty 479.055848 = -1124746.062089 nChanged 55 SP:Iteration 11Q (180.551828 sec): 3 clusters Score: Raw -1125243.354271 + Penalty 474.303364 = -1124769.050907 nChanged 51 SP:Iteration 12Q (180.584752 sec): 3 clusters Score: Raw -1125254.558976 + Penalty 468.447885 = -1124786.111091 nChanged 52 SP:Iteration 13Q (180.617171 sec): 3 clusters Score: Raw -1125267.988452 + Penalty 463.157574 = -1124804.830877 nChanged 43 SP:Iteration 14Q (180.649751 sec): 3 clusters Score: Raw -1125279.860358 + Penalty 459.415382 = -1124820.444975 nChanged 28 SP:Iteration 15Q (180.682185 sec): 3 clusters Score: Raw -1125285.296690 + Penalty 455.613612 = -1124829.683079 nChanged 30 SP:Iteration 16Q (180.714450 sec): 3 clusters Score: Raw -1125290.277632 + Penalty 453.760842 = -1124836.516791 nChanged 16 SP:Iteration 17Q (180.746758 sec): 3 clusters Score: Raw -1125292.424111 + Penalty 451.892989 = -1124840.531122 nChanged 19 SP:Iteration 18Q (180.779066 sec): 3 clusters Score: Raw -1125295.469293 + Penalty 451.165910 = -1124844.303383 nChanged 17 SP:Iteration 19Q (180.811335 sec): 3 clusters Score: Raw -1125297.089239 + Penalty 448.715245 = -1124848.373994 nChanged 11 SP:Iteration 20F (180.851060 sec): 3 clusters Score: Raw -1125298.088996 + Penalty 447.974938 = -1124850.114058 nChanged 6 SP:Iteration 21Q (180.883625 sec): 3 clusters Score: Raw -1125298.699418 + Penalty 447.311657 = -1124851.387761 nChanged 7 SP:Iteration 22Q (180.915833 sec): 3 clusters Score: Raw -1125299.209061 + Penalty 447.483957 = -1124851.725105 nChanged 5 SP:Iteration 23Q (180.948057 sec): 3 clusters Score: Raw -1125299.333760 + Penalty 447.604950 = -1124851.728810 nChanged 1 SP:Iteration 24Q (180.980466 sec): 3 clusters Score: Raw -1125299.343438 + Penalty 447.604950 = -1124851.738488 nChanged 0 SP:Iteration 25F (181.020154 sec): 3 clusters Score: Raw -1125299.343438 + Penalty 447.604950 = -1124851.738488 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 15 (271 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (181.033833 sec): 2 clusters Score: Raw -12098.625294 + Penalty 365.712481 = -11732.912812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (181.034562 sec): 3 clusters Score: Raw -12063.601388 + Penalty 719.869764 = -11343.731624 nChanged 69 SP:Iteration 1F (181.035244 sec): 3 clusters Score: Raw -12154.335204 + Penalty 725.436725 = -11428.898479 nChanged 31 SP:Iteration 2F (181.035923 sec): 3 clusters Score: Raw -12194.217059 + Penalty 729.928210 = -11464.288849 nChanged 12 SP:Iteration 3Q (181.036578 sec): 3 clusters Score: Raw -12223.416762 + Penalty 735.307732 = -11488.109029 nChanged 11 SP:Iteration 4Q (181.037229 sec): 3 clusters Score: Raw -12247.380074 + Penalty 740.329542 = -11507.050532 nChanged 6 SP:Iteration 5Q (181.037874 sec): 3 clusters Score: Raw -12251.192186 + Penalty 739.297749 = -11511.894437 nChanged 1 SP:Iteration 6Q (181.038520 sec): 3 clusters Score: Raw -12253.546095 + Penalty 738.131357 = -11515.414738 nChanged 1 SP:Iteration 7Q (181.039162 sec): 3 clusters Score: Raw -12254.776171 + Penalty 739.567577 = -11515.208595 nChanged 1 SP:Iteration 8F (181.039839 sec): 3 clusters Score: Raw -12255.239788 + Penalty 740.998638 = -11514.241150 nChanged 1 SP:Iteration 9F (181.040516 sec): 3 clusters Score: Raw -12255.774955 + Penalty 743.967884 = -11511.807072 nChanged 2 SP:Iteration 10F (181.041193 sec): 3 clusters Score: Raw -12257.272572 + Penalty 743.979310 = -11513.293262 nChanged 2 SP:Iteration 11Q (181.041835 sec): 3 clusters Score: Raw -12258.737043 + Penalty 743.979310 = -11514.757733 nChanged 0 SP:Iteration 12F (181.042512 sec): 3 clusters Score: Raw -12258.737043 + Penalty 743.979310 = -11514.757733 nChanged 0 Memory request: 0.01 GB would take us to total of 0.46 GB. Trying to split cluster 19 (960 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (181.046780 sec): 2 clusters Score: Raw -49235.682384 + Penalty 224.717262 = -49010.965122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (181.048649 sec): 3 clusters Score: Raw -48707.466560 + Penalty 450.779699 = -48256.686862 nChanged 367 SP:Iteration 1F (181.050490 sec): 3 clusters Score: Raw -49038.543338 + Penalty 456.114072 = -48582.429266 nChanged 116 SP:Iteration 2F (181.052329 sec): 3 clusters Score: Raw -49162.969778 + Penalty 459.022766 = -48703.947012 nChanged 59 SP:Iteration 3F (181.054166 sec): 3 clusters Score: Raw -49209.983988 + Penalty 458.244330 = -48751.739658 nChanged 26 SP:Iteration 4Q (181.055973 sec): 3 clusters Score: Raw -49230.143692 + Penalty 456.623822 = -48773.519871 nChanged 17 SP:Iteration 5Q (181.057760 sec): 3 clusters Score: Raw -49240.080508 + Penalty 454.805700 = -48785.274809 nChanged 13 SP:Iteration 6Q (181.059542 sec): 3 clusters Score: Raw -49246.871748 + Penalty 453.194193 = -48793.677554 nChanged 11 SP:Iteration 7Q (181.061321 sec): 3 clusters Score: Raw -49250.833543 + Penalty 452.644985 = -48798.188558 nChanged 7 SP:Iteration 8Q (181.063098 sec): 3 clusters Score: Raw -49252.759654 + Penalty 451.212767 = -48801.546886 nChanged 5 SP:Iteration 9Q (181.064928 sec): 3 clusters Score: Raw -49256.066368 + Penalty 448.753875 = -48807.312493 nChanged 10 SP:Iteration 10F (181.066818 sec): 3 clusters Score: Raw -49260.214207 + Penalty 447.097516 = -48813.116691 nChanged 7 SP:Iteration 11Q (181.068603 sec): 3 clusters Score: Raw -49263.508495 + Penalty 446.426347 = -48817.082148 nChanged 7 SP:Iteration 12Q (181.070516 sec): 3 clusters Score: Raw -49265.896297 + Penalty 445.546654 = -48820.349643 nChanged 11 SP:Iteration 13Q (181.072422 sec): 3 clusters Score: Raw -49271.748080 + Penalty 443.483951 = -48828.264129 nChanged 18 SP:Iteration 14Q (181.074188 sec): 3 clusters Score: Raw -49281.131007 + Penalty 441.465928 = -48839.665080 nChanged 17 SP:Iteration 15Q (181.075949 sec): 3 clusters Score: Raw -49288.662015 + Penalty 438.679682 = -48849.982333 nChanged 10 SP:Iteration 16Q (181.077704 sec): 3 clusters Score: Raw -49293.350853 + Penalty 438.171699 = -48855.179155 nChanged 8 SP:Iteration 17Q (181.079462 sec): 3 clusters Score: Raw -49296.684604 + Penalty 434.838174 = -48861.846430 nChanged 9 SP:Iteration 18Q (181.081249 sec): 3 clusters Score: Raw -49302.005438 + Penalty 430.148371 = -48871.857067 nChanged 11 SP:Iteration 19Q (181.083000 sec): 3 clusters Score: Raw -49307.941310 + Penalty 426.244083 = -48881.697227 nChanged 9 SP:Iteration 20F (181.084839 sec): 3 clusters Score: Raw -49312.276979 + Penalty 424.534624 = -48887.742355 nChanged 6 SP:Iteration 21Q (181.086586 sec): 3 clusters Score: Raw -49315.573300 + Penalty 422.443604 = -48893.129696 nChanged 5 SP:Iteration 22Q (181.088329 sec): 3 clusters Score: Raw -49317.556809 + Penalty 420.691203 = -48896.865607 nChanged 6 SP:Iteration 23Q (181.090064 sec): 3 clusters Score: Raw -49318.844819 + Penalty 420.968319 = -48897.876500 nChanged 1 SP:Iteration 24Q (181.091798 sec): 3 clusters Score: Raw -49318.928619 + Penalty 421.096539 = -48897.832080 nChanged 1 SP:Iteration 25F (181.093634 sec): 3 clusters Score: Raw -49319.026866 + Penalty 421.301442 = -48897.725424 nChanged 1 SP:Iteration 26F (181.095469 sec): 3 clusters Score: Raw -49319.082426 + Penalty 421.301442 = -48897.780984 nChanged 0 Memory request: 0.01 GB would take us to total of 0.46 GB. Trying to split cluster 21 (756 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (181.104849 sec): 2 clusters Score: Raw -40922.342549 + Penalty 750.253536 = -40172.089013 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (181.106402 sec): 3 clusters Score: Raw -40597.270238 + Penalty 1503.097935 = -39094.172304 nChanged 233 SP:Iteration 1F (181.107912 sec): 3 clusters Score: Raw -40775.423432 + Penalty 1508.070800 = -39267.352632 nChanged 68 SP:Iteration 2F (181.109414 sec): 3 clusters Score: Raw -40847.657835 + Penalty 1511.529939 = -39336.127896 nChanged 32 SP:Iteration 3Q (181.110896 sec): 3 clusters Score: Raw -40875.549187 + Penalty 1515.144496 = -39360.404691 nChanged 20 SP:Iteration 4Q (181.112412 sec): 3 clusters Score: Raw -40892.189417 + Penalty 1516.222944 = -39375.966473 nChanged 13 SP:Iteration 5Q (181.113908 sec): 3 clusters Score: Raw -40903.299909 + Penalty 1517.695161 = -39385.604748 nChanged 12 SP:Iteration 6Q (181.115392 sec): 3 clusters Score: Raw -40912.545754 + Penalty 1520.183453 = -39392.362301 nChanged 9 SP:Iteration 7Q (181.116857 sec): 3 clusters Score: Raw -40920.304544 + Penalty 1524.506427 = -39395.798118 nChanged 11 SP:Iteration 8Q (181.118361 sec): 3 clusters Score: Raw -40928.352228 + Penalty 1526.492545 = -39401.859682 nChanged 7 SP:Iteration 9Q (181.119841 sec): 3 clusters Score: Raw -40933.539238 + Penalty 1528.505640 = -39405.033598 nChanged 5 SP:Iteration 10F (181.121338 sec): 3 clusters Score: Raw -40939.441926 + Penalty 1530.831187 = -39408.610738 nChanged 10 SP:Iteration 11Q (181.122788 sec): 3 clusters Score: Raw -40948.454590 + Penalty 1532.005610 = -39416.448979 nChanged 6 SP:Iteration 12Q (181.124270 sec): 3 clusters Score: Raw -40952.569916 + Penalty 1533.108641 = -39419.461274 nChanged 1 SP:Iteration 13Q (181.125737 sec): 3 clusters Score: Raw -40952.751737 + Penalty 1533.108641 = -39419.643095 nChanged 0 SP:Iteration 14F (181.127237 sec): 3 clusters Score: Raw -40952.751737 + Penalty 1533.108641 = -39419.643095 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 24 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (181.128212 sec): 2 clusters Score: Raw -8935.020111 + Penalty 350.330390 = -8584.689721 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (181.128723 sec): 3 clusters Score: Raw -8904.551725 + Penalty 710.017831 = -8194.533894 nChanged 39 SP:Iteration 1F (181.129221 sec): 3 clusters Score: Raw -8951.939585 + Penalty 712.805767 = -8239.133818 nChanged 10 SP:Iteration 2F (181.129719 sec): 3 clusters Score: Raw -8967.046668 + Penalty 711.544284 = -8255.502384 nChanged 1 SP:Iteration 3Q (181.130197 sec): 3 clusters Score: Raw -8967.975366 + Penalty 711.544284 = -8256.431083 nChanged 0 SP:Iteration 4F (181.130687 sec): 3 clusters Score: Raw -8967.975366 + Penalty 711.544284 = -8256.431083 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 25 (166 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (181.131652 sec): 2 clusters Score: Raw -8443.834639 + Penalty 704.882183 = -7738.952456 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (181.132154 sec): 3 clusters Score: Raw -8533.768052 + Penalty 1413.058346 = -7120.709706 nChanged 24 SP:Iteration 1F (181.132652 sec): 3 clusters Score: Raw -8598.299330 + Penalty 1413.335455 = -7184.963874 nChanged 5 SP:Iteration 2Q (181.133121 sec): 3 clusters Score: Raw -8611.617822 + Penalty 1412.418201 = -7199.199621 nChanged 4 SP:Iteration 3Q (181.133610 sec): 3 clusters Score: Raw -8621.783132 + Penalty 1410.831058 = -7210.952073 nChanged 5 SP:Iteration 4Q (181.134085 sec): 3 clusters Score: Raw -8631.501769 + Penalty 1409.764366 = -7221.737403 nChanged 2 SP:Iteration 5Q (181.134557 sec): 3 clusters Score: Raw -8633.209657 + Penalty 1409.764366 = -7223.445291 nChanged 0 SP:Iteration 6F (181.135063 sec): 3 clusters Score: Raw -8633.209657 + Penalty 1409.764366 = -7223.445291 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 26 (157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (181.135954 sec): 2 clusters Score: Raw -7785.444262 + Penalty 182.463232 = -7602.981030 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (181.136450 sec): 3 clusters Score: Raw -7745.735838 + Penalty 379.501283 = -7366.234555 nChanged 45 SP:Iteration 1F (181.136941 sec): 3 clusters Score: Raw -7800.675578 + Penalty 399.364905 = -7401.310673 nChanged 13 SP:Iteration 2F (181.137419 sec): 3 clusters Score: Raw -7833.224574 + Penalty 400.359477 = -7432.865097 nChanged 6 SP:Iteration 3Q (181.137875 sec): 3 clusters Score: Raw -7861.528091 + Penalty 410.032621 = -7451.495471 nChanged 4 SP:Iteration 4Q (181.138327 sec): 3 clusters Score: Raw -7869.889764 + Penalty 410.032621 = -7459.857143 nChanged 0 SP:Iteration 5F (181.138810 sec): 3 clusters Score: Raw -7869.889764 + Penalty 410.032621 = -7459.857143 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 27 (179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (181.139791 sec): 2 clusters Score: Raw -6792.485006 + Penalty 685.952871 = -6106.532135 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (181.140331 sec): 3 clusters Score: Raw -6915.606756 + Penalty 1373.312189 = -5542.294567 nChanged 30 SP:Iteration 1F (181.140842 sec): 3 clusters Score: Raw -7002.135759 + Penalty 1375.626586 = -5626.509173 nChanged 14 SP:Iteration 2F (181.141358 sec): 3 clusters Score: Raw -7048.484353 + Penalty 1374.879870 = -5673.604483 nChanged 5 SP:Iteration 3Q (181.141825 sec): 3 clusters Score: Raw -7062.389853 + Penalty 1375.164783 = -5687.225070 nChanged 1 SP:Iteration 4Q (181.142285 sec): 3 clusters Score: Raw -7066.798184 + Penalty 1374.416313 = -5692.381871 nChanged 1 SP:Iteration 5Q (181.142747 sec): 3 clusters Score: Raw -7069.255294 + Penalty 1373.791419 = -5695.463875 nChanged 1 SP:Iteration 6Q (181.143208 sec): 3 clusters Score: Raw -7072.678885 + Penalty 1373.564893 = -5699.113992 nChanged 2 SP:Iteration 7Q (181.143686 sec): 3 clusters Score: Raw -7081.997528 + Penalty 1372.418564 = -5709.578964 nChanged 1 SP:Iteration 8Q (181.144153 sec): 3 clusters Score: Raw -7086.278263 + Penalty 1372.418564 = -5713.859699 nChanged 0 SP:Iteration 9F (181.144691 sec): 3 clusters Score: Raw -7086.278263 + Penalty 1372.418564 = -5713.859699 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 29 (165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (181.145585 sec): 2 clusters Score: Raw -8719.893349 + Penalty 219.301248 = -8500.592101 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (181.146097 sec): 3 clusters Score: Raw -8656.764230 + Penalty 436.763727 = -8220.000503 nChanged 41 SP:Iteration 1F (181.146626 sec): 3 clusters Score: Raw -8700.685830 + Penalty 439.854763 = -8260.831067 nChanged 19 SP:Iteration 2F (181.147120 sec): 3 clusters Score: Raw -8755.004874 + Penalty 450.849873 = -8304.155002 nChanged 15 SP:Iteration 3F (181.147612 sec): 3 clusters Score: Raw -8809.151911 + Penalty 470.791048 = -8338.360863 nChanged 13 SP:Iteration 4F (181.148104 sec): 3 clusters Score: Raw -8856.731180 + Penalty 479.038354 = -8377.692826 nChanged 4 SP:Iteration 5Q (181.148564 sec): 3 clusters Score: Raw -8862.019564 + Penalty 485.540340 = -8376.479224 nChanged 2 SP:Iteration 6F (181.149056 sec): 3 clusters Score: Raw -8864.638540 + Penalty 488.994000 = -8375.644540 nChanged 1 SP:Iteration 7F (181.149548 sec): 3 clusters Score: Raw -8865.976964 + Penalty 488.994000 = -8376.982964 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 30 (226 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (181.150720 sec): 2 clusters Score: Raw -10757.208578 + Penalty 168.530623 = -10588.677955 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (181.151328 sec): 3 clusters Score: Raw -10681.704938 + Penalty 397.085436 = -10284.619502 nChanged 71 SP:Iteration 1F (181.151937 sec): 3 clusters Score: Raw -10853.268867 + Penalty 430.087107 = -10423.181759 nChanged 20 SP:Iteration 2F (181.152545 sec): 3 clusters Score: Raw -10896.231738 + Penalty 428.424651 = -10467.807087 nChanged 5 SP:Iteration 3Q (181.153102 sec): 3 clusters Score: Raw -10907.917435 + Penalty 427.595646 = -10480.321789 nChanged 3 SP:Iteration 4Q (181.153638 sec): 3 clusters Score: Raw -10915.378280 + Penalty 430.842700 = -10484.535579 nChanged 2 SP:Iteration 5Q (181.154167 sec): 3 clusters Score: Raw -10939.585136 + Penalty 430.842700 = -10508.742435 nChanged 0 SP:Iteration 6F (181.154774 sec): 3 clusters Score: Raw -10939.585136 + Penalty 430.842700 = -10508.742435 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 32 (424 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (181.157305 sec): 2 clusters Score: Raw -22825.427761 + Penalty 455.964024 = -22369.463737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (181.158278 sec): 3 clusters Score: Raw -22652.194187 + Penalty 917.993094 = -21734.201093 nChanged 125 SP:Iteration 1F (181.159225 sec): 3 clusters Score: Raw -22817.239016 + Penalty 922.981284 = -21894.257731 nChanged 40 SP:Iteration 2F (181.160194 sec): 3 clusters Score: Raw -22872.500454 + Penalty 928.149203 = -21944.351251 nChanged 20 SP:Iteration 3Q (181.161109 sec): 3 clusters Score: Raw -22892.010220 + Penalty 930.752345 = -21961.257876 nChanged 7 SP:Iteration 4Q (181.162011 sec): 3 clusters Score: Raw -22898.425622 + Penalty 929.816700 = -21968.608922 nChanged 6 SP:Iteration 5Q (181.162909 sec): 3 clusters Score: Raw -22905.940963 + Penalty 929.957886 = -21975.983077 nChanged 4 SP:Iteration 6Q (181.163802 sec): 3 clusters Score: Raw -22908.657960 + Penalty 929.892440 = -21978.765520 nChanged 2 SP:Iteration 7Q (181.164693 sec): 3 clusters Score: Raw -22911.932530 + Penalty 930.040005 = -21981.892526 nChanged 1 SP:Iteration 8Q (181.165581 sec): 3 clusters Score: Raw -22913.091912 + Penalty 930.860327 = -21982.231585 nChanged 2 SP:Iteration 9Q (181.166468 sec): 3 clusters Score: Raw -22915.748220 + Penalty 930.425271 = -21985.322949 nChanged 1 SP:Iteration 10F (181.167426 sec): 3 clusters Score: Raw -22915.956813 + Penalty 929.543667 = -21986.413146 nChanged 1 SP:Iteration 11Q (181.168314 sec): 3 clusters Score: Raw -22916.819434 + Penalty 930.183789 = -21986.635645 nChanged 1 SP:Iteration 12Q (181.169200 sec): 3 clusters Score: Raw -22918.227287 + Penalty 930.183789 = -21988.043499 nChanged 0 SP:Iteration 13F (181.170210 sec): 3 clusters Score: Raw -22918.227287 + Penalty 930.183789 = -21988.043499 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 35 (306 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (181.172077 sec): 2 clusters Score: Raw -13917.450107 + Penalty 803.349240 = -13114.100866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (181.172860 sec): 3 clusters Score: Raw -13948.348572 + Penalty 1611.116314 = -12337.232258 nChanged 71 SP:Iteration 1F (181.173597 sec): 3 clusters Score: Raw -14121.491070 + Penalty 1612.441980 = -12509.049090 nChanged 22 SP:Iteration 2F (181.174331 sec): 3 clusters Score: Raw -14184.508369 + Penalty 1611.855912 = -12572.652458 nChanged 20 SP:Iteration 3F (181.175062 sec): 3 clusters Score: Raw -14255.681453 + Penalty 1611.585155 = -12644.096298 nChanged 21 SP:Iteration 4F (181.175793 sec): 3 clusters Score: Raw -14368.600411 + Penalty 1610.273828 = -12758.326583 nChanged 18 SP:Iteration 5F (181.176526 sec): 3 clusters Score: Raw -14526.296157 + Penalty 1607.557838 = -12918.738319 nChanged 12 SP:Iteration 6Q (181.177162 sec): 3 clusters Score: Raw -14647.382155 + Penalty 1604.900969 = -13042.481186 nChanged 5 SP:Iteration 7Q (181.177790 sec): 3 clusters Score: Raw -14681.971868 + Penalty 1604.509676 = -13077.462192 nChanged 2 SP:Iteration 8Q (181.178417 sec): 3 clusters Score: Raw -14689.427239 + Penalty 1604.509676 = -13084.917562 nChanged 0 SP:Iteration 9F (181.179147 sec): 3 clusters Score: Raw -14689.427239 + Penalty 1604.509676 = -13084.917562 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 36 (494 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (181.182172 sec): 2 clusters Score: Raw -24606.871368 + Penalty 242.334260 = -24364.537108 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (181.183239 sec): 3 clusters Score: Raw -24373.529736 + Penalty 524.413920 = -23849.115816 nChanged 181 SP:Iteration 1F (181.184303 sec): 3 clusters Score: Raw -24586.790501 + Penalty 595.102184 = -23991.688316 nChanged 62 SP:Iteration 2F (181.185358 sec): 3 clusters Score: Raw -24686.945545 + Penalty 636.060343 = -24050.885201 nChanged 32 SP:Iteration 3F (181.186416 sec): 3 clusters Score: Raw -24758.467963 + Penalty 653.933486 = -24104.534477 nChanged 12 SP:Iteration 4Q (181.187409 sec): 3 clusters Score: Raw -24781.091055 + Penalty 661.240057 = -24119.850998 nChanged 9 SP:Iteration 5Q (181.188363 sec): 3 clusters Score: Raw -24800.636842 + Penalty 672.906838 = -24127.730004 nChanged 9 SP:Iteration 6Q (181.189294 sec): 3 clusters Score: Raw -24814.265544 + Penalty 675.315075 = -24138.950469 nChanged 6 SP:Iteration 7Q (181.190215 sec): 3 clusters Score: Raw -24823.973760 + Penalty 669.306716 = -24154.667045 nChanged 4 SP:Iteration 8Q (181.191128 sec): 3 clusters Score: Raw -24830.142554 + Penalty 656.306376 = -24173.836178 nChanged 7 SP:Iteration 9Q (181.192039 sec): 3 clusters Score: Raw -24839.268231 + Penalty 647.423742 = -24191.844489 nChanged 5 SP:Iteration 10F (181.193093 sec): 3 clusters Score: Raw -24844.066768 + Penalty 640.844826 = -24203.221942 nChanged 3 SP:Iteration 11Q (181.194012 sec): 3 clusters Score: Raw -24847.396455 + Penalty 635.054468 = -24212.341986 nChanged 4 SP:Iteration 12Q (181.194928 sec): 3 clusters Score: Raw -24853.390767 + Penalty 627.068063 = -24226.322705 nChanged 6 SP:Iteration 13Q (181.195840 sec): 3 clusters Score: Raw -24861.563726 + Penalty 619.875514 = -24241.688213 nChanged 5 SP:Iteration 14Q (181.196751 sec): 3 clusters Score: Raw -24865.504038 + Penalty 619.046664 = -24246.457375 nChanged 1 SP:Iteration 15Q (181.197656 sec): 3 clusters Score: Raw -24865.760583 + Penalty 619.046664 = -24246.713920 nChanged 0 SP:Iteration 16F (181.198711 sec): 3 clusters Score: Raw -24865.760583 + Penalty 619.046664 = -24246.713920 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 38 (176 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (181.200481 sec): 2 clusters Score: Raw -9417.840529 + Penalty 530.474366 = -8887.366163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (181.201004 sec): 3 clusters Score: Raw -9407.470874 + Penalty 1064.133416 = -8343.337458 nChanged 35 SP:Iteration 1F (181.201548 sec): 3 clusters Score: Raw -9479.671351 + Penalty 1065.364232 = -8414.307119 nChanged 14 SP:Iteration 2F (181.202059 sec): 3 clusters Score: Raw -9521.756570 + Penalty 1067.262882 = -8454.493688 nChanged 12 SP:Iteration 3F (181.202570 sec): 3 clusters Score: Raw -9584.642612 + Penalty 1071.648072 = -8512.994540 nChanged 6 SP:Iteration 4Q (181.203041 sec): 3 clusters Score: Raw -9617.350348 + Penalty 1082.593348 = -8534.757001 nChanged 8 SP:Iteration 5Q (181.203507 sec): 3 clusters Score: Raw -9653.979719 + Penalty 1091.986535 = -8561.993184 nChanged 4 SP:Iteration 6Q (181.203963 sec): 3 clusters Score: Raw -9672.655085 + Penalty 1096.433200 = -8576.221886 nChanged 2 SP:Iteration 7Q (181.204414 sec): 3 clusters Score: Raw -9686.222475 + Penalty 1099.270676 = -8586.951799 nChanged 2 SP:Iteration 8Q (181.204863 sec): 3 clusters Score: Raw -9700.262779 + Penalty 1105.227538 = -8595.035241 nChanged 2 SP:Iteration 9Q (181.205309 sec): 3 clusters Score: Raw -9710.058150 + Penalty 1105.227538 = -8604.830612 nChanged 0 SP:Iteration 10F (181.205820 sec): 3 clusters Score: Raw -9710.058150 + Penalty 1105.227538 = -8604.830612 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 40 (276 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (181.207033 sec): 2 clusters Score: Raw -11524.469193 + Penalty 641.566515 = -10882.902679 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (181.207759 sec): 3 clusters Score: Raw -11554.685285 + Penalty 1295.164587 = -10259.520698 nChanged 55 SP:Iteration 1F (181.208472 sec): 3 clusters Score: Raw -11646.648829 + Penalty 1310.662653 = -10335.986176 nChanged 25 SP:Iteration 2F (181.209180 sec): 3 clusters Score: Raw -11732.086536 + Penalty 1326.052116 = -10406.034420 nChanged 17 SP:Iteration 3F (181.209886 sec): 3 clusters Score: Raw -11772.283826 + Penalty 1338.167585 = -10434.116241 nChanged 15 SP:Iteration 4F (181.210593 sec): 3 clusters Score: Raw -11805.549476 + Penalty 1339.938632 = -10465.610844 nChanged 9 SP:Iteration 5Q (181.211225 sec): 3 clusters Score: Raw -11823.832370 + Penalty 1339.353342 = -10484.479028 nChanged 3 SP:Iteration 6Q (181.211851 sec): 3 clusters Score: Raw -11833.549244 + Penalty 1343.272095 = -10490.277149 nChanged 4 SP:Iteration 7Q (181.212473 sec): 3 clusters Score: Raw -11851.027248 + Penalty 1342.536095 = -10508.491153 nChanged 3 SP:Iteration 8Q (181.213088 sec): 3 clusters Score: Raw -11865.180140 + Penalty 1340.977901 = -10524.202239 nChanged 2 SP:Iteration 9Q (181.213700 sec): 3 clusters Score: Raw -11867.404455 + Penalty 1340.977901 = -10526.426554 nChanged 0 SP:Iteration 10F (181.214383 sec): 3 clusters Score: Raw -11867.404455 + Penalty 1340.977901 = -10526.426554 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 42 (503 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (181.217164 sec): 2 clusters Score: Raw -25473.014924 + Penalty 805.650128 = -24667.364796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (181.218276 sec): 3 clusters Score: Raw -25362.739442 + Penalty 1616.033322 = -23746.706120 nChanged 116 SP:Iteration 1F (181.219368 sec): 3 clusters Score: Raw -25507.699206 + Penalty 1620.266499 = -23887.432707 nChanged 37 SP:Iteration 2F (181.220457 sec): 3 clusters Score: Raw -25577.166775 + Penalty 1625.440122 = -23951.726653 nChanged 19 SP:Iteration 3Q (181.221508 sec): 3 clusters Score: Raw -25604.963411 + Penalty 1628.817972 = -23976.145439 nChanged 15 SP:Iteration 4Q (181.222554 sec): 3 clusters Score: Raw -25620.280581 + Penalty 1633.089591 = -23987.190990 nChanged 13 SP:Iteration 5Q (181.223596 sec): 3 clusters Score: Raw -25641.517428 + Penalty 1635.512794 = -24006.004634 nChanged 4 SP:Iteration 6Q (181.224636 sec): 3 clusters Score: Raw -25643.987563 + Penalty 1639.369859 = -24004.617705 nChanged 5 SP:Iteration 7F (181.225724 sec): 3 clusters Score: Raw -25650.335341 + Penalty 1641.686891 = -24008.648451 nChanged 6 SP:Iteration 8Q (181.226805 sec): 3 clusters Score: Raw -25657.997716 + Penalty 1643.216410 = -24014.781306 nChanged 2 SP:Iteration 9Q (181.227844 sec): 3 clusters Score: Raw -25660.566787 + Penalty 1644.045414 = -24016.521373 nChanged 3 SP:Iteration 10F (181.228930 sec): 3 clusters Score: Raw -25665.416294 + Penalty 1645.084365 = -24020.331929 nChanged 4 SP:Iteration 11Q (181.229970 sec): 3 clusters Score: Raw -25669.015632 + Penalty 1645.447164 = -24023.568469 nChanged 3 SP:Iteration 12Q (181.231007 sec): 3 clusters Score: Raw -25672.067114 + Penalty 1646.475234 = -24025.591879 nChanged 2 SP:Iteration 13Q (181.232042 sec): 3 clusters Score: Raw -25675.406213 + Penalty 1646.475234 = -24028.930979 nChanged 0 SP:Iteration 14F (181.233125 sec): 3 clusters Score: Raw -25675.406213 + Penalty 1646.475234 = -24028.930979 nChanged 0 Memory request: 0.01 GB would take us to total of 0.46 GB. Trying to split cluster 46 (770 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (181.236476 sec): 2 clusters Score: Raw -38678.633282 + Penalty 171.782525 = -38506.850757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (181.238042 sec): 3 clusters Score: Raw -38247.317289 + Penalty 347.896208 = -37899.421081 nChanged 305 SP:Iteration 1F (181.239572 sec): 3 clusters Score: Raw -38471.673054 + Penalty 353.873278 = -38117.799776 nChanged 102 SP:Iteration 2F (181.241082 sec): 3 clusters Score: Raw -38554.240083 + Penalty 353.285084 = -38200.954999 nChanged 51 SP:Iteration 3F (181.242637 sec): 3 clusters Score: Raw -38587.212666 + Penalty 356.142434 = -38231.070232 nChanged 36 SP:Iteration 4Q (181.244171 sec): 3 clusters Score: Raw -38612.581604 + Penalty 359.562049 = -38253.019556 nChanged 29 SP:Iteration 5Q (181.245707 sec): 3 clusters Score: Raw -38632.124091 + Penalty 363.340449 = -38268.783642 nChanged 25 SP:Iteration 6Q (181.247228 sec): 3 clusters Score: Raw -38649.430810 + Penalty 371.864705 = -38277.566105 nChanged 25 SP:Iteration 7Q (181.248736 sec): 3 clusters Score: Raw -38671.088560 + Penalty 380.790580 = -38290.297980 nChanged 25 SP:Iteration 8Q (181.250192 sec): 3 clusters Score: Raw -38701.779080 + Penalty 408.454288 = -38293.324792 nChanged 21 SP:Iteration 9Q (181.251653 sec): 3 clusters Score: Raw -38724.118014 + Penalty 452.505686 = -38271.612327 nChanged 16 SP:Iteration 10F (181.253159 sec): 3 clusters Score: Raw -38752.537285 + Penalty 482.548107 = -38269.989178 nChanged 8 SP:Iteration 11F (181.254697 sec): 3 clusters Score: Raw -38760.759161 + Penalty 506.306880 = -38254.452282 nChanged 6 SP:Iteration 12F (181.256228 sec): 3 clusters Score: Raw -38767.140786 + Penalty 525.346591 = -38241.794195 nChanged 3 SP:Iteration 13F (181.257736 sec): 3 clusters Score: Raw -38771.537113 + Penalty 535.252993 = -38236.284120 nChanged 2 SP:Iteration 14F (181.259244 sec): 3 clusters Score: Raw -38773.551296 + Penalty 555.143584 = -38218.407712 nChanged 3 SP:Iteration 15F (181.260749 sec): 3 clusters Score: Raw -38776.918216 + Penalty 562.072490 = -38214.845726 nChanged 1 SP:Iteration 16F (181.262251 sec): 3 clusters Score: Raw -38777.579963 + Penalty 570.364303 = -38207.215659 nChanged 1 SP:Iteration 17F (181.263773 sec): 3 clusters Score: Raw -38777.950100 + Penalty 576.697743 = -38201.252357 nChanged 1 SP:Iteration 18F (181.265303 sec): 3 clusters Score: Raw -38778.758703 + Penalty 584.744631 = -38194.014072 nChanged 1 SP:Iteration 19F (181.266819 sec): 3 clusters Score: Raw -38779.198746 + Penalty 594.660078 = -38184.538668 nChanged 1 SP:Iteration 20F (181.268342 sec): 3 clusters Score: Raw -38779.796968 + Penalty 594.660078 = -38185.136890 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 57 (337 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (181.269792 sec): 2 clusters Score: Raw -16278.684951 + Penalty 561.308848 = -15717.376104 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (181.270650 sec): 3 clusters Score: Raw -16189.977366 + Penalty 1122.713803 = -15067.263563 nChanged 76 SP:Iteration 1F (181.271437 sec): 3 clusters Score: Raw -16255.725140 + Penalty 1124.749445 = -15130.975695 nChanged 27 SP:Iteration 2F (181.272224 sec): 3 clusters Score: Raw -16290.743474 + Penalty 1129.976448 = -15160.767025 nChanged 20 SP:Iteration 3F (181.273010 sec): 3 clusters Score: Raw -16315.431069 + Penalty 1142.537515 = -15172.893554 nChanged 20 SP:Iteration 4F (181.273794 sec): 3 clusters Score: Raw -16345.006976 + Penalty 1153.593187 = -15191.413789 nChanged 16 SP:Iteration 5Q (181.274592 sec): 3 clusters Score: Raw -16365.018139 + Penalty 1162.678793 = -15202.339346 nChanged 8 SP:Iteration 6Q (181.275382 sec): 3 clusters Score: Raw -16374.385373 + Penalty 1164.005306 = -15210.380067 nChanged 2 SP:Iteration 7Q (181.276168 sec): 3 clusters Score: Raw -16380.553768 + Penalty 1166.356041 = -15214.197727 nChanged 2 SP:Iteration 8Q (181.276949 sec): 3 clusters Score: Raw -16382.714271 + Penalty 1167.653549 = -15215.060722 nChanged 1 SP:Iteration 9Q (181.277727 sec): 3 clusters Score: Raw -16383.052980 + Penalty 1167.653549 = -15215.399431 nChanged 0 SP:Iteration 10F (181.278545 sec): 3 clusters Score: Raw -16383.052980 + Penalty 1167.653549 = -15215.399431 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 58 (142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (181.279415 sec): 2 clusters Score: Raw -7277.093458 + Penalty 528.824106 = -6748.269353 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (181.279885 sec): 3 clusters Score: Raw -7298.718169 + Penalty 1056.233117 = -6242.485052 nChanged 21 SP:Iteration 1F (181.280344 sec): 3 clusters Score: Raw -7344.836999 + Penalty 1054.024014 = -6290.812985 nChanged 8 SP:Iteration 2F (181.280803 sec): 3 clusters Score: Raw -7360.923309 + Penalty 1054.813534 = -6306.109775 nChanged 1 SP:Iteration 3Q (181.281239 sec): 3 clusters Score: Raw -7363.369172 + Penalty 1054.813534 = -6308.555638 nChanged 0 SP:Iteration 4F (181.281697 sec): 3 clusters Score: Raw -7363.369172 + Penalty 1054.813534 = -6308.555638 nChanged 0 Memory request: 0.01 GB would take us to total of 0.46 GB. Trying to split cluster 62 (550 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (181.283693 sec): 2 clusters Score: Raw -26681.347127 + Penalty 543.615022 = -26137.732105 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (181.284876 sec): 3 clusters Score: Raw -26508.374047 + Penalty 1092.608080 = -25415.765967 nChanged 165 SP:Iteration 1F (181.286039 sec): 3 clusters Score: Raw -26682.541417 + Penalty 1102.327065 = -25580.214352 nChanged 55 SP:Iteration 2F (181.287203 sec): 3 clusters Score: Raw -26748.448750 + Penalty 1110.898897 = -25637.549853 nChanged 37 SP:Iteration 3F (181.288368 sec): 3 clusters Score: Raw -26795.872399 + Penalty 1113.713171 = -25682.159229 nChanged 19 SP:Iteration 4Q (181.289506 sec): 3 clusters Score: Raw -26823.595112 + Penalty 1111.097969 = -25712.497142 nChanged 16 SP:Iteration 5Q (181.290637 sec): 3 clusters Score: Raw -26850.428208 + Penalty 1112.619309 = -25737.808900 nChanged 12 SP:Iteration 6Q (181.291763 sec): 3 clusters Score: Raw -26864.157286 + Penalty 1113.101261 = -25751.056024 nChanged 5 SP:Iteration 7Q (181.292883 sec): 3 clusters Score: Raw -26868.526108 + Penalty 1113.246617 = -25755.279491 nChanged 2 SP:Iteration 8Q (181.294002 sec): 3 clusters Score: Raw -26870.648280 + Penalty 1113.246617 = -25757.401663 nChanged 0 SP:Iteration 9F (181.295159 sec): 3 clusters Score: Raw -26870.648280 + Penalty 1113.246617 = -25757.401663 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 66 (199 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (181.296190 sec): 2 clusters Score: Raw -9359.461268 + Penalty 338.826624 = -9020.634644 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (181.296755 sec): 3 clusters Score: Raw -9316.956612 + Penalty 677.694222 = -8639.262390 nChanged 36 SP:Iteration 1F (181.297342 sec): 3 clusters Score: Raw -9358.506046 + Penalty 678.038581 = -8680.467465 nChanged 15 SP:Iteration 2F (181.297929 sec): 3 clusters Score: Raw -9388.889766 + Penalty 679.597383 = -8709.292383 nChanged 10 SP:Iteration 3F (181.298501 sec): 3 clusters Score: Raw -9403.364408 + Penalty 680.329539 = -8723.034869 nChanged 7 SP:Iteration 4Q (181.299050 sec): 3 clusters Score: Raw -9418.055408 + Penalty 680.880948 = -8737.174460 nChanged 3 SP:Iteration 5Q (181.299594 sec): 3 clusters Score: Raw -9420.629391 + Penalty 682.162612 = -8738.466779 nChanged 2 SP:Iteration 6Q (181.300136 sec): 3 clusters Score: Raw -9421.495917 + Penalty 682.162612 = -8739.333305 nChanged 0 SP:Iteration 7F (181.300703 sec): 3 clusters Score: Raw -9421.495917 + Penalty 682.162612 = -8739.333305 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 77 (106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (181.301490 sec): 2 clusters Score: Raw -4788.271953 + Penalty 546.111518 = -4242.160435 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (181.301890 sec): 3 clusters Score: Raw -4875.736352 + Penalty 1114.382679 = -3761.353673 nChanged 17 SP:Iteration 1F (181.302283 sec): 3 clusters Score: Raw -4948.115710 + Penalty 1131.242420 = -3816.873289 nChanged 5 SP:Iteration 2Q (181.302655 sec): 3 clusters Score: Raw -4973.484727 + Penalty 1136.608400 = -3836.876327 nChanged 3 SP:Iteration 3Q (181.303014 sec): 3 clusters Score: Raw -4998.602322 + Penalty 1138.808786 = -3859.793536 nChanged 2 SP:Iteration 4Q (181.303373 sec): 3 clusters Score: Raw -5005.594164 + Penalty 1136.175771 = -3869.418394 nChanged 1 SP:Iteration 5Q (181.303730 sec): 3 clusters Score: Raw -5008.847534 + Penalty 1136.175771 = -3872.671763 nChanged 0 SP:Iteration 6F (181.304122 sec): 3 clusters Score: Raw -5008.847534 + Penalty 1136.175771 = -3872.671763 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 78 (289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (181.305365 sec): 2 clusters Score: Raw -15692.108773 + Penalty 467.986267 = -15224.122506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (181.306088 sec): 3 clusters Score: Raw -15636.459398 + Penalty 945.267495 = -14691.191903 nChanged 78 SP:Iteration 1F (181.306798 sec): 3 clusters Score: Raw -15759.376694 + Penalty 955.899154 = -14803.477540 nChanged 28 SP:Iteration 2F (181.307507 sec): 3 clusters Score: Raw -15808.731078 + Penalty 969.780228 = -14838.950850 nChanged 11 SP:Iteration 3Q (181.308201 sec): 3 clusters Score: Raw -15830.673161 + Penalty 974.325926 = -14856.347235 nChanged 3 SP:Iteration 4Q (181.308895 sec): 3 clusters Score: Raw -15834.301530 + Penalty 974.325926 = -14859.975605 nChanged 0 SP:Iteration 5F (181.309603 sec): 3 clusters Score: Raw -15834.301530 + Penalty 974.325926 = -14859.975605 nChanged 0 Memory request: 0.02 GB would take us to total of 0.47 GB. Trying to split cluster 100 (3326 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (181.324039 sec): 2 clusters Score: Raw -179828.151298 + Penalty 95.123278 = -179733.028020 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (181.330121 sec): 3 clusters Score: Raw -177613.355855 + Penalty 202.819923 = -177410.535932 nChanged 1592 SP:Iteration 1F (181.336036 sec): 3 clusters Score: Raw -178844.857369 + Penalty 209.649958 = -178635.207411 nChanged 319 SP:Iteration 2F (181.341911 sec): 3 clusters Score: Raw -179049.738818 + Penalty 216.263296 = -178833.475522 nChanged 223 SP:Iteration 3F (181.347810 sec): 3 clusters Score: Raw -179260.065579 + Penalty 222.557245 = -179037.508334 nChanged 186 SP:Iteration 4F (181.353725 sec): 3 clusters Score: Raw -179496.070776 + Penalty 220.661351 = -179275.409425 nChanged 149 SP:Iteration 5Q (181.359201 sec): 3 clusters Score: Raw -179667.446808 + Penalty 214.693112 = -179452.753695 nChanged 101 SP:Iteration 6Q (181.364378 sec): 3 clusters Score: Raw -179720.185898 + Penalty 210.984788 = -179509.201111 nChanged 43 SP:Iteration 7Q (181.369417 sec): 3 clusters Score: Raw -179741.524271 + Penalty 209.458523 = -179532.065749 nChanged 26 SP:Iteration 8Q (181.374477 sec): 3 clusters Score: Raw -179756.809970 + Penalty 209.534694 = -179547.275276 nChanged 16 SP:Iteration 9Q (181.379489 sec): 3 clusters Score: Raw -179764.681680 + Penalty 208.331550 = -179556.350130 nChanged 15 SP:Iteration 10F (181.385353 sec): 3 clusters Score: Raw -179769.014061 + Penalty 207.645491 = -179561.368569 nChanged 11 SP:Iteration 11Q (181.390324 sec): 3 clusters Score: Raw -179771.290659 + Penalty 206.552385 = -179564.738274 nChanged 7 SP:Iteration 12Q (181.395242 sec): 3 clusters Score: Raw -179773.861317 + Penalty 205.734651 = -179568.126666 nChanged 12 SP:Iteration 13Q (181.400199 sec): 3 clusters Score: Raw -179776.943193 + Penalty 205.310056 = -179571.633137 nChanged 9 SP:Iteration 14Q (181.405113 sec): 3 clusters Score: Raw -179778.821992 + Penalty 205.429467 = -179573.392526 nChanged 7 SP:Iteration 15Q (181.410026 sec): 3 clusters Score: Raw -179780.938115 + Penalty 205.406882 = -179575.531233 nChanged 12 SP:Iteration 16Q (181.414926 sec): 3 clusters Score: Raw -179785.295288 + Penalty 204.541217 = -179580.754071 nChanged 6 SP:Iteration 17Q (181.419818 sec): 3 clusters Score: Raw -179786.196598 + Penalty 203.689421 = -179582.507177 nChanged 8 SP:Iteration 18Q (181.424701 sec): 3 clusters Score: Raw -179787.343992 + Penalty 203.403879 = -179583.940113 nChanged 8 SP:Iteration 19Q (181.429614 sec): 3 clusters Score: Raw -179789.429768 + Penalty 203.314378 = -179586.115391 nChanged 9 SP:Iteration 20F (181.435469 sec): 3 clusters Score: Raw -179791.418361 + Penalty 202.653486 = -179588.764875 nChanged 8 SP:Iteration 21Q (181.440345 sec): 3 clusters Score: Raw -179792.982232 + Penalty 202.199668 = -179590.782564 nChanged 8 SP:Iteration 22Q (181.445275 sec): 3 clusters Score: Raw -179794.511375 + Penalty 201.238572 = -179593.272803 nChanged 11 SP:Iteration 23Q (181.450479 sec): 3 clusters Score: Raw -179797.779206 + Penalty 200.757029 = -179597.022177 nChanged 14 SP:Iteration 24Q (181.455363 sec): 3 clusters Score: Raw -179804.252616 + Penalty 200.220587 = -179604.032030 nChanged 23 SP:Iteration 25Q (181.460226 sec): 3 clusters Score: Raw -179811.010920 + Penalty 200.843899 = -179610.167021 nChanged 9 SP:Iteration 26Q (181.465075 sec): 3 clusters Score: Raw -179812.433468 + Penalty 199.731193 = -179612.702275 nChanged 7 SP:Iteration 27Q (181.469967 sec): 3 clusters Score: Raw -179814.106890 + Penalty 198.935110 = -179615.171780 nChanged 9 SP:Iteration 28Q (181.474867 sec): 3 clusters Score: Raw -179816.500704 + Penalty 197.580918 = -179618.919785 nChanged 11 SP:Iteration 29Q (181.479971 sec): 3 clusters Score: Raw -179819.174057 + Penalty 194.881825 = -179624.292232 nChanged 11 SP:Iteration 30F (181.486024 sec): 3 clusters Score: Raw -179821.538381 + Penalty 192.946314 = -179628.592067 nChanged 7 SP:Iteration 31Q (181.490938 sec): 3 clusters Score: Raw -179822.232899 + Penalty 192.445982 = -179629.786917 nChanged 3 SP:Iteration 32Q (181.495930 sec): 3 clusters Score: Raw -179822.355837 + Penalty 192.497615 = -179629.858222 nChanged 2 SP:Iteration 33Q (181.500798 sec): 3 clusters Score: Raw -179822.359944 + Penalty 192.546266 = -179629.813678 nChanged 2 SP:Iteration 34F (181.506665 sec): 3 clusters Score: Raw -179822.416103 + Penalty 192.929345 = -179629.486758 nChanged 1 SP:Iteration 35F (181.512563 sec): 3 clusters Score: Raw -179822.559138 + Penalty 192.816125 = -179629.743013 nChanged 2 SP:Iteration 36Q (181.517655 sec): 3 clusters Score: Raw -179822.506608 + Penalty 192.689572 = -179629.817036 nChanged 1 SP:Iteration 37Q (181.522730 sec): 3 clusters Score: Raw -179822.485580 + Penalty 192.689572 = -179629.796008 nChanged 0 SP:Iteration 38F (181.528812 sec): 3 clusters Score: Raw -179822.485580 + Penalty 192.689572 = -179629.796008 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 115 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (181.531775 sec): 2 clusters Score: Raw -6317.597969 + Penalty 249.981379 = -6067.616590 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (181.532186 sec): 3 clusters Score: Raw -6306.123654 + Penalty 499.111319 = -5807.012335 nChanged 17 SP:Iteration 1F (181.532586 sec): 3 clusters Score: Raw -6323.549161 + Penalty 499.072845 = -5824.476316 nChanged 5 SP:Iteration 2Q (181.532980 sec): 3 clusters Score: Raw -6330.091417 + Penalty 499.779953 = -5830.311464 nChanged 2 SP:Iteration 3Q (181.533372 sec): 3 clusters Score: Raw -6331.187352 + Penalty 501.289559 = -5829.897792 nChanged 2 SP:Iteration 4F (181.533795 sec): 3 clusters Score: Raw -6332.679194 + Penalty 501.289559 = -5831.389635 nChanged 0 Iteration 219Q (181.739025 sec): 39 clusters Score: Raw -2449256.469667 + Penalty 26373.401072 = -2422883.068595 nChanged 58 Iteration 220F (182.664445 sec): 39 clusters Score: Raw -2449318.151428 + Penalty 26402.289265 = -2422915.862162 nChanged 63 Iteration 221Q (182.846372 sec): 39 clusters Score: Raw -2449358.298109 + Penalty 26413.499230 = -2422944.798879 nChanged 33 Iteration 222Q (183.027564 sec): 39 clusters Score: Raw -2449373.408478 + Penalty 26417.607486 = -2422955.800992 nChanged 26 Iteration 223Q (183.208581 sec): 39 clusters Score: Raw -2449380.927315 + Penalty 26420.524999 = -2422960.402316 nChanged 18 Iteration 224Q (183.389463 sec): 39 clusters Score: Raw -2449387.620912 + Penalty 26422.514632 = -2422965.106280 nChanged 19 Iteration 225Q (183.571008 sec): 39 clusters Score: Raw -2449395.019832 + Penalty 26427.155988 = -2422967.863844 nChanged 10 Iteration 226Q (183.751628 sec): 39 clusters Score: Raw -2449400.101705 + Penalty 26434.254260 = -2422965.847445 nChanged 7 Iteration 227F (184.676381 sec): 39 clusters Score: Raw -2449413.136324 + Penalty 26459.246058 = -2422953.890265 nChanged 14 Iteration 228F (185.601794 sec): 39 clusters Score: Raw -2449441.407155 + Penalty 26479.183533 = -2422962.223622 nChanged 15 Iteration 229Q (185.783014 sec): 39 clusters Score: Raw -2449468.384831 + Penalty 26496.239212 = -2422972.145618 nChanged 17 Iteration 230F (186.708248 sec): 39 clusters Score: Raw -2449487.726508 + Penalty 26499.432100 = -2422988.294408 nChanged 9 Iteration 231Q (186.889032 sec): 39 clusters Score: Raw -2449493.155222 + Penalty 26502.105324 = -2422991.049898 nChanged 5 Iteration 232Q (187.069850 sec): 39 clusters Score: Raw -2449494.274265 + Penalty 26503.830551 = -2422990.443714 nChanged 3 Iteration 233F (187.995235 sec): 39 clusters Score: Raw -2449494.584874 + Penalty 26503.807976 = -2422990.776898 nChanged 1 Iteration 234Q (188.176209 sec): 39 clusters Score: Raw -2449494.602590 + Penalty 26503.933086 = -2422990.669504 nChanged 1 Iteration 235F (189.102350 sec): 39 clusters Score: Raw -2449494.613568 + Penalty 26503.933086 = -2422990.680483 nChanged 0 Writing temp clu file Memory request: 0.23 GB would take us to total of 0.45 GB. Compute initial score before splitting: Score: Raw -2449494.613568 + Penalty 26503.933086 = -2422990.680483Memory request: 0.03 GB would take us to total of 0.48 GB. Trying to split cluster 1 (6150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (189.287088 sec): 2 clusters Score: Raw -326212.882179 + Penalty 86.679356 = -326126.202823 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (189.298100 sec): 3 clusters Score: Raw -322178.877009 + Penalty 178.586526 = -322000.290483 nChanged 3013 SP:Iteration 1F (189.308909 sec): 3 clusters Score: Raw -325530.031210 + Penalty 181.764724 = -325348.266487 nChanged 309 SP:Iteration 2F (189.319696 sec): 3 clusters Score: Raw -325776.167420 + Penalty 182.768301 = -325593.399119 nChanged 127 SP:Iteration 3Q (189.330163 sec): 3 clusters Score: Raw -325833.904961 + Penalty 183.481750 = -325650.423211 nChanged 83 SP:Iteration 4Q (189.340435 sec): 3 clusters Score: Raw -325864.036144 + Penalty 183.547430 = -325680.488714 nChanged 79 SP:Iteration 5Q (189.350671 sec): 3 clusters Score: Raw -325889.308109 + Penalty 183.957298 = -325705.350811 nChanged 76 SP:Iteration 6Q (189.360798 sec): 3 clusters Score: Raw -325910.183897 + Penalty 184.985294 = -325725.198603 nChanged 94 SP:Iteration 7Q (189.371065 sec): 3 clusters Score: Raw -325940.349868 + Penalty 186.351921 = -325753.997946 nChanged 85 SP:Iteration 8Q (189.381013 sec): 3 clusters Score: Raw -325966.167610 + Penalty 188.009690 = -325778.157920 nChanged 77 SP:Iteration 9Q (189.390824 sec): 3 clusters Score: Raw -325991.636771 + Penalty 188.881988 = -325802.754783 nChanged 71 SP:Iteration 10F (189.401585 sec): 3 clusters Score: Raw -326014.875038 + Penalty 190.698283 = -325824.176755 nChanged 69 SP:Iteration 11Q (189.411311 sec): 3 clusters Score: Raw -326036.271039 + Penalty 191.892738 = -325844.378301 nChanged 69 SP:Iteration 12Q (189.420945 sec): 3 clusters Score: Raw -326057.572803 + Penalty 193.663491 = -325863.909312 nChanged 70 SP:Iteration 13Q (189.430504 sec): 3 clusters Score: Raw -326082.009354 + Penalty 196.056598 = -325885.952756 nChanged 72 SP:Iteration 14Q (189.440146 sec): 3 clusters Score: Raw -326107.752875 + Penalty 198.346082 = -325909.406793 nChanged 76 SP:Iteration 15Q (189.449542 sec): 3 clusters Score: Raw -326138.035244 + Penalty 200.643798 = -325937.391446 nChanged 78 SP:Iteration 16Q (189.458920 sec): 3 clusters Score: Raw -326172.672257 + Penalty 200.758688 = -325971.913569 nChanged 65 SP:Iteration 17Q (189.468502 sec): 3 clusters Score: Raw -326198.893303 + Penalty 202.060080 = -325996.833224 nChanged 51 SP:Iteration 18Q (189.477689 sec): 3 clusters Score: Raw -326215.655151 + Penalty 204.343973 = -326011.311178 nChanged 39 SP:Iteration 19Q (189.486753 sec): 3 clusters Score: Raw -326226.718357 + Penalty 205.101110 = -326021.617247 nChanged 39 SP:Iteration 20F (189.497506 sec): 3 clusters Score: Raw -326239.308812 + Penalty 206.180935 = -326033.127876 nChanged 28 SP:Iteration 21Q (189.506510 sec): 3 clusters Score: Raw -326250.281126 + Penalty 208.212658 = -326042.068468 nChanged 25 SP:Iteration 22Q (189.515457 sec): 3 clusters Score: Raw -326258.115994 + Penalty 207.652212 = -326050.463782 nChanged 17 SP:Iteration 23Q (189.524366 sec): 3 clusters Score: Raw -326262.764299 + Penalty 208.613268 = -326054.151031 nChanged 9 SP:Iteration 24Q (189.533397 sec): 3 clusters Score: Raw -326264.155333 + Penalty 208.716637 = -326055.438697 nChanged 8 SP:Iteration 25Q (189.542360 sec): 3 clusters Score: Raw -326264.966268 + Penalty 206.663188 = -326058.303080 nChanged 3 SP:Iteration 26Q (189.551248 sec): 3 clusters Score: Raw -326265.573521 + Penalty 206.577318 = -326058.996203 nChanged 2 SP:Iteration 27Q (189.560019 sec): 3 clusters Score: Raw -326265.794826 + Penalty 206.077324 = -326059.717502 nChanged 2 SP:Iteration 28Q (189.568873 sec): 3 clusters Score: Raw -326265.950078 + Penalty 205.719702 = -326060.230376 nChanged 1 SP:Iteration 29Q (189.577750 sec): 3 clusters Score: Raw -326266.057919 + Penalty 204.728792 = -326061.329127 nChanged 3 SP:Iteration 30F (189.588535 sec): 3 clusters Score: Raw -326266.916458 + Penalty 204.628149 = -326062.288310 nChanged 2 SP:Iteration 31Q (189.597290 sec): 3 clusters Score: Raw -326267.127435 + Penalty 204.574989 = -326062.552446 nChanged 1 SP:Iteration 32Q (189.606039 sec): 3 clusters Score: Raw -326267.182774 + Penalty 204.574989 = -326062.607785 nChanged 0 SP:Iteration 33F (189.616798 sec): 3 clusters Score: Raw -326267.182774 + Penalty 204.574989 = -326062.607785 nChanged 0 Memory request: 0.01 GB would take us to total of 0.47 GB. Trying to split cluster 2 (2581 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (189.631550 sec): 2 clusters Score: Raw -141359.033381 + Penalty 131.247004 = -141227.786377 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (189.636491 sec): 3 clusters Score: Raw -139684.637826 + Penalty 264.357093 = -139420.280733 nChanged 1214 SP:Iteration 1F (189.641190 sec): 3 clusters Score: Raw -140369.625861 + Penalty 267.488095 = -140102.137766 nChanged 262 SP:Iteration 2F (189.645960 sec): 3 clusters Score: Raw -140458.681349 + Penalty 275.793523 = -140182.887825 nChanged 196 SP:Iteration 3F (189.650799 sec): 3 clusters Score: Raw -140581.557957 + Penalty 294.124712 = -140287.433245 nChanged 244 SP:Iteration 4F (189.655638 sec): 3 clusters Score: Raw -140804.375395 + Penalty 330.294602 = -140474.080793 nChanged 286 SP:Iteration 5F (189.660426 sec): 3 clusters Score: Raw -141094.409938 + Penalty 374.175556 = -140720.234382 nChanged 166 SP:Iteration 6F (189.665036 sec): 3 clusters Score: Raw -141247.699802 + Penalty 401.076401 = -140846.623401 nChanged 80 SP:Iteration 7Q (189.669409 sec): 3 clusters Score: Raw -141312.075795 + Penalty 434.783709 = -140877.292086 nChanged 41 SP:Iteration 8Q (189.673788 sec): 3 clusters Score: Raw -141352.131188 + Penalty 506.612476 = -140845.518712 nChanged 34 SP:Iteration 9F (189.678436 sec): 3 clusters Score: Raw -141399.927354 + Penalty 534.923950 = -140865.003404 nChanged 13 SP:Iteration 10F (189.683045 sec): 3 clusters Score: Raw -141425.406453 + Penalty 535.758827 = -140889.647626 nChanged 4 SP:Iteration 11Q (189.686716 sec): 3 clusters Score: Raw -141430.633341 + Penalty 536.844609 = -140893.788733 nChanged 3 SP:Iteration 12Q (189.690354 sec): 3 clusters Score: Raw -141431.502196 + Penalty 538.081081 = -140893.421115 nChanged 1 SP:Iteration 13F (189.694966 sec): 3 clusters Score: Raw -141432.064361 + Penalty 537.923791 = -140894.140570 nChanged 1 SP:Iteration 14Q (189.698612 sec): 3 clusters Score: Raw -141432.316841 + Penalty 537.923791 = -140894.393050 nChanged 0 SP:Iteration 15F (189.703220 sec): 3 clusters Score: Raw -141432.316841 + Penalty 537.923791 = -140894.393050 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 3 (290 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (189.706702 sec): 2 clusters Score: Raw -14733.233830 + Penalty 308.248745 = -14424.985084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (189.707450 sec): 3 clusters Score: Raw -14612.951750 + Penalty 614.151500 = -13998.800250 nChanged 87 SP:Iteration 1F (189.708172 sec): 3 clusters Score: Raw -14688.030837 + Penalty 612.589541 = -14075.441296 nChanged 19 SP:Iteration 2F (189.708891 sec): 3 clusters Score: Raw -14705.253753 + Penalty 611.298297 = -14093.955457 nChanged 8 SP:Iteration 3Q (189.709602 sec): 3 clusters Score: Raw -14716.706541 + Penalty 610.177760 = -14106.528781 nChanged 10 SP:Iteration 4Q (189.710309 sec): 3 clusters Score: Raw -14730.874839 + Penalty 606.188704 = -14124.686135 nChanged 6 SP:Iteration 5Q (189.711012 sec): 3 clusters Score: Raw -14741.458657 + Penalty 604.425891 = -14137.032766 nChanged 6 SP:Iteration 6Q (189.711709 sec): 3 clusters Score: Raw -14747.676404 + Penalty 602.614284 = -14145.062120 nChanged 5 SP:Iteration 7Q (189.712406 sec): 3 clusters Score: Raw -14754.331637 + Penalty 599.781142 = -14154.550495 nChanged 8 SP:Iteration 8Q (189.713100 sec): 3 clusters Score: Raw -14767.186770 + Penalty 599.822313 = -14167.364457 nChanged 12 SP:Iteration 9Q (189.713793 sec): 3 clusters Score: Raw -14781.720684 + Penalty 602.485924 = -14179.234760 nChanged 17 SP:Iteration 10F (189.714511 sec): 3 clusters Score: Raw -14816.036445 + Penalty 609.151782 = -14206.884663 nChanged 16 SP:Iteration 11F (189.715231 sec): 3 clusters Score: Raw -14854.612341 + Penalty 614.069229 = -14240.543111 nChanged 16 SP:Iteration 12F (189.715953 sec): 3 clusters Score: Raw -14886.574542 + Penalty 615.233972 = -14271.340570 nChanged 5 SP:Iteration 13Q (189.716630 sec): 3 clusters Score: Raw -14892.454135 + Penalty 615.233972 = -14277.220163 nChanged 0 SP:Iteration 14F (189.717349 sec): 3 clusters Score: Raw -14892.454135 + Penalty 615.233972 = -14277.220163 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 4 (283 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (189.718579 sec): 2 clusters Score: Raw -15524.293902 + Penalty 272.080860 = -15252.213042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (189.719321 sec): 3 clusters Score: Raw -15417.255835 + Penalty 547.116197 = -14870.139638 nChanged 91 SP:Iteration 1F (189.720018 sec): 3 clusters Score: Raw -15501.759185 + Penalty 546.050107 = -14955.709078 nChanged 32 SP:Iteration 2F (189.720711 sec): 3 clusters Score: Raw -15541.803108 + Penalty 546.581546 = -14995.221562 nChanged 14 SP:Iteration 3Q (189.721395 sec): 3 clusters Score: Raw -15553.627341 + Penalty 541.363205 = -15012.264136 nChanged 9 SP:Iteration 4Q (189.722077 sec): 3 clusters Score: Raw -15561.796742 + Penalty 539.929923 = -15021.866819 nChanged 5 SP:Iteration 5Q (189.722758 sec): 3 clusters Score: Raw -15566.102416 + Penalty 539.342430 = -15026.759987 nChanged 1 SP:Iteration 6Q (189.723438 sec): 3 clusters Score: Raw -15566.990961 + Penalty 539.342430 = -15027.648532 nChanged 0 SP:Iteration 7F (189.724130 sec): 3 clusters Score: Raw -15566.990961 + Penalty 539.342430 = -15027.648532 nChanged 0 Memory request: 0.01 GB would take us to total of 0.46 GB. Trying to split cluster 5 (571 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (189.727040 sec): 2 clusters Score: Raw -31959.051481 + Penalty 51.886693 = -31907.164788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (189.728245 sec): 3 clusters Score: Raw -31626.006352 + Penalty 104.064592 = -31521.941760 nChanged 253 SP:Iteration 1F (189.729428 sec): 3 clusters Score: Raw -31858.443540 + Penalty 103.699103 = -31754.744437 nChanged 45 SP:Iteration 2F (189.730610 sec): 3 clusters Score: Raw -31892.137487 + Penalty 103.932417 = -31788.205070 nChanged 17 SP:Iteration 3Q (189.731763 sec): 3 clusters Score: Raw -31898.805873 + Penalty 104.172637 = -31794.633236 nChanged 10 SP:Iteration 4Q (189.732912 sec): 3 clusters Score: Raw -31900.918858 + Penalty 104.296845 = -31796.622013 nChanged 4 SP:Iteration 5Q (189.734058 sec): 3 clusters Score: Raw -31901.926066 + Penalty 104.430607 = -31797.495459 nChanged 9 SP:Iteration 6Q (189.735203 sec): 3 clusters Score: Raw -31905.398367 + Penalty 104.676526 = -31800.721841 nChanged 8 SP:Iteration 7Q (189.736344 sec): 3 clusters Score: Raw -31907.530688 + Penalty 104.852722 = -31802.677966 nChanged 4 SP:Iteration 8Q (189.737468 sec): 3 clusters Score: Raw -31908.336337 + Penalty 104.935094 = -31803.401243 nChanged 3 SP:Iteration 9Q (189.738585 sec): 3 clusters Score: Raw -31908.650339 + Penalty 104.971481 = -31803.678858 nChanged 1 SP:Iteration 10F (189.739770 sec): 3 clusters Score: Raw -31908.666918 + Penalty 104.971481 = -31803.695437 nChanged 0 Memory request: 0.01 GB would take us to total of 0.46 GB. Trying to split cluster 6 (690 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (189.743768 sec): 2 clusters Score: Raw -36999.011163 + Penalty 83.722564 = -36915.288599 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (189.745300 sec): 3 clusters Score: Raw -36586.218894 + Penalty 163.867803 = -36422.351091 nChanged 284 SP:Iteration 1F (189.746779 sec): 3 clusters Score: Raw -36811.844756 + Penalty 163.284191 = -36648.560565 nChanged 80 SP:Iteration 2F (189.748199 sec): 3 clusters Score: Raw -36877.811485 + Penalty 166.647526 = -36711.163959 nChanged 55 SP:Iteration 3F (189.749597 sec): 3 clusters Score: Raw -36924.811041 + Penalty 174.911949 = -36749.899092 nChanged 29 SP:Iteration 4Q (189.750986 sec): 3 clusters Score: Raw -36954.887679 + Penalty 189.350949 = -36765.536730 nChanged 23 SP:Iteration 5Q (189.752383 sec): 3 clusters Score: Raw -36978.165975 + Penalty 214.393666 = -36763.772309 nChanged 15 SP:Iteration 6F (189.753786 sec): 3 clusters Score: Raw -36998.067685 + Penalty 262.034358 = -36736.033327 nChanged 12 SP:Iteration 7F (189.755175 sec): 3 clusters Score: Raw -37014.373566 + Penalty 312.052527 = -36702.321040 nChanged 5 SP:Iteration 8F (189.756574 sec): 3 clusters Score: Raw -37020.759860 + Penalty 326.637642 = -36694.122218 nChanged 2 SP:Iteration 9F (189.758003 sec): 3 clusters Score: Raw -37025.686970 + Penalty 341.373094 = -36684.313875 nChanged 1 SP:Iteration 10F (189.759388 sec): 3 clusters Score: Raw -37028.697861 + Penalty 341.373094 = -36687.324767 nChanged 0 Memory request: 0.01 GB would take us to total of 0.46 GB. Trying to split cluster 7 (692 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (189.765841 sec): 2 clusters Score: Raw -36001.244883 + Penalty 186.744953 = -35814.499930 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (189.767257 sec): 3 clusters Score: Raw -35600.260709 + Penalty 372.710421 = -35227.550288 nChanged 289 SP:Iteration 1F (189.768643 sec): 3 clusters Score: Raw -35827.775826 + Penalty 379.038102 = -35448.737724 nChanged 121 SP:Iteration 2F (189.770073 sec): 3 clusters Score: Raw -35927.870281 + Penalty 382.599271 = -35545.271009 nChanged 48 SP:Iteration 3F (189.771481 sec): 3 clusters Score: Raw -35969.157804 + Penalty 384.138290 = -35585.019514 nChanged 28 SP:Iteration 4Q (189.772893 sec): 3 clusters Score: Raw -35993.904624 + Penalty 381.266305 = -35612.638320 nChanged 26 SP:Iteration 5Q (189.774314 sec): 3 clusters Score: Raw -36021.931955 + Penalty 380.795341 = -35641.136613 nChanged 20 SP:Iteration 6Q (189.775713 sec): 3 clusters Score: Raw -36047.201954 + Penalty 378.137015 = -35669.064938 nChanged 15 SP:Iteration 7Q (189.777095 sec): 3 clusters Score: Raw -36064.676636 + Penalty 376.014050 = -35688.662586 nChanged 4 SP:Iteration 8Q (189.778453 sec): 3 clusters Score: Raw -36066.948922 + Penalty 374.722684 = -35692.226238 nChanged 5 SP:Iteration 9Q (189.779787 sec): 3 clusters Score: Raw -36068.740881 + Penalty 376.109980 = -35692.630901 nChanged 4 SP:Iteration 10F (189.781210 sec): 3 clusters Score: Raw -36070.108675 + Penalty 373.904657 = -35696.204019 nChanged 5 SP:Iteration 11Q (189.782545 sec): 3 clusters Score: Raw -36071.961019 + Penalty 374.256020 = -35697.704999 nChanged 3 SP:Iteration 12Q (189.783863 sec): 3 clusters Score: Raw -36073.261021 + Penalty 371.771096 = -35701.489925 nChanged 5 SP:Iteration 13Q (189.785171 sec): 3 clusters Score: Raw -36076.049995 + Penalty 372.737715 = -35703.312279 nChanged 3 SP:Iteration 14Q (189.786506 sec): 3 clusters Score: Raw -36078.010678 + Penalty 372.737715 = -35705.272963 nChanged 0 SP:Iteration 15F (189.787911 sec): 3 clusters Score: Raw -36078.010678 + Penalty 372.737715 = -35705.272963 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 8 (344 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (189.789474 sec): 2 clusters Score: Raw -17391.902365 + Penalty 147.905961 = -17243.996404 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (189.790292 sec): 3 clusters Score: Raw -17204.861224 + Penalty 296.597527 = -16908.263697 nChanged 129 SP:Iteration 1F (189.791093 sec): 3 clusters Score: Raw -17329.323174 + Penalty 294.972761 = -17034.350413 nChanged 61 SP:Iteration 2F (189.791899 sec): 3 clusters Score: Raw -17402.054638 + Penalty 296.425484 = -17105.629154 nChanged 20 SP:Iteration 3F (189.792701 sec): 3 clusters Score: Raw -17420.800015 + Penalty 297.008885 = -17123.791130 nChanged 7 SP:Iteration 4Q (189.793479 sec): 3 clusters Score: Raw -17423.409556 + Penalty 297.337677 = -17126.071879 nChanged 3 SP:Iteration 5Q (189.794253 sec): 3 clusters Score: Raw -17424.280562 + Penalty 297.270678 = -17127.009883 nChanged 2 SP:Iteration 6Q (189.795032 sec): 3 clusters Score: Raw -17425.028911 + Penalty 297.270678 = -17127.758232 nChanged 0 SP:Iteration 7F (189.795829 sec): 3 clusters Score: Raw -17425.028911 + Penalty 297.270678 = -17127.758232 nChanged 0 Memory request: 0.01 GB would take us to total of 0.47 GB. Trying to split cluster 9 (2130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (189.803223 sec): 2 clusters Score: Raw -117395.765221 + Penalty 386.607429 = -117009.157792 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (189.807165 sec): 3 clusters Score: Raw -116111.547431 + Penalty 769.578979 = -115341.968452 nChanged 900 SP:Iteration 1F (189.811030 sec): 3 clusters Score: Raw -116557.998042 + Penalty 759.308064 = -115798.689978 nChanged 253 SP:Iteration 2F (189.814871 sec): 3 clusters Score: Raw -116723.094968 + Penalty 744.437299 = -115978.657669 nChanged 185 SP:Iteration 3F (189.818698 sec): 3 clusters Score: Raw -116873.565363 + Penalty 728.009502 = -116145.555861 nChanged 150 SP:Iteration 4F (189.822532 sec): 3 clusters Score: Raw -117015.986917 + Penalty 713.303768 = -116302.683148 nChanged 124 SP:Iteration 5F (189.826355 sec): 3 clusters Score: Raw -117142.253221 + Penalty 693.698068 = -116448.555153 nChanged 112 SP:Iteration 6F (189.830173 sec): 3 clusters Score: Raw -117254.490720 + Penalty 687.495490 = -116566.995230 nChanged 76 SP:Iteration 7Q (189.833772 sec): 3 clusters Score: Raw -117318.219468 + Penalty 680.821301 = -116637.398167 nChanged 75 SP:Iteration 8Q (189.837277 sec): 3 clusters Score: Raw -117371.108333 + Penalty 680.013021 = -116691.095312 nChanged 43 SP:Iteration 9Q (189.840713 sec): 3 clusters Score: Raw -117398.667049 + Penalty 680.742257 = -116717.924792 nChanged 29 SP:Iteration 10F (189.844553 sec): 3 clusters Score: Raw -117415.185517 + Penalty 677.461480 = -116737.724037 nChanged 33 SP:Iteration 11Q (189.847926 sec): 3 clusters Score: Raw -117434.621445 + Penalty 684.245766 = -116750.375679 nChanged 20 SP:Iteration 12Q (189.851227 sec): 3 clusters Score: Raw -117444.534598 + Penalty 689.640629 = -116754.893969 nChanged 16 SP:Iteration 13Q (189.854513 sec): 3 clusters Score: Raw -117454.576676 + Penalty 694.087534 = -116760.489142 nChanged 15 SP:Iteration 14Q (189.857772 sec): 3 clusters Score: Raw -117463.269863 + Penalty 691.951488 = -116771.318374 nChanged 13 SP:Iteration 15Q (189.861015 sec): 3 clusters Score: Raw -117470.097201 + Penalty 694.848633 = -116775.248568 nChanged 7 SP:Iteration 16Q (189.864233 sec): 3 clusters Score: Raw -117474.672938 + Penalty 697.720605 = -116776.952333 nChanged 6 SP:Iteration 17Q (189.867440 sec): 3 clusters Score: Raw -117481.186633 + Penalty 698.034477 = -116783.152156 nChanged 3 SP:Iteration 18Q (189.870632 sec): 3 clusters Score: Raw -117484.517251 + Penalty 697.658416 = -116786.858835 nChanged 3 SP:Iteration 19Q (189.873848 sec): 3 clusters Score: Raw -117485.332895 + Penalty 697.658416 = -116787.674479 nChanged 0 SP:Iteration 20F (189.877845 sec): 3 clusters Score: Raw -117485.332895 + Penalty 697.658416 = -116787.674479 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 10 (502 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (189.881216 sec): 2 clusters Score: Raw -25829.379511 + Penalty 138.934213 = -25690.445298 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (189.882316 sec): 3 clusters Score: Raw -25559.149331 + Penalty 301.838283 = -25257.311048 nChanged 191 SP:Iteration 1F (189.883397 sec): 3 clusters Score: Raw -25743.669800 + Penalty 329.405060 = -25414.264739 nChanged 57 SP:Iteration 2F (189.884469 sec): 3 clusters Score: Raw -25799.165930 + Penalty 359.655855 = -25439.510075 nChanged 32 SP:Iteration 3F (189.885538 sec): 3 clusters Score: Raw -25839.573123 + Penalty 384.902458 = -25454.670665 nChanged 18 SP:Iteration 4Q (189.886597 sec): 3 clusters Score: Raw -25862.788712 + Penalty 416.442625 = -25446.346087 nChanged 16 SP:Iteration 5F (189.887672 sec): 3 clusters Score: Raw -25881.814239 + Penalty 451.508039 = -25430.306200 nChanged 13 SP:Iteration 6F (189.888741 sec): 3 clusters Score: Raw -25898.984979 + Penalty 468.131178 = -25430.853802 nChanged 5 SP:Iteration 7Q (189.889741 sec): 3 clusters Score: Raw -25902.626859 + Penalty 474.176041 = -25428.450818 nChanged 3 SP:Iteration 8F (189.890809 sec): 3 clusters Score: Raw -25904.080652 + Penalty 478.164246 = -25425.916406 nChanged 3 SP:Iteration 9F (189.891878 sec): 3 clusters Score: Raw -25905.922082 + Penalty 484.000025 = -25421.922058 nChanged 2 SP:Iteration 10F (189.892982 sec): 3 clusters Score: Raw -25906.733702 + Penalty 496.580640 = -25410.153062 nChanged 3 SP:Iteration 11F (189.894058 sec): 3 clusters Score: Raw -25908.386694 + Penalty 498.575677 = -25409.811017 nChanged 1 SP:Iteration 12F (189.895126 sec): 3 clusters Score: Raw -25909.618984 + Penalty 491.463866 = -25418.155118 nChanged 2 SP:Iteration 13Q (189.896107 sec): 3 clusters Score: Raw -25912.355678 + Penalty 491.463866 = -25420.891812 nChanged 0 SP:Iteration 14F (189.897176 sec): 3 clusters Score: Raw -25912.355678 + Penalty 491.463866 = -25420.891812 nChanged 0 Memory request: 0.01 GB would take us to total of 0.46 GB. Trying to split cluster 11 (1736 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (189.902798 sec): 2 clusters Score: Raw -95176.303644 + Penalty 103.686780 = -95072.616863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (189.906017 sec): 3 clusters Score: Raw -94072.614619 + Penalty 215.417841 = -93857.196777 nChanged 789 SP:Iteration 1F (189.909177 sec): 3 clusters Score: Raw -94722.324075 + Penalty 238.056839 = -94484.267236 nChanged 259 SP:Iteration 2F (189.912326 sec): 3 clusters Score: Raw -95031.148145 + Penalty 274.925370 = -94756.222774 nChanged 99 SP:Iteration 3F (189.915481 sec): 3 clusters Score: Raw -95187.845366 + Penalty 273.742810 = -94914.102556 nChanged 23 SP:Iteration 4Q (189.918110 sec): 3 clusters Score: Raw -95200.324228 + Penalty 272.362251 = -94927.961978 nChanged 11 SP:Iteration 5Q (189.920704 sec): 3 clusters Score: Raw -95206.623465 + Penalty 265.743113 = -94940.880352 nChanged 8 SP:Iteration 6Q (189.923289 sec): 3 clusters Score: Raw -95210.118372 + Penalty 264.166410 = -94945.951962 nChanged 3 SP:Iteration 7Q (189.925863 sec): 3 clusters Score: Raw -95211.819584 + Penalty 262.594364 = -94949.225220 nChanged 3 SP:Iteration 8Q (189.928437 sec): 3 clusters Score: Raw -95212.326212 + Penalty 263.574485 = -94948.751727 nChanged 1 SP:Iteration 9F (189.931582 sec): 3 clusters Score: Raw -95212.350962 + Penalty 263.574485 = -94948.776477 nChanged 0 Memory request: 0.01 GB would take us to total of 0.46 GB. Trying to split cluster 12 (712 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (189.936909 sec): 2 clusters Score: Raw -38342.960338 + Penalty 208.644011 = -38134.316327 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (189.938395 sec): 3 clusters Score: Raw -37955.255622 + Penalty 433.158849 = -37522.096773 nChanged 268 SP:Iteration 1F (189.939834 sec): 3 clusters Score: Raw -38219.412146 + Penalty 443.744084 = -37775.668062 nChanged 81 SP:Iteration 2F (189.941265 sec): 3 clusters Score: Raw -38313.549240 + Penalty 447.047903 = -37866.501337 nChanged 46 SP:Iteration 3F (189.942705 sec): 3 clusters Score: Raw -38362.431455 + Penalty 444.792801 = -37917.638654 nChanged 21 SP:Iteration 4Q (189.944073 sec): 3 clusters Score: Raw -38373.139113 + Penalty 443.577440 = -37929.561673 nChanged 7 SP:Iteration 5Q (189.945417 sec): 3 clusters Score: Raw -38384.859283 + Penalty 443.537390 = -37941.321893 nChanged 4 SP:Iteration 6Q (189.946755 sec): 3 clusters Score: Raw -38387.088143 + Penalty 443.993904 = -37943.094239 nChanged 5 SP:Iteration 7Q (189.948096 sec): 3 clusters Score: Raw -38387.760159 + Penalty 443.660162 = -37944.099998 nChanged 1 SP:Iteration 8Q (189.949430 sec): 3 clusters Score: Raw -38387.976142 + Penalty 443.256477 = -37944.719665 nChanged 2 SP:Iteration 9Q (189.950769 sec): 3 clusters Score: Raw -38388.194128 + Penalty 442.590986 = -37945.603142 nChanged 2 SP:Iteration 10F (189.952216 sec): 3 clusters Score: Raw -38388.350351 + Penalty 442.590986 = -37945.759365 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 13 (319 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (189.954182 sec): 2 clusters Score: Raw -13158.413366 + Penalty 573.668313 = -12584.745053 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (189.954955 sec): 3 clusters Score: Raw -13137.641573 + Penalty 1163.801218 = -11973.840355 nChanged 83 SP:Iteration 1F (189.955747 sec): 3 clusters Score: Raw -13280.728366 + Penalty 1180.666554 = -12100.061812 nChanged 28 SP:Iteration 2F (189.956503 sec): 3 clusters Score: Raw -13335.592560 + Penalty 1183.748679 = -12151.843880 nChanged 9 SP:Iteration 3Q (189.957229 sec): 3 clusters Score: Raw -13362.636685 + Penalty 1184.217956 = -12178.418728 nChanged 6 SP:Iteration 4Q (189.957941 sec): 3 clusters Score: Raw -13376.686932 + Penalty 1188.720893 = -12187.966039 nChanged 4 SP:Iteration 5Q (189.958648 sec): 3 clusters Score: Raw -13397.339595 + Penalty 1194.444132 = -12202.895463 nChanged 7 SP:Iteration 6Q (189.959348 sec): 3 clusters Score: Raw -13415.034538 + Penalty 1196.154526 = -12218.880012 nChanged 4 SP:Iteration 7Q (189.960041 sec): 3 clusters Score: Raw -13419.908584 + Penalty 1195.768891 = -12224.139694 nChanged 1 SP:Iteration 8Q (189.960733 sec): 3 clusters Score: Raw -13421.048664 + Penalty 1199.482907 = -12221.565757 nChanged 2 SP:Iteration 9F (189.961486 sec): 3 clusters Score: Raw -13425.459000 + Penalty 1199.908207 = -12225.550793 nChanged 2 SP:Iteration 10F (189.962238 sec): 3 clusters Score: Raw -13436.065296 + Penalty 1202.279489 = -12233.785807 nChanged 2 SP:Iteration 11Q (189.962933 sec): 3 clusters Score: Raw -13439.075259 + Penalty 1202.279489 = -12236.795770 nChanged 0 SP:Iteration 12F (189.963686 sec): 3 clusters Score: Raw -13439.075259 + Penalty 1202.279489 = -12236.795770 nChanged 0 Memory request: 0.10 GB would take us to total of 0.55 GB. Trying to split cluster 14 (21605 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (190.067086 sec): 2 clusters Score: Raw -1124636.864157 + Penalty 243.475986 = -1124393.388170 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (190.107796 sec): 3 clusters Score: Raw -1110085.696147 + Penalty 502.533188 = -1109583.162959 nChanged 10237 SP:Iteration 1F (190.147745 sec): 3 clusters Score: Raw -1116518.169587 + Penalty 530.864727 = -1115987.304860 nChanged 3198 SP:Iteration 2F (190.187760 sec): 3 clusters Score: Raw -1118794.293333 + Penalty 560.124980 = -1118234.168353 nChanged 1987 SP:Iteration 3F (190.227740 sec): 3 clusters Score: Raw -1120432.748100 + Penalty 587.598149 = -1119845.149951 nChanged 1536 SP:Iteration 4F (190.267577 sec): 3 clusters Score: Raw -1121857.972033 + Penalty 591.754377 = -1121266.217656 nChanged 977 SP:Iteration 5Q (190.309295 sec): 3 clusters Score: Raw -1122808.177103 + Penalty 577.260699 = -1122230.916404 nChanged 605 SP:Iteration 6Q (190.348088 sec): 3 clusters Score: Raw -1123623.809003 + Penalty 556.678692 = -1123067.130311 nChanged 296 SP:Iteration 7Q (190.383398 sec): 3 clusters Score: Raw -1124064.413551 + Penalty 538.630709 = -1123525.782842 nChanged 183 SP:Iteration 8Q (190.417334 sec): 3 clusters Score: Raw -1124279.293273 + Penalty 522.022670 = -1123757.270603 nChanged 132 SP:Iteration 9Q (190.450907 sec): 3 clusters Score: Raw -1124397.064473 + Penalty 508.896442 = -1123888.168031 nChanged 94 SP:Iteration 10F (190.490509 sec): 3 clusters Score: Raw -1124457.089151 + Penalty 495.738833 = -1123961.350317 nChanged 90 SP:Iteration 11Q (190.523939 sec): 3 clusters Score: Raw -1124505.182576 + Penalty 484.920529 = -1124020.262047 nChanged 63 SP:Iteration 12Q (190.556878 sec): 3 clusters Score: Raw -1124537.984326 + Penalty 476.106929 = -1124061.877397 nChanged 59 SP:Iteration 13Q (190.589731 sec): 3 clusters Score: Raw -1124560.071604 + Penalty 468.865067 = -1124091.206537 nChanged 58 SP:Iteration 14Q (190.622512 sec): 3 clusters Score: Raw -1124579.830139 + Penalty 462.234859 = -1124117.595279 nChanged 53 SP:Iteration 15Q (190.655169 sec): 3 clusters Score: Raw -1124591.529041 + Penalty 458.001679 = -1124133.527362 nChanged 46 SP:Iteration 16Q (190.688309 sec): 3 clusters Score: Raw -1124601.569651 + Penalty 455.427379 = -1124146.142272 nChanged 35 SP:Iteration 17Q (190.721218 sec): 3 clusters Score: Raw -1124606.612367 + Penalty 453.256560 = -1124153.355807 nChanged 27 SP:Iteration 18Q (190.753704 sec): 3 clusters Score: Raw -1124609.692987 + Penalty 453.500370 = -1124156.192617 nChanged 24 SP:Iteration 19Q (190.786141 sec): 3 clusters Score: Raw -1124612.235908 + Penalty 451.563009 = -1124160.672899 nChanged 20 SP:Iteration 20F (190.825657 sec): 3 clusters Score: Raw -1124614.856245 + Penalty 451.108788 = -1124163.747456 nChanged 17 SP:Iteration 21Q (190.858050 sec): 3 clusters Score: Raw -1124616.623678 + Penalty 449.723886 = -1124166.899792 nChanged 15 SP:Iteration 22Q (190.890477 sec): 3 clusters Score: Raw -1124618.125375 + Penalty 449.069558 = -1124169.055817 nChanged 7 SP:Iteration 23Q (190.923354 sec): 3 clusters Score: Raw -1124618.493776 + Penalty 448.313542 = -1124170.180234 nChanged 6 SP:Iteration 24Q (190.955641 sec): 3 clusters Score: Raw -1124618.938885 + Penalty 448.157775 = -1124170.781110 nChanged 7 SP:Iteration 25Q (190.987938 sec): 3 clusters Score: Raw -1124619.235968 + Penalty 447.936778 = -1124171.299190 nChanged 4 SP:Iteration 26Q (191.020389 sec): 3 clusters Score: Raw -1124619.487767 + Penalty 447.899407 = -1124171.588360 nChanged 3 SP:Iteration 27Q (191.052733 sec): 3 clusters Score: Raw -1124619.575410 + Penalty 448.090255 = -1124171.485156 nChanged 2 SP:Iteration 28F (191.092117 sec): 3 clusters Score: Raw -1124619.622278 + Penalty 448.359617 = -1124171.262662 nChanged 3 SP:Iteration 29F (191.131794 sec): 3 clusters Score: Raw -1124619.722256 + Penalty 448.837366 = -1124170.884890 nChanged 7 SP:Iteration 30F (191.171307 sec): 3 clusters Score: Raw -1124619.946646 + Penalty 449.097757 = -1124170.848889 nChanged 2 SP:Iteration 31F (191.210916 sec): 3 clusters Score: Raw -1124619.992644 + Penalty 449.455680 = -1124170.536964 nChanged 5 SP:Iteration 32F (191.250386 sec): 3 clusters Score: Raw -1124620.202234 + Penalty 449.932302 = -1124170.269932 nChanged 5 SP:Iteration 33F (191.289768 sec): 3 clusters Score: Raw -1124620.408812 + Penalty 449.903308 = -1124170.505504 nChanged 5 SP:Iteration 34Q (191.322366 sec): 3 clusters Score: Raw -1124620.534534 + Penalty 449.948831 = -1124170.585703 nChanged 5 SP:Iteration 35Q (191.354624 sec): 3 clusters Score: Raw -1124620.758927 + Penalty 450.029214 = -1124170.729713 nChanged 8 SP:Iteration 36Q (191.388902 sec): 3 clusters Score: Raw -1124621.152007 + Penalty 449.545062 = -1124171.606945 nChanged 5 SP:Iteration 37Q (191.423085 sec): 3 clusters Score: Raw -1124621.327722 + Penalty 449.843927 = -1124171.483795 nChanged 8 SP:Iteration 38F (191.462909 sec): 3 clusters Score: Raw -1124621.705227 + Penalty 450.144600 = -1124171.560627 nChanged 9 SP:Iteration 39Q (191.495306 sec): 3 clusters Score: Raw -1124622.226716 + Penalty 450.550153 = -1124171.676562 nChanged 7 SP:Iteration 40F (191.535291 sec): 3 clusters Score: Raw -1124622.638093 + Penalty 450.704514 = -1124171.933579 nChanged 8 SP:Iteration 41Q (191.567536 sec): 3 clusters Score: Raw -1124623.145090 + Penalty 451.473777 = -1124171.671313 nChanged 8 SP:Iteration 42F (191.606972 sec): 3 clusters Score: Raw -1124623.689717 + Penalty 451.430896 = -1124172.258821 nChanged 10 SP:Iteration 43Q (191.639251 sec): 3 clusters Score: Raw -1124624.278624 + Penalty 451.581264 = -1124172.697359 nChanged 6 SP:Iteration 44Q (191.671497 sec): 3 clusters Score: Raw -1124624.822782 + Penalty 451.092486 = -1124173.730297 nChanged 5 SP:Iteration 45Q (191.704188 sec): 3 clusters Score: Raw -1124625.275654 + Penalty 449.420617 = -1124175.855037 nChanged 9 SP:Iteration 46Q (191.736618 sec): 3 clusters Score: Raw -1124626.086063 + Penalty 447.430873 = -1124178.655191 nChanged 10 SP:Iteration 47Q (191.768690 sec): 3 clusters Score: Raw -1124626.917449 + Penalty 446.062395 = -1124180.855054 nChanged 5 SP:Iteration 48Q (191.800764 sec): 3 clusters Score: Raw -1124627.775793 + Penalty 445.644014 = -1124182.131779 nChanged 5 SP:Iteration 49Q (191.833089 sec): 3 clusters Score: Raw -1124627.991542 + Penalty 445.469464 = -1124182.522078 nChanged 1 SP:Iteration 50F (191.872491 sec): 3 clusters Score: Raw -1124628.024171 + Penalty 445.469464 = -1124182.554707 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 15 (270 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (191.887394 sec): 2 clusters Score: Raw -12044.885054 + Penalty 365.531240 = -11679.353814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (191.888083 sec): 3 clusters Score: Raw -11993.318808 + Penalty 731.161271 = -11262.157537 nChanged 68 SP:Iteration 1F (191.888755 sec): 3 clusters Score: Raw -12149.091877 + Penalty 734.275601 = -11414.816276 nChanged 34 SP:Iteration 2F (191.889427 sec): 3 clusters Score: Raw -12240.279167 + Penalty 736.036562 = -11504.242605 nChanged 15 SP:Iteration 3F (191.890099 sec): 3 clusters Score: Raw -12280.755148 + Penalty 737.070513 = -11543.684635 nChanged 4 SP:Iteration 4Q (191.890708 sec): 3 clusters Score: Raw -12287.651460 + Penalty 735.927146 = -11551.724314 nChanged 2 SP:Iteration 5Q (191.891313 sec): 3 clusters Score: Raw -12294.397129 + Penalty 733.609930 = -11560.787198 nChanged 5 SP:Iteration 6Q (191.891917 sec): 3 clusters Score: Raw -12304.399811 + Penalty 732.239100 = -11572.160711 nChanged 2 SP:Iteration 7Q (191.892521 sec): 3 clusters Score: Raw -12308.979708 + Penalty 731.062480 = -11577.917228 nChanged 2 SP:Iteration 8Q (191.893119 sec): 3 clusters Score: Raw -12311.769681 + Penalty 729.797947 = -11581.971734 nChanged 2 SP:Iteration 9Q (191.893723 sec): 3 clusters Score: Raw -12315.863949 + Penalty 729.797947 = -11586.066001 nChanged 0 SP:Iteration 10F (191.894393 sec): 3 clusters Score: Raw -12315.863949 + Penalty 729.797947 = -11586.066001 nChanged 0 Memory request: 0.01 GB would take us to total of 0.46 GB. Trying to split cluster 19 (980 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (191.898795 sec): 2 clusters Score: Raw -50251.619841 + Penalty 223.650402 = -50027.969438 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (191.900714 sec): 3 clusters Score: Raw -49699.523533 + Penalty 453.542282 = -49245.981251 nChanged 389 SP:Iteration 1F (191.902588 sec): 3 clusters Score: Raw -50015.644708 + Penalty 470.842478 = -49544.802231 nChanged 116 SP:Iteration 2F (191.904463 sec): 3 clusters Score: Raw -50122.066592 + Penalty 490.686073 = -49631.380518 nChanged 52 SP:Iteration 3F (191.906336 sec): 3 clusters Score: Raw -50179.485620 + Penalty 500.708801 = -49678.776818 nChanged 25 SP:Iteration 4Q (191.908158 sec): 3 clusters Score: Raw -50208.682437 + Penalty 502.204690 = -49706.477747 nChanged 21 SP:Iteration 5Q (191.909960 sec): 3 clusters Score: Raw -50238.081304 + Penalty 511.320210 = -49726.761094 nChanged 16 SP:Iteration 6Q (191.911728 sec): 3 clusters Score: Raw -50275.071844 + Penalty 516.796735 = -49758.275109 nChanged 12 SP:Iteration 7Q (191.913445 sec): 3 clusters Score: Raw -50298.379326 + Penalty 523.799269 = -49774.580057 nChanged 8 SP:Iteration 8Q (191.915115 sec): 3 clusters Score: Raw -50303.300980 + Penalty 524.008787 = -49779.292193 nChanged 2 SP:Iteration 9Q (191.916804 sec): 3 clusters Score: Raw -50304.481062 + Penalty 524.085484 = -49780.395578 nChanged 4 SP:Iteration 10F (191.918710 sec): 3 clusters Score: Raw -50306.412793 + Penalty 525.311389 = -49781.101404 nChanged 1 SP:Iteration 11Q (191.920403 sec): 3 clusters Score: Raw -50306.578680 + Penalty 525.311389 = -49781.267291 nChanged 0 SP:Iteration 12F (191.922274 sec): 3 clusters Score: Raw -50306.578680 + Penalty 525.311389 = -49781.267291 nChanged 0 Memory request: 0.01 GB would take us to total of 0.46 GB. Trying to split cluster 21 (775 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (191.932168 sec): 2 clusters Score: Raw -41961.236459 + Penalty 752.546789 = -41208.689670 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (191.933742 sec): 3 clusters Score: Raw -41608.530591 + Penalty 1502.983412 = -40105.547180 nChanged 234 SP:Iteration 1F (191.935282 sec): 3 clusters Score: Raw -41768.790738 + Penalty 1500.619002 = -40268.171736 nChanged 68 SP:Iteration 2F (191.936834 sec): 3 clusters Score: Raw -41835.551966 + Penalty 1500.205165 = -40335.346801 nChanged 39 SP:Iteration 3F (191.938382 sec): 3 clusters Score: Raw -41868.389105 + Penalty 1500.296461 = -40368.092644 nChanged 34 SP:Iteration 4Q (191.939913 sec): 3 clusters Score: Raw -41900.989803 + Penalty 1501.259659 = -40399.730144 nChanged 25 SP:Iteration 5Q (191.941430 sec): 3 clusters Score: Raw -41924.153248 + Penalty 1501.164304 = -40422.988943 nChanged 18 SP:Iteration 6Q (191.942932 sec): 3 clusters Score: Raw -41944.501154 + Penalty 1501.354212 = -40443.146943 nChanged 13 SP:Iteration 7Q (191.944480 sec): 3 clusters Score: Raw -41957.645648 + Penalty 1501.206261 = -40456.439387 nChanged 9 SP:Iteration 8Q (191.946004 sec): 3 clusters Score: Raw -41963.984076 + Penalty 1500.748929 = -40463.235147 nChanged 5 SP:Iteration 9Q (191.947517 sec): 3 clusters Score: Raw -41966.211502 + Penalty 1500.034739 = -40466.176764 nChanged 5 SP:Iteration 10F (191.949031 sec): 3 clusters Score: Raw -41970.813862 + Penalty 1499.336709 = -40471.477153 nChanged 8 SP:Iteration 11Q (191.950573 sec): 3 clusters Score: Raw -41975.598147 + Penalty 1498.887237 = -40476.710910 nChanged 5 SP:Iteration 12Q (191.952091 sec): 3 clusters Score: Raw -41978.196754 + Penalty 1498.678705 = -40479.518048 nChanged 6 SP:Iteration 13Q (191.953602 sec): 3 clusters Score: Raw -41980.685691 + Penalty 1498.337534 = -40482.348157 nChanged 4 SP:Iteration 14Q (191.955094 sec): 3 clusters Score: Raw -41982.451203 + Penalty 1498.010251 = -40484.440952 nChanged 2 SP:Iteration 15Q (191.956630 sec): 3 clusters Score: Raw -41986.173141 + Penalty 1497.817671 = -40488.355470 nChanged 2 SP:Iteration 16Q (191.958145 sec): 3 clusters Score: Raw -41987.999315 + Penalty 1497.699214 = -40490.300101 nChanged 2 SP:Iteration 17Q (191.959640 sec): 3 clusters Score: Raw -41988.873709 + Penalty 1497.439682 = -40491.434027 nChanged 1 SP:Iteration 18Q (191.961126 sec): 3 clusters Score: Raw -41988.995036 + Penalty 1497.439682 = -40491.555354 nChanged 0 SP:Iteration 19F (191.962669 sec): 3 clusters Score: Raw -41988.995036 + Penalty 1497.439682 = -40491.555354 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 24 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (191.963641 sec): 2 clusters Score: Raw -8935.020111 + Penalty 350.330390 = -8584.689721 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (191.964143 sec): 3 clusters Score: Raw -8913.358229 + Penalty 709.427830 = -8203.930400 nChanged 33 SP:Iteration 1F (191.964633 sec): 3 clusters Score: Raw -8961.778851 + Penalty 722.697903 = -8239.080948 nChanged 13 SP:Iteration 2F (191.965123 sec): 3 clusters Score: Raw -8982.407134 + Penalty 727.105619 = -8255.301515 nChanged 2 SP:Iteration 3Q (191.965599 sec): 3 clusters Score: Raw -8985.793527 + Penalty 730.185448 = -8255.608078 nChanged 2 SP:Iteration 4Q (191.966077 sec): 3 clusters Score: Raw -8988.369454 + Penalty 737.187985 = -8251.181469 nChanged 3 SP:Iteration 5F (191.966566 sec): 3 clusters Score: Raw -8997.155846 + Penalty 738.221183 = -8258.934663 nChanged 2 SP:Iteration 6Q (191.967038 sec): 3 clusters Score: Raw -9001.132886 + Penalty 735.352717 = -8265.780169 nChanged 1 SP:Iteration 7Q (191.967509 sec): 3 clusters Score: Raw -9003.608689 + Penalty 732.749261 = -8270.859428 nChanged 1 SP:Iteration 8Q (191.967979 sec): 3 clusters Score: Raw -9004.601784 + Penalty 732.749261 = -8271.852523 nChanged 0 SP:Iteration 9F (191.968467 sec): 3 clusters Score: Raw -9004.601784 + Penalty 732.749261 = -8271.852523 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 25 (166 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (191.969392 sec): 2 clusters Score: Raw -8443.834639 + Penalty 704.882183 = -7738.952456 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (191.969896 sec): 3 clusters Score: Raw -8541.303450 + Penalty 1395.685044 = -7145.618406 nChanged 31 SP:Iteration 1F (191.970415 sec): 3 clusters Score: Raw -8614.420950 + Penalty 1397.881536 = -7216.539414 nChanged 5 SP:Iteration 2Q (191.970877 sec): 3 clusters Score: Raw -8621.501315 + Penalty 1397.881536 = -7223.619780 nChanged 0 SP:Iteration 3F (191.971372 sec): 3 clusters Score: Raw -8621.501315 + Penalty 1397.881536 = -7223.619780 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 26 (158 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (191.972266 sec): 2 clusters Score: Raw -7829.548886 + Penalty 181.491031 = -7648.057855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (191.972755 sec): 3 clusters Score: Raw -7778.326832 + Penalty 356.854088 = -7421.472744 nChanged 47 SP:Iteration 1F (191.973238 sec): 3 clusters Score: Raw -7868.175470 + Penalty 351.337444 = -7516.838025 nChanged 26 SP:Iteration 2F (191.973717 sec): 3 clusters Score: Raw -7924.886347 + Penalty 347.605226 = -7577.281121 nChanged 12 SP:Iteration 3F (191.974198 sec): 3 clusters Score: Raw -7951.403429 + Penalty 348.019741 = -7603.383688 nChanged 1 SP:Iteration 4Q (191.974645 sec): 3 clusters Score: Raw -7951.629582 + Penalty 348.019741 = -7603.609842 nChanged 0 SP:Iteration 5F (191.975125 sec): 3 clusters Score: Raw -7951.629582 + Penalty 348.019741 = -7603.609842 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 27 (179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (191.976116 sec): 2 clusters Score: Raw -6792.485006 + Penalty 685.952871 = -6106.532135 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (191.976656 sec): 3 clusters Score: Raw -6893.853927 + Penalty 1366.733306 = -5527.120621 nChanged 31 SP:Iteration 1F (191.977182 sec): 3 clusters Score: Raw -7018.555019 + Penalty 1380.094296 = -5638.460722 nChanged 18 SP:Iteration 2F (191.977711 sec): 3 clusters Score: Raw -7089.645623 + Penalty 1395.720556 = -5693.925067 nChanged 9 SP:Iteration 3F (191.978237 sec): 3 clusters Score: Raw -7121.580953 + Penalty 1407.849098 = -5713.731855 nChanged 8 SP:Iteration 4Q (191.978711 sec): 3 clusters Score: Raw -7145.003142 + Penalty 1414.346762 = -5730.656380 nChanged 5 SP:Iteration 5Q (191.979164 sec): 3 clusters Score: Raw -7160.187436 + Penalty 1416.127575 = -5744.059861 nChanged 6 SP:Iteration 6Q (191.979618 sec): 3 clusters Score: Raw -7199.294111 + Penalty 1418.562900 = -5780.731211 nChanged 3 SP:Iteration 7Q (191.980066 sec): 3 clusters Score: Raw -7213.836695 + Penalty 1418.562900 = -5795.273796 nChanged 0 SP:Iteration 8F (191.980579 sec): 3 clusters Score: Raw -7213.836695 + Penalty 1418.562900 = -5795.273796 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 29 (165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (191.981471 sec): 2 clusters Score: Raw -8719.893349 + Penalty 219.301248 = -8500.592101 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (191.981971 sec): 3 clusters Score: Raw -8679.011254 + Penalty 438.400863 = -8240.610391 nChanged 45 SP:Iteration 1F (191.982461 sec): 3 clusters Score: Raw -8718.403797 + Penalty 438.947307 = -8279.456491 nChanged 13 SP:Iteration 2F (191.982952 sec): 3 clusters Score: Raw -8737.043102 + Penalty 441.892502 = -8295.150600 nChanged 4 SP:Iteration 3Q (191.983436 sec): 3 clusters Score: Raw -8741.847083 + Penalty 446.551793 = -8295.295290 nChanged 5 SP:Iteration 4Q (191.983915 sec): 3 clusters Score: Raw -8746.352826 + Penalty 455.200012 = -8291.152814 nChanged 7 SP:Iteration 5F (191.984405 sec): 3 clusters Score: Raw -8751.373913 + Penalty 463.942117 = -8287.431796 nChanged 6 SP:Iteration 6F (191.984896 sec): 3 clusters Score: Raw -8758.308193 + Penalty 475.129281 = -8283.178912 nChanged 6 SP:Iteration 7F (191.985385 sec): 3 clusters Score: Raw -8763.338461 + Penalty 485.042742 = -8278.295719 nChanged 6 SP:Iteration 8F (191.985874 sec): 3 clusters Score: Raw -8768.476241 + Penalty 496.681892 = -8271.794350 nChanged 4 SP:Iteration 9F (191.986387 sec): 3 clusters Score: Raw -8773.441182 + Penalty 505.814976 = -8267.626206 nChanged 4 SP:Iteration 10F (191.986876 sec): 3 clusters Score: Raw -8776.550492 + Penalty 505.743452 = -8270.807041 nChanged 1 SP:Iteration 11Q (191.987351 sec): 3 clusters Score: Raw -8777.588705 + Penalty 505.743452 = -8271.845253 nChanged 0 SP:Iteration 12F (191.987841 sec): 3 clusters Score: Raw -8777.588705 + Penalty 505.743452 = -8271.845253 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 30 (226 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (191.988988 sec): 2 clusters Score: Raw -10757.208578 + Penalty 168.530623 = -10588.677955 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (191.989595 sec): 3 clusters Score: Raw -10685.266009 + Penalty 411.274299 = -10273.991710 nChanged 75 SP:Iteration 1F (191.990194 sec): 3 clusters Score: Raw -10827.788983 + Penalty 449.882571 = -10377.906413 nChanged 11 SP:Iteration 2Q (191.990776 sec): 3 clusters Score: Raw -10847.631742 + Penalty 456.476343 = -10391.155400 nChanged 3 SP:Iteration 3Q (191.991333 sec): 3 clusters Score: Raw -10853.590784 + Penalty 460.097334 = -10393.493449 nChanged 1 SP:Iteration 4Q (191.991883 sec): 3 clusters Score: Raw -10856.445776 + Penalty 460.097334 = -10396.348442 nChanged 0 SP:Iteration 5F (191.992481 sec): 3 clusters Score: Raw -10856.445776 + Penalty 460.097334 = -10396.348442 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 32 (442 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (191.995160 sec): 2 clusters Score: Raw -23731.099205 + Penalty 453.196709 = -23277.902496 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (191.996184 sec): 3 clusters Score: Raw -23524.759229 + Penalty 908.895358 = -22615.863871 nChanged 129 SP:Iteration 1F (191.997155 sec): 3 clusters Score: Raw -23631.647748 + Penalty 920.316064 = -22711.331684 nChanged 49 SP:Iteration 2F (191.998123 sec): 3 clusters Score: Raw -23691.091754 + Penalty 929.804951 = -22761.286802 nChanged 27 SP:Iteration 3F (191.999089 sec): 3 clusters Score: Raw -23734.199604 + Penalty 933.634358 = -22800.565246 nChanged 11 SP:Iteration 4Q (192.000046 sec): 3 clusters Score: Raw -23744.687232 + Penalty 933.499786 = -22811.187446 nChanged 7 SP:Iteration 5Q (192.000997 sec): 3 clusters Score: Raw -23753.210165 + Penalty 935.667889 = -22817.542276 nChanged 7 SP:Iteration 6Q (192.001942 sec): 3 clusters Score: Raw -23763.130169 + Penalty 936.313000 = -22826.817169 nChanged 6 SP:Iteration 7Q (192.002883 sec): 3 clusters Score: Raw -23767.740451 + Penalty 934.358547 = -22833.381904 nChanged 6 SP:Iteration 8Q (192.003825 sec): 3 clusters Score: Raw -23773.782350 + Penalty 931.222369 = -22842.559980 nChanged 3 SP:Iteration 9Q (192.004760 sec): 3 clusters Score: Raw -23777.165469 + Penalty 929.522549 = -22847.642920 nChanged 2 SP:Iteration 10F (192.005725 sec): 3 clusters Score: Raw -23779.007370 + Penalty 929.335360 = -22849.672010 nChanged 1 SP:Iteration 11Q (192.006652 sec): 3 clusters Score: Raw -23781.791831 + Penalty 928.804128 = -22852.987703 nChanged 1 SP:Iteration 12Q (192.007585 sec): 3 clusters Score: Raw -23782.282503 + Penalty 927.150828 = -22855.131675 nChanged 1 SP:Iteration 13Q (192.008514 sec): 3 clusters Score: Raw -23782.507698 + Penalty 925.872008 = -22856.635690 nChanged 1 SP:Iteration 14Q (192.009441 sec): 3 clusters Score: Raw -23784.184623 + Penalty 927.262166 = -22856.922457 nChanged 1 SP:Iteration 15Q (192.010367 sec): 3 clusters Score: Raw -23786.290905 + Penalty 926.952376 = -22859.338530 nChanged 1 SP:Iteration 16Q (192.011296 sec): 3 clusters Score: Raw -23786.895939 + Penalty 927.470740 = -22859.425199 nChanged 1 SP:Iteration 17Q (192.012222 sec): 3 clusters Score: Raw -23787.625574 + Penalty 926.771106 = -22860.854468 nChanged 1 SP:Iteration 18Q (192.013153 sec): 3 clusters Score: Raw -23788.019696 + Penalty 926.730462 = -22861.289234 nChanged 1 SP:Iteration 19Q (192.014115 sec): 3 clusters Score: Raw -23788.477006 + Penalty 926.803595 = -22861.673411 nChanged 2 SP:Iteration 20F (192.015079 sec): 3 clusters Score: Raw -23789.182036 + Penalty 926.551872 = -22862.630164 nChanged 2 SP:Iteration 21Q (192.016008 sec): 3 clusters Score: Raw -23794.095080 + Penalty 926.501596 = -22867.593484 nChanged 3 SP:Iteration 22Q (192.016933 sec): 3 clusters Score: Raw -23795.612488 + Penalty 926.019453 = -22869.593034 nChanged 3 SP:Iteration 23Q (192.017853 sec): 3 clusters Score: Raw -23799.601423 + Penalty 926.148885 = -22873.452538 nChanged 4 SP:Iteration 24Q (192.018769 sec): 3 clusters Score: Raw -23804.620867 + Penalty 922.721486 = -22881.899381 nChanged 6 SP:Iteration 25Q (192.019683 sec): 3 clusters Score: Raw -23810.901226 + Penalty 917.577804 = -22893.323421 nChanged 8 SP:Iteration 26Q (192.020590 sec): 3 clusters Score: Raw -23822.615438 + Penalty 915.872128 = -22906.743311 nChanged 8 SP:Iteration 27Q (192.021486 sec): 3 clusters Score: Raw -23833.413372 + Penalty 913.632463 = -22919.780909 nChanged 12 SP:Iteration 28Q (192.022376 sec): 3 clusters Score: Raw -23856.420447 + Penalty 913.788200 = -22942.632247 nChanged 23 SP:Iteration 29F (192.023365 sec): 3 clusters Score: Raw -23915.247912 + Penalty 912.556287 = -23002.691624 nChanged 11 SP:Iteration 30F (192.024332 sec): 3 clusters Score: Raw -23934.401353 + Penalty 912.469234 = -23021.932119 nChanged 6 SP:Iteration 31Q (192.025182 sec): 3 clusters Score: Raw -23945.198406 + Penalty 911.727354 = -23033.471052 nChanged 4 SP:Iteration 32Q (192.026023 sec): 3 clusters Score: Raw -23949.544570 + Penalty 911.118428 = -23038.426142 nChanged 3 SP:Iteration 33Q (192.026865 sec): 3 clusters Score: Raw -23951.628223 + Penalty 910.686548 = -23040.941675 nChanged 1 SP:Iteration 34Q (192.027701 sec): 3 clusters Score: Raw -23952.749188 + Penalty 910.686548 = -23042.062640 nChanged 0 SP:Iteration 35F (192.028667 sec): 3 clusters Score: Raw -23952.749188 + Penalty 910.686548 = -23042.062640 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 35 (306 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (192.030486 sec): 2 clusters Score: Raw -13917.450107 + Penalty 803.349240 = -13114.100866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (192.031233 sec): 3 clusters Score: Raw -13975.378318 + Penalty 1606.697628 = -12368.680691 nChanged 76 SP:Iteration 1F (192.031968 sec): 3 clusters Score: Raw -14120.871862 + Penalty 1606.366551 = -12514.505311 nChanged 33 SP:Iteration 2F (192.032700 sec): 3 clusters Score: Raw -14242.082396 + Penalty 1605.790649 = -12636.291747 nChanged 19 SP:Iteration 3F (192.033434 sec): 3 clusters Score: Raw -14312.103081 + Penalty 1606.821358 = -12705.281724 nChanged 13 SP:Iteration 4Q (192.034106 sec): 3 clusters Score: Raw -14386.945623 + Penalty 1606.662853 = -12780.282770 nChanged 11 SP:Iteration 5Q (192.034762 sec): 3 clusters Score: Raw -14436.395070 + Penalty 1606.275944 = -12830.119126 nChanged 10 SP:Iteration 6Q (192.035406 sec): 3 clusters Score: Raw -14496.328088 + Penalty 1606.556780 = -12889.771308 nChanged 6 SP:Iteration 7Q (192.036036 sec): 3 clusters Score: Raw -14534.492345 + Penalty 1605.355142 = -12929.137203 nChanged 3 SP:Iteration 8Q (192.036660 sec): 3 clusters Score: Raw -14549.693485 + Penalty 1605.259234 = -12944.434252 nChanged 2 SP:Iteration 9Q (192.037281 sec): 3 clusters Score: Raw -14560.921361 + Penalty 1605.058147 = -12955.863214 nChanged 2 SP:Iteration 10F (192.038012 sec): 3 clusters Score: Raw -14566.575637 + Penalty 1605.058147 = -12961.517490 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 36 (495 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (192.041246 sec): 2 clusters Score: Raw -24650.464993 + Penalty 242.216595 = -24408.248398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (192.042323 sec): 3 clusters Score: Raw -24426.776608 + Penalty 495.239083 = -23931.537525 nChanged 173 SP:Iteration 1F (192.043417 sec): 3 clusters Score: Raw -24587.624204 + Penalty 525.340436 = -24062.283768 nChanged 67 SP:Iteration 2F (192.044474 sec): 3 clusters Score: Raw -24671.786663 + Penalty 550.942215 = -24120.844449 nChanged 27 SP:Iteration 3F (192.045528 sec): 3 clusters Score: Raw -24708.228037 + Penalty 569.072766 = -24139.155271 nChanged 12 SP:Iteration 4Q (192.046581 sec): 3 clusters Score: Raw -24723.237271 + Penalty 575.700430 = -24147.536841 nChanged 10 SP:Iteration 5Q (192.047624 sec): 3 clusters Score: Raw -24731.685860 + Penalty 576.652138 = -24155.033722 nChanged 2 SP:Iteration 6Q (192.048661 sec): 3 clusters Score: Raw -24732.694844 + Penalty 581.936265 = -24150.758578 nChanged 2 SP:Iteration 7F (192.049714 sec): 3 clusters Score: Raw -24738.738620 + Penalty 598.941183 = -24139.797438 nChanged 4 SP:Iteration 8F (192.050765 sec): 3 clusters Score: Raw -24747.048131 + Penalty 609.001218 = -24138.046913 nChanged 5 SP:Iteration 9F (192.051817 sec): 3 clusters Score: Raw -24754.633858 + Penalty 616.380895 = -24138.252963 nChanged 2 SP:Iteration 10F (192.052870 sec): 3 clusters Score: Raw -24757.741593 + Penalty 624.032925 = -24133.708668 nChanged 2 SP:Iteration 11F (192.053926 sec): 3 clusters Score: Raw -24758.818398 + Penalty 624.031748 = -24134.786650 nChanged 1 SP:Iteration 12Q (192.054921 sec): 3 clusters Score: Raw -24759.637494 + Penalty 628.369372 = -24131.268122 nChanged 1 SP:Iteration 13F (192.055973 sec): 3 clusters Score: Raw -24760.265524 + Penalty 629.357553 = -24130.907971 nChanged 1 SP:Iteration 14F (192.057024 sec): 3 clusters Score: Raw -24760.716537 + Penalty 635.305570 = -24125.410968 nChanged 1 SP:Iteration 15F (192.058075 sec): 3 clusters Score: Raw -24764.865504 + Penalty 642.540687 = -24122.324816 nChanged 2 SP:Iteration 16F (192.059127 sec): 3 clusters Score: Raw -24780.087031 + Penalty 651.768205 = -24128.318826 nChanged 2 SP:Iteration 17Q (192.060113 sec): 3 clusters Score: Raw -24784.330843 + Penalty 659.496758 = -24124.834086 nChanged 3 SP:Iteration 18F (192.061167 sec): 3 clusters Score: Raw -24788.144372 + Penalty 664.553404 = -24123.590968 nChanged 1 SP:Iteration 19F (192.062217 sec): 3 clusters Score: Raw -24788.822813 + Penalty 664.553404 = -24124.269408 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 38 (176 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (192.064004 sec): 2 clusters Score: Raw -9417.840529 + Penalty 530.474366 = -8887.366163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (192.064524 sec): 3 clusters Score: Raw -9431.307036 + Penalty 1061.461505 = -8369.845531 nChanged 29 SP:Iteration 1F (192.065035 sec): 3 clusters Score: Raw -9481.022027 + Penalty 1063.200848 = -8417.821179 nChanged 9 SP:Iteration 2F (192.065544 sec): 3 clusters Score: Raw -9495.798482 + Penalty 1064.601813 = -8431.196669 nChanged 4 SP:Iteration 3Q (192.066031 sec): 3 clusters Score: Raw -9508.021608 + Penalty 1064.667473 = -8443.354135 nChanged 4 SP:Iteration 4Q (192.066516 sec): 3 clusters Score: Raw -9515.238185 + Penalty 1066.081827 = -8449.156359 nChanged 3 SP:Iteration 5Q (192.066999 sec): 3 clusters Score: Raw -9520.349520 + Penalty 1066.081827 = -8454.267693 nChanged 0 SP:Iteration 6F (192.067507 sec): 3 clusters Score: Raw -9520.349520 + Penalty 1066.081827 = -8454.267693 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 40 (274 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (192.068714 sec): 2 clusters Score: Raw -11439.904237 + Penalty 641.379971 = -10798.524266 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (192.069406 sec): 3 clusters Score: Raw -11477.201224 + Penalty 1282.764743 = -10194.436481 nChanged 76 SP:Iteration 1F (192.070084 sec): 3 clusters Score: Raw -11630.766470 + Penalty 1283.456551 = -10347.309919 nChanged 24 SP:Iteration 2F (192.070790 sec): 3 clusters Score: Raw -11674.797707 + Penalty 1284.078191 = -10390.719516 nChanged 14 SP:Iteration 3F (192.071467 sec): 3 clusters Score: Raw -11731.212764 + Penalty 1284.298670 = -10446.914095 nChanged 8 SP:Iteration 4Q (192.072096 sec): 3 clusters Score: Raw -11760.663995 + Penalty 1284.709888 = -10475.954107 nChanged 10 SP:Iteration 5Q (192.072718 sec): 3 clusters Score: Raw -11813.059077 + Penalty 1286.545818 = -10526.513259 nChanged 6 SP:Iteration 6Q (192.073340 sec): 3 clusters Score: Raw -11827.948775 + Penalty 1287.221158 = -10540.727617 nChanged 3 SP:Iteration 7Q (192.073945 sec): 3 clusters Score: Raw -11832.824342 + Penalty 1287.901008 = -10544.923335 nChanged 2 SP:Iteration 8Q (192.074544 sec): 3 clusters Score: Raw -11842.210626 + Penalty 1287.240270 = -10554.970355 nChanged 3 SP:Iteration 9Q (192.075143 sec): 3 clusters Score: Raw -11849.998711 + Penalty 1286.922610 = -10563.076100 nChanged 1 SP:Iteration 10F (192.075865 sec): 3 clusters Score: Raw -11853.044072 + Penalty 1286.922610 = -10566.121462 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 42 (508 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (192.078903 sec): 2 clusters Score: Raw -25716.140420 + Penalty 803.867752 = -24912.272667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (192.080020 sec): 3 clusters Score: Raw -25594.437274 + Penalty 1608.080696 = -23986.356578 nChanged 118 SP:Iteration 1F (192.081099 sec): 3 clusters Score: Raw -25742.685953 + Penalty 1612.110348 = -24130.575606 nChanged 47 SP:Iteration 2F (192.082176 sec): 3 clusters Score: Raw -25815.852882 + Penalty 1614.370530 = -24201.482352 nChanged 24 SP:Iteration 3Q (192.083234 sec): 3 clusters Score: Raw -25858.497572 + Penalty 1619.033672 = -24239.463900 nChanged 16 SP:Iteration 4Q (192.084283 sec): 3 clusters Score: Raw -25876.874842 + Penalty 1620.323392 = -24256.551450 nChanged 8 SP:Iteration 5Q (192.085335 sec): 3 clusters Score: Raw -25887.465848 + Penalty 1621.879831 = -24265.586018 nChanged 6 SP:Iteration 6Q (192.086379 sec): 3 clusters Score: Raw -25896.189181 + Penalty 1622.103413 = -24274.085768 nChanged 5 SP:Iteration 7Q (192.087419 sec): 3 clusters Score: Raw -25902.973956 + Penalty 1621.560599 = -24281.413357 nChanged 2 SP:Iteration 8Q (192.088458 sec): 3 clusters Score: Raw -25904.602355 + Penalty 1620.291716 = -24284.310639 nChanged 2 SP:Iteration 9Q (192.089497 sec): 3 clusters Score: Raw -25906.531969 + Penalty 1620.379625 = -24286.152344 nChanged 1 SP:Iteration 10F (192.090571 sec): 3 clusters Score: Raw -25908.079604 + Penalty 1620.379625 = -24287.699979 nChanged 0 Memory request: 0.01 GB would take us to total of 0.46 GB. Trying to split cluster 46 (770 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (192.093550 sec): 2 clusters Score: Raw -38678.633282 + Penalty 171.782525 = -38506.850757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (192.095112 sec): 3 clusters Score: Raw -38269.179052 + Penalty 337.319961 = -37931.859091 nChanged 298 SP:Iteration 1F (192.096671 sec): 3 clusters Score: Raw -38589.198910 + Penalty 335.244237 = -38253.954673 nChanged 66 SP:Iteration 2F (192.098208 sec): 3 clusters Score: Raw -38659.329995 + Penalty 332.651729 = -38326.678266 nChanged 23 SP:Iteration 3Q (192.099707 sec): 3 clusters Score: Raw -38676.074257 + Penalty 334.564455 = -38341.509801 nChanged 14 SP:Iteration 4Q (192.101189 sec): 3 clusters Score: Raw -38686.277805 + Penalty 335.348710 = -38350.929095 nChanged 16 SP:Iteration 5Q (192.102699 sec): 3 clusters Score: Raw -38696.197394 + Penalty 335.832632 = -38360.364762 nChanged 14 SP:Iteration 6Q (192.104198 sec): 3 clusters Score: Raw -38703.514464 + Penalty 336.985067 = -38366.529397 nChanged 12 SP:Iteration 7Q (192.105672 sec): 3 clusters Score: Raw -38710.083779 + Penalty 338.612175 = -38371.471604 nChanged 10 SP:Iteration 8Q (192.107135 sec): 3 clusters Score: Raw -38719.346236 + Penalty 340.022204 = -38379.324032 nChanged 14 SP:Iteration 9Q (192.108657 sec): 3 clusters Score: Raw -38727.808039 + Penalty 340.733194 = -38387.074846 nChanged 8 SP:Iteration 10F (192.110190 sec): 3 clusters Score: Raw -38730.670489 + Penalty 341.207010 = -38389.463479 nChanged 5 SP:Iteration 11Q (192.111648 sec): 3 clusters Score: Raw -38733.412313 + Penalty 341.718795 = -38391.693518 nChanged 7 SP:Iteration 12Q (192.113097 sec): 3 clusters Score: Raw -38736.110526 + Penalty 342.042888 = -38394.067638 nChanged 4 SP:Iteration 13Q (192.114577 sec): 3 clusters Score: Raw -38738.155797 + Penalty 342.321064 = -38395.834733 nChanged 4 SP:Iteration 14Q (192.116047 sec): 3 clusters Score: Raw -38739.027920 + Penalty 342.365914 = -38396.662006 nChanged 1 SP:Iteration 15Q (192.117500 sec): 3 clusters Score: Raw -38739.071023 + Penalty 342.365914 = -38396.705109 nChanged 0 SP:Iteration 16F (192.119004 sec): 3 clusters Score: Raw -38739.071023 + Penalty 342.365914 = -38396.705109 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 57 (337 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (192.120461 sec): 2 clusters Score: Raw -16281.909337 + Penalty 560.986902 = -15720.922436 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (192.121263 sec): 3 clusters Score: Raw -16195.548498 + Penalty 1126.533177 = -15069.015321 nChanged 82 SP:Iteration 1F (192.122055 sec): 3 clusters Score: Raw -16298.922641 + Penalty 1137.084278 = -15161.838363 nChanged 34 SP:Iteration 2F (192.122842 sec): 3 clusters Score: Raw -16351.839071 + Penalty 1141.521286 = -15210.317785 nChanged 16 SP:Iteration 3Q (192.123609 sec): 3 clusters Score: Raw -16390.571529 + Penalty 1148.674843 = -15241.896686 nChanged 14 SP:Iteration 4Q (192.124365 sec): 3 clusters Score: Raw -16431.503668 + Penalty 1149.741558 = -15281.762110 nChanged 7 SP:Iteration 5Q (192.125117 sec): 3 clusters Score: Raw -16446.869901 + Penalty 1149.964243 = -15296.905658 nChanged 8 SP:Iteration 6Q (192.125852 sec): 3 clusters Score: Raw -16460.895291 + Penalty 1147.242425 = -15313.652866 nChanged 5 SP:Iteration 7Q (192.126577 sec): 3 clusters Score: Raw -16467.059236 + Penalty 1145.778455 = -15321.280781 nChanged 1 SP:Iteration 8Q (192.127305 sec): 3 clusters Score: Raw -16468.114867 + Penalty 1145.778455 = -15322.336413 nChanged 0 SP:Iteration 9F (192.128092 sec): 3 clusters Score: Raw -16468.114867 + Penalty 1145.778455 = -15322.336413 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 58 (141 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (192.128981 sec): 2 clusters Score: Raw -7232.573564 + Penalty 530.100589 = -6702.472975 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (192.129453 sec): 3 clusters Score: Raw -7244.500667 + Penalty 1062.140519 = -6182.360148 nChanged 20 SP:Iteration 1F (192.129918 sec): 3 clusters Score: Raw -7291.752824 + Penalty 1065.229150 = -6226.523674 nChanged 5 SP:Iteration 2Q (192.130358 sec): 3 clusters Score: Raw -7305.248658 + Penalty 1065.169729 = -6240.078929 nChanged 4 SP:Iteration 3Q (192.130793 sec): 3 clusters Score: Raw -7318.104876 + Penalty 1064.314986 = -6253.789890 nChanged 1 SP:Iteration 4Q (192.131223 sec): 3 clusters Score: Raw -7319.459748 + Penalty 1064.314986 = -6255.144762 nChanged 0 SP:Iteration 5F (192.131686 sec): 3 clusters Score: Raw -7319.459748 + Penalty 1064.314986 = -6255.144762 nChanged 0 Memory request: 0.01 GB would take us to total of 0.46 GB. Trying to split cluster 62 (549 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (192.133670 sec): 2 clusters Score: Raw -26642.913793 + Penalty 542.889321 = -26100.024472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (192.134830 sec): 3 clusters Score: Raw -26432.358972 + Penalty 1093.510319 = -25338.848653 nChanged 162 SP:Iteration 1F (192.135999 sec): 3 clusters Score: Raw -26588.247218 + Penalty 1119.557473 = -25468.689745 nChanged 68 SP:Iteration 2F (192.137152 sec): 3 clusters Score: Raw -26707.637479 + Penalty 1146.614151 = -25561.023327 nChanged 49 SP:Iteration 3F (192.138364 sec): 3 clusters Score: Raw -26795.137819 + Penalty 1154.586448 = -25640.551371 nChanged 23 SP:Iteration 4Q (192.139495 sec): 3 clusters Score: Raw -26824.414745 + Penalty 1154.667893 = -25669.746852 nChanged 9 SP:Iteration 5Q (192.140598 sec): 3 clusters Score: Raw -26839.346751 + Penalty 1156.783170 = -25682.563581 nChanged 3 SP:Iteration 6Q (192.141690 sec): 3 clusters Score: Raw -26843.814964 + Penalty 1161.191442 = -25682.623522 nChanged 5 SP:Iteration 7Q (192.142776 sec): 3 clusters Score: Raw -26854.432512 + Penalty 1160.042570 = -25694.389943 nChanged 2 SP:Iteration 8Q (192.143853 sec): 3 clusters Score: Raw -26860.204971 + Penalty 1160.205066 = -25699.999905 nChanged 2 SP:Iteration 9Q (192.144929 sec): 3 clusters Score: Raw -26862.668302 + Penalty 1160.719847 = -25701.948455 nChanged 1 SP:Iteration 10F (192.146076 sec): 3 clusters Score: Raw -26863.055293 + Penalty 1160.719847 = -25702.335445 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 66 (199 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (192.147116 sec): 2 clusters Score: Raw -9359.430174 + Penalty 337.807327 = -9021.622847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (192.147676 sec): 3 clusters Score: Raw -9346.347116 + Penalty 698.978206 = -8647.368911 nChanged 36 SP:Iteration 1F (192.148226 sec): 3 clusters Score: Raw -9414.653325 + Penalty 706.798508 = -8707.854818 nChanged 12 SP:Iteration 2F (192.148779 sec): 3 clusters Score: Raw -9440.461037 + Penalty 716.276601 = -8724.184436 nChanged 8 SP:Iteration 3Q (192.149307 sec): 3 clusters Score: Raw -9461.848835 + Penalty 721.891337 = -8739.957499 nChanged 6 SP:Iteration 4Q (192.149829 sec): 3 clusters Score: Raw -9474.501497 + Penalty 722.981703 = -8751.519794 nChanged 4 SP:Iteration 5Q (192.150345 sec): 3 clusters Score: Raw -9484.269700 + Penalty 724.963720 = -8759.305980 nChanged 3 SP:Iteration 6Q (192.150859 sec): 3 clusters Score: Raw -9493.594990 + Penalty 722.104715 = -8771.490275 nChanged 3 SP:Iteration 7Q (192.151369 sec): 3 clusters Score: Raw -9500.923782 + Penalty 722.104715 = -8778.819067 nChanged 0 SP:Iteration 8F (192.151916 sec): 3 clusters Score: Raw -9500.923782 + Penalty 722.104715 = -8778.819067 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 77 (106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (192.152725 sec): 2 clusters Score: Raw -4788.271953 + Penalty 546.111518 = -4242.160435 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (192.153137 sec): 3 clusters Score: Raw -4915.777778 + Penalty 1106.517317 = -3809.260461 nChanged 15 SP:Iteration 1F (192.153542 sec): 3 clusters Score: Raw -4971.529732 + Penalty 1112.385591 = -3859.144141 nChanged 3 SP:Iteration 2Q (192.153911 sec): 3 clusters Score: Raw -4984.625766 + Penalty 1112.385591 = -3872.240175 nChanged 0 SP:Iteration 3F (192.154312 sec): 3 clusters Score: Raw -4984.625766 + Penalty 1112.385591 = -3872.240175 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 78 (289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (192.155570 sec): 2 clusters Score: Raw -15692.108773 + Penalty 467.986267 = -15224.122506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (192.156289 sec): 3 clusters Score: Raw -15647.754145 + Penalty 962.598418 = -14685.155727 nChanged 83 SP:Iteration 1F (192.156994 sec): 3 clusters Score: Raw -15765.528228 + Penalty 989.350679 = -14776.177550 nChanged 24 SP:Iteration 2F (192.157715 sec): 3 clusters Score: Raw -15816.691791 + Penalty 1005.974233 = -14810.717558 nChanged 14 SP:Iteration 3Q (192.158377 sec): 3 clusters Score: Raw -15851.162454 + Penalty 1015.276854 = -14835.885600 nChanged 4 SP:Iteration 4Q (192.159023 sec): 3 clusters Score: Raw -15858.563894 + Penalty 1020.118455 = -14838.445439 nChanged 4 SP:Iteration 5Q (192.159690 sec): 3 clusters Score: Raw -15868.049692 + Penalty 1025.683781 = -14842.365912 nChanged 2 SP:Iteration 6Q (192.160321 sec): 3 clusters Score: Raw -15871.122620 + Penalty 1025.478389 = -14845.644231 nChanged 2 SP:Iteration 7Q (192.160948 sec): 3 clusters Score: Raw -15879.156272 + Penalty 1026.881066 = -14852.275206 nChanged 1 SP:Iteration 8Q (192.161570 sec): 3 clusters Score: Raw -15880.202796 + Penalty 1026.881066 = -14853.321729 nChanged 0 SP:Iteration 9F (192.162270 sec): 3 clusters Score: Raw -15880.202796 + Penalty 1026.881066 = -14853.321729 nChanged 0 Memory request: 0.02 GB would take us to total of 0.47 GB. Trying to split cluster 100 (3337 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (192.177392 sec): 2 clusters Score: Raw -180409.582364 + Penalty 94.780106 = -180314.802258 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (192.183463 sec): 3 clusters Score: Raw -178304.781660 + Penalty 192.510857 = -178112.270803 nChanged 1572 SP:Iteration 1F (192.189401 sec): 3 clusters Score: Raw -179724.338116 + Penalty 195.119987 = -179529.218130 nChanged 268 SP:Iteration 2F (192.195305 sec): 3 clusters Score: Raw -180054.501810 + Penalty 195.153262 = -179859.348548 nChanged 168 SP:Iteration 3F (192.201188 sec): 3 clusters Score: Raw -180255.590922 + Penalty 194.284346 = -180061.306576 nChanged 79 SP:Iteration 4Q (192.206562 sec): 3 clusters Score: Raw -180299.924071 + Penalty 194.120681 = -180105.803390 nChanged 33 SP:Iteration 5Q (192.211785 sec): 3 clusters Score: Raw -180315.885408 + Penalty 194.562468 = -180121.322939 nChanged 38 SP:Iteration 6Q (192.216975 sec): 3 clusters Score: Raw -180334.576687 + Penalty 196.042809 = -180138.533878 nChanged 36 SP:Iteration 7Q (192.222118 sec): 3 clusters Score: Raw -180347.428581 + Penalty 195.778987 = -180151.649594 nChanged 31 SP:Iteration 8Q (192.227398 sec): 3 clusters Score: Raw -180362.752000 + Penalty 196.015180 = -180166.736820 nChanged 30 SP:Iteration 9Q (192.232532 sec): 3 clusters Score: Raw -180375.641924 + Penalty 196.290561 = -180179.351363 nChanged 22 SP:Iteration 10F (192.238454 sec): 3 clusters Score: Raw -180382.411911 + Penalty 196.203885 = -180186.208026 nChanged 21 SP:Iteration 11Q (192.243465 sec): 3 clusters Score: Raw -180387.589291 + Penalty 196.046568 = -180191.542722 nChanged 17 SP:Iteration 12Q (192.248449 sec): 3 clusters Score: Raw -180391.703481 + Penalty 196.325521 = -180195.377960 nChanged 13 SP:Iteration 13Q (192.253416 sec): 3 clusters Score: Raw -180396.639288 + Penalty 194.778771 = -180201.860517 nChanged 12 SP:Iteration 14Q (192.258366 sec): 3 clusters Score: Raw -180401.663936 + Penalty 195.208233 = -180206.455703 nChanged 9 SP:Iteration 15Q (192.263302 sec): 3 clusters Score: Raw -180403.398858 + Penalty 195.745199 = -180207.653659 nChanged 7 SP:Iteration 16Q (192.268226 sec): 3 clusters Score: Raw -180404.279191 + Penalty 195.932606 = -180208.346586 nChanged 4 SP:Iteration 17Q (192.273145 sec): 3 clusters Score: Raw -180404.547675 + Penalty 196.084200 = -180208.463475 nChanged 2 SP:Iteration 18Q (192.278065 sec): 3 clusters Score: Raw -180404.700669 + Penalty 196.084200 = -180208.616469 nChanged 0 SP:Iteration 19F (192.283963 sec): 3 clusters Score: Raw -180404.700669 + Penalty 196.084200 = -180208.616469 nChanged 0 Memory request: 0.00 GB would take us to total of 0.46 GB. Trying to split cluster 115 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (192.286987 sec): 2 clusters Score: Raw -6317.597969 + Penalty 249.981379 = -6067.616590 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (192.287417 sec): 3 clusters Score: Raw -6292.170736 + Penalty 499.103828 = -5793.066907 nChanged 21 SP:Iteration 1F (192.287831 sec): 3 clusters Score: Raw -6317.117276 + Penalty 499.503655 = -5817.613620 nChanged 5 SP:Iteration 2Q (192.288237 sec): 3 clusters Score: Raw -6326.445662 + Penalty 498.174366 = -5828.271296 nChanged 5 SP:Iteration 3Q (192.288673 sec): 3 clusters Score: Raw -6331.605666 + Penalty 499.493635 = -5832.112032 nChanged 4 SP:Iteration 4Q (192.289079 sec): 3 clusters Score: Raw -6343.088909 + Penalty 497.959626 = -5845.129283 nChanged 4 SP:Iteration 5Q (192.289484 sec): 3 clusters Score: Raw -6351.206087 + Penalty 497.959626 = -5853.246461 nChanged 0 SP:Iteration 6F (192.289893 sec): 3 clusters Score: Raw -6351.206087 + Penalty 497.959626 = -5853.246461 nChanged 0 Time taken for this iteration:190.940221 seconds. 300->39 Clusters: Score -2422990.680483, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 236 (time per iteration =815.022775 ms) Total iterations: 3073 (time per iteration =62.592052 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 10801728125.000000 (time per metric unit =17.806908ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 270043203125.000000 (time per metric unit=712.276305ps) That took 192.345375 seconds.