FileBase PeterP-2014-02-27_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 0.17 and 0.25 GB of RAM. Memory request: 0.08 GB would take us to total of 0.08 GB. ---------------------------------------------------------- Loaded 17917 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 17917 points ------ Starting initial clusters from distinct float masks Not enough masks (151) to generate starting clusters (300), so starting with (152) clusters instead. Assigned 152 initial classes from 151 unique masks. Deleting Class 129 (1 points): Lose 6.712401 but Gain 1576.454412 Iteration 0F (1.756017 sec): 151 clusters Score: Raw -511694.723475 + Penalty 131602.597464 = -380092.126011 nChanged 2927 Deleting Class 136 (1 points): Lose 9.700522 but Gain 1523.859549 Iteration 1F (2.996630 sec): 147 clusters Score: Raw -517614.705518 + Penalty 130311.098121 = -387303.607396 nChanged 718 Deleting Class 140 (1 points): Lose 20.522431 but Gain 1518.027977 Iteration 2Q (3.129481 sec): 146 clusters Score: Raw -518689.846734 + Penalty 128728.296781 = -389961.549953 nChanged 396 Deleting Class 135 (1 points): Lose 5.511370 but Gain 1425.284803 Iteration 3Q (3.232414 sec): 145 clusters Score: Raw -519274.650213 + Penalty 127256.380405 = -392018.269808 nChanged 275 Deleting Class 76 (1 points): Lose 4.355551 but Gain 1412.076538 Iteration 4Q (3.325665 sec): 144 clusters Score: Raw -519539.846298 + Penalty 126073.943073 = -393465.903226 nChanged 209 Deleting Class 115 (1 points): Lose 9.659878 but Gain 1410.451015 Iteration 5Q (3.413428 sec): 143 clusters Score: Raw -519719.041130 + Penalty 124823.319327 = -394895.721803 nChanged 168 Deleting Class 74 (5 points): Lose 104.970687 but Gain 1480.616966 Iteration 6Q (3.499045 sec): 142 clusters Score: Raw -519742.285442 + Penalty 123633.802977 = -396108.482465 nChanged 134 Deleting Class 123 (1 points): Lose 4.293907 but Gain 1370.276551 Iteration 7Q (3.580805 sec): 141 clusters Score: Raw -519866.223541 + Penalty 122547.953116 = -397318.270425 nChanged 113 Deleting Class 127 (1 points): Lose 7.343997 but Gain 1358.361456 Iteration 8Q (3.661409 sec): 140 clusters Score: Raw -519941.174901 + Penalty 121194.248490 = -398746.926411 nChanged 88 Deleting Class 42 (4 points): Lose 75.203420 but Gain 1414.090040 Iteration 9Q (3.739567 sec): 139 clusters Score: Raw -519914.894278 + Penalty 120001.210142 = -399913.684136 nChanged 68 Deleting Class 103 (1 points): Lose 16.749068 but Gain 1354.896147 Iteration 10F (4.885359 sec): 138 clusters Score: Raw -520066.535699 + Penalty 118718.946540 = -401347.589159 nChanged 79 Deleting Class 142 (2 points): Lose 51.084391 but Gain 1357.515420 Iteration 11Q (4.963641 sec): 137 clusters Score: Raw -520137.860985 + Penalty 117372.028511 = -402765.832474 nChanged 81 Deleting Class 110 (1 points): Lose 2.635879 but Gain 1306.884208 Iteration 12Q (5.042551 sec): 136 clusters Score: Raw -520225.466785 + Penalty 116103.618384 = -404121.848401 nChanged 68 Deleting Class 131 (2 points): Lose 34.286508 but Gain 1329.273090 Iteration 13Q (5.119955 sec): 135 clusters Score: Raw -520253.701561 + Penalty 114771.661716 = -405482.039846 nChanged 53 Deleting Class 111 (9 points): Lose 297.754902 but Gain 1591.444605 Iteration 14Q (5.196491 sec): 134 clusters Score: Raw -519997.672640 + Penalty 115359.276249 = -404638.396391 nChanged 48 Deleting Class 108 (1 points): Lose 13.242472 but Gain 1297.222968 Iteration 15F (6.297544 sec): 133 clusters Score: Raw -520173.393611 + Penalty 112569.838123 = -407603.555488 nChanged 43 Deleting Class 138 (3 points): Lose 30.835315 but Gain 1313.882263 Iteration 16Q (6.373343 sec): 132 clusters Score: Raw -520209.117235 + Penalty 111239.825590 = -408969.291645 nChanged 35 Deleting Class 128 (2 points): Lose 19.961921 but Gain 1300.969072 Iteration 17Q (6.449269 sec): 131 clusters Score: Raw -520216.224469 + Penalty 109977.984082 = -410238.240388 nChanged 26 Deleting Class 105 (12 points): Lose 232.213325 but Gain 1500.279566 Iteration 18Q (6.523982 sec): 130 clusters Score: Raw -520012.774703 + Penalty 108912.584218 = -411100.190485 nChanged 37 Deleting Class 104 (2 points): Lose 25.588144 but Gain 1291.852600 Iteration 19Q (6.598407 sec): 129 clusters Score: Raw -520148.853432 + Penalty 107652.090608 = -412496.762824 nChanged 30 Writing temp clu file Memory request: 0.08 GB would take us to total of 0.17 GB. Compute initial score before splitting: Score: Raw -520148.853432 + Penalty 107652.090608 = -412496.762824Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 1 (2092 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.670573 sec): 2 clusters Score: Raw -66088.686414 + Penalty 189.524809 = -65899.161606 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.675201 sec): 3 clusters Score: Raw -64790.916094 + Penalty 384.857968 = -64406.058126 nChanged 926 SP:Iteration 1F (6.679715 sec): 3 clusters Score: Raw -65374.495082 + Penalty 394.191379 = -64980.303702 nChanged 232 SP:Iteration 2F (6.683930 sec): 3 clusters Score: Raw -65538.609556 + Penalty 406.643559 = -65131.965997 nChanged 185 SP:Iteration 3F (6.687966 sec): 3 clusters Score: Raw -65717.044464 + Penalty 412.795014 = -65304.249450 nChanged 154 SP:Iteration 4F (6.691890 sec): 3 clusters Score: Raw -65887.283173 + Penalty 417.890818 = -65469.392356 nChanged 106 SP:Iteration 5F (6.695813 sec): 3 clusters Score: Raw -66009.639738 + Penalty 425.832852 = -65583.806886 nChanged 49 SP:Iteration 6Q (6.699681 sec): 3 clusters Score: Raw -66059.992487 + Penalty 428.119949 = -65631.872538 nChanged 20 SP:Iteration 7Q (6.703427 sec): 3 clusters Score: Raw -66077.570858 + Penalty 442.823289 = -65634.747569 nChanged 8 SP:Iteration 8Q (6.707098 sec): 3 clusters Score: Raw -66083.865965 + Penalty 458.497541 = -65625.368425 nChanged 5 SP:Iteration 9F (6.711052 sec): 3 clusters Score: Raw -66088.478994 + Penalty 476.968643 = -65611.510351 nChanged 5 SP:Iteration 10F (6.714985 sec): 3 clusters Score: Raw -66093.657124 + Penalty 487.417033 = -65606.240091 nChanged 1 SP:Iteration 11F (6.719060 sec): 3 clusters Score: Raw -66097.508297 + Penalty 487.417033 = -65610.091265 nChanged 0 Memory request: 0.02 GB would take us to total of 0.19 GB. Trying to split cluster 2 (4416 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.740027 sec): 2 clusters Score: Raw -135887.303066 + Penalty 188.737823 = -135698.565243 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.748232 sec): 3 clusters Score: Raw -133119.413294 + Penalty 380.138887 = -132739.274407 nChanged 1974 SP:Iteration 1F (6.756230 sec): 3 clusters Score: Raw -134942.811128 + Penalty 380.413540 = -134562.397588 nChanged 376 SP:Iteration 2F (6.764353 sec): 3 clusters Score: Raw -135243.968442 + Penalty 380.930299 = -134863.038144 nChanged 206 SP:Iteration 3Q (6.772554 sec): 3 clusters Score: Raw -135400.339053 + Penalty 380.738668 = -135019.600385 nChanged 134 SP:Iteration 4Q (6.780370 sec): 3 clusters Score: Raw -135496.141585 + Penalty 379.729216 = -135116.412370 nChanged 95 SP:Iteration 5Q (6.788416 sec): 3 clusters Score: Raw -135538.916904 + Penalty 379.210911 = -135159.705994 nChanged 59 SP:Iteration 6Q (6.796026 sec): 3 clusters Score: Raw -135553.443540 + Penalty 379.761351 = -135173.682189 nChanged 46 SP:Iteration 7Q (6.803719 sec): 3 clusters Score: Raw -135564.729412 + Penalty 380.339363 = -135184.390050 nChanged 38 SP:Iteration 8Q (6.811470 sec): 3 clusters Score: Raw -135573.478749 + Penalty 381.418356 = -135192.060393 nChanged 35 SP:Iteration 9Q (6.819034 sec): 3 clusters Score: Raw -135579.922026 + Penalty 381.969842 = -135197.952184 nChanged 24 SP:Iteration 10F (6.827074 sec): 3 clusters Score: Raw -135583.481798 + Penalty 382.483317 = -135200.998480 nChanged 21 SP:Iteration 11Q (6.834549 sec): 3 clusters Score: Raw -135586.291620 + Penalty 383.127952 = -135203.163668 nChanged 24 SP:Iteration 12Q (6.841956 sec): 3 clusters Score: Raw -135589.642494 + Penalty 383.770497 = -135205.871998 nChanged 21 SP:Iteration 13Q (6.849390 sec): 3 clusters Score: Raw -135591.909046 + Penalty 384.093074 = -135207.815972 nChanged 13 SP:Iteration 14Q (6.856887 sec): 3 clusters Score: Raw -135593.131375 + Penalty 384.601569 = -135208.529805 nChanged 14 SP:Iteration 15Q (6.864458 sec): 3 clusters Score: Raw -135594.306207 + Penalty 385.139574 = -135209.166632 nChanged 13 SP:Iteration 16Q (6.872113 sec): 3 clusters Score: Raw -135595.287753 + Penalty 386.035299 = -135209.252454 nChanged 17 SP:Iteration 17Q (6.879838 sec): 3 clusters Score: Raw -135596.674107 + Penalty 386.535009 = -135210.139099 nChanged 17 SP:Iteration 18Q (6.887421 sec): 3 clusters Score: Raw -135598.299591 + Penalty 387.210707 = -135211.088884 nChanged 15 SP:Iteration 19Q (6.894831 sec): 3 clusters Score: Raw -135599.361147 + Penalty 387.203408 = -135212.157739 nChanged 10 SP:Iteration 20F (6.902720 sec): 3 clusters Score: Raw -135600.128377 + Penalty 387.431056 = -135212.697322 nChanged 13 SP:Iteration 21Q (6.910068 sec): 3 clusters Score: Raw -135600.989917 + Penalty 387.872274 = -135213.117642 nChanged 10 SP:Iteration 22Q (6.917539 sec): 3 clusters Score: Raw -135601.791886 + Penalty 388.119326 = -135213.672560 nChanged 10 SP:Iteration 23Q (6.924991 sec): 3 clusters Score: Raw -135603.087848 + Penalty 388.445623 = -135214.642225 nChanged 14 SP:Iteration 24Q (6.932289 sec): 3 clusters Score: Raw -135605.255881 + Penalty 389.060706 = -135216.195175 nChanged 15 SP:Iteration 25Q (6.939841 sec): 3 clusters Score: Raw -135606.770757 + Penalty 389.136584 = -135217.634173 nChanged 10 SP:Iteration 26Q (6.947159 sec): 3 clusters Score: Raw -135607.528134 + Penalty 389.480280 = -135218.047854 nChanged 10 SP:Iteration 27Q (6.954492 sec): 3 clusters Score: Raw -135608.435981 + Penalty 389.784286 = -135218.651695 nChanged 10 SP:Iteration 28Q (6.961798 sec): 3 clusters Score: Raw -135609.648888 + Penalty 390.338761 = -135219.310127 nChanged 11 SP:Iteration 29Q (6.969279 sec): 3 clusters Score: Raw -135610.819535 + Penalty 390.549789 = -135220.269745 nChanged 13 SP:Iteration 30F (6.977651 sec): 3 clusters Score: Raw -135611.839878 + Penalty 390.915992 = -135220.923886 nChanged 9 SP:Iteration 31Q (6.985080 sec): 3 clusters Score: Raw -135612.488488 + Penalty 391.332517 = -135221.155971 nChanged 11 SP:Iteration 32Q (6.992701 sec): 3 clusters Score: Raw -135613.305333 + Penalty 392.180556 = -135221.124777 nChanged 9 SP:Iteration 33F (7.000575 sec): 3 clusters Score: Raw -135614.032243 + Penalty 393.115612 = -135220.916631 nChanged 14 SP:Iteration 34F (7.008441 sec): 3 clusters Score: Raw -135615.565815 + Penalty 393.998566 = -135221.567249 nChanged 16 SP:Iteration 35Q (7.015813 sec): 3 clusters Score: Raw -135617.525979 + Penalty 395.678782 = -135221.847196 nChanged 20 SP:Iteration 36Q (7.023152 sec): 3 clusters Score: Raw -135620.826047 + Penalty 397.009383 = -135223.816665 nChanged 26 SP:Iteration 37Q (7.030342 sec): 3 clusters Score: Raw -135625.541792 + Penalty 398.857309 = -135226.684482 nChanged 25 SP:Iteration 38Q (7.037542 sec): 3 clusters Score: Raw -135629.511423 + Penalty 400.281506 = -135229.229918 nChanged 20 SP:Iteration 39Q (7.044837 sec): 3 clusters Score: Raw -135632.906970 + Penalty 402.139151 = -135230.767819 nChanged 25 SP:Iteration 40F (7.052732 sec): 3 clusters Score: Raw -135638.256030 + Penalty 403.842287 = -135234.413743 nChanged 25 SP:Iteration 41Q (7.059838 sec): 3 clusters Score: Raw -135643.598593 + Penalty 406.031043 = -135237.567550 nChanged 19 SP:Iteration 42Q (7.067066 sec): 3 clusters Score: Raw -135646.913039 + Penalty 408.945726 = -135237.967312 nChanged 23 SP:Iteration 43Q (7.074328 sec): 3 clusters Score: Raw -135651.239516 + Penalty 410.484482 = -135240.755034 nChanged 14 SP:Iteration 44Q (7.081810 sec): 3 clusters Score: Raw -135652.779684 + Penalty 412.188105 = -135240.591579 nChanged 13 SP:Iteration 45F (7.089826 sec): 3 clusters Score: Raw -135654.575694 + Penalty 414.463825 = -135240.111868 nChanged 17 SP:Iteration 46F (7.097739 sec): 3 clusters Score: Raw -135658.590195 + Penalty 415.528910 = -135243.061285 nChanged 22 SP:Iteration 47Q (7.104797 sec): 3 clusters Score: Raw -135663.473093 + Penalty 418.310916 = -135245.162177 nChanged 23 SP:Iteration 48Q (7.111892 sec): 3 clusters Score: Raw -135670.693114 + Penalty 421.934571 = -135248.758542 nChanged 35 SP:Iteration 49Q (7.119021 sec): 3 clusters Score: Raw -135684.803222 + Penalty 426.495237 = -135258.307985 nChanged 36 SP:Iteration 50F (7.127153 sec): 3 clusters Score: Raw -135700.233847 + Penalty 434.256669 = -135265.977178 nChanged 46 SP:Iteration 51Q (7.134221 sec): 3 clusters Score: Raw -135727.002222 + Penalty 438.745953 = -135288.256270 nChanged 41 SP:Iteration 52Q (7.141381 sec): 3 clusters Score: Raw -135750.925551 + Penalty 444.179588 = -135306.745963 nChanged 43 SP:Iteration 53Q (7.148391 sec): 3 clusters Score: Raw -135774.402385 + Penalty 450.621612 = -135323.780773 nChanged 40 SP:Iteration 54Q (7.155311 sec): 3 clusters Score: Raw -135794.983910 + Penalty 455.747813 = -135339.236097 nChanged 31 SP:Iteration 55Q (7.162077 sec): 3 clusters Score: Raw -135802.565232 + Penalty 456.915078 = -135345.650154 nChanged 18 SP:Iteration 56Q (7.168943 sec): 3 clusters Score: Raw -135805.156037 + Penalty 459.466221 = -135345.689816 nChanged 17 SP:Iteration 57Q (7.175833 sec): 3 clusters Score: Raw -135808.373924 + Penalty 464.046365 = -135344.327560 nChanged 22 SP:Iteration 58F (7.184181 sec): 3 clusters Score: Raw -135811.722960 + Penalty 466.187595 = -135345.535366 nChanged 16 SP:Iteration 59Q (7.191073 sec): 3 clusters Score: Raw -135814.255053 + Penalty 468.486870 = -135345.768183 nChanged 20 SP:Iteration 60F (7.199014 sec): 3 clusters Score: Raw -135817.976766 + Penalty 468.861310 = -135349.115456 nChanged 20 SP:Iteration 61Q (7.205876 sec): 3 clusters Score: Raw -135821.813095 + Penalty 469.902935 = -135351.910160 nChanged 16 SP:Iteration 62Q (7.212710 sec): 3 clusters Score: Raw -135824.749686 + Penalty 471.538559 = -135353.211127 nChanged 15 SP:Iteration 63Q (7.219550 sec): 3 clusters Score: Raw -135828.148601 + Penalty 472.146435 = -135356.002166 nChanged 14 SP:Iteration 64Q (7.226484 sec): 3 clusters Score: Raw -135831.627965 + Penalty 475.172361 = -135356.455604 nChanged 14 SP:Iteration 65Q (7.233213 sec): 3 clusters Score: Raw -135833.179687 + Penalty 474.583063 = -135358.596624 nChanged 8 SP:Iteration 66Q (7.240057 sec): 3 clusters Score: Raw -135834.087616 + Penalty 475.186828 = -135358.900788 nChanged 4 SP:Iteration 67Q (7.246861 sec): 3 clusters Score: Raw -135834.443749 + Penalty 475.376450 = -135359.067299 nChanged 6 SP:Iteration 68Q (7.253600 sec): 3 clusters Score: Raw -135834.880339 + Penalty 475.347197 = -135359.533141 nChanged 1 SP:Iteration 69Q (7.260268 sec): 3 clusters Score: Raw -135834.944222 + Penalty 475.347197 = -135359.597025 nChanged 0 SP:Iteration 70F (7.268193 sec): 3 clusters Score: Raw -135834.944222 + Penalty 475.347197 = -135359.597025 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 3 (345 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.272771 sec): 2 clusters Score: Raw -10637.977363 + Penalty 106.572879 = -10531.404484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.273658 sec): 3 clusters Score: Raw -10450.944406 + Penalty 237.553255 = -10213.391150 nChanged 128 SP:Iteration 1F (7.274461 sec): 3 clusters Score: Raw -10566.307564 + Penalty 249.126678 = -10317.180886 nChanged 25 SP:Iteration 2F (7.275261 sec): 3 clusters Score: Raw -10588.954105 + Penalty 267.255140 = -10321.698966 nChanged 15 SP:Iteration 3Q (7.276053 sec): 3 clusters Score: Raw -10608.219535 + Penalty 309.751745 = -10298.467790 nChanged 15 SP:Iteration 4F (7.276847 sec): 3 clusters Score: Raw -10630.555157 + Penalty 415.412493 = -10215.142664 nChanged 9 SP:Iteration 5F (7.277672 sec): 3 clusters Score: Raw -10650.261647 + Penalty 415.412493 = -10234.849154 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 4 (170 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.279148 sec): 2 clusters Score: Raw -4541.535069 + Penalty 212.789174 = -4328.745895 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.279658 sec): 3 clusters Score: Raw -4508.858335 + Penalty 423.111800 = -4085.746535 nChanged 38 SP:Iteration 1F (7.280161 sec): 3 clusters Score: Raw -4586.318165 + Penalty 422.441099 = -4163.877066 nChanged 10 SP:Iteration 2F (7.280662 sec): 3 clusters Score: Raw -4612.712098 + Penalty 421.950920 = -4190.761178 nChanged 6 SP:Iteration 3Q (7.281141 sec): 3 clusters Score: Raw -4623.464832 + Penalty 423.356810 = -4200.108023 nChanged 2 SP:Iteration 4Q (7.281654 sec): 3 clusters Score: Raw -4624.207420 + Penalty 424.788703 = -4199.418717 nChanged 2 SP:Iteration 5F (7.282170 sec): 3 clusters Score: Raw -4626.021988 + Penalty 426.394763 = -4199.627225 nChanged 2 SP:Iteration 6Q (7.282669 sec): 3 clusters Score: Raw -4628.109120 + Penalty 429.000956 = -4199.108164 nChanged 3 SP:Iteration 7F (7.283192 sec): 3 clusters Score: Raw -4631.443820 + Penalty 432.056289 = -4199.387531 nChanged 3 SP:Iteration 8Q (7.283688 sec): 3 clusters Score: Raw -4633.004952 + Penalty 433.312006 = -4199.692946 nChanged 1 SP:Iteration 9Q (7.284173 sec): 3 clusters Score: Raw -4633.742815 + Penalty 434.243137 = -4199.499678 nChanged 1 SP:Iteration 10F (7.284687 sec): 3 clusters Score: Raw -4633.894702 + Penalty 434.243137 = -4199.651565 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 5 (206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.286042 sec): 2 clusters Score: Raw -7979.915200 + Penalty 358.700222 = -7621.214978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.286633 sec): 3 clusters Score: Raw -7925.013154 + Penalty 718.708938 = -7206.304216 nChanged 55 SP:Iteration 1F (7.287203 sec): 3 clusters Score: Raw -7984.287905 + Penalty 720.685095 = -7263.602810 nChanged 16 SP:Iteration 2F (7.287771 sec): 3 clusters Score: Raw -8009.604470 + Penalty 725.091251 = -7284.513218 nChanged 11 SP:Iteration 3F (7.288341 sec): 3 clusters Score: Raw -8021.541314 + Penalty 728.182166 = -7293.359148 nChanged 5 SP:Iteration 4Q (7.288902 sec): 3 clusters Score: Raw -8027.650707 + Penalty 727.609246 = -7300.041461 nChanged 3 SP:Iteration 5Q (7.289488 sec): 3 clusters Score: Raw -8034.053053 + Penalty 727.985147 = -7306.067906 nChanged 2 SP:Iteration 6Q (7.290051 sec): 3 clusters Score: Raw -8038.057823 + Penalty 729.936860 = -7308.120962 nChanged 3 SP:Iteration 7Q (7.290620 sec): 3 clusters Score: Raw -8040.717210 + Penalty 730.747941 = -7309.969269 nChanged 1 SP:Iteration 8Q (7.291195 sec): 3 clusters Score: Raw -8044.375223 + Penalty 730.747941 = -7313.627281 nChanged 0 SP:Iteration 9F (7.291784 sec): 3 clusters Score: Raw -8044.375223 + Penalty 730.747941 = -7313.627281 nChanged 0 Memory request: 0.01 GB would take us to total of 0.17 GB. Trying to split cluster 6 (1208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.296152 sec): 2 clusters Score: Raw -37744.135715 + Penalty 213.043246 = -37531.092469 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.298562 sec): 3 clusters Score: Raw -37009.567644 + Penalty 430.607131 = -36578.960513 nChanged 516 SP:Iteration 1F (7.300884 sec): 3 clusters Score: Raw -37633.863956 + Penalty 433.961021 = -37199.902935 nChanged 130 SP:Iteration 2F (7.303176 sec): 3 clusters Score: Raw -37713.701039 + Penalty 435.416469 = -37278.284570 nChanged 28 SP:Iteration 3Q (7.305367 sec): 3 clusters Score: Raw -37721.947080 + Penalty 436.236856 = -37285.710223 nChanged 13 SP:Iteration 4Q (7.307552 sec): 3 clusters Score: Raw -37725.055656 + Penalty 437.619156 = -37287.436499 nChanged 9 SP:Iteration 5Q (7.309731 sec): 3 clusters Score: Raw -37726.633465 + Penalty 438.708009 = -37287.925456 nChanged 10 SP:Iteration 6Q (7.311906 sec): 3 clusters Score: Raw -37728.586044 + Penalty 440.155977 = -37288.430067 nChanged 6 SP:Iteration 7Q (7.314075 sec): 3 clusters Score: Raw -37729.327643 + Penalty 441.082446 = -37288.245197 nChanged 4 SP:Iteration 8F (7.316435 sec): 3 clusters Score: Raw -37729.962975 + Penalty 441.732271 = -37288.230704 nChanged 3 SP:Iteration 9F (7.318834 sec): 3 clusters Score: Raw -37730.146838 + Penalty 441.732271 = -37288.414567 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 7 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.319953 sec): 2 clusters Score: Raw -1156.182266 + Penalty 233.728182 = -922.454084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.320249 sec): 3 clusters Score: Raw -1171.399378 + Penalty 470.114710 = -701.284668 nChanged 1 SP:Iteration 1Q (7.320530 sec): 3 clusters Score: Raw -1173.448525 + Penalty 470.114710 = -703.333815 nChanged 0 SP:Iteration 2F (7.320814 sec): 3 clusters Score: Raw -1173.448525 + Penalty 470.114710 = -703.333815 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 8 (42 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.321684 sec): 2 clusters Score: Raw -1318.214069 + Penalty 263.108502 = -1055.105567 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.321975 sec): 3 clusters Score: Raw -1333.875644 + Penalty 524.514977 = -809.360668 nChanged 3 SP:Iteration 1F (7.322260 sec): 3 clusters Score: Raw -1346.201228 + Penalty 524.445377 = -821.755851 nChanged 1 SP:Iteration 2Q (7.322538 sec): 3 clusters Score: Raw -1350.409718 + Penalty 524.445377 = -825.964341 nChanged 0 SP:Iteration 3F (7.322823 sec): 3 clusters Score: Raw -1350.409718 + Penalty 524.445377 = -825.964341 nChanged 0 Memory request: 0.01 GB would take us to total of 0.17 GB. Trying to split cluster 9 (1196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.326912 sec): 2 clusters Score: Raw -39102.982230 + Penalty 244.384467 = -38858.597762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.329231 sec): 3 clusters Score: Raw -38386.516598 + Penalty 487.921464 = -37898.595134 nChanged 496 SP:Iteration 1F (7.331525 sec): 3 clusters Score: Raw -38676.642406 + Penalty 489.111319 = -38187.531086 nChanged 148 SP:Iteration 2F (7.333814 sec): 3 clusters Score: Raw -38784.478673 + Penalty 493.788193 = -38290.690480 nChanged 107 SP:Iteration 3F (7.336106 sec): 3 clusters Score: Raw -38870.016933 + Penalty 500.905958 = -38369.110975 nChanged 102 SP:Iteration 4F (7.338401 sec): 3 clusters Score: Raw -38953.572920 + Penalty 506.325649 = -38447.247271 nChanged 66 SP:Iteration 5F (7.340717 sec): 3 clusters Score: Raw -39004.549984 + Penalty 510.386048 = -38494.163937 nChanged 48 SP:Iteration 6Q (7.343051 sec): 3 clusters Score: Raw -39040.466009 + Penalty 513.896803 = -38526.569206 nChanged 37 SP:Iteration 7Q (7.345338 sec): 3 clusters Score: Raw -39067.216957 + Penalty 517.748721 = -38549.468237 nChanged 28 SP:Iteration 8Q (7.347579 sec): 3 clusters Score: Raw -39084.449992 + Penalty 520.219271 = -38564.230721 nChanged 23 SP:Iteration 9Q (7.349831 sec): 3 clusters Score: Raw -39101.685955 + Penalty 522.940260 = -38578.745696 nChanged 21 SP:Iteration 10F (7.352149 sec): 3 clusters Score: Raw -39111.902484 + Penalty 525.639485 = -38586.262999 nChanged 13 SP:Iteration 11Q (7.354327 sec): 3 clusters Score: Raw -39121.840653 + Penalty 526.994086 = -38594.846567 nChanged 15 SP:Iteration 12Q (7.356495 sec): 3 clusters Score: Raw -39132.520210 + Penalty 526.882927 = -38605.637283 nChanged 5 SP:Iteration 13Q (7.358642 sec): 3 clusters Score: Raw -39135.164078 + Penalty 526.311888 = -38608.852190 nChanged 4 SP:Iteration 14Q (7.360782 sec): 3 clusters Score: Raw -39138.156193 + Penalty 526.465423 = -38611.690770 nChanged 1 SP:Iteration 15Q (7.362914 sec): 3 clusters Score: Raw -39138.886505 + Penalty 526.238722 = -38612.647783 nChanged 1 SP:Iteration 16Q (7.365063 sec): 3 clusters Score: Raw -39139.979812 + Penalty 526.139790 = -38613.840022 nChanged 3 SP:Iteration 17Q (7.367188 sec): 3 clusters Score: Raw -39141.341768 + Penalty 525.311312 = -38616.030456 nChanged 3 SP:Iteration 18Q (7.369301 sec): 3 clusters Score: Raw -39142.592189 + Penalty 524.858402 = -38617.733787 nChanged 2 SP:Iteration 19Q (7.371413 sec): 3 clusters Score: Raw -39144.085208 + Penalty 523.904708 = -38620.180500 nChanged 4 SP:Iteration 20F (7.373830 sec): 3 clusters Score: Raw -39147.285254 + Penalty 524.663796 = -38622.621458 nChanged 2 SP:Iteration 21Q (7.375934 sec): 3 clusters Score: Raw -39147.457779 + Penalty 524.663796 = -38622.793983 nChanged 0 SP:Iteration 22F (7.378240 sec): 3 clusters Score: Raw -39147.457779 + Penalty 524.663796 = -38622.793983 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 10 (1510 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.383490 sec): 2 clusters Score: Raw -44926.142257 + Penalty 113.432234 = -44812.710022 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.386601 sec): 3 clusters Score: Raw -43933.077014 + Penalty 226.858714 = -43706.218300 nChanged 662 SP:Iteration 1F (7.389540 sec): 3 clusters Score: Raw -44291.590296 + Penalty 222.390682 = -44069.199615 nChanged 277 SP:Iteration 2F (7.392645 sec): 3 clusters Score: Raw -44590.627238 + Penalty 212.435237 = -44378.192001 nChanged 164 SP:Iteration 3F (7.395541 sec): 3 clusters Score: Raw -44857.236480 + Penalty 210.723266 = -44646.513214 nChanged 67 SP:Iteration 4Q (7.398312 sec): 3 clusters Score: Raw -44914.472028 + Penalty 210.536402 = -44703.935626 nChanged 22 SP:Iteration 5Q (7.400923 sec): 3 clusters Score: Raw -44923.923011 + Penalty 211.586768 = -44712.336243 nChanged 15 SP:Iteration 6Q (7.403474 sec): 3 clusters Score: Raw -44928.529261 + Penalty 211.969338 = -44716.559923 nChanged 8 SP:Iteration 7Q (7.405994 sec): 3 clusters Score: Raw -44931.057789 + Penalty 212.201149 = -44718.856640 nChanged 4 SP:Iteration 8Q (7.408512 sec): 3 clusters Score: Raw -44931.614493 + Penalty 212.323437 = -44719.291056 nChanged 2 SP:Iteration 9Q (7.411027 sec): 3 clusters Score: Raw -44931.744909 + Penalty 212.465004 = -44719.279905 nChanged 2 SP:Iteration 10F (7.413867 sec): 3 clusters Score: Raw -44931.869449 + Penalty 212.465004 = -44719.404445 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 11 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.414885 sec): 2 clusters Score: Raw -255.642954 + Penalty 173.177386 = -82.465568 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.415093 sec): 2 clusters Score: Raw -255.642954 + Penalty 173.177386 = -82.465568 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 12 (359 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.417621 sec): 2 clusters Score: Raw -11675.571015 + Penalty 344.628398 = -11330.942617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.418467 sec): 3 clusters Score: Raw -11512.570156 + Penalty 693.019629 = -10819.550527 nChanged 120 SP:Iteration 1F (7.419330 sec): 3 clusters Score: Raw -11613.026751 + Penalty 698.691444 = -10914.335307 nChanged 32 SP:Iteration 2F (7.420161 sec): 3 clusters Score: Raw -11638.892745 + Penalty 701.148411 = -10937.744335 nChanged 16 SP:Iteration 3Q (7.420986 sec): 3 clusters Score: Raw -11649.833229 + Penalty 704.283611 = -10945.549618 nChanged 9 SP:Iteration 4Q (7.421814 sec): 3 clusters Score: Raw -11658.551112 + Penalty 710.434481 = -10948.116631 nChanged 9 SP:Iteration 5Q (7.422636 sec): 3 clusters Score: Raw -11668.082863 + Penalty 715.264572 = -10952.818292 nChanged 5 SP:Iteration 6Q (7.423454 sec): 3 clusters Score: Raw -11671.871450 + Penalty 714.813035 = -10957.058415 nChanged 5 SP:Iteration 7Q (7.424271 sec): 3 clusters Score: Raw -11675.920715 + Penalty 717.795447 = -10958.125269 nChanged 6 SP:Iteration 8Q (7.425086 sec): 3 clusters Score: Raw -11682.331830 + Penalty 719.733046 = -10962.598784 nChanged 7 SP:Iteration 9Q (7.425897 sec): 3 clusters Score: Raw -11690.688949 + Penalty 723.621270 = -10967.067679 nChanged 5 SP:Iteration 10F (7.426729 sec): 3 clusters Score: Raw -11695.156784 + Penalty 721.885303 = -10973.271481 nChanged 3 SP:Iteration 11Q (7.427539 sec): 3 clusters Score: Raw -11697.611097 + Penalty 721.885303 = -10975.725795 nChanged 0 SP:Iteration 12F (7.428370 sec): 3 clusters Score: Raw -11697.611097 + Penalty 721.885303 = -10975.725795 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 13 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.429498 sec): 2 clusters Score: Raw -446.821192 + Penalty 234.048510 = -212.772682 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.429734 sec): 3 clusters Score: Raw -467.884535 + Penalty 461.676928 = -6.207607 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 14 (256 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.431137 sec): 2 clusters Score: Raw -8852.162092 + Penalty 202.096643 = -8650.065448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.431801 sec): 3 clusters Score: Raw -8723.492292 + Penalty 405.815394 = -8317.676897 nChanged 92 SP:Iteration 1F (7.432452 sec): 3 clusters Score: Raw -8800.517032 + Penalty 408.059363 = -8392.457669 nChanged 31 SP:Iteration 2F (7.433101 sec): 3 clusters Score: Raw -8827.927225 + Penalty 408.338265 = -8419.588960 nChanged 8 SP:Iteration 3Q (7.433745 sec): 3 clusters Score: Raw -8836.778427 + Penalty 408.942561 = -8427.835866 nChanged 11 SP:Iteration 4Q (7.434385 sec): 3 clusters Score: Raw -8845.666218 + Penalty 409.412268 = -8436.253950 nChanged 7 SP:Iteration 5Q (7.435025 sec): 3 clusters Score: Raw -8850.880086 + Penalty 410.940513 = -8439.939572 nChanged 3 SP:Iteration 6Q (7.435664 sec): 3 clusters Score: Raw -8853.787089 + Penalty 412.396228 = -8441.390861 nChanged 3 SP:Iteration 7Q (7.436304 sec): 3 clusters Score: Raw -8855.633118 + Penalty 414.618446 = -8441.014671 nChanged 4 SP:Iteration 8F (7.436952 sec): 3 clusters Score: Raw -8858.714608 + Penalty 417.143969 = -8441.570639 nChanged 5 SP:Iteration 9Q (7.437598 sec): 3 clusters Score: Raw -8863.306449 + Penalty 418.366546 = -8444.939903 nChanged 2 SP:Iteration 10F (7.438248 sec): 3 clusters Score: Raw -8864.737795 + Penalty 421.709207 = -8443.028587 nChanged 4 SP:Iteration 11F (7.438898 sec): 3 clusters Score: Raw -8866.668348 + Penalty 421.709207 = -8444.959140 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 15 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.439755 sec): 2 clusters Score: Raw -171.750851 + Penalty 140.419196 = -31.331655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.439974 sec): 3 clusters Score: Raw -163.061375 + Penalty 271.970699 = 108.909324 nChanged 0 Memory request: 0.02 GB would take us to total of 0.19 GB. Trying to split cluster 16 (4131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.453186 sec): 2 clusters Score: Raw -145830.848422 + Penalty 403.605198 = -145427.243224 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.460872 sec): 3 clusters Score: Raw -143303.126336 + Penalty 804.075568 = -142499.050768 nChanged 1894 SP:Iteration 1F (7.468594 sec): 3 clusters Score: Raw -145219.817366 + Penalty 797.066553 = -144422.750813 nChanged 478 SP:Iteration 2F (7.476306 sec): 3 clusters Score: Raw -145968.152101 + Penalty 789.923669 = -145178.228431 nChanged 387 SP:Iteration 3F (7.484059 sec): 3 clusters Score: Raw -146600.129680 + Penalty 787.335976 = -145812.793704 nChanged 323 SP:Iteration 4F (7.492055 sec): 3 clusters Score: Raw -147142.438606 + Penalty 788.410369 = -146354.028237 nChanged 225 SP:Iteration 5F (7.499630 sec): 3 clusters Score: Raw -147482.109207 + Penalty 790.310015 = -146691.799192 nChanged 131 SP:Iteration 6Q (7.506239 sec): 3 clusters Score: Raw -147612.242703 + Penalty 792.966784 = -146819.275919 nChanged 81 SP:Iteration 7Q (7.512739 sec): 3 clusters Score: Raw -147681.626983 + Penalty 795.471950 = -146886.155033 nChanged 60 SP:Iteration 8Q (7.519219 sec): 3 clusters Score: Raw -147726.579900 + Penalty 797.176905 = -146929.402995 nChanged 51 SP:Iteration 9Q (7.525862 sec): 3 clusters Score: Raw -147753.408356 + Penalty 798.574261 = -146954.834095 nChanged 40 SP:Iteration 10F (7.533406 sec): 3 clusters Score: Raw -147769.714694 + Penalty 799.523248 = -146970.191446 nChanged 36 SP:Iteration 11Q (7.539895 sec): 3 clusters Score: Raw -147783.757052 + Penalty 800.237247 = -146983.519805 nChanged 33 SP:Iteration 12Q (7.546454 sec): 3 clusters Score: Raw -147794.107448 + Penalty 800.775550 = -146993.331898 nChanged 21 SP:Iteration 13Q (7.553079 sec): 3 clusters Score: Raw -147800.535256 + Penalty 801.348142 = -146999.187115 nChanged 19 SP:Iteration 14Q (7.559796 sec): 3 clusters Score: Raw -147805.867352 + Penalty 801.808885 = -147004.058467 nChanged 20 SP:Iteration 15Q (7.566474 sec): 3 clusters Score: Raw -147811.985962 + Penalty 802.388603 = -147009.597359 nChanged 24 SP:Iteration 16Q (7.573028 sec): 3 clusters Score: Raw -147817.903898 + Penalty 802.839995 = -147015.063902 nChanged 18 SP:Iteration 17Q (7.579459 sec): 3 clusters Score: Raw -147821.059088 + Penalty 803.308136 = -147017.750952 nChanged 17 SP:Iteration 18Q (7.586054 sec): 3 clusters Score: Raw -147824.766024 + Penalty 803.839792 = -147020.926232 nChanged 20 SP:Iteration 19Q (7.592845 sec): 3 clusters Score: Raw -147829.420453 + Penalty 804.254357 = -147025.166095 nChanged 17 SP:Iteration 20F (7.600434 sec): 3 clusters Score: Raw -147832.863585 + Penalty 804.665018 = -147028.198567 nChanged 17 SP:Iteration 21Q (7.606973 sec): 3 clusters Score: Raw -147836.670279 + Penalty 804.937228 = -147031.733051 nChanged 11 SP:Iteration 22Q (7.613525 sec): 3 clusters Score: Raw -147838.433929 + Penalty 805.219086 = -147033.214843 nChanged 14 SP:Iteration 23Q (7.620113 sec): 3 clusters Score: Raw -147840.643770 + Penalty 805.502226 = -147035.141543 nChanged 12 SP:Iteration 24Q (7.626656 sec): 3 clusters Score: Raw -147842.309163 + Penalty 805.694555 = -147036.614608 nChanged 8 SP:Iteration 25Q (7.633231 sec): 3 clusters Score: Raw -147843.453261 + Penalty 805.885299 = -147037.567962 nChanged 8 SP:Iteration 26Q (7.639880 sec): 3 clusters Score: Raw -147844.789387 + Penalty 806.150197 = -147038.639190 nChanged 12 SP:Iteration 27Q (7.646653 sec): 3 clusters Score: Raw -147847.752426 + Penalty 806.424683 = -147041.327743 nChanged 13 SP:Iteration 28Q (7.653120 sec): 3 clusters Score: Raw -147850.090940 + Penalty 806.683634 = -147043.407306 nChanged 13 SP:Iteration 29Q (7.659657 sec): 3 clusters Score: Raw -147852.099293 + Penalty 806.837921 = -147045.261372 nChanged 8 SP:Iteration 30F (7.667193 sec): 3 clusters Score: Raw -147853.430111 + Penalty 807.018422 = -147046.411689 nChanged 9 SP:Iteration 31Q (7.673704 sec): 3 clusters Score: Raw -147854.339545 + Penalty 807.159664 = -147047.179881 nChanged 7 SP:Iteration 32Q (7.680316 sec): 3 clusters Score: Raw -147854.927874 + Penalty 807.301402 = -147047.626472 nChanged 7 SP:Iteration 33Q (7.686829 sec): 3 clusters Score: Raw -147855.371182 + Penalty 807.361900 = -147048.009282 nChanged 3 SP:Iteration 34Q (7.693500 sec): 3 clusters Score: Raw -147855.500230 + Penalty 807.382377 = -147048.117852 nChanged 1 SP:Iteration 35Q (7.700005 sec): 3 clusters Score: Raw -147855.564080 + Penalty 807.382377 = -147048.181703 nChanged 0 SP:Iteration 36F (7.707480 sec): 3 clusters Score: Raw -147855.564080 + Penalty 807.382377 = -147048.181703 nChanged 0 Score: Raw -539199.101468 + Penalty 108127.020157 = -431072.081311 Splitting cluster 16 changes total score from -412496.762824 to -431072.081311 So it's getting split into cluster 31. Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 17 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.764301 sec): 2 clusters Score: Raw -933.799257 + Penalty 315.594580 = -618.204677 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.764584 sec): 3 clusters Score: Raw -986.551293 + Penalty 631.578712 = -354.972581 nChanged 2 SP:Iteration 1F (8.764850 sec): 3 clusters Score: Raw -1000.613450 + Penalty 631.096673 = -369.516777 nChanged 1 SP:Iteration 2Q (8.765096 sec): 3 clusters Score: Raw -1006.646462 + Penalty 631.096673 = -375.549789 nChanged 0 SP:Iteration 3F (8.765352 sec): 3 clusters Score: Raw -1006.646462 + Penalty 631.096673 = -375.549789 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 18 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.765866 sec): 2 clusters Score: Raw -758.894678 + Penalty 158.995982 = -599.898696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.766119 sec): 3 clusters Score: Raw -767.802614 + Penalty 318.080159 = -449.722455 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 19 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.766617 sec): 2 clusters Score: Raw -671.421817 + Penalty 139.372300 = -532.049517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.766862 sec): 3 clusters Score: Raw -677.531365 + Penalty 316.801168 = -360.730197 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 20 (204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.767889 sec): 2 clusters Score: Raw -6784.038948 + Penalty 222.581159 = -6561.457789 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.768471 sec): 3 clusters Score: Raw -6711.456038 + Penalty 443.682438 = -6267.773600 nChanged 63 SP:Iteration 1F (8.769037 sec): 3 clusters Score: Raw -6762.017482 + Penalty 444.042101 = -6317.975381 nChanged 14 SP:Iteration 2F (8.769610 sec): 3 clusters Score: Raw -6771.359415 + Penalty 444.526919 = -6326.832496 nChanged 5 SP:Iteration 3Q (8.770163 sec): 3 clusters Score: Raw -6775.826567 + Penalty 444.297944 = -6331.528623 nChanged 5 SP:Iteration 4Q (8.770707 sec): 3 clusters Score: Raw -6777.811106 + Penalty 444.091251 = -6333.719855 nChanged 1 SP:Iteration 5Q (8.771251 sec): 3 clusters Score: Raw -6778.146029 + Penalty 443.825291 = -6334.320737 nChanged 1 SP:Iteration 6Q (8.771793 sec): 3 clusters Score: Raw -6779.341076 + Penalty 443.578056 = -6335.763020 nChanged 2 SP:Iteration 7Q (8.772337 sec): 3 clusters Score: Raw -6782.350026 + Penalty 443.379408 = -6338.970618 nChanged 1 SP:Iteration 8Q (8.772880 sec): 3 clusters Score: Raw -6782.641241 + Penalty 443.189432 = -6339.451809 nChanged 1 SP:Iteration 9Q (8.773422 sec): 3 clusters Score: Raw -6783.010376 + Penalty 443.189432 = -6339.820944 nChanged 0 SP:Iteration 10F (8.773976 sec): 3 clusters Score: Raw -6783.010376 + Penalty 443.189432 = -6339.820944 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 21 (98 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.775169 sec): 2 clusters Score: Raw -2977.742396 + Penalty 232.164622 = -2745.577774 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.775554 sec): 3 clusters Score: Raw -2953.173213 + Penalty 465.035256 = -2488.137956 nChanged 22 SP:Iteration 1F (8.775930 sec): 3 clusters Score: Raw -2976.184177 + Penalty 475.410801 = -2500.773377 nChanged 10 SP:Iteration 2F (8.776304 sec): 3 clusters Score: Raw -2988.309399 + Penalty 481.480706 = -2506.828694 nChanged 4 SP:Iteration 3Q (8.776672 sec): 3 clusters Score: Raw -2993.903197 + Penalty 481.480706 = -2512.422491 nChanged 0 SP:Iteration 4F (8.777045 sec): 3 clusters Score: Raw -2993.903197 + Penalty 481.480706 = -2512.422491 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 22 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.777853 sec): 2 clusters Score: Raw -525.792130 + Penalty 219.166243 = -306.625887 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.778097 sec): 3 clusters Score: Raw -539.635687 + Penalty 435.036688 = -104.598999 nChanged 1 SP:Iteration 1F (8.778329 sec): 3 clusters Score: Raw -542.526594 + Penalty 442.348304 = -100.178290 nChanged 1 SP:Iteration 2F (8.778559 sec): 3 clusters Score: Raw -552.134572 + Penalty 442.348304 = -109.786268 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 23 (189 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.779779 sec): 2 clusters Score: Raw -5551.730318 + Penalty 259.039510 = -5292.690807 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.780323 sec): 3 clusters Score: Raw -5486.752641 + Penalty 512.807128 = -4973.945514 nChanged 51 SP:Iteration 1F (8.780854 sec): 3 clusters Score: Raw -5538.945053 + Penalty 512.443966 = -5026.501086 nChanged 21 SP:Iteration 2F (8.781382 sec): 3 clusters Score: Raw -5566.401926 + Penalty 514.031050 = -5052.370876 nChanged 8 SP:Iteration 3Q (8.781901 sec): 3 clusters Score: Raw -5585.498471 + Penalty 514.287918 = -5071.210553 nChanged 1 SP:Iteration 4Q (8.782414 sec): 3 clusters Score: Raw -5587.954102 + Penalty 513.744620 = -5074.209482 nChanged 2 SP:Iteration 5Q (8.782926 sec): 3 clusters Score: Raw -5591.640747 + Penalty 513.360570 = -5078.280177 nChanged 4 SP:Iteration 6Q (8.783435 sec): 3 clusters Score: Raw -5599.073491 + Penalty 513.762264 = -5085.311227 nChanged 2 SP:Iteration 7Q (8.783944 sec): 3 clusters Score: Raw -5601.208874 + Penalty 514.262519 = -5086.946355 nChanged 2 SP:Iteration 8Q (8.784453 sec): 3 clusters Score: Raw -5605.561613 + Penalty 514.568971 = -5090.992642 nChanged 1 SP:Iteration 9Q (8.784975 sec): 3 clusters Score: Raw -5606.696329 + Penalty 515.081275 = -5091.615053 nChanged 1 SP:Iteration 10F (8.785521 sec): 3 clusters Score: Raw -5607.667348 + Penalty 515.081275 = -5092.586073 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 24 (53 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.786477 sec): 2 clusters Score: Raw -1539.012418 + Penalty 363.843426 = -1175.168992 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.786783 sec): 3 clusters Score: Raw -1618.637402 + Penalty 726.584982 = -892.052419 nChanged 1 SP:Iteration 1Q (8.787070 sec): 3 clusters Score: Raw -1621.010620 + Penalty 726.584982 = -894.425637 nChanged 0 SP:Iteration 2F (8.787369 sec): 3 clusters Score: Raw -1621.010620 + Penalty 726.584982 = -894.425637 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 25 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.788132 sec): 2 clusters Score: Raw -273.329693 + Penalty 165.365193 = -107.964500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.788352 sec): 3 clusters Score: Raw -273.060093 + Penalty 331.414326 = 58.354233 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 26 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.789175 sec): 2 clusters Score: Raw -969.029564 + Penalty 279.274362 = -689.755202 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.789444 sec): 3 clusters Score: Raw -988.764525 + Penalty 561.210493 = -427.554032 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 27 (46 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.790290 sec): 2 clusters Score: Raw -1507.740912 + Penalty 125.875681 = -1381.865231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.790582 sec): 3 clusters Score: Raw -1493.925350 + Penalty 238.364385 = -1255.560965 nChanged 10 SP:Iteration 1F (8.790869 sec): 3 clusters Score: Raw -1506.290799 + Penalty 243.642192 = -1262.648607 nChanged 3 SP:Iteration 2F (8.791157 sec): 3 clusters Score: Raw -1509.409118 + Penalty 242.585904 = -1266.823214 nChanged 1 SP:Iteration 3Q (8.791443 sec): 3 clusters Score: Raw -1510.478972 + Penalty 242.585904 = -1267.893068 nChanged 0 SP:Iteration 4F (8.791729 sec): 3 clusters Score: Raw -1510.478972 + Penalty 242.585904 = -1267.893068 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 28 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.792498 sec): 2 clusters Score: Raw -461.203870 + Penalty 156.558110 = -304.645760 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.792731 sec): 3 clusters Score: Raw -470.783295 + Penalty 313.116220 = -157.667075 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 29 (317 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.794334 sec): 2 clusters Score: Raw -10920.296916 + Penalty 273.704126 = -10646.592790 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.795121 sec): 3 clusters Score: Raw -10760.928793 + Penalty 545.343501 = -10215.585292 nChanged 97 SP:Iteration 1F (8.795871 sec): 3 clusters Score: Raw -10834.197946 + Penalty 545.023670 = -10289.174276 nChanged 29 SP:Iteration 2F (8.796620 sec): 3 clusters Score: Raw -10860.308399 + Penalty 545.336027 = -10314.972372 nChanged 19 SP:Iteration 3F (8.797367 sec): 3 clusters Score: Raw -10887.206215 + Penalty 548.034298 = -10339.171917 nChanged 21 SP:Iteration 4F (8.798116 sec): 3 clusters Score: Raw -10918.800213 + Penalty 550.519943 = -10368.280270 nChanged 17 SP:Iteration 5F (8.798863 sec): 3 clusters Score: Raw -10937.546789 + Penalty 552.410777 = -10385.136012 nChanged 10 SP:Iteration 6Q (8.799611 sec): 3 clusters Score: Raw -10945.208292 + Penalty 554.795201 = -10390.413091 nChanged 7 SP:Iteration 7Q (8.800340 sec): 3 clusters Score: Raw -10953.957853 + Penalty 556.205249 = -10397.752604 nChanged 6 SP:Iteration 8Q (8.801056 sec): 3 clusters Score: Raw -10959.905707 + Penalty 555.969125 = -10403.936582 nChanged 3 SP:Iteration 9Q (8.801769 sec): 3 clusters Score: Raw -10961.666005 + Penalty 557.327352 = -10404.338653 nChanged 2 SP:Iteration 10F (8.802515 sec): 3 clusters Score: Raw -10962.588609 + Penalty 557.327352 = -10405.261257 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 30 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.803400 sec): 2 clusters Score: Raw -37.910646 + Penalty 0.000000 = -37.910646 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.803599 sec): 2 clusters Score: Raw -37.910646 + Penalty 0.000000 = -37.910646 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 32 (167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.804782 sec): 2 clusters Score: Raw -5212.728127 + Penalty 380.846547 = -4831.881581 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.805298 sec): 3 clusters Score: Raw -5154.764451 + Penalty 760.699866 = -4394.064585 nChanged 25 SP:Iteration 1F (8.805803 sec): 3 clusters Score: Raw -5179.721572 + Penalty 761.401569 = -4418.320003 nChanged 12 SP:Iteration 2F (8.806338 sec): 3 clusters Score: Raw -5197.300016 + Penalty 761.594104 = -4435.705912 nChanged 8 SP:Iteration 3Q (8.806840 sec): 3 clusters Score: Raw -5209.782973 + Penalty 763.477304 = -4446.305669 nChanged 8 SP:Iteration 4Q (8.807340 sec): 3 clusters Score: Raw -5221.828240 + Penalty 763.440375 = -4458.387865 nChanged 1 SP:Iteration 5Q (8.807837 sec): 3 clusters Score: Raw -5224.605352 + Penalty 761.578366 = -4463.026986 nChanged 2 SP:Iteration 6Q (8.808328 sec): 3 clusters Score: Raw -5228.053819 + Penalty 761.578366 = -4466.475453 nChanged 0 SP:Iteration 7F (8.808819 sec): 3 clusters Score: Raw -5228.053819 + Penalty 761.578366 = -4466.475453 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 33 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.809679 sec): 2 clusters Score: Raw -226.794554 + Penalty 120.400005 = -106.394549 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.809879 sec): 2 clusters Score: Raw -226.794554 + Penalty 120.400005 = -106.394549 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 34 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.810667 sec): 2 clusters Score: Raw -618.239584 + Penalty 284.662950 = -333.576634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.810905 sec): 3 clusters Score: Raw -636.907085 + Penalty 568.316211 = -68.590874 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 35 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.811677 sec): 2 clusters Score: Raw -580.177677 + Penalty 288.718540 = -291.459137 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.811918 sec): 3 clusters Score: Raw -627.893128 + Penalty 580.280665 = -47.612462 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 36 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.812684 sec): 2 clusters Score: Raw -545.236126 + Penalty 255.185849 = -290.050278 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.812921 sec): 3 clusters Score: Raw -586.653797 + Penalty 514.758000 = -71.895797 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 37 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.813671 sec): 2 clusters Score: Raw -454.486335 + Penalty 261.523437 = -192.962898 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.813899 sec): 3 clusters Score: Raw -472.305238 + Penalty 524.584168 = 52.278930 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 38 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.814618 sec): 2 clusters Score: Raw -33.165175 + Penalty 0.000000 = -33.165175 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.814807 sec): 2 clusters Score: Raw -33.165175 + Penalty 0.000000 = -33.165175 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 39 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.815646 sec): 2 clusters Score: Raw -1338.310678 + Penalty 294.998915 = -1043.311764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.815936 sec): 3 clusters Score: Raw -1388.527347 + Penalty 589.760084 = -798.767263 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 40 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.816687 sec): 2 clusters Score: Raw -38.330090 + Penalty 0.000000 = -38.330090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.816878 sec): 2 clusters Score: Raw -38.330090 + Penalty 0.000000 = -38.330090 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 41 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.817631 sec): 2 clusters Score: Raw -72.938761 + Penalty 37.044610 = -35.894150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.817820 sec): 2 clusters Score: Raw -72.938761 + Penalty 37.044610 = -35.894150 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 43 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.818609 sec): 2 clusters Score: Raw -854.387855 + Penalty 277.804622 = -576.583233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.818859 sec): 3 clusters Score: Raw -876.784439 + Penalty 553.541583 = -323.242857 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 44 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.819629 sec): 2 clusters Score: Raw -559.069264 + Penalty 281.089529 = -277.979734 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.819865 sec): 3 clusters Score: Raw -601.167496 + Penalty 560.756811 = -40.410685 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 45 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.820607 sec): 2 clusters Score: Raw -197.991293 + Penalty 135.040270 = -62.951022 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.820822 sec): 3 clusters Score: Raw -193.575158 + Penalty 268.844214 = 75.269056 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 46 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.821635 sec): 2 clusters Score: Raw -1153.749241 + Penalty 278.520580 = -875.228661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.821910 sec): 3 clusters Score: Raw -1165.681677 + Penalty 545.217631 = -620.464046 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 47 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.822670 sec): 2 clusters Score: Raw -428.456555 + Penalty 289.888029 = -138.568526 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.822896 sec): 3 clusters Score: Raw -453.757828 + Penalty 571.439299 = 117.681470 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 48 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.823648 sec): 2 clusters Score: Raw -453.424858 + Penalty 281.382644 = -172.042215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.823878 sec): 3 clusters Score: Raw -495.833045 + Penalty 562.765288 = 66.932243 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 49 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.824615 sec): 2 clusters Score: Raw -272.386134 + Penalty 237.177106 = -35.209028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.824832 sec): 3 clusters Score: Raw -268.156206 + Penalty 474.354212 = 206.198005 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 50 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.825556 sec): 2 clusters Score: Raw -83.877289 + Penalty 86.975810 = 3.098521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.825748 sec): 2 clusters Score: Raw -83.877289 + Penalty 86.975810 = 3.098521 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 51 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.826466 sec): 2 clusters Score: Raw -37.324892 + Penalty 0.000000 = -37.324892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.826655 sec): 2 clusters Score: Raw -37.324892 + Penalty 0.000000 = -37.324892 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 52 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.827403 sec): 2 clusters Score: Raw -196.702260 + Penalty 140.050235 = -56.652025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.827619 sec): 3 clusters Score: Raw -193.857002 + Penalty 287.003074 = 93.146073 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 53 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.828368 sec): 2 clusters Score: Raw -380.149119 + Penalty 204.202656 = -175.946463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.828594 sec): 3 clusters Score: Raw -388.086657 + Penalty 400.620513 = 12.533856 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 54 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.829329 sec): 2 clusters Score: Raw -242.412578 + Penalty 141.023061 = -101.389517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.829545 sec): 3 clusters Score: Raw -241.003130 + Penalty 287.574475 = 46.571345 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 55 (81 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.830477 sec): 2 clusters Score: Raw -2556.110668 + Penalty 336.820335 = -2219.290333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.830832 sec): 3 clusters Score: Raw -2568.911979 + Penalty 677.247468 = -1891.664511 nChanged 8 SP:Iteration 1F (8.831181 sec): 3 clusters Score: Raw -2590.588080 + Penalty 678.153823 = -1912.434257 nChanged 1 SP:Iteration 2Q (8.831518 sec): 3 clusters Score: Raw -2593.051376 + Penalty 678.153823 = -1914.897553 nChanged 0 SP:Iteration 3F (8.831865 sec): 3 clusters Score: Raw -2593.051376 + Penalty 678.153823 = -1914.897553 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 56 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.832662 sec): 2 clusters Score: Raw -723.762785 + Penalty 230.493708 = -493.269077 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.832904 sec): 3 clusters Score: Raw -757.103195 + Penalty 459.273513 = -297.829682 nChanged 1 SP:Iteration 1Q (8.833136 sec): 3 clusters Score: Raw -762.150215 + Penalty 459.273513 = -302.876702 nChanged 0 SP:Iteration 2F (8.833376 sec): 3 clusters Score: Raw -762.150215 + Penalty 459.273513 = -302.876702 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 57 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.834144 sec): 2 clusters Score: Raw -402.346639 + Penalty 190.261812 = -212.084827 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.834376 sec): 3 clusters Score: Raw -417.297933 + Penalty 382.919629 = -34.378303 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 58 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.835132 sec): 2 clusters Score: Raw -438.281670 + Penalty 248.456225 = -189.825444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.835360 sec): 3 clusters Score: Raw -474.753378 + Penalty 500.120349 = 25.366971 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 59 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.836097 sec): 2 clusters Score: Raw -243.456512 + Penalty 161.937952 = -81.518561 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.836315 sec): 3 clusters Score: Raw -252.916031 + Penalty 330.466455 = 77.550424 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 60 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.837068 sec): 2 clusters Score: Raw -483.786469 + Penalty 285.492891 = -198.293577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.837318 sec): 3 clusters Score: Raw -534.547387 + Penalty 587.055421 = 52.508034 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 61 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.838062 sec): 2 clusters Score: Raw -273.329483 + Penalty 190.593320 = -82.736163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.838281 sec): 3 clusters Score: Raw -279.336822 + Penalty 380.135427 = 100.798605 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 62 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.839047 sec): 2 clusters Score: Raw -513.051829 + Penalty 290.409345 = -222.642483 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.839287 sec): 3 clusters Score: Raw -568.158536 + Penalty 588.744409 = 20.585873 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 63 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.840012 sec): 2 clusters Score: Raw -83.954486 + Penalty 88.602421 = 4.647935 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.840223 sec): 3 clusters Score: Raw -75.311300 + Penalty 177.204842 = 101.893542 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 64 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.840978 sec): 2 clusters Score: Raw -455.471061 + Penalty 253.336207 = -202.134854 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.841208 sec): 3 clusters Score: Raw -500.363951 + Penalty 506.005222 = 5.641271 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 65 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.841947 sec): 2 clusters Score: Raw -292.510433 + Penalty 205.255819 = -87.254614 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.842165 sec): 3 clusters Score: Raw -294.422042 + Penalty 387.034132 = 92.612090 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 66 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.842917 sec): 2 clusters Score: Raw -456.826711 + Penalty 194.733344 = -262.093367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.843147 sec): 3 clusters Score: Raw -465.542659 + Penalty 391.714549 = -73.828110 nChanged 1 SP:Iteration 1F (8.843374 sec): 3 clusters Score: Raw -468.954001 + Penalty 391.714549 = -77.239453 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 67 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.844184 sec): 2 clusters Score: Raw -1050.659130 + Penalty 190.440568 = -860.218562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.844458 sec): 3 clusters Score: Raw -1063.974007 + Penalty 360.452325 = -703.521681 nChanged 2 SP:Iteration 1F (8.844726 sec): 3 clusters Score: Raw -1067.658559 + Penalty 356.097933 = -711.560625 nChanged 1 SP:Iteration 2Q (8.844988 sec): 3 clusters Score: Raw -1070.001286 + Penalty 356.097933 = -713.903353 nChanged 0 SP:Iteration 3F (8.845256 sec): 3 clusters Score: Raw -1070.001286 + Penalty 356.097933 = -713.903353 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 68 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.846002 sec): 2 clusters Score: Raw -241.517510 + Penalty 186.965744 = -54.551766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.846219 sec): 3 clusters Score: Raw -238.052861 + Penalty 373.931489 = 135.878628 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 69 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.846966 sec): 2 clusters Score: Raw -419.059296 + Penalty 269.137487 = -149.921809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.847208 sec): 3 clusters Score: Raw -422.028720 + Penalty 547.289401 = 125.260681 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 70 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.847944 sec): 2 clusters Score: Raw -204.296674 + Penalty 159.581530 = -44.715144 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.848160 sec): 3 clusters Score: Raw -201.228800 + Penalty 316.188225 = 114.959425 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 72 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.848891 sec): 2 clusters Score: Raw -119.968305 + Penalty 95.198334 = -24.769971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.849100 sec): 3 clusters Score: Raw -114.014952 + Penalty 183.469420 = 69.454467 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 73 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.849822 sec): 2 clusters Score: Raw -37.675209 + Penalty 0.000000 = -37.675209 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.850011 sec): 2 clusters Score: Raw -37.675209 + Penalty 0.000000 = -37.675209 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 75 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.850744 sec): 2 clusters Score: Raw -138.489854 + Penalty 58.102322 = -80.387532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.850954 sec): 3 clusters Score: Raw -135.275302 + Penalty 116.204643 = -19.070659 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 77 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.851687 sec): 2 clusters Score: Raw -187.648948 + Penalty 111.204890 = -76.444058 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.851898 sec): 3 clusters Score: Raw -184.910267 + Penalty 233.014311 = 48.104044 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 78 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.852625 sec): 2 clusters Score: Raw -177.357712 + Penalty 181.798561 = 4.440849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.852837 sec): 3 clusters Score: Raw -167.176374 + Penalty 363.597121 = 196.420748 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 79 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.853580 sec): 2 clusters Score: Raw -375.697616 + Penalty 282.276887 = -93.420729 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.853804 sec): 3 clusters Score: Raw -390.559793 + Penalty 567.322294 = 176.762501 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 80 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.854549 sec): 2 clusters Score: Raw -359.441066 + Penalty 233.734053 = -125.707013 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.854775 sec): 3 clusters Score: Raw -379.605733 + Penalty 465.373570 = 85.767836 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 81 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.855496 sec): 2 clusters Score: Raw -36.363214 + Penalty 0.000000 = -36.363214 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.855686 sec): 2 clusters Score: Raw -36.363214 + Penalty 0.000000 = -36.363214 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 82 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.856423 sec): 2 clusters Score: Raw -269.299097 + Penalty 152.952913 = -116.346184 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.856654 sec): 3 clusters Score: Raw -266.760298 + Penalty 284.083322 = 17.323024 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 83 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.857388 sec): 2 clusters Score: Raw -169.950457 + Penalty 138.240311 = -31.710147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.857598 sec): 3 clusters Score: Raw -163.556028 + Penalty 261.007232 = 97.451204 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 84 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.858352 sec): 2 clusters Score: Raw -335.198228 + Penalty 203.752041 = -131.446187 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.858576 sec): 3 clusters Score: Raw -351.684797 + Penalty 404.222620 = 52.537823 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 85 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.859307 sec): 2 clusters Score: Raw -172.718437 + Penalty 152.214683 = -20.503753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.859520 sec): 3 clusters Score: Raw -164.954024 + Penalty 294.878810 = 129.924785 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 86 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.860257 sec): 2 clusters Score: Raw -216.719983 + Penalty 203.327353 = -13.392630 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.860470 sec): 3 clusters Score: Raw -211.392286 + Penalty 362.839558 = 151.447272 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 87 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.861194 sec): 2 clusters Score: Raw -83.657909 + Penalty 84.156386 = 0.498477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.861385 sec): 2 clusters Score: Raw -83.657909 + Penalty 84.156386 = 0.498477 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 88 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.862123 sec): 2 clusters Score: Raw -332.768438 + Penalty 260.545645 = -72.222793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.862344 sec): 3 clusters Score: Raw -347.487036 + Penalty 535.481829 = 187.994793 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 89 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.863097 sec): 2 clusters Score: Raw -560.704762 + Penalty 327.089920 = -233.614842 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.863328 sec): 3 clusters Score: Raw -607.767939 + Penalty 651.484624 = 43.716686 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 90 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.864051 sec): 2 clusters Score: Raw -73.554269 + Penalty 50.293428 = -23.260841 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.864243 sec): 2 clusters Score: Raw -73.554269 + Penalty 50.293428 = -23.260841 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 91 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.864969 sec): 2 clusters Score: Raw -132.279524 + Penalty 137.253971 = 4.974448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.865178 sec): 3 clusters Score: Raw -122.437468 + Penalty 265.320188 = 142.882720 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 92 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.865908 sec): 2 clusters Score: Raw -134.619024 + Penalty 134.336288 = -0.282736 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.866133 sec): 3 clusters Score: Raw -124.548987 + Penalty 274.560337 = 150.011350 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 93 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.866864 sec): 2 clusters Score: Raw -129.139681 + Penalty 121.692722 = -7.446959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.867058 sec): 2 clusters Score: Raw -129.139681 + Penalty 121.692722 = -7.446959 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 94 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.867826 sec): 2 clusters Score: Raw -223.150366 + Penalty 207.942502 = -15.207864 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.868035 sec): 3 clusters Score: Raw -220.071533 + Penalty 350.410299 = 130.338766 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 95 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.868761 sec): 2 clusters Score: Raw -83.467715 + Penalty 77.180658 = -6.287056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.868966 sec): 3 clusters Score: Raw -75.163792 + Penalty 154.361317 = 79.197525 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 96 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.869687 sec): 2 clusters Score: Raw -38.366817 + Penalty 0.000000 = -38.366817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.869876 sec): 2 clusters Score: Raw -38.366817 + Penalty 0.000000 = -38.366817 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 97 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.870626 sec): 2 clusters Score: Raw -168.908136 + Penalty 88.814578 = -80.093558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.870838 sec): 3 clusters Score: Raw -174.238941 + Penalty 175.379177 = 1.140236 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 98 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.871557 sec): 2 clusters Score: Raw -36.267599 + Penalty 0.000000 = -36.267599 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.871742 sec): 2 clusters Score: Raw -36.267599 + Penalty 0.000000 = -36.267599 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 99 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.872477 sec): 2 clusters Score: Raw -233.332873 + Penalty 139.982893 = -93.349980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.872690 sec): 3 clusters Score: Raw -234.822665 + Penalty 275.827540 = 41.004875 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 100 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.873429 sec): 2 clusters Score: Raw -295.180482 + Penalty 139.003165 = -156.177317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.873649 sec): 3 clusters Score: Raw -297.080954 + Penalty 283.398571 = -13.682382 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 101 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.874387 sec): 2 clusters Score: Raw -275.895605 + Penalty 190.106843 = -85.788763 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.874605 sec): 3 clusters Score: Raw -274.034294 + Penalty 412.615882 = 138.581587 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 102 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.875329 sec): 2 clusters Score: Raw -81.627957 + Penalty 82.729258 = 1.101301 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.875550 sec): 3 clusters Score: Raw -74.070123 + Penalty 165.458517 = 91.388394 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 106 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.876297 sec): 2 clusters Score: Raw -273.146020 + Penalty 59.090997 = -214.055024 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.876521 sec): 3 clusters Score: Raw -274.236350 + Penalty 122.913483 = -151.322867 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 107 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.877251 sec): 2 clusters Score: Raw -165.916712 + Penalty 123.863161 = -42.053551 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.877463 sec): 3 clusters Score: Raw -160.077582 + Penalty 247.726322 = 87.648739 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 109 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.878183 sec): 2 clusters Score: Raw -38.008425 + Penalty 0.000000 = -38.008425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.878372 sec): 2 clusters Score: Raw -38.008425 + Penalty 0.000000 = -38.008425 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 112 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.879110 sec): 2 clusters Score: Raw -307.920281 + Penalty 166.835030 = -141.085251 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.879329 sec): 3 clusters Score: Raw -320.251533 + Penalty 333.670059 = 13.418526 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 113 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.880059 sec): 2 clusters Score: Raw -151.861229 + Penalty 108.919487 = -42.941742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.880274 sec): 3 clusters Score: Raw -149.938865 + Penalty 217.838974 = 67.900109 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 114 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.881009 sec): 2 clusters Score: Raw -74.437962 + Penalty 56.443436 = -17.994526 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.881200 sec): 2 clusters Score: Raw -74.437962 + Penalty 56.443436 = -17.994526 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 116 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.881926 sec): 2 clusters Score: Raw -78.241032 + Penalty 66.952717 = -11.288315 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.882117 sec): 2 clusters Score: Raw -78.241032 + Penalty 66.952717 = -11.288315 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 117 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.882844 sec): 2 clusters Score: Raw -81.391436 + Penalty 65.439459 = -15.951976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.883050 sec): 3 clusters Score: Raw -72.746676 + Penalty 130.878919 = 58.132243 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 118 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.883771 sec): 2 clusters Score: Raw -36.254107 + Penalty 0.000000 = -36.254107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.883960 sec): 2 clusters Score: Raw -36.254107 + Penalty 0.000000 = -36.254107 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 119 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.884682 sec): 2 clusters Score: Raw -85.693286 + Penalty 78.036444 = -7.656842 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.884889 sec): 2 clusters Score: Raw -85.693286 + Penalty 78.036444 = -7.656842 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 120 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.885614 sec): 2 clusters Score: Raw -36.476727 + Penalty 0.000000 = -36.476727 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.885804 sec): 2 clusters Score: Raw -36.476727 + Penalty 0.000000 = -36.476727 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 121 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.886521 sec): 2 clusters Score: Raw -37.568015 + Penalty 0.000000 = -37.568015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.886710 sec): 2 clusters Score: Raw -37.568015 + Penalty 0.000000 = -37.568015 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 124 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.887428 sec): 2 clusters Score: Raw -35.519789 + Penalty 0.000000 = -35.519789 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.887617 sec): 2 clusters Score: Raw -35.519789 + Penalty 0.000000 = -35.519789 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 125 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.888340 sec): 2 clusters Score: Raw -111.877017 + Penalty 74.796550 = -37.080467 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.888544 sec): 3 clusters Score: Raw -107.599932 + Penalty 135.516600 = 27.916668 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 126 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.889275 sec): 2 clusters Score: Raw -190.498194 + Penalty 100.953108 = -89.545086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.889484 sec): 3 clusters Score: Raw -186.146258 + Penalty 197.323798 = 11.177540 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 130 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.890208 sec): 2 clusters Score: Raw -75.362292 + Penalty 42.525155 = -32.837138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.890397 sec): 2 clusters Score: Raw -75.362292 + Penalty 42.525155 = -32.837138 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 132 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.891115 sec): 2 clusters Score: Raw -35.826554 + Penalty 0.000000 = -35.826554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.891305 sec): 2 clusters Score: Raw -35.826554 + Penalty 0.000000 = -35.826554 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 133 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.892019 sec): 2 clusters Score: Raw -34.757988 + Penalty 0.000000 = -34.757988 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.892205 sec): 2 clusters Score: Raw -34.757988 + Penalty 0.000000 = -34.757988 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 134 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.892923 sec): 2 clusters Score: Raw -37.562823 + Penalty 0.000000 = -37.562823 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.893113 sec): 2 clusters Score: Raw -37.562823 + Penalty 0.000000 = -37.562823 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 137 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.893840 sec): 2 clusters Score: Raw -77.773222 + Penalty 61.786088 = -15.987134 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.894045 sec): 2 clusters Score: Raw -77.773222 + Penalty 61.786088 = -15.987134 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 139 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.894769 sec): 2 clusters Score: Raw -37.519113 + Penalty 0.000000 = -37.519113 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.894958 sec): 2 clusters Score: Raw -37.519113 + Penalty 0.000000 = -37.519113 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 141 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.895677 sec): 2 clusters Score: Raw -36.747006 + Penalty 0.000000 = -36.747006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.895865 sec): 2 clusters Score: Raw -36.747006 + Penalty 0.000000 = -36.747006 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 143 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.896580 sec): 2 clusters Score: Raw -35.164452 + Penalty 0.000000 = -35.164452 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.896767 sec): 2 clusters Score: Raw -35.164452 + Penalty 0.000000 = -35.164452 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 144 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.897482 sec): 2 clusters Score: Raw -37.335892 + Penalty 0.000000 = -37.335892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.897668 sec): 2 clusters Score: Raw -37.335892 + Penalty 0.000000 = -37.335892 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 145 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.898385 sec): 2 clusters Score: Raw -35.316599 + Penalty 0.000000 = -35.316599 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.898574 sec): 2 clusters Score: Raw -35.316599 + Penalty 0.000000 = -35.316599 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 146 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.899294 sec): 2 clusters Score: Raw -82.182121 + Penalty 57.553878 = -24.628243 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.899492 sec): 3 clusters Score: Raw -72.939018 + Penalty 115.107755 = 42.168738 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 147 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.900220 sec): 2 clusters Score: Raw -73.001180 + Penalty 59.507808 = -13.493372 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.900426 sec): 3 clusters Score: Raw -67.334086 + Penalty 119.015616 = 51.681530 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 148 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.901145 sec): 2 clusters Score: Raw -37.416541 + Penalty 0.000000 = -37.416541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.901335 sec): 2 clusters Score: Raw -37.416541 + Penalty 0.000000 = -37.416541 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 149 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.902052 sec): 2 clusters Score: Raw -35.611460 + Penalty 0.000000 = -35.611460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.902239 sec): 2 clusters Score: Raw -35.611460 + Penalty 0.000000 = -35.611460 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 150 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.902957 sec): 2 clusters Score: Raw -37.333774 + Penalty 0.000000 = -37.333774 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.903146 sec): 2 clusters Score: Raw -37.333774 + Penalty 0.000000 = -37.333774 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 151 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.903881 sec): 2 clusters Score: Raw -35.728204 + Penalty 0.000000 = -35.728204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.904070 sec): 2 clusters Score: Raw -35.728204 + Penalty 0.000000 = -35.728204 nChanged 0 Deleting Class 96 (1 points): Lose 5.665745 but Gain 1247.983699 Iteration 20F (9.993606 sec): 129 clusters Score: Raw -522288.629419 + Penalty 107044.538423 = -415244.090996 nChanged 121 Deleting Class 63 (2 points): Lose 18.588553 but Gain 1251.867284 Iteration 21Q (10.074075 sec): 128 clusters Score: Raw -522331.922614 + Penalty 105830.672428 = -416501.250186 nChanged 53 Deleting Class 78 (4 points): Lose 63.420744 but Gain 1284.319701 Iteration 22Q (10.151138 sec): 127 clusters Score: Raw -522308.082705 + Penalty 104618.276543 = -417689.806162 nChanged 41 Deleting Class 119 (1 points): Lose 5.841084 but Gain 1218.226338 Iteration 23Q (10.226054 sec): 126 clusters Score: Raw -522350.448460 + Penalty 103436.936774 = -418913.511686 nChanged 42 Deleting Class 109 (1 points): Lose 4.544791 but Gain 1216.090901 Iteration 24Q (10.300945 sec): 125 clusters Score: Raw -522373.749421 + Penalty 102247.658012 = -420126.091409 nChanged 30 Deleting Class 91 (3 points): Lose 37.420216 but Gain 1223.541285 Iteration 25Q (10.375737 sec): 124 clusters Score: Raw -522353.626323 + Penalty 101157.262226 = -421196.364097 nChanged 28 Deleting Class 49 (6 points): Lose 111.310228 but Gain 1296.376703 Iteration 26Q (10.449004 sec): 123 clusters Score: Raw -522285.215309 + Penalty 99910.412302 = -422374.803007 nChanged 29 Deleting Class 40 (1 points): Lose 2.934771 but Gain 1187.257699 Iteration 27Q (10.521861 sec): 122 clusters Score: Raw -522315.005070 + Penalty 98755.002939 = -423560.002131 nChanged 21 Deleting Class 94 (5 points): Lose 82.495683 but Gain 1265.339887 Iteration 28Q (10.594016 sec): 121 clusters Score: Raw -522266.689856 + Penalty 97584.940763 = -424681.749093 nChanged 18 Deleting Class 86 (5 points): Lose 57.910833 but Gain 1237.256489 Iteration 29Q (10.666854 sec): 120 clusters Score: Raw -522250.275472 + Penalty 96468.468284 = -425781.807189 nChanged 17 Deleting Class 50 (2 points): Lose 50.573963 but Gain 1228.884830 Iteration 30F (11.651295 sec): 119 clusters Score: Raw -522233.441197 + Penalty 96833.152315 = -425400.288881 nChanged 6 Deleting Class 148 (1 points): Lose 1.870033 but Gain 1179.658133 Iteration 31F (12.630272 sec): 118 clusters Score: Raw -522235.124548 + Penalty 95664.978470 = -426570.146077 nChanged 3 Deleting Class 87 (2 points): Lose 22.886669 but Gain 1189.049062 Iteration 32Q (12.703708 sec): 117 clusters Score: Raw -522215.242764 + Penalty 94574.961044 = -427640.281719 nChanged 2 Deleting Class 73 (2 points): Lose 26.252031 but Gain 1204.585709 Iteration 33Q (12.774002 sec): 116 clusters Score: Raw -522212.310256 + Penalty 93401.838614 = -428810.471643 nChanged 3 Deleting Class 30 (1 points): Lose 24.291581 but Gain 1179.583619 Iteration 34Q (12.844095 sec): 115 clusters Score: Raw -522196.686842 + Penalty 92233.349626 = -429963.337217 nChanged 2 Deleting Class 102 (2 points): Lose 18.548288 but Gain 1168.885123 Iteration 35Q (12.914407 sec): 114 clusters Score: Raw -522186.224140 + Penalty 91078.819457 = -431107.404683 nChanged 8 Deleting Class 118 (1 points): Lose 9.078431 but Gain 1145.470011 Iteration 36Q (12.986171 sec): 113 clusters Score: Raw -522187.784167 + Penalty 89951.066665 = -432236.717502 nChanged 2 Deleting Class 92 (3 points): Lose 65.312734 but Gain 1197.531793 Iteration 37Q (13.055665 sec): 112 clusters Score: Raw -522139.070697 + Penalty 88776.441960 = -433362.628737 nChanged 4 Deleting Class 79 (9 points): Lose 126.021304 but Gain 1258.169149 Iteration 38Q (13.125366 sec): 111 clusters Score: Raw -522030.234925 + Penalty 87582.388373 = -434447.846552 nChanged 10 Deleting Class 51 (1 points): Lose 0.417782 but Gain 1112.092189 Iteration 39Q (13.195353 sec): 110 clusters Score: Raw -522059.938953 + Penalty 86497.078780 = -435562.860173 nChanged 6 Deleting Class 134 (2 points): Lose 36.201568 but Gain 1127.801779 Iteration 40F (14.087601 sec): 109 clusters Score: Raw -522035.168790 + Penalty 85376.778230 = -436658.390561 nChanged 5 Deleting Class 89 (14 points): Lose 127.992686 but Gain 1213.826169 Iteration 41Q (14.156527 sec): 108 clusters Score: Raw -521917.766730 + Penalty 84237.334787 = -437680.431943 nChanged 18 Deleting Class 88 (8 points): Lose 147.898894 but Gain 1227.086740 Iteration 42Q (14.226135 sec): 107 clusters Score: Raw -521815.404421 + Penalty 83064.377823 = -438751.026598 nChanged 15 Deleting Class 47 (11 points): Lose 112.148656 but Gain 1183.963273 Iteration 43Q (14.295163 sec): 106 clusters Score: Raw -521776.656751 + Penalty 81987.926694 = -439788.730057 nChanged 17 Deleting Class 139 (1 points): Lose 3.048311 but Gain 1073.729954 Iteration 44Q (14.364537 sec): 105 clusters Score: Raw -521828.605439 + Penalty 80923.074082 = -440905.531357 nChanged 9 Deleting Class 150 (1 points): Lose 2.718453 but Gain 1073.042293 Iteration 45Q (14.432466 sec): 104 clusters Score: Raw -521839.291844 + Penalty 79859.090534 = -441980.201310 nChanged 3 Deleting Class 95 (2 points): Lose 30.390165 but Gain 1090.488722 Iteration 46Q (14.500236 sec): 103 clusters Score: Raw -521812.400323 + Penalty 78770.589279 = -443041.811045 nChanged 2 Deleting Class 93 (3 points): Lose 45.776368 but Gain 1084.821578 Iteration 47Q (14.567862 sec): 102 clusters Score: Raw -521771.689075 + Penalty 77716.722387 = -444054.966688 nChanged 3 Deleting Class 69 (10 points): Lose 124.274861 but Gain 1144.713131 Iteration 48Q (14.635338 sec): 101 clusters Score: Raw -521685.056059 + Penalty 76648.973813 = -445036.082246 nChanged 10 Deleting Class 34 (22 points): Lose 102.958948 but Gain 1106.181631 Iteration 49Q (14.703294 sec): 100 clusters Score: Raw -521613.865965 + Penalty 75727.465695 = -445886.400270 nChanged 23 Deleting Class 68 (7 points): Lose 47.180971 but Gain 1034.808996 Iteration 50F (15.522881 sec): 99 clusters Score: Raw -521623.916815 + Penalty 74771.512896 = -446852.403919 nChanged 9 Deleting Class 60 (13 points): Lose 107.594351 but Gain 1090.070697 Iteration 51Q (15.591106 sec): 98 clusters Score: Raw -521535.269181 + Penalty 73784.647429 = -447750.621752 nChanged 17 Deleting Class 121 (1 points): Lose 14.841913 but Gain 997.220937 Iteration 52Q (15.660207 sec): 97 clusters Score: Raw -521560.694971 + Penalty 72795.885276 = -448764.809694 nChanged 4 Deleting Class 65 (7 points): Lose 56.544297 but Gain 1033.025059 Iteration 53Q (15.727488 sec): 96 clusters Score: Raw -521510.844329 + Penalty 71797.133038 = -449713.711291 nChanged 7 Deleting Class 85 (6 points): Lose 128.437165 but Gain 1104.467726 Iteration 54Q (15.794220 sec): 95 clusters Score: Raw -521401.345355 + Penalty 70767.168817 = -450634.176538 nChanged 6 Deleting Class 15 (4 points): Lose 22.083826 but Gain 991.994321 Iteration 55Q (15.861970 sec): 94 clusters Score: Raw -521431.744493 + Penalty 69776.462264 = -451655.282229 nChanged 7 Deleting Class 70 (6 points): Lose 61.025636 but Gain 1027.031619 Iteration 56Q (15.929201 sec): 93 clusters Score: Raw -521379.844377 + Penalty 68809.842653 = -452570.001724 nChanged 7 Deleting Class 48 (14 points): Lose 140.527967 but Gain 1099.831675 Iteration 57Q (15.996159 sec): 92 clusters Score: Raw -521258.776680 + Penalty 67745.886347 = -453512.890333 nChanged 17 Deleting Class 44 (16 points): Lose 66.014222 but Gain 1023.478034 Iteration 58Q (16.062570 sec): 91 clusters Score: Raw -521229.274546 + Penalty 66780.945681 = -454448.328865 nChanged 19 Deleting Class 101 (8 points): Lose 63.644358 but Gain 1008.847871 Iteration 59Q (16.129483 sec): 90 clusters Score: Raw -521194.990727 + Penalty 65806.096786 = -455388.893941 nChanged 14 Deleting Class 83 (4 points): Lose 35.866912 but Gain 976.601541 Iteration 60F (16.861715 sec): 89 clusters Score: Raw -521178.316146 + Penalty 64839.659032 = -456338.657114 nChanged 8 Deleting Class 120 (1 points): Lose 13.108574 but Gain 951.871217 Iteration 61Q (16.926971 sec): 88 clusters Score: Raw -521181.088619 + Penalty 63911.103497 = -457269.985122 nChanged 4 Deleting Class 80 (10 points): Lose 57.837929 but Gain 994.132936 Iteration 62Q (16.992579 sec): 87 clusters Score: Raw -521133.360187 + Penalty 62919.810923 = -458213.549264 nChanged 11 Deleting Class 35 (19 points): Lose 122.202522 but Gain 1053.385944 Iteration 63Q (17.058546 sec): 86 clusters Score: Raw -521029.775155 + Penalty 61955.235602 = -459074.539554 nChanged 19 Deleting Class 151 (1 points): Lose 3.074277 but Gain 931.429157 Iteration 64Q (17.123852 sec): 85 clusters Score: Raw -521079.832104 + Penalty 61029.328521 = -460050.503584 nChanged 6 Deleting Class 116 (2 points): Lose 19.112860 but Gain 945.977711 Iteration 65Q (17.187685 sec): 84 clusters Score: Raw -521074.717456 + Penalty 60191.373230 = -460883.344226 nChanged 3 Deleting Class 141 (1 points): Lose 13.995379 but Gain 938.214314 Iteration 66Q (17.251506 sec): 83 clusters Score: Raw -521093.581474 + Penalty 59261.193889 = -461832.387585 nChanged 3 Deleting Class 117 (2 points): Lose 13.169163 but Gain 924.596836 Iteration 67Q (17.314350 sec): 82 clusters Score: Raw -521091.121196 + Penalty 58333.613405 = -462757.507791 nChanged 5 Deleting Class 132 (1 points): Lose 1.490870 but Gain 912.700390 Iteration 68Q (17.378405 sec): 81 clusters Score: Raw -521095.155610 + Penalty 57416.526970 = -463678.628639 nChanged 3 Deleting Class 37 (11 points): Lose 161.054073 but Gain 1068.116353 Iteration 69Q (17.441984 sec): 80 clusters Score: Raw -520937.192556 + Penalty 56537.217008 = -464399.975548 nChanged 11 Deleting Class 144 (2 points): Lose 43.856637 but Gain 1003.704696 Iteration 70F (18.104672 sec): 79 clusters Score: Raw -520970.644400 + Penalty 55534.485646 = -465436.158754 nChanged 5 Deleting Class 64 (14 points): Lose 86.004467 but Gain 988.551993 Iteration 71Q (18.167673 sec): 78 clusters Score: Raw -520905.329351 + Penalty 54562.161730 = -466343.167621 nChanged 21 Deleting Class 61 (7 points): Lose 68.104578 but Gain 959.230664 Iteration 72Q (18.230269 sec): 77 clusters Score: Raw -520872.654581 + Penalty 53611.472756 = -467261.181826 nChanged 12 Deleting Class 145 (2 points): Lose 26.981294 but Gain 906.323944 Iteration 73Q (18.293145 sec): 76 clusters Score: Raw -520862.191277 + Penalty 52704.935897 = -468157.255379 nChanged 8 Deleting Class 13 (12 points): Lose 57.216062 but Gain 922.431157 Iteration 74Q (18.355287 sec): 75 clusters Score: Raw -520811.041404 + Penalty 51790.942401 = -469020.099003 nChanged 14 Deleting Class 84 (9 points): Lose 45.006852 but Gain 908.166925 Iteration 75Q (18.417390 sec): 74 clusters Score: Raw -520791.141999 + Penalty 50890.142993 = -469900.999005 nChanged 10 Deleting Class 137 (2 points): Lose 13.127464 but Gain 872.978201 Iteration 76Q (18.479010 sec): 73 clusters Score: Raw -520795.057207 + Penalty 50011.264090 = -470783.793117 nChanged 5 Deleting Class 62 (18 points): Lose 172.266041 but Gain 1029.892930 Iteration 77Q (18.539689 sec): 72 clusters Score: Raw -520630.699150 + Penalty 49068.926061 = -471561.773090 nChanged 21 Deleting Class 114 (3 points): Lose 35.042286 but Gain 884.905786 Iteration 78Q (18.601267 sec): 71 clusters Score: Raw -520688.391531 + Penalty 48195.261911 = -472493.129619 nChanged 9 Deleting Class 36 (16 points): Lose 99.182254 but Gain 943.184642 Iteration 79Q (18.661935 sec): 70 clusters Score: Raw -520606.084888 + Penalty 47287.602846 = -473318.482042 nChanged 23 Deleting Class 11 (8 points): Lose 38.642585 but Gain 879.059920 Iteration 80F (19.232395 sec): 69 clusters Score: Raw -520601.226506 + Penalty 46530.375767 = -474070.850739 nChanged 18 Deleting Class 59 (12 points): Lose 60.639799 but Gain 892.433343 Iteration 81Q (19.293348 sec): 68 clusters Score: Raw -520574.876344 + Penalty 45653.048843 = -474921.827502 nChanged 16 Deleting Class 107 (4 points): Lose 43.728837 but Gain 875.033869 Iteration 82Q (19.354153 sec): 67 clusters Score: Raw -520554.097567 + Penalty 44770.855899 = -475783.241668 nChanged 11 Deleting Class 72 (3 points): Lose 21.124208 but Gain 848.639138 Iteration 83Q (19.414232 sec): 66 clusters Score: Raw -520551.437112 + Penalty 43919.358592 = -476632.078520 nChanged 12 Deleting Class 53 (10 points): Lose 42.571091 but Gain 868.528068 Iteration 84Q (19.474279 sec): 65 clusters Score: Raw -520522.458908 + Penalty 43065.805060 = -477456.653848 nChanged 20 Deleting Class 147 (2 points): Lose 16.558129 but Gain 840.788289 Iteration 85Q (19.534262 sec): 64 clusters Score: Raw -520527.684605 + Penalty 42223.277191 = -478304.407414 nChanged 7 Deleting Class 43 (31 points): Lose 132.740152 but Gain 944.570431 Iteration 86Q (19.593625 sec): 63 clusters Score: Raw -520404.912724 + Penalty 41418.646155 = -478986.266569 nChanged 38 Deleting Class 52 (5 points): Lose 44.032182 but Gain 852.212258 Iteration 87Q (19.653807 sec): 62 clusters Score: Raw -520427.521527 + Penalty 40586.434960 = -479841.086568 nChanged 14 Deleting Class 58 (12 points): Lose 181.919978 but Gain 979.214793 Iteration 88Q (19.714353 sec): 61 clusters Score: Raw -520273.467999 + Penalty 39328.170709 = -480945.297289 nChanged 23 Deleting Class 45 (5 points): Lose 24.889743 but Gain 821.726386 Iteration 89Q (19.774434 sec): 60 clusters Score: Raw -520340.147665 + Penalty 38551.005408 = -481789.142258 nChanged 14 Deleting Class 113 (5 points): Lose 53.494744 but Gain 850.430168 Iteration 90F (20.265444 sec): 59 clusters Score: Raw -520314.352031 + Penalty 37751.315527 = -482563.036504 nChanged 16 Deleting Class 146 (2 points): Lose 17.509283 but Gain 813.181123 Iteration 91Q (20.324863 sec): 58 clusters Score: Raw -520321.037589 + Penalty 36995.249306 = -483325.788283 nChanged 7 Deleting Class 81 (1 points): Lose 5.715353 but Gain 800.702364 Iteration 92Q (20.382765 sec): 57 clusters Score: Raw -520334.832944 + Penalty 36243.472764 = -484091.360180 nChanged 6 Deleting Class 25 (7 points): Lose 48.007087 but Gain 832.260876 Iteration 93Q (20.440814 sec): 56 clusters Score: Raw -520293.348001 + Penalty 35412.061808 = -484881.286193 nChanged 9 Deleting Class 82 (8 points): Lose 47.347766 but Gain 816.116583 Iteration 94Q (20.498920 sec): 55 clusters Score: Raw -520256.465023 + Penalty 34635.824929 = -485620.640095 nChanged 11 Deleting Class 22 (17 points): Lose 49.712197 but Gain 814.297068 Iteration 95Q (20.556722 sec): 54 clusters Score: Raw -520224.615081 + Penalty 33825.986056 = -486398.629026 nChanged 20 Deleting Class 124 (1 points): Lose 5.154994 but Gain 768.731129 Iteration 96Q (20.614401 sec): 53 clusters Score: Raw -520242.538197 + Penalty 33060.944816 = -487181.593381 nChanged 5 Deleting Class 54 (7 points): Lose 54.819794 but Gain 815.740674 Iteration 97Q (20.672278 sec): 52 clusters Score: Raw -520190.424373 + Penalty 32277.040506 = -487913.383867 nChanged 8 Deleting Class 17 (30 points): Lose 184.989304 but Gain 944.801144 Iteration 98Q (20.729565 sec): 51 clusters Score: Raw -520027.321832 + Penalty 31387.326187 = -488639.995645 nChanged 31 Deleting Class 18 (22 points): Lose 186.294903 but Gain 943.575712 Iteration 99Q (20.788814 sec): 50 clusters Score: Raw -519932.950113 + Penalty 30842.201503 = -489090.748610 nChanged 33 Deleting Class 26 (63 points): Lose 243.079175 but Gain 998.439367 Iteration 100F (21.200627 sec): 49 clusters Score: Raw -519804.989119 + Penalty 28373.492444 = -491431.496675 nChanged 71 Deleting Class 98 (1 points): Lose 6.257226 but Gain 759.458613 Iteration 101Q (21.257791 sec): 48 clusters Score: Raw -519974.045129 + Penalty 27611.152586 = -492362.892543 nChanged 35 Deleting Class 66 (15 points): Lose 67.408382 but Gain 804.678421 Iteration 102Q (21.314298 sec): 47 clusters Score: Raw -519936.984177 + Penalty 26833.378648 = -493103.605529 nChanged 40 Deleting Class 125 (4 points): Lose 28.961528 but Gain 764.439514 Iteration 103Q (21.370613 sec): 46 clusters Score: Raw -519938.349268 + Penalty 26084.910056 = -493853.439211 nChanged 24 Deleting Class 7 (43 points): Lose 113.028164 but Gain 833.721659 Iteration 104Q (21.426005 sec): 45 clusters Score: Raw -519843.450645 + Penalty 25324.892316 = -494518.558330 nChanged 59 Deleting Class 112 (13 points): Lose 114.695620 but Gain 827.503193 Iteration 105Q (21.482065 sec): 44 clusters Score: Raw -519806.915243 + Penalty 24568.191752 = -495238.723491 nChanged 24 Deleting Class 90 (3 points): Lose 20.502382 but Gain 761.588577 Iteration 106Q (21.536980 sec): 43 clusters Score: Raw -519834.360290 + Penalty 23801.027581 = -496033.332708 nChanged 13 Deleting Class 99 (7 points): Lose 105.359275 but Gain 794.982781 Iteration 107Q (21.591560 sec): 42 clusters Score: Raw -519742.678110 + Penalty 23001.976175 = -496740.701935 nChanged 17 Deleting Class 33 (7 points): Lose 34.721733 but Gain 710.097883 Iteration 108Q (21.645340 sec): 41 clusters Score: Raw -519744.624289 + Penalty 22292.068296 = -497452.555993 nChanged 21 Deleting Class 56 (21 points): Lose 102.136863 but Gain 761.133101 Iteration 109Q (21.699144 sec): 40 clusters Score: Raw -519665.215989 + Penalty 21545.629353 = -498119.586636 nChanged 31 Deleting Class 77 (5 points): Lose 20.601825 but Gain 676.686980 Iteration 110F (22.037682 sec): 39 clusters Score: Raw -519693.150630 + Penalty 20864.066743 = -498829.083887 nChanged 15 Deleting Class 57 (17 points): Lose 77.890709 but Gain 733.522116 Iteration 111Q (22.091172 sec): 38 clusters Score: Raw -519625.890029 + Penalty 20142.304568 = -499483.585461 nChanged 22 Deleting Class 149 (1 points): Lose 3.626829 but Gain 651.619722 Iteration 112Q (22.144988 sec): 37 clusters Score: Raw -519657.299000 + Penalty 19487.703935 = -500169.595066 nChanged 6 Deleting Class 38 (1 points): Lose 3.632999 but Gain 640.414525 Iteration 113Q (22.198170 sec): 36 clusters Score: Raw -519658.732297 + Penalty 18839.422023 = -500819.310274 nChanged 4 Deleting Class 100 (8 points): Lose 25.032710 but Gain 654.660495 Iteration 114Q (22.251727 sec): 35 clusters Score: Raw -519636.761878 + Penalty 18187.340302 = -501449.421576 nChanged 8 Deleting Class 143 (1 points): Lose 7.372422 but Gain 632.593478 Iteration 115Q (22.303788 sec): 34 clusters Score: Raw -519639.244552 + Penalty 17555.212299 = -502084.032253 nChanged 4 Deleting Class 46 (52 points): Lose 229.608637 but Gain 836.370120 Iteration 116Q (22.355682 sec): 33 clusters Score: Raw -519411.975904 + Penalty 16759.474177 = -502652.501727 nChanged 53 Deleting Class 126 (5 points): Lose 19.042179 but Gain 614.304402 Iteration 117Q (22.407834 sec): 32 clusters Score: Raw -519504.198300 + Penalty 16140.592449 = -503363.605851 nChanged 26 Deleting Class 130 (2 points): Lose 14.143119 but Gain 600.839674 Iteration 118Q (22.459683 sec): 31 clusters Score: Raw -519510.894131 + Penalty 15540.631863 = -503970.262268 nChanged 15 Writing temp clu file Memory request: 0.08 GB would take us to total of 0.17 GB. Compute initial score before splitting: Score: Raw -519510.894131 + Penalty 15540.631863 = -503970.262268Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 1 (2096 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.501053 sec): 2 clusters Score: Raw -66164.132792 + Penalty 190.992087 = -65973.140705 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.505034 sec): 3 clusters Score: Raw -64799.344471 + Penalty 388.857514 = -64410.486958 nChanged 991 SP:Iteration 1F (22.508997 sec): 3 clusters Score: Raw -65505.756751 + Penalty 402.838910 = -65102.917841 nChanged 274 SP:Iteration 2F (22.512811 sec): 3 clusters Score: Raw -65693.420764 + Penalty 413.537336 = -65279.883429 nChanged 138 SP:Iteration 3F (22.516665 sec): 3 clusters Score: Raw -65824.515186 + Penalty 415.864045 = -65408.651141 nChanged 103 SP:Iteration 4Q (22.520606 sec): 3 clusters Score: Raw -65910.620766 + Penalty 419.265874 = -65491.354892 nChanged 80 SP:Iteration 5Q (22.524402 sec): 3 clusters Score: Raw -65976.034400 + Penalty 418.270386 = -65557.764015 nChanged 72 SP:Iteration 6Q (22.528246 sec): 3 clusters Score: Raw -66034.354878 + Penalty 415.905848 = -65618.449030 nChanged 57 SP:Iteration 7Q (22.531904 sec): 3 clusters Score: Raw -66084.797125 + Penalty 412.968799 = -65671.828327 nChanged 40 SP:Iteration 8Q (22.535556 sec): 3 clusters Score: Raw -66131.907879 + Penalty 421.753898 = -65710.153981 nChanged 17 SP:Iteration 9Q (22.539130 sec): 3 clusters Score: Raw -66154.868882 + Penalty 412.070458 = -65742.798424 nChanged 13 SP:Iteration 10F (22.543040 sec): 3 clusters Score: Raw -66172.050894 + Penalty 408.213648 = -65763.837246 nChanged 8 SP:Iteration 11Q (22.546298 sec): 3 clusters Score: Raw -66181.253291 + Penalty 404.793139 = -65776.460153 nChanged 8 SP:Iteration 12Q (22.549405 sec): 3 clusters Score: Raw -66185.580196 + Penalty 402.549013 = -65783.031183 nChanged 2 SP:Iteration 13Q (22.552485 sec): 3 clusters Score: Raw -66188.228758 + Penalty 403.142895 = -65785.085863 nChanged 3 SP:Iteration 14Q (22.555555 sec): 3 clusters Score: Raw -66192.242477 + Penalty 415.838602 = -65776.403875 nChanged 3 SP:Iteration 15F (22.559371 sec): 3 clusters Score: Raw -66193.410782 + Penalty 415.665938 = -65777.744844 nChanged 1 SP:Iteration 16Q (22.562432 sec): 3 clusters Score: Raw -66194.258321 + Penalty 418.636827 = -65775.621494 nChanged 1 SP:Iteration 17F (22.566263 sec): 3 clusters Score: Raw -66194.649971 + Penalty 422.180020 = -65772.469952 nChanged 1 SP:Iteration 18F (22.570201 sec): 3 clusters Score: Raw -66194.753013 + Penalty 422.180020 = -65772.572993 nChanged 0 Memory request: 0.02 GB would take us to total of 0.19 GB. Trying to split cluster 2 (4512 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.590039 sec): 2 clusters Score: Raw -138538.605311 + Penalty 193.916082 = -138344.689230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.598605 sec): 3 clusters Score: Raw -135661.619269 + Penalty 380.656889 = -135280.962379 nChanged 2078 SP:Iteration 1F (22.607023 sec): 3 clusters Score: Raw -137059.575442 + Penalty 372.062179 = -136687.513263 nChanged 523 SP:Iteration 2F (22.615211 sec): 3 clusters Score: Raw -137587.430216 + Penalty 361.319773 = -137226.110443 nChanged 361 SP:Iteration 3F (22.623343 sec): 3 clusters Score: Raw -137932.723563 + Penalty 353.992275 = -137578.731288 nChanged 255 SP:Iteration 4F (22.631424 sec): 3 clusters Score: Raw -138112.653070 + Penalty 349.148118 = -137763.504953 nChanged 152 SP:Iteration 5Q (22.639260 sec): 3 clusters Score: Raw -138202.289663 + Penalty 344.972096 = -137857.317567 nChanged 97 SP:Iteration 6Q (22.646909 sec): 3 clusters Score: Raw -138263.707417 + Penalty 342.133790 = -137921.573627 nChanged 86 SP:Iteration 7Q (22.654221 sec): 3 clusters Score: Raw -138305.363479 + Penalty 341.030974 = -137964.332505 nChanged 64 SP:Iteration 8Q (22.661493 sec): 3 clusters Score: Raw -138335.912150 + Penalty 339.675816 = -137996.236334 nChanged 52 SP:Iteration 9Q (22.668856 sec): 3 clusters Score: Raw -138357.470325 + Penalty 338.184606 = -138019.285719 nChanged 38 SP:Iteration 10F (22.677123 sec): 3 clusters Score: Raw -138369.775155 + Penalty 337.886116 = -138031.889039 nChanged 33 SP:Iteration 11Q (22.684240 sec): 3 clusters Score: Raw -138380.976285 + Penalty 335.539789 = -138045.436495 nChanged 41 SP:Iteration 12Q (22.691307 sec): 3 clusters Score: Raw -138394.111600 + Penalty 334.116721 = -138059.994879 nChanged 38 SP:Iteration 13Q (22.698421 sec): 3 clusters Score: Raw -138403.792777 + Penalty 332.558233 = -138071.234544 nChanged 28 SP:Iteration 14Q (22.705385 sec): 3 clusters Score: Raw -138409.242293 + Penalty 330.035197 = -138079.207096 nChanged 18 SP:Iteration 15Q (22.712457 sec): 3 clusters Score: Raw -138412.054819 + Penalty 327.986057 = -138084.068762 nChanged 19 SP:Iteration 16Q (22.719511 sec): 3 clusters Score: Raw -138415.615389 + Penalty 326.453552 = -138089.161837 nChanged 26 SP:Iteration 17Q (22.726421 sec): 3 clusters Score: Raw -138421.304054 + Penalty 325.799390 = -138095.504664 nChanged 29 SP:Iteration 18Q (22.733272 sec): 3 clusters Score: Raw -138427.420540 + Penalty 325.814380 = -138101.606160 nChanged 31 SP:Iteration 19Q (22.740277 sec): 3 clusters Score: Raw -138434.123267 + Penalty 324.553684 = -138109.569583 nChanged 20 SP:Iteration 20F (22.748705 sec): 3 clusters Score: Raw -138439.478088 + Penalty 321.951385 = -138117.526703 nChanged 28 SP:Iteration 21Q (22.756058 sec): 3 clusters Score: Raw -138447.987149 + Penalty 321.200360 = -138126.786789 nChanged 31 SP:Iteration 22Q (22.763504 sec): 3 clusters Score: Raw -138457.074898 + Penalty 319.184523 = -138137.890374 nChanged 27 SP:Iteration 23Q (22.770805 sec): 3 clusters Score: Raw -138465.489761 + Penalty 318.561147 = -138146.928614 nChanged 25 SP:Iteration 24Q (22.778047 sec): 3 clusters Score: Raw -138472.246811 + Penalty 315.876000 = -138156.370811 nChanged 18 SP:Iteration 25Q (22.785321 sec): 3 clusters Score: Raw -138476.899523 + Penalty 315.034709 = -138161.864814 nChanged 20 SP:Iteration 26Q (22.792535 sec): 3 clusters Score: Raw -138482.321700 + Penalty 310.990538 = -138171.331162 nChanged 19 SP:Iteration 27Q (22.800005 sec): 3 clusters Score: Raw -138488.608199 + Penalty 310.080013 = -138178.528186 nChanged 24 SP:Iteration 28Q (22.807524 sec): 3 clusters Score: Raw -138497.213041 + Penalty 306.131855 = -138191.081186 nChanged 27 SP:Iteration 29Q (22.815017 sec): 3 clusters Score: Raw -138514.618877 + Penalty 303.351251 = -138211.267625 nChanged 36 SP:Iteration 30F (22.823703 sec): 3 clusters Score: Raw -138537.903631 + Penalty 307.930206 = -138229.973425 nChanged 27 SP:Iteration 31Q (22.830740 sec): 3 clusters Score: Raw -138553.415022 + Penalty 316.148569 = -138237.266453 nChanged 19 SP:Iteration 32Q (22.837836 sec): 3 clusters Score: Raw -138567.642251 + Penalty 324.702206 = -138242.940045 nChanged 7 SP:Iteration 33Q (22.844816 sec): 3 clusters Score: Raw -138569.956280 + Penalty 323.122223 = -138246.834057 nChanged 5 SP:Iteration 34Q (22.851584 sec): 3 clusters Score: Raw -138571.891854 + Penalty 330.260086 = -138241.631768 nChanged 4 SP:Iteration 35F (22.859577 sec): 3 clusters Score: Raw -138573.956882 + Penalty 332.905635 = -138241.051247 nChanged 2 SP:Iteration 36F (22.867672 sec): 3 clusters Score: Raw -138575.683830 + Penalty 341.666941 = -138234.016889 nChanged 4 SP:Iteration 37F (22.875986 sec): 3 clusters Score: Raw -138578.982301 + Penalty 341.666941 = -138237.315360 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 3 (324 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.880332 sec): 2 clusters Score: Raw -9989.744112 + Penalty 96.598368 = -9893.145744 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.881105 sec): 3 clusters Score: Raw -9809.324445 + Penalty 204.398170 = -9604.926276 nChanged 125 SP:Iteration 1F (22.881888 sec): 3 clusters Score: Raw -9891.443745 + Penalty 209.703172 = -9681.740574 nChanged 34 SP:Iteration 2F (22.882648 sec): 3 clusters Score: Raw -9919.673733 + Penalty 227.059904 = -9692.613829 nChanged 22 SP:Iteration 3F (22.883408 sec): 3 clusters Score: Raw -9941.642733 + Penalty 241.176893 = -9700.465840 nChanged 17 SP:Iteration 4F (22.884170 sec): 3 clusters Score: Raw -9961.358086 + Penalty 263.345267 = -9698.012819 nChanged 10 SP:Iteration 5F (22.884928 sec): 3 clusters Score: Raw -9973.488628 + Penalty 296.600221 = -9676.888406 nChanged 10 SP:Iteration 6F (22.885686 sec): 3 clusters Score: Raw -9987.221132 + Penalty 328.577021 = -9658.644111 nChanged 5 SP:Iteration 7F (22.886446 sec): 3 clusters Score: Raw -9997.697395 + Penalty 342.615377 = -9655.082018 nChanged 2 SP:Iteration 8F (22.887204 sec): 3 clusters Score: Raw -10000.928563 + Penalty 360.613672 = -9640.314891 nChanged 2 SP:Iteration 9F (22.887966 sec): 3 clusters Score: Raw -10003.093559 + Penalty 367.358490 = -9635.735069 nChanged 1 SP:Iteration 10F (22.888724 sec): 3 clusters Score: Raw -10004.580686 + Penalty 372.062217 = -9632.518469 nChanged 1 SP:Iteration 11F (22.889486 sec): 3 clusters Score: Raw -10007.034613 + Penalty 372.062217 = -9634.972395 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 4 (200 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.891137 sec): 2 clusters Score: Raw -5202.697824 + Penalty 265.254446 = -4937.443378 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.892052 sec): 3 clusters Score: Raw -5146.712581 + Penalty 528.839178 = -4617.873403 nChanged 54 SP:Iteration 1F (22.892612 sec): 3 clusters Score: Raw -5198.609384 + Penalty 527.412686 = -4671.196698 nChanged 11 SP:Iteration 2F (22.893165 sec): 3 clusters Score: Raw -5208.584079 + Penalty 526.578470 = -4682.005609 nChanged 5 SP:Iteration 3Q (22.893742 sec): 3 clusters Score: Raw -5212.101928 + Penalty 525.171649 = -4686.930279 nChanged 4 SP:Iteration 4Q (22.894299 sec): 3 clusters Score: Raw -5215.219550 + Penalty 525.187750 = -4690.031799 nChanged 2 SP:Iteration 5Q (22.894850 sec): 3 clusters Score: Raw -5216.152576 + Penalty 525.182779 = -4690.969797 nChanged 1 SP:Iteration 6Q (22.895402 sec): 3 clusters Score: Raw -5216.326212 + Penalty 525.182779 = -4691.143433 nChanged 0 SP:Iteration 7F (22.895966 sec): 3 clusters Score: Raw -5216.326212 + Penalty 525.182779 = -4691.143433 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 5 (77 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.897129 sec): 2 clusters Score: Raw -2868.520659 + Penalty 334.168026 = -2534.352632 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.897482 sec): 3 clusters Score: Raw -2894.108183 + Penalty 677.292910 = -2216.815274 nChanged 9 SP:Iteration 1F (22.897825 sec): 3 clusters Score: Raw -2921.809856 + Penalty 680.077977 = -2241.731879 nChanged 2 SP:Iteration 2Q (22.898154 sec): 3 clusters Score: Raw -2929.858274 + Penalty 680.077977 = -2249.780298 nChanged 0 SP:Iteration 3F (22.898495 sec): 3 clusters Score: Raw -2929.858274 + Penalty 680.077977 = -2249.780298 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 6 (1305 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.903115 sec): 2 clusters Score: Raw -40282.882400 + Penalty 239.856305 = -40043.026094 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.905653 sec): 3 clusters Score: Raw -39510.677378 + Penalty 553.508314 = -38957.169065 nChanged 554 SP:Iteration 1F (22.908093 sec): 3 clusters Score: Raw -40104.566621 + Penalty 597.843638 = -39506.722983 nChanged 139 SP:Iteration 2F (22.910563 sec): 3 clusters Score: Raw -40217.168737 + Penalty 622.597924 = -39594.570812 nChanged 60 SP:Iteration 3Q (22.913007 sec): 3 clusters Score: Raw -40263.077320 + Penalty 634.140244 = -39628.937075 nChanged 36 SP:Iteration 4Q (22.915332 sec): 3 clusters Score: Raw -40279.485500 + Penalty 646.183448 = -39633.302053 nChanged 21 SP:Iteration 5Q (22.917607 sec): 3 clusters Score: Raw -40289.167133 + Penalty 655.150933 = -39634.016200 nChanged 18 SP:Iteration 6Q (22.919888 sec): 3 clusters Score: Raw -40295.428129 + Penalty 664.951735 = -39630.476394 nChanged 18 SP:Iteration 7F (22.922304 sec): 3 clusters Score: Raw -40301.934431 + Penalty 667.468985 = -39634.465446 nChanged 6 SP:Iteration 8Q (22.924532 sec): 3 clusters Score: Raw -40303.365897 + Penalty 668.544005 = -39634.821893 nChanged 4 SP:Iteration 9Q (22.926757 sec): 3 clusters Score: Raw -40304.164696 + Penalty 670.189871 = -39633.974825 nChanged 2 SP:Iteration 10F (22.929169 sec): 3 clusters Score: Raw -40304.657182 + Penalty 670.576238 = -39634.080944 nChanged 1 SP:Iteration 11Q (22.931390 sec): 3 clusters Score: Raw -40304.802131 + Penalty 670.576238 = -39634.225893 nChanged 0 SP:Iteration 12F (22.933797 sec): 3 clusters Score: Raw -40304.802131 + Penalty 670.576238 = -39634.225893 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 8 (54 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.935073 sec): 2 clusters Score: Raw -1669.385850 + Penalty 310.883918 = -1358.501931 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.935403 sec): 3 clusters Score: Raw -1707.418985 + Penalty 622.726734 = -1084.692251 nChanged 3 SP:Iteration 1F (22.935738 sec): 3 clusters Score: Raw -1714.883008 + Penalty 622.726734 = -1092.156274 nChanged 0 Memory request: 0.01 GB would take us to total of 0.17 GB. Trying to split cluster 9 (1173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.939711 sec): 2 clusters Score: Raw -38538.123783 + Penalty 241.054937 = -38297.068846 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.942024 sec): 3 clusters Score: Raw -37867.946839 + Penalty 482.709849 = -37385.236989 nChanged 485 SP:Iteration 1F (22.944283 sec): 3 clusters Score: Raw -38193.941697 + Penalty 484.464747 = -37709.476951 nChanged 116 SP:Iteration 2F (22.946586 sec): 3 clusters Score: Raw -38256.698697 + Penalty 486.087797 = -37770.610900 nChanged 76 SP:Iteration 3F (22.949019 sec): 3 clusters Score: Raw -38295.171853 + Penalty 486.897345 = -37808.274508 nChanged 50 SP:Iteration 4Q (22.951375 sec): 3 clusters Score: Raw -38315.777625 + Penalty 487.764686 = -37828.012940 nChanged 33 SP:Iteration 5Q (22.953664 sec): 3 clusters Score: Raw -38326.007197 + Penalty 489.105287 = -37836.901910 nChanged 30 SP:Iteration 6Q (22.955843 sec): 3 clusters Score: Raw -38332.824960 + Penalty 490.480620 = -37842.344340 nChanged 17 SP:Iteration 7Q (22.958023 sec): 3 clusters Score: Raw -38337.537772 + Penalty 491.993073 = -37845.544699 nChanged 18 SP:Iteration 8Q (22.960404 sec): 3 clusters Score: Raw -38342.015827 + Penalty 493.583478 = -37848.432349 nChanged 15 SP:Iteration 9Q (22.962701 sec): 3 clusters Score: Raw -38344.493546 + Penalty 495.707721 = -37848.785825 nChanged 18 SP:Iteration 10F (22.964957 sec): 3 clusters Score: Raw -38348.030502 + Penalty 496.793635 = -37851.236866 nChanged 13 SP:Iteration 11Q (22.967187 sec): 3 clusters Score: Raw -38351.036925 + Penalty 498.137334 = -37852.899591 nChanged 16 SP:Iteration 12Q (22.969443 sec): 3 clusters Score: Raw -38354.858269 + Penalty 499.846594 = -37855.011675 nChanged 16 SP:Iteration 13Q (22.971687 sec): 3 clusters Score: Raw -38359.234807 + Penalty 501.980379 = -37857.254428 nChanged 15 SP:Iteration 14Q (22.973893 sec): 3 clusters Score: Raw -38363.382387 + Penalty 504.788098 = -37858.594289 nChanged 21 SP:Iteration 15Q (22.976076 sec): 3 clusters Score: Raw -38369.271207 + Penalty 508.521658 = -37860.749549 nChanged 23 SP:Iteration 16Q (22.978275 sec): 3 clusters Score: Raw -38376.015279 + Penalty 512.628069 = -37863.387210 nChanged 22 SP:Iteration 17Q (22.980463 sec): 3 clusters Score: Raw -38382.389966 + Penalty 518.621060 = -37863.768906 nChanged 25 SP:Iteration 18Q (22.982651 sec): 3 clusters Score: Raw -38392.471169 + Penalty 525.086631 = -37867.384538 nChanged 31 SP:Iteration 19Q (22.984840 sec): 3 clusters Score: Raw -38405.561947 + Penalty 532.555743 = -37873.006204 nChanged 33 SP:Iteration 20F (22.987066 sec): 3 clusters Score: Raw -38420.326545 + Penalty 539.379757 = -37880.946788 nChanged 36 SP:Iteration 21Q (22.989345 sec): 3 clusters Score: Raw -38440.030571 + Penalty 547.469806 = -37892.560765 nChanged 33 SP:Iteration 22Q (22.991577 sec): 3 clusters Score: Raw -38459.445272 + Penalty 560.806664 = -37898.638608 nChanged 28 SP:Iteration 23Q (22.993813 sec): 3 clusters Score: Raw -38474.605643 + Penalty 565.533659 = -37909.071984 nChanged 17 SP:Iteration 24Q (22.996065 sec): 3 clusters Score: Raw -38486.081712 + Penalty 571.704362 = -37914.377350 nChanged 15 SP:Iteration 25Q (22.998281 sec): 3 clusters Score: Raw -38498.778700 + Penalty 584.430219 = -37914.348480 nChanged 21 SP:Iteration 26F (23.000480 sec): 3 clusters Score: Raw -38513.826753 + Penalty 593.977115 = -37919.849639 nChanged 7 SP:Iteration 27Q (23.002687 sec): 3 clusters Score: Raw -38520.649259 + Penalty 608.668289 = -37911.980970 nChanged 12 SP:Iteration 28F (23.004911 sec): 3 clusters Score: Raw -38534.234143 + Penalty 618.540678 = -37915.693465 nChanged 8 SP:Iteration 29Q (23.007139 sec): 3 clusters Score: Raw -38545.580299 + Penalty 625.430129 = -37920.150170 nChanged 3 SP:Iteration 30F (23.009376 sec): 3 clusters Score: Raw -38550.145184 + Penalty 626.307502 = -37923.837682 nChanged 1 SP:Iteration 31Q (23.011446 sec): 3 clusters Score: Raw -38552.102097 + Penalty 627.119716 = -37924.982381 nChanged 1 SP:Iteration 32Q (23.013485 sec): 3 clusters Score: Raw -38554.101549 + Penalty 628.444209 = -37925.657340 nChanged 1 SP:Iteration 33Q (23.015482 sec): 3 clusters Score: Raw -38554.827582 + Penalty 629.233554 = -37925.594029 nChanged 1 SP:Iteration 34F (23.017721 sec): 3 clusters Score: Raw -38555.840290 + Penalty 631.707054 = -37924.133236 nChanged 1 SP:Iteration 35F (23.019945 sec): 3 clusters Score: Raw -38558.089375 + Penalty 633.220768 = -37924.868608 nChanged 1 SP:Iteration 36Q (23.021910 sec): 3 clusters Score: Raw -38560.310465 + Penalty 635.318485 = -37924.991979 nChanged 1 SP:Iteration 37Q (23.023840 sec): 3 clusters Score: Raw -38562.024299 + Penalty 635.318485 = -37926.705813 nChanged 0 SP:Iteration 38F (23.026037 sec): 3 clusters Score: Raw -38562.024299 + Penalty 635.318485 = -37926.705813 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 10 (1584 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.031301 sec): 2 clusters Score: Raw -47102.774355 + Penalty 121.427646 = -46981.346709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.034264 sec): 3 clusters Score: Raw -46116.574144 + Penalty 262.674396 = -45853.899747 nChanged 669 SP:Iteration 1F (23.037171 sec): 3 clusters Score: Raw -46687.568793 + Penalty 264.700763 = -46422.868030 nChanged 207 SP:Iteration 2F (23.040078 sec): 3 clusters Score: Raw -46900.172359 + Penalty 283.140708 = -46617.031651 nChanged 119 SP:Iteration 3F (23.043015 sec): 3 clusters Score: Raw -47043.082814 + Penalty 279.207325 = -46763.875490 nChanged 57 SP:Iteration 4Q (23.046003 sec): 3 clusters Score: Raw -47106.603201 + Penalty 286.696123 = -46819.907078 nChanged 14 SP:Iteration 5Q (23.048609 sec): 3 clusters Score: Raw -47119.961180 + Penalty 289.238659 = -46830.722521 nChanged 5 SP:Iteration 6Q (23.051220 sec): 3 clusters Score: Raw -47124.083797 + Penalty 292.582168 = -46831.501629 nChanged 3 SP:Iteration 7Q (23.053704 sec): 3 clusters Score: Raw -47125.369479 + Penalty 294.467747 = -46830.901732 nChanged 1 SP:Iteration 8F (23.056598 sec): 3 clusters Score: Raw -47125.463990 + Penalty 294.467747 = -46830.996243 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 12 (416 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.059617 sec): 2 clusters Score: Raw -13327.477750 + Penalty 387.163072 = -12940.314678 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.060562 sec): 3 clusters Score: Raw -13146.347339 + Penalty 778.456790 = -12367.890549 nChanged 147 SP:Iteration 1F (23.061490 sec): 3 clusters Score: Raw -13265.525178 + Penalty 783.618597 = -12481.906582 nChanged 37 SP:Iteration 2F (23.062416 sec): 3 clusters Score: Raw -13293.236074 + Penalty 789.638606 = -12503.597468 nChanged 20 SP:Iteration 3Q (23.063333 sec): 3 clusters Score: Raw -13305.758984 + Penalty 796.745305 = -12509.013680 nChanged 14 SP:Iteration 4Q (23.064249 sec): 3 clusters Score: Raw -13317.402986 + Penalty 802.831152 = -12514.571835 nChanged 12 SP:Iteration 5Q (23.065168 sec): 3 clusters Score: Raw -13326.215297 + Penalty 808.133250 = -12518.082048 nChanged 6 SP:Iteration 6Q (23.066084 sec): 3 clusters Score: Raw -13330.051219 + Penalty 813.400338 = -12516.650882 nChanged 5 SP:Iteration 7F (23.067006 sec): 3 clusters Score: Raw -13333.144020 + Penalty 814.567787 = -12518.576233 nChanged 2 SP:Iteration 8Q (23.067918 sec): 3 clusters Score: Raw -13334.987492 + Penalty 814.778609 = -12520.208883 nChanged 2 SP:Iteration 9Q (23.068832 sec): 3 clusters Score: Raw -13336.588943 + Penalty 817.054455 = -12519.534488 nChanged 2 SP:Iteration 10F (23.069763 sec): 3 clusters Score: Raw -13337.628026 + Penalty 819.259048 = -12518.368978 nChanged 2 SP:Iteration 11F (23.070689 sec): 3 clusters Score: Raw -13338.641232 + Penalty 821.297296 = -12517.343936 nChanged 1 SP:Iteration 12F (23.071647 sec): 3 clusters Score: Raw -13339.654916 + Penalty 823.599969 = -12516.054947 nChanged 7 SP:Iteration 13F (23.072571 sec): 3 clusters Score: Raw -13348.415460 + Penalty 829.579932 = -12518.835529 nChanged 4 SP:Iteration 14Q (23.073475 sec): 3 clusters Score: Raw -13355.804000 + Penalty 826.257968 = -12529.546031 nChanged 4 SP:Iteration 15Q (23.074372 sec): 3 clusters Score: Raw -13360.239222 + Penalty 830.607794 = -12529.631429 nChanged 3 SP:Iteration 16Q (23.075268 sec): 3 clusters Score: Raw -13362.504693 + Penalty 830.393070 = -12532.111623 nChanged 2 SP:Iteration 17Q (23.076160 sec): 3 clusters Score: Raw -13364.552535 + Penalty 829.860440 = -12534.692095 nChanged 2 SP:Iteration 18Q (23.077049 sec): 3 clusters Score: Raw -13366.085728 + Penalty 830.844441 = -12535.241287 nChanged 1 SP:Iteration 19Q (23.077941 sec): 3 clusters Score: Raw -13366.715889 + Penalty 835.023240 = -12531.692649 nChanged 3 SP:Iteration 20F (23.078864 sec): 3 clusters Score: Raw -13368.860279 + Penalty 838.413934 = -12530.446345 nChanged 2 SP:Iteration 21F (23.079789 sec): 3 clusters Score: Raw -13369.735110 + Penalty 840.211652 = -12529.523458 nChanged 1 SP:Iteration 22F (23.080712 sec): 3 clusters Score: Raw -13370.504138 + Penalty 842.073113 = -12528.431025 nChanged 1 SP:Iteration 23F (23.081635 sec): 3 clusters Score: Raw -13370.775248 + Penalty 842.073113 = -12528.702135 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 14 (234 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.083274 sec): 2 clusters Score: Raw -8062.804851 + Penalty 205.010089 = -7857.794762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.083893 sec): 3 clusters Score: Raw -7952.375671 + Penalty 417.415579 = -7534.960092 nChanged 77 SP:Iteration 1F (23.084501 sec): 3 clusters Score: Raw -8024.446221 + Penalty 422.170667 = -7602.275554 nChanged 20 SP:Iteration 2F (23.085110 sec): 3 clusters Score: Raw -8043.859626 + Penalty 425.901627 = -7617.957999 nChanged 13 SP:Iteration 3F (23.085718 sec): 3 clusters Score: Raw -8055.391179 + Penalty 425.666325 = -7629.724854 nChanged 11 SP:Iteration 4Q (23.086318 sec): 3 clusters Score: Raw -8063.116971 + Penalty 428.454002 = -7634.662969 nChanged 4 SP:Iteration 5Q (23.086915 sec): 3 clusters Score: Raw -8067.459976 + Penalty 431.267990 = -7636.191986 nChanged 4 SP:Iteration 6Q (23.087513 sec): 3 clusters Score: Raw -8070.418047 + Penalty 432.863274 = -7637.554773 nChanged 2 SP:Iteration 7Q (23.088099 sec): 3 clusters Score: Raw -8071.795655 + Penalty 435.458429 = -7636.337226 nChanged 3 SP:Iteration 8F (23.088706 sec): 3 clusters Score: Raw -8074.686423 + Penalty 437.141862 = -7637.544561 nChanged 4 SP:Iteration 9Q (23.089294 sec): 3 clusters Score: Raw -8076.076545 + Penalty 440.077080 = -7635.999465 nChanged 3 SP:Iteration 10F (23.089901 sec): 3 clusters Score: Raw -8078.731922 + Penalty 441.009455 = -7637.722467 nChanged 1 SP:Iteration 11Q (23.090485 sec): 3 clusters Score: Raw -8079.229432 + Penalty 443.606741 = -7635.622690 nChanged 1 SP:Iteration 12F (23.091092 sec): 3 clusters Score: Raw -8079.366561 + Penalty 443.606741 = -7635.759820 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 16 (2148 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.101431 sec): 2 clusters Score: Raw -79829.812414 + Penalty 397.921959 = -79431.890455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.105375 sec): 3 clusters Score: Raw -78588.691031 + Penalty 795.915117 = -77792.775914 nChanged 912 SP:Iteration 1F (23.109260 sec): 3 clusters Score: Raw -79131.146994 + Penalty 796.804283 = -78334.342711 nChanged 181 SP:Iteration 2F (23.113171 sec): 3 clusters Score: Raw -79211.481131 + Penalty 797.920950 = -78413.560181 nChanged 117 SP:Iteration 3F (23.117084 sec): 3 clusters Score: Raw -79262.547504 + Penalty 798.945430 = -78463.602075 nChanged 88 SP:Iteration 4Q (23.121126 sec): 3 clusters Score: Raw -79303.937069 + Penalty 800.004605 = -78503.932464 nChanged 82 SP:Iteration 5Q (23.125105 sec): 3 clusters Score: Raw -79340.982221 + Penalty 800.618917 = -78540.363304 nChanged 74 SP:Iteration 6Q (23.128973 sec): 3 clusters Score: Raw -79384.201955 + Penalty 801.613028 = -78582.588927 nChanged 73 SP:Iteration 7Q (23.132829 sec): 3 clusters Score: Raw -79428.087904 + Penalty 801.797731 = -78626.290173 nChanged 76 SP:Iteration 8Q (23.136660 sec): 3 clusters Score: Raw -79481.028395 + Penalty 801.975584 = -78679.052811 nChanged 93 SP:Iteration 9Q (23.140494 sec): 3 clusters Score: Raw -79554.682921 + Penalty 802.034985 = -78752.647935 nChanged 84 SP:Iteration 10F (23.144343 sec): 3 clusters Score: Raw -79636.183902 + Penalty 801.286203 = -78834.897699 nChanged 81 SP:Iteration 11Q (23.148130 sec): 3 clusters Score: Raw -79701.747746 + Penalty 800.781636 = -78900.966110 nChanged 67 SP:Iteration 12Q (23.151935 sec): 3 clusters Score: Raw -79735.277212 + Penalty 800.161465 = -78935.115747 nChanged 44 SP:Iteration 13Q (23.155910 sec): 3 clusters Score: Raw -79752.141438 + Penalty 800.123912 = -78952.017526 nChanged 28 SP:Iteration 14Q (23.159578 sec): 3 clusters Score: Raw -79760.914491 + Penalty 799.670627 = -78961.243864 nChanged 29 SP:Iteration 15Q (23.163188 sec): 3 clusters Score: Raw -79772.077357 + Penalty 799.460040 = -78972.617317 nChanged 24 SP:Iteration 16Q (23.166791 sec): 3 clusters Score: Raw -79780.430030 + Penalty 798.883292 = -78981.546738 nChanged 29 SP:Iteration 17Q (23.170441 sec): 3 clusters Score: Raw -79791.469526 + Penalty 798.441399 = -78993.028127 nChanged 31 SP:Iteration 18Q (23.174188 sec): 3 clusters Score: Raw -79803.880375 + Penalty 797.865631 = -79006.014745 nChanged 29 SP:Iteration 19Q (23.177924 sec): 3 clusters Score: Raw -79813.141926 + Penalty 797.346742 = -79015.795184 nChanged 22 SP:Iteration 20F (23.181803 sec): 3 clusters Score: Raw -79819.507052 + Penalty 797.031579 = -79022.475474 nChanged 15 SP:Iteration 21Q (23.185430 sec): 3 clusters Score: Raw -79823.084587 + Penalty 796.741914 = -79026.342673 nChanged 16 SP:Iteration 22Q (23.189102 sec): 3 clusters Score: Raw -79828.659056 + Penalty 796.370808 = -79032.288248 nChanged 19 SP:Iteration 23Q (23.192834 sec): 3 clusters Score: Raw -79835.514385 + Penalty 796.025709 = -79039.488675 nChanged 20 SP:Iteration 24Q (23.196501 sec): 3 clusters Score: Raw -79843.195433 + Penalty 795.506228 = -79047.689204 nChanged 29 SP:Iteration 25Q (23.200224 sec): 3 clusters Score: Raw -79858.661967 + Penalty 795.037409 = -79063.624558 nChanged 30 SP:Iteration 26Q (23.203848 sec): 3 clusters Score: Raw -79869.889450 + Penalty 794.776290 = -79075.113160 nChanged 19 SP:Iteration 27Q (23.207459 sec): 3 clusters Score: Raw -79877.356104 + Penalty 794.506307 = -79082.849797 nChanged 25 SP:Iteration 28Q (23.211064 sec): 3 clusters Score: Raw -79888.932036 + Penalty 794.334177 = -79094.597858 nChanged 34 SP:Iteration 29Q (23.214810 sec): 3 clusters Score: Raw -79908.354611 + Penalty 794.330008 = -79114.024603 nChanged 33 SP:Iteration 30F (23.218789 sec): 3 clusters Score: Raw -79927.099085 + Penalty 794.094704 = -79133.004381 nChanged 30 SP:Iteration 31Q (23.222444 sec): 3 clusters Score: Raw -79939.652855 + Penalty 794.072973 = -79145.579882 nChanged 15 SP:Iteration 32Q (23.226119 sec): 3 clusters Score: Raw -79944.454910 + Penalty 793.870258 = -79150.584652 nChanged 12 SP:Iteration 33Q (23.229694 sec): 3 clusters Score: Raw -79947.441831 + Penalty 793.913057 = -79153.528773 nChanged 7 SP:Iteration 34Q (23.233249 sec): 3 clusters Score: Raw -79949.267080 + Penalty 794.075905 = -79155.191175 nChanged 7 SP:Iteration 35Q (23.236791 sec): 3 clusters Score: Raw -79951.485447 + Penalty 794.114819 = -79157.370628 nChanged 3 SP:Iteration 36Q (23.240328 sec): 3 clusters Score: Raw -79952.373293 + Penalty 794.194042 = -79158.179251 nChanged 3 SP:Iteration 37Q (23.243856 sec): 3 clusters Score: Raw -79953.128541 + Penalty 794.260992 = -79158.867549 nChanged 4 SP:Iteration 38Q (23.247452 sec): 3 clusters Score: Raw -79954.039858 + Penalty 794.227121 = -79159.812737 nChanged 3 SP:Iteration 39Q (23.251096 sec): 3 clusters Score: Raw -79954.569029 + Penalty 794.194054 = -79160.374975 nChanged 4 SP:Iteration 40F (23.255194 sec): 3 clusters Score: Raw -79955.122473 + Penalty 794.152898 = -79160.969575 nChanged 3 SP:Iteration 41Q (23.259049 sec): 3 clusters Score: Raw -79955.287619 + Penalty 794.152898 = -79161.134721 nChanged 0 SP:Iteration 42F (23.262895 sec): 3 clusters Score: Raw -79955.287619 + Penalty 794.152898 = -79161.134721 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 19 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.266856 sec): 2 clusters Score: Raw -844.139127 + Penalty 188.257794 = -655.881333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.267132 sec): 3 clusters Score: Raw -858.974358 + Penalty 387.347297 = -471.627061 nChanged 2 SP:Iteration 1F (23.267393 sec): 3 clusters Score: Raw -866.618411 + Penalty 397.908221 = -468.710190 nChanged 1 SP:Iteration 2F (23.267660 sec): 3 clusters Score: Raw -871.214993 + Penalty 397.908221 = -473.306772 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 20 (243 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.269252 sec): 2 clusters Score: Raw -7840.733957 + Penalty 251.297003 = -7589.436954 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.269888 sec): 3 clusters Score: Raw -7754.181977 + Penalty 503.367984 = -7250.813994 nChanged 72 SP:Iteration 1F (23.270513 sec): 3 clusters Score: Raw -7825.701046 + Penalty 504.135057 = -7321.565989 nChanged 15 SP:Iteration 2F (23.271181 sec): 3 clusters Score: Raw -7840.294467 + Penalty 504.488201 = -7335.806266 nChanged 6 SP:Iteration 3Q (23.271832 sec): 3 clusters Score: Raw -7845.677469 + Penalty 505.134545 = -7340.542923 nChanged 4 SP:Iteration 4Q (23.272467 sec): 3 clusters Score: Raw -7852.490085 + Penalty 506.706253 = -7345.783832 nChanged 9 SP:Iteration 5Q (23.273094 sec): 3 clusters Score: Raw -7860.357217 + Penalty 509.599177 = -7350.758040 nChanged 6 SP:Iteration 6Q (23.273722 sec): 3 clusters Score: Raw -7865.033515 + Penalty 511.162745 = -7353.870770 nChanged 5 SP:Iteration 7Q (23.274346 sec): 3 clusters Score: Raw -7867.529042 + Penalty 515.557504 = -7351.971538 nChanged 6 SP:Iteration 8F (23.274989 sec): 3 clusters Score: Raw -7877.049864 + Penalty 520.655492 = -7356.394371 nChanged 6 SP:Iteration 9Q (23.275613 sec): 3 clusters Score: Raw -7885.425885 + Penalty 522.261754 = -7363.164131 nChanged 5 SP:Iteration 10F (23.276256 sec): 3 clusters Score: Raw -7890.761174 + Penalty 524.413413 = -7366.347761 nChanged 2 SP:Iteration 11Q (23.276878 sec): 3 clusters Score: Raw -7893.488143 + Penalty 524.851325 = -7368.636819 nChanged 4 SP:Iteration 12Q (23.277483 sec): 3 clusters Score: Raw -7898.892019 + Penalty 528.220566 = -7370.671452 nChanged 5 SP:Iteration 13Q (23.278081 sec): 3 clusters Score: Raw -7904.228501 + Penalty 531.670156 = -7372.558345 nChanged 3 SP:Iteration 14Q (23.278675 sec): 3 clusters Score: Raw -7908.992753 + Penalty 538.054429 = -7370.938324 nChanged 7 SP:Iteration 15F (23.279299 sec): 3 clusters Score: Raw -7922.285037 + Penalty 546.254123 = -7376.030914 nChanged 5 SP:Iteration 16Q (23.279887 sec): 3 clusters Score: Raw -7928.639800 + Penalty 548.477756 = -7380.162044 nChanged 2 SP:Iteration 17Q (23.280463 sec): 3 clusters Score: Raw -7931.010578 + Penalty 548.477756 = -7382.532822 nChanged 0 SP:Iteration 18F (23.281087 sec): 3 clusters Score: Raw -7931.010578 + Penalty 548.477756 = -7382.532822 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 21 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.282225 sec): 2 clusters Score: Raw -1880.223954 + Penalty 304.517052 = -1575.706902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.282585 sec): 3 clusters Score: Raw -1887.059204 + Penalty 610.289265 = -1276.769939 nChanged 8 SP:Iteration 1F (23.282910 sec): 3 clusters Score: Raw -1902.036412 + Penalty 620.170531 = -1281.865881 nChanged 4 SP:Iteration 2F (23.283235 sec): 3 clusters Score: Raw -1912.799114 + Penalty 620.170531 = -1292.628583 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 23 (253 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.284770 sec): 2 clusters Score: Raw -7536.589384 + Penalty 268.513369 = -7268.076015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.285443 sec): 3 clusters Score: Raw -7448.896097 + Penalty 550.162633 = -6898.733464 nChanged 70 SP:Iteration 1F (23.286104 sec): 3 clusters Score: Raw -7530.564940 + Penalty 554.545130 = -6976.019809 nChanged 20 SP:Iteration 2F (23.286764 sec): 3 clusters Score: Raw -7557.923383 + Penalty 560.472142 = -6997.451241 nChanged 13 SP:Iteration 3F (23.287411 sec): 3 clusters Score: Raw -7568.039784 + Penalty 561.248024 = -7006.791760 nChanged 3 SP:Iteration 4Q (23.288046 sec): 3 clusters Score: Raw -7570.486766 + Penalty 564.222636 = -7006.264130 nChanged 3 SP:Iteration 5F (23.288713 sec): 3 clusters Score: Raw -7572.584372 + Penalty 564.222636 = -7008.361736 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 24 (136 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.290340 sec): 2 clusters Score: Raw -3783.917427 + Penalty 504.732307 = -3279.185120 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.290794 sec): 3 clusters Score: Raw -3798.236304 + Penalty 1006.908047 = -2791.328257 nChanged 18 SP:Iteration 1F (23.291240 sec): 3 clusters Score: Raw -3840.094746 + Penalty 1009.464615 = -2830.630131 nChanged 5 SP:Iteration 2Q (23.291671 sec): 3 clusters Score: Raw -3851.531609 + Penalty 1013.906671 = -2837.624937 nChanged 5 SP:Iteration 3Q (23.292100 sec): 3 clusters Score: Raw -3867.826029 + Penalty 1020.003991 = -2847.822038 nChanged 5 SP:Iteration 4Q (23.292526 sec): 3 clusters Score: Raw -3877.081926 + Penalty 1019.581968 = -2857.499958 nChanged 2 SP:Iteration 5Q (23.292950 sec): 3 clusters Score: Raw -3881.733824 + Penalty 1021.514188 = -2860.219636 nChanged 1 SP:Iteration 6Q (23.293370 sec): 3 clusters Score: Raw -3884.680295 + Penalty 1023.232512 = -2861.447783 nChanged 1 SP:Iteration 7Q (23.293790 sec): 3 clusters Score: Raw -3887.185884 + Penalty 1028.748508 = -2858.437375 nChanged 3 SP:Iteration 8F (23.294234 sec): 3 clusters Score: Raw -3893.254480 + Penalty 1031.181389 = -2862.073091 nChanged 1 SP:Iteration 9Q (23.294656 sec): 3 clusters Score: Raw -3896.649789 + Penalty 1031.181389 = -2865.468400 nChanged 0 SP:Iteration 10F (23.295099 sec): 3 clusters Score: Raw -3896.649789 + Penalty 1031.181389 = -2865.468400 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 27 (47 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.296179 sec): 2 clusters Score: Raw -1534.114233 + Penalty 152.447670 = -1381.666563 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.296476 sec): 3 clusters Score: Raw -1524.746448 + Penalty 297.625361 = -1227.121087 nChanged 5 SP:Iteration 1F (23.296773 sec): 3 clusters Score: Raw -1530.202933 + Penalty 301.192862 = -1229.010071 nChanged 4 SP:Iteration 2F (23.297068 sec): 3 clusters Score: Raw -1537.395291 + Penalty 301.668284 = -1235.727007 nChanged 2 SP:Iteration 3Q (23.297374 sec): 3 clusters Score: Raw -1539.682202 + Penalty 305.834522 = -1233.847680 nChanged 2 SP:Iteration 4F (23.297676 sec): 3 clusters Score: Raw -1541.437608 + Penalty 307.354929 = -1234.082678 nChanged 1 SP:Iteration 5Q (23.297967 sec): 3 clusters Score: Raw -1542.451995 + Penalty 307.354929 = -1235.097066 nChanged 0 SP:Iteration 6F (23.298259 sec): 3 clusters Score: Raw -1542.451995 + Penalty 307.354929 = -1235.097066 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 28 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.299196 sec): 2 clusters Score: Raw -430.011610 + Penalty 149.872280 = -280.139329 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.299429 sec): 3 clusters Score: Raw -443.673691 + Penalty 299.050083 = -144.623608 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 29 (350 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.301338 sec): 2 clusters Score: Raw -11880.769246 + Penalty 297.642446 = -11583.126800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.302164 sec): 3 clusters Score: Raw -11716.689351 + Penalty 595.224435 = -11121.464916 nChanged 112 SP:Iteration 1F (23.302978 sec): 3 clusters Score: Raw -11814.972827 + Penalty 597.256996 = -11217.715832 nChanged 39 SP:Iteration 2F (23.303801 sec): 3 clusters Score: Raw -11865.795254 + Penalty 597.472088 = -11268.323166 nChanged 18 SP:Iteration 3F (23.304606 sec): 3 clusters Score: Raw -11885.341885 + Penalty 599.991477 = -11285.350408 nChanged 14 SP:Iteration 4Q (23.305390 sec): 3 clusters Score: Raw -11910.490585 + Penalty 604.578482 = -11305.912102 nChanged 11 SP:Iteration 5Q (23.306162 sec): 3 clusters Score: Raw -11923.944878 + Penalty 610.137470 = -11313.807408 nChanged 10 SP:Iteration 6Q (23.306928 sec): 3 clusters Score: Raw -11936.314709 + Penalty 619.028076 = -11317.286633 nChanged 12 SP:Iteration 7Q (23.307694 sec): 3 clusters Score: Raw -11944.998516 + Penalty 622.438668 = -11322.559848 nChanged 7 SP:Iteration 8Q (23.308457 sec): 3 clusters Score: Raw -11951.051662 + Penalty 632.139569 = -11318.912092 nChanged 9 SP:Iteration 9F (23.309262 sec): 3 clusters Score: Raw -11957.662746 + Penalty 637.279315 = -11320.383431 nChanged 5 SP:Iteration 10F (23.310067 sec): 3 clusters Score: Raw -11959.698643 + Penalty 640.138502 = -11319.560141 nChanged 3 SP:Iteration 11F (23.310875 sec): 3 clusters Score: Raw -11961.216945 + Penalty 643.882172 = -11317.334773 nChanged 3 SP:Iteration 12F (23.311680 sec): 3 clusters Score: Raw -11963.061043 + Penalty 650.316400 = -11312.744644 nChanged 4 SP:Iteration 13F (23.312485 sec): 3 clusters Score: Raw -11968.746997 + Penalty 654.392176 = -11314.354821 nChanged 2 SP:Iteration 14Q (23.313236 sec): 3 clusters Score: Raw -11971.387581 + Penalty 658.965696 = -11312.421885 nChanged 3 SP:Iteration 15F (23.314040 sec): 3 clusters Score: Raw -11975.717961 + Penalty 662.745315 = -11312.972646 nChanged 3 SP:Iteration 16Q (23.314778 sec): 3 clusters Score: Raw -11984.912293 + Penalty 665.103325 = -11319.808969 nChanged 2 SP:Iteration 17Q (23.315508 sec): 3 clusters Score: Raw -11986.530834 + Penalty 666.377583 = -11320.153251 nChanged 1 SP:Iteration 18Q (23.316231 sec): 3 clusters Score: Raw -11987.330886 + Penalty 670.886283 = -11316.444603 nChanged 3 SP:Iteration 19F (23.317036 sec): 3 clusters Score: Raw -11990.288402 + Penalty 673.089372 = -11317.199030 nChanged 1 SP:Iteration 20F (23.317843 sec): 3 clusters Score: Raw -11990.576807 + Penalty 673.089372 = -11317.487435 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 31 (2069 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.324244 sec): 2 clusters Score: Raw -74632.275448 + Penalty 351.477102 = -74280.798347 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.328164 sec): 3 clusters Score: Raw -73415.482878 + Penalty 703.603121 = -72711.879758 nChanged 881 SP:Iteration 1F (23.331915 sec): 3 clusters Score: Raw -73899.656134 + Penalty 704.220779 = -73195.435354 nChanged 174 SP:Iteration 2F (23.335650 sec): 3 clusters Score: Raw -73983.469623 + Penalty 703.986289 = -73279.483334 nChanged 112 SP:Iteration 3F (23.339389 sec): 3 clusters Score: Raw -74037.049338 + Penalty 703.761734 = -73333.287604 nChanged 99 SP:Iteration 4Q (23.343151 sec): 3 clusters Score: Raw -74094.389744 + Penalty 702.506011 = -73391.883733 nChanged 104 SP:Iteration 5F (23.346962 sec): 3 clusters Score: Raw -74156.815137 + Penalty 702.308362 = -73454.506776 nChanged 99 SP:Iteration 6Q (23.350818 sec): 3 clusters Score: Raw -74225.485525 + Penalty 702.214707 = -73523.270818 nChanged 102 SP:Iteration 7Q (23.354522 sec): 3 clusters Score: Raw -74306.408036 + Penalty 702.196576 = -73604.211460 nChanged 108 SP:Iteration 8F (23.358260 sec): 3 clusters Score: Raw -74392.584533 + Penalty 704.368731 = -73688.215802 nChanged 90 SP:Iteration 9Q (23.361940 sec): 3 clusters Score: Raw -74463.404475 + Penalty 702.250183 = -73761.154292 nChanged 78 SP:Iteration 10F (23.365733 sec): 3 clusters Score: Raw -74531.131698 + Penalty 707.424212 = -73823.707486 nChanged 60 SP:Iteration 11Q (23.369178 sec): 3 clusters Score: Raw -74586.316565 + Penalty 713.261512 = -73873.055053 nChanged 39 SP:Iteration 12Q (23.372515 sec): 3 clusters Score: Raw -74620.260034 + Penalty 717.329378 = -73902.930656 nChanged 27 SP:Iteration 13Q (23.375908 sec): 3 clusters Score: Raw -74640.281743 + Penalty 722.325191 = -73917.956552 nChanged 20 SP:Iteration 14Q (23.379208 sec): 3 clusters Score: Raw -74650.894355 + Penalty 726.922844 = -73923.971510 nChanged 18 SP:Iteration 15Q (23.382396 sec): 3 clusters Score: Raw -74659.890229 + Penalty 729.240385 = -73930.649844 nChanged 12 SP:Iteration 16Q (23.385551 sec): 3 clusters Score: Raw -74666.766257 + Penalty 735.247260 = -73931.518997 nChanged 9 SP:Iteration 17Q (23.388690 sec): 3 clusters Score: Raw -74670.258437 + Penalty 737.935092 = -73932.323344 nChanged 7 SP:Iteration 18Q (23.391872 sec): 3 clusters Score: Raw -74672.868360 + Penalty 741.318803 = -73931.549557 nChanged 7 SP:Iteration 19F (23.395662 sec): 3 clusters Score: Raw -74674.716392 + Penalty 740.632328 = -73934.084064 nChanged 2 SP:Iteration 20F (23.399426 sec): 3 clusters Score: Raw -74675.268798 + Penalty 740.914775 = -73934.354023 nChanged 1 SP:Iteration 21Q (23.402617 sec): 3 clusters Score: Raw -74675.290291 + Penalty 743.136949 = -73932.153342 nChanged 2 SP:Iteration 22F (23.406320 sec): 3 clusters Score: Raw -74675.654033 + Penalty 746.486183 = -73929.167851 nChanged 4 SP:Iteration 23F (23.410154 sec): 3 clusters Score: Raw -74676.789591 + Penalty 749.610187 = -73927.179405 nChanged 5 SP:Iteration 24F (23.413960 sec): 3 clusters Score: Raw -74678.738857 + Penalty 755.191194 = -73923.547663 nChanged 5 SP:Iteration 25F (23.417720 sec): 3 clusters Score: Raw -74680.351598 + Penalty 756.594394 = -73923.757203 nChanged 2 SP:Iteration 26Q (23.420820 sec): 3 clusters Score: Raw -74680.812521 + Penalty 756.437467 = -73924.375055 nChanged 3 SP:Iteration 27Q (23.423912 sec): 3 clusters Score: Raw -74681.446209 + Penalty 759.080738 = -73922.365471 nChanged 4 SP:Iteration 28F (23.427762 sec): 3 clusters Score: Raw -74682.246406 + Penalty 765.064575 = -73917.181831 nChanged 9 SP:Iteration 29F (23.431490 sec): 3 clusters Score: Raw -74686.628108 + Penalty 768.135930 = -73918.492178 nChanged 3 SP:Iteration 30F (23.435199 sec): 3 clusters Score: Raw -74687.145210 + Penalty 768.135930 = -73919.009280 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 32 (376 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.437403 sec): 2 clusters Score: Raw -10921.410134 + Penalty 530.744484 = -10390.665650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.438275 sec): 3 clusters Score: Raw -10782.072116 + Penalty 1061.434368 = -9720.637748 nChanged 103 SP:Iteration 1F (23.439124 sec): 3 clusters Score: Raw -10859.472280 + Penalty 1061.368329 = -9798.103951 nChanged 31 SP:Iteration 2F (23.439974 sec): 3 clusters Score: Raw -10884.625724 + Penalty 1061.039607 = -9823.586117 nChanged 19 SP:Iteration 3F (23.440822 sec): 3 clusters Score: Raw -10898.603996 + Penalty 1061.056595 = -9837.547400 nChanged 12 SP:Iteration 4Q (23.441662 sec): 3 clusters Score: Raw -10911.960077 + Penalty 1060.668943 = -9851.291134 nChanged 6 SP:Iteration 5Q (23.442536 sec): 3 clusters Score: Raw -10918.957604 + Penalty 1060.454818 = -9858.502786 nChanged 6 SP:Iteration 6Q (23.443374 sec): 3 clusters Score: Raw -10922.133363 + Penalty 1060.487591 = -9861.645772 nChanged 6 SP:Iteration 7Q (23.444209 sec): 3 clusters Score: Raw -10927.052216 + Penalty 1061.465259 = -9865.586956 nChanged 8 SP:Iteration 8Q (23.445046 sec): 3 clusters Score: Raw -10932.230735 + Penalty 1062.260476 = -9869.970259 nChanged 7 SP:Iteration 9Q (23.445882 sec): 3 clusters Score: Raw -10937.583175 + Penalty 1062.828183 = -9874.754993 nChanged 10 SP:Iteration 10F (23.446729 sec): 3 clusters Score: Raw -10945.051034 + Penalty 1064.505024 = -9880.546009 nChanged 6 SP:Iteration 11Q (23.447572 sec): 3 clusters Score: Raw -10948.653055 + Penalty 1065.239290 = -9883.413765 nChanged 7 SP:Iteration 12Q (23.448410 sec): 3 clusters Score: Raw -10957.433726 + Penalty 1064.443495 = -9892.990230 nChanged 7 SP:Iteration 13Q (23.449267 sec): 3 clusters Score: Raw -10966.486788 + Penalty 1064.832439 = -9901.654349 nChanged 4 SP:Iteration 14Q (23.450104 sec): 3 clusters Score: Raw -10970.338507 + Penalty 1062.714421 = -9907.624086 nChanged 3 SP:Iteration 15Q (23.450935 sec): 3 clusters Score: Raw -10973.040691 + Penalty 1062.397456 = -9910.643235 nChanged 1 SP:Iteration 16Q (23.451767 sec): 3 clusters Score: Raw -10976.565767 + Penalty 1061.136646 = -9915.429121 nChanged 1 SP:Iteration 17Q (23.452597 sec): 3 clusters Score: Raw -10984.012856 + Penalty 1061.136646 = -9922.876210 nChanged 0 SP:Iteration 18F (23.453443 sec): 3 clusters Score: Raw -10984.012856 + Penalty 1061.136646 = -9922.876210 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 39 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.454614 sec): 2 clusters Score: Raw -1268.494030 + Penalty 333.209504 = -935.284525 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.454908 sec): 3 clusters Score: Raw -1337.518272 + Penalty 665.031028 = -672.487245 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 41 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.455751 sec): 2 clusters Score: Raw -72.938761 + Penalty 37.044610 = -35.894150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.455955 sec): 3 clusters Score: Raw -66.278445 + Penalty 74.089221 = 7.810775 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 55 (105 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.457051 sec): 2 clusters Score: Raw -3257.988904 + Penalty 390.816419 = -2867.172486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.457452 sec): 3 clusters Score: Raw -3267.860325 + Penalty 796.881889 = -2470.978436 nChanged 9 SP:Iteration 1F (23.457849 sec): 3 clusters Score: Raw -3292.495548 + Penalty 799.214056 = -2493.281492 nChanged 1 SP:Iteration 2Q (23.458233 sec): 3 clusters Score: Raw -3298.396324 + Penalty 802.900667 = -2495.495657 nChanged 2 SP:Iteration 3Q (23.458614 sec): 3 clusters Score: Raw -3315.068550 + Penalty 804.872655 = -2510.195895 nChanged 2 SP:Iteration 4Q (23.458991 sec): 3 clusters Score: Raw -3321.500921 + Penalty 806.137970 = -2515.362951 nChanged 1 SP:Iteration 5Q (23.459363 sec): 3 clusters Score: Raw -3325.059774 + Penalty 806.137970 = -2518.921804 nChanged 0 SP:Iteration 6F (23.459757 sec): 3 clusters Score: Raw -3325.059774 + Penalty 806.137970 = -2518.921804 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 67 (46 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.460753 sec): 2 clusters Score: Raw -1325.464172 + Penalty 226.649639 = -1098.814533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.461046 sec): 3 clusters Score: Raw -1342.819855 + Penalty 469.884752 = -872.935103 nChanged 2 SP:Iteration 1Q (23.461337 sec): 3 clusters Score: Raw -1350.017184 + Penalty 469.884752 = -880.132432 nChanged 0 SP:Iteration 2F (23.461656 sec): 3 clusters Score: Raw -1350.017184 + Penalty 469.884752 = -880.132432 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 75 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.462506 sec): 2 clusters Score: Raw -138.489854 + Penalty 58.102322 = -80.387532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.462717 sec): 3 clusters Score: Raw -135.275302 + Penalty 116.204643 = -19.070659 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 97 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.463537 sec): 2 clusters Score: Raw -168.908136 + Penalty 88.814578 = -80.093558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.463750 sec): 3 clusters Score: Raw -169.900018 + Penalty 183.099023 = 13.199005 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 106 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.464580 sec): 2 clusters Score: Raw -273.146020 + Penalty 59.090997 = -214.055024 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.464806 sec): 3 clusters Score: Raw -273.803166 + Penalty 117.172312 = -156.630854 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 133 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.465611 sec): 2 clusters Score: Raw -34.757988 + Penalty 0.000000 = -34.757988 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.465800 sec): 2 clusters Score: Raw -34.757988 + Penalty 0.000000 = -34.757988 nChanged 0 Deleting Class 133 (1 points): Lose 6.552510 but Gain 578.879808 Iteration 119Q (23.526191 sec): 30 clusters Score: Raw -519516.895652 + Penalty 14949.469413 = -504567.426239 nChanged 17 Deleting Class 21 (62 points): Lose 176.821717 but Gain 712.839628 Iteration 120F (23.781691 sec): 29 clusters Score: Raw -519354.399709 + Penalty 14233.206094 = -505121.193614 nChanged 76 Deleting Class 28 (13 points): Lose 43.341119 but Gain 572.243253 Iteration 121Q (23.833084 sec): 28 clusters Score: Raw -519413.728627 + Penalty 13641.108917 = -505772.619710 nChanged 37 Deleting Class 5 (77 points): Lose 225.156206 but Gain 753.412275 Iteration 122Q (23.882967 sec): 27 clusters Score: Raw -519218.323475 + Penalty 12912.727019 = -506305.596456 nChanged 96 Deleting Class 41 (2 points): Lose 1.461261 but Gain 523.404837 Iteration 123Q (23.933104 sec): 26 clusters Score: Raw -519341.672115 + Penalty 12382.558554 = -506959.113561 nChanged 24 Deleting Class 97 (5 points): Lose 39.456905 but Gain 540.440879 Iteration 124Q (23.982289 sec): 25 clusters Score: Raw -519318.079216 + Penalty 11823.879105 = -507494.200111 nChanged 19 Deleting Class 8 (56 points): Lose 293.876990 but Gain 765.155609 Iteration 125Q (24.030301 sec): 24 clusters Score: Raw -519039.361373 + Penalty 11104.868287 = -507934.493086 nChanged 67 Deleting Class 19 (27 points): Lose 110.270586 but Gain 559.403810 Iteration 126Q (24.080056 sec): 23 clusters Score: Raw -519089.515895 + Penalty 10528.070397 = -508561.445498 nChanged 42 Deleting Class 67 (42 points): Lose 135.279614 but Gain 554.226737 Iteration 127Q (24.128133 sec): 22 clusters Score: Raw -519010.897395 + Penalty 9959.525902 = -509051.371494 nChanged 54 Deleting Class 75 (4 points): Lose 14.884156 but Gain 410.465057 Iteration 128Q (24.176849 sec): 21 clusters Score: Raw -519069.866122 + Penalty 9545.185353 = -509524.680769 nChanged 23 Deleting Class 27 (45 points): Lose 100.589294 but Gain 391.604713 Iteration 129Q (24.223491 sec): 20 clusters Score: Raw -518982.443059 + Penalty 9147.717576 = -509834.725483 nChanged 58 Deleting Class 39 (47 points): Lose 517.804377 but Gain 844.861223 Iteration 130F (24.398588 sec): 19 clusters Score: Raw -518528.585470 + Penalty 9233.606124 = -509294.979346 nChanged 75 Deleting Class 24 (147 points): Lose 783.785118 but Gain 983.572067 Iteration 131F (24.566515 sec): 18 clusters Score: Raw -517981.111403 + Penalty 8719.592360 = -509261.519043 nChanged 186 Deleting Class 106 (12 points): Lose 90.209941 but Gain 256.025960 Iteration 132F (24.728074 sec): 17 clusters Score: Raw -518356.123647 + Penalty 8306.670067 = -510049.453580 nChanged 70 Deleting Class 14 (226 points): Lose 363.683690 but Gain 379.673948 Iteration 133Q (24.775893 sec): 16 clusters Score: Raw -518041.131959 + Penalty 7918.611226 = -510122.520734 nChanged 256 Iteration 134Q (24.822865 sec): 16 clusters Score: Raw -518377.602397 + Penalty 7920.340075 = -510457.262322 nChanged 31 Iteration 135Q (24.868985 sec): 16 clusters Score: Raw -518392.815620 + Penalty 7919.581606 = -510473.234014 nChanged 12 Iteration 136Q (24.914298 sec): 16 clusters Score: Raw -518396.815967 + Penalty 7918.196470 = -510478.619497 nChanged 6 Iteration 137Q (24.959229 sec): 16 clusters Score: Raw -518398.092839 + Penalty 7918.112070 = -510479.980769 nChanged 2 Iteration 138Q (25.004691 sec): 16 clusters Score: Raw -518402.346876 + Penalty 7917.954164 = -510484.392712 nChanged 1 Iteration 139Q (25.050139 sec): 16 clusters Score: Raw -518402.782773 + Penalty 7918.653806 = -510484.128967 nChanged 1 Iteration 140F (25.193687 sec): 16 clusters Score: Raw -518403.076675 + Penalty 7920.669606 = -510482.407069 nChanged 1 Iteration 141F (25.336354 sec): 16 clusters Score: Raw -518403.538171 + Penalty 7921.288424 = -510482.249748 nChanged 1 Iteration 142F (25.479915 sec): 16 clusters Score: Raw -518403.812062 + Penalty 7921.288424 = -510482.523638 nChanged 0 Writing temp clu file Memory request: 0.08 GB would take us to total of 0.17 GB. Compute initial score before splitting: Score: Raw -518403.812062 + Penalty 7921.288424 = -510482.523638Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 1 (2109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.521385 sec): 2 clusters Score: Raw -66455.329484 + Penalty 190.841348 = -66264.488136 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.525260 sec): 3 clusters Score: Raw -65151.228056 + Penalty 392.858225 = -64758.369831 nChanged 944 SP:Iteration 1F (25.529054 sec): 3 clusters Score: Raw -66204.907282 + Penalty 408.052287 = -65796.854995 nChanged 271 SP:Iteration 2F (25.532886 sec): 3 clusters Score: Raw -66757.641769 + Penalty 411.421619 = -66346.220150 nChanged 88 SP:Iteration 3Q (25.536351 sec): 3 clusters Score: Raw -66874.270213 + Penalty 410.848313 = -66463.421901 nChanged 28 SP:Iteration 4Q (25.539649 sec): 3 clusters Score: Raw -66888.680924 + Penalty 410.293817 = -66478.387106 nChanged 17 SP:Iteration 5Q (25.542912 sec): 3 clusters Score: Raw -66894.259489 + Penalty 409.900730 = -66484.358759 nChanged 9 SP:Iteration 6Q (25.546210 sec): 3 clusters Score: Raw -66895.867590 + Penalty 409.731907 = -66486.135684 nChanged 3 SP:Iteration 7Q (25.549559 sec): 3 clusters Score: Raw -66896.921431 + Penalty 409.659710 = -66487.261721 nChanged 3 SP:Iteration 8Q (25.552894 sec): 3 clusters Score: Raw -66897.839016 + Penalty 409.678971 = -66488.160045 nChanged 2 SP:Iteration 9Q (25.556186 sec): 3 clusters Score: Raw -66898.335394 + Penalty 409.461841 = -66488.873554 nChanged 2 SP:Iteration 10F (25.559982 sec): 3 clusters Score: Raw -66898.657444 + Penalty 409.448929 = -66489.208515 nChanged 3 SP:Iteration 11Q (25.563311 sec): 3 clusters Score: Raw -66898.891988 + Penalty 409.406903 = -66489.485085 nChanged 1 SP:Iteration 12Q (25.566647 sec): 3 clusters Score: Raw -66898.916086 + Penalty 409.319769 = -66489.596317 nChanged 1 SP:Iteration 13Q (25.569899 sec): 3 clusters Score: Raw -66898.940990 + Penalty 409.319769 = -66489.621221 nChanged 0 SP:Iteration 14F (25.573688 sec): 3 clusters Score: Raw -66898.940990 + Penalty 409.319769 = -66489.621221 nChanged 0 Score: Raw -534990.407671 + Penalty 8200.838747 = -526789.568924 Splitting cluster 1 changes total score from -510482.523638 to -526789.568924 So it's getting split into cluster 5. Memory request: 0.02 GB would take us to total of 0.19 GB. Trying to split cluster 2 (4775 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.745144 sec): 2 clusters Score: Raw -146395.750128 + Penalty 202.055866 = -146193.694261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.754005 sec): 3 clusters Score: Raw -143300.509179 + Penalty 405.885342 = -142894.623837 nChanged 2229 SP:Iteration 1F (25.762595 sec): 3 clusters Score: Raw -145181.494117 + Penalty 410.552401 = -144770.941716 nChanged 586 SP:Iteration 2F (25.771123 sec): 3 clusters Score: Raw -145681.548900 + Penalty 412.916862 = -145268.632039 nChanged 309 SP:Iteration 3F (25.779576 sec): 3 clusters Score: Raw -145941.202693 + Penalty 414.109174 = -145527.093519 nChanged 188 SP:Iteration 4Q (25.787949 sec): 3 clusters Score: Raw -146058.695788 + Penalty 414.447836 = -145644.247953 nChanged 120 SP:Iteration 5Q (25.796317 sec): 3 clusters Score: Raw -146103.007548 + Penalty 414.929525 = -145688.078022 nChanged 67 SP:Iteration 6Q (25.804597 sec): 3 clusters Score: Raw -146123.280233 + Penalty 415.604045 = -145707.676188 nChanged 39 SP:Iteration 7Q (25.814006 sec): 3 clusters Score: Raw -146130.999650 + Penalty 416.896963 = -145714.102686 nChanged 33 SP:Iteration 8Q (25.823691 sec): 3 clusters Score: Raw -146137.509252 + Penalty 417.682996 = -145719.826256 nChanged 38 SP:Iteration 9Q (25.832585 sec): 3 clusters Score: Raw -146146.651384 + Penalty 419.108192 = -145727.543192 nChanged 43 SP:Iteration 10F (25.841835 sec): 3 clusters Score: Raw -146158.971769 + Penalty 421.028730 = -145737.943039 nChanged 58 SP:Iteration 11Q (25.851031 sec): 3 clusters Score: Raw -146183.749793 + Penalty 422.980738 = -145760.769055 nChanged 65 SP:Iteration 12Q (25.860766 sec): 3 clusters Score: Raw -146208.420442 + Penalty 425.394607 = -145783.025836 nChanged 70 SP:Iteration 13Q (25.869813 sec): 3 clusters Score: Raw -146240.728830 + Penalty 428.398502 = -145812.330328 nChanged 76 SP:Iteration 14Q (25.878667 sec): 3 clusters Score: Raw -146284.581770 + Penalty 431.284203 = -145853.297566 nChanged 79 SP:Iteration 15Q (25.887439 sec): 3 clusters Score: Raw -146333.290176 + Penalty 434.131021 = -145899.159155 nChanged 82 SP:Iteration 16Q (25.896241 sec): 3 clusters Score: Raw -146388.240287 + Penalty 436.732576 = -145951.507711 nChanged 68 SP:Iteration 17Q (25.904947 sec): 3 clusters Score: Raw -146426.998674 + Penalty 437.945091 = -145989.053583 nChanged 59 SP:Iteration 18Q (25.913977 sec): 3 clusters Score: Raw -146450.207120 + Penalty 438.411051 = -146011.796069 nChanged 43 SP:Iteration 19Q (25.923073 sec): 3 clusters Score: Raw -146463.545123 + Penalty 439.233865 = -146024.311258 nChanged 38 SP:Iteration 20F (25.932582 sec): 3 clusters Score: Raw -146471.972416 + Penalty 440.284985 = -146031.687431 nChanged 25 SP:Iteration 21Q (25.941219 sec): 3 clusters Score: Raw -146476.115076 + Penalty 441.203275 = -146034.911801 nChanged 17 SP:Iteration 22Q (25.949997 sec): 3 clusters Score: Raw -146478.292583 + Penalty 441.588659 = -146036.703924 nChanged 14 SP:Iteration 23Q (25.958828 sec): 3 clusters Score: Raw -146479.012674 + Penalty 441.532845 = -146037.479829 nChanged 9 SP:Iteration 24Q (25.969013 sec): 3 clusters Score: Raw -146479.542199 + Penalty 441.639143 = -146037.903056 nChanged 6 SP:Iteration 25Q (25.977780 sec): 3 clusters Score: Raw -146479.792731 + Penalty 441.741466 = -146038.051265 nChanged 5 SP:Iteration 26Q (25.986358 sec): 3 clusters Score: Raw -146480.093324 + Penalty 442.171626 = -146037.921698 nChanged 7 SP:Iteration 27F (25.995644 sec): 3 clusters Score: Raw -146480.476867 + Penalty 442.553859 = -146037.923008 nChanged 4 SP:Iteration 28Q (26.004248 sec): 3 clusters Score: Raw -146480.665071 + Penalty 442.651487 = -146038.013584 nChanged 2 SP:Iteration 29Q (26.013020 sec): 3 clusters Score: Raw -146480.835917 + Penalty 442.651487 = -146038.184430 nChanged 0 SP:Iteration 30F (26.021970 sec): 3 clusters Score: Raw -146480.835917 + Penalty 442.651487 = -146038.184430 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 3 (327 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.026489 sec): 2 clusters Score: Raw -10047.140683 + Penalty 98.094457 = -9949.046226 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.027286 sec): 3 clusters Score: Raw -9867.363904 + Penalty 193.691118 = -9673.672786 nChanged 136 SP:Iteration 1F (26.028058 sec): 3 clusters Score: Raw -9968.189758 + Penalty 193.702695 = -9774.487063 nChanged 23 SP:Iteration 2F (26.028835 sec): 3 clusters Score: Raw -9987.602447 + Penalty 194.159164 = -9793.443284 nChanged 13 SP:Iteration 3Q (26.029628 sec): 3 clusters Score: Raw -9994.536522 + Penalty 193.589172 = -9800.947350 nChanged 7 SP:Iteration 4Q (26.030393 sec): 3 clusters Score: Raw -9999.343335 + Penalty 192.729317 = -9806.614018 nChanged 7 SP:Iteration 5Q (26.031191 sec): 3 clusters Score: Raw -10004.303656 + Penalty 191.886257 = -9812.417398 nChanged 10 SP:Iteration 6Q (26.031973 sec): 3 clusters Score: Raw -10010.621744 + Penalty 192.212004 = -9818.409741 nChanged 4 SP:Iteration 7Q (26.032754 sec): 3 clusters Score: Raw -10011.325741 + Penalty 192.025686 = -9819.300055 nChanged 4 SP:Iteration 8Q (26.033528 sec): 3 clusters Score: Raw -10012.827975 + Penalty 191.178702 = -9821.649273 nChanged 4 SP:Iteration 9Q (26.034291 sec): 3 clusters Score: Raw -10016.087729 + Penalty 190.843837 = -9825.243892 nChanged 3 SP:Iteration 10F (26.035058 sec): 3 clusters Score: Raw -10018.634456 + Penalty 190.314747 = -9828.319710 nChanged 5 SP:Iteration 11Q (26.035795 sec): 3 clusters Score: Raw -10022.514535 + Penalty 190.564802 = -9831.949733 nChanged 3 SP:Iteration 12Q (26.036530 sec): 3 clusters Score: Raw -10023.977439 + Penalty 190.880000 = -9833.097440 nChanged 2 SP:Iteration 13Q (26.037261 sec): 3 clusters Score: Raw -10025.336406 + Penalty 191.012287 = -9834.324119 nChanged 1 SP:Iteration 14Q (26.037991 sec): 3 clusters Score: Raw -10025.779911 + Penalty 190.955048 = -9834.824863 nChanged 2 SP:Iteration 15Q (26.038722 sec): 3 clusters Score: Raw -10026.421428 + Penalty 191.325136 = -9835.096292 nChanged 2 SP:Iteration 16Q (26.039448 sec): 3 clusters Score: Raw -10027.650600 + Penalty 191.370200 = -9836.280399 nChanged 1 SP:Iteration 17Q (26.040171 sec): 3 clusters Score: Raw -10027.747424 + Penalty 191.370200 = -9836.377223 nChanged 0 SP:Iteration 18F (26.040937 sec): 3 clusters Score: Raw -10027.747424 + Penalty 191.370200 = -9836.377223 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 4 (302 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.042797 sec): 2 clusters Score: Raw -7506.996824 + Penalty 326.895030 = -7180.101794 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.043535 sec): 3 clusters Score: Raw -7437.942114 + Penalty 683.717591 = -6754.224523 nChanged 80 SP:Iteration 1F (26.044259 sec): 3 clusters Score: Raw -7577.610048 + Penalty 715.322045 = -6862.288003 nChanged 32 SP:Iteration 2F (26.044982 sec): 3 clusters Score: Raw -7658.381854 + Penalty 751.152962 = -6907.228891 nChanged 20 SP:Iteration 3F (26.045703 sec): 3 clusters Score: Raw -7695.616661 + Penalty 755.628609 = -6939.988052 nChanged 7 SP:Iteration 4Q (26.046408 sec): 3 clusters Score: Raw -7707.438699 + Penalty 755.578462 = -6951.860237 nChanged 2 SP:Iteration 5Q (26.047086 sec): 3 clusters Score: Raw -7712.497169 + Penalty 756.078917 = -6956.418251 nChanged 2 SP:Iteration 6Q (26.047760 sec): 3 clusters Score: Raw -7720.074582 + Penalty 757.078378 = -6962.996204 nChanged 3 SP:Iteration 7Q (26.048432 sec): 3 clusters Score: Raw -7730.891501 + Penalty 754.714987 = -6976.176513 nChanged 2 SP:Iteration 8Q (26.049104 sec): 3 clusters Score: Raw -7732.634109 + Penalty 755.197687 = -6977.436422 nChanged 2 SP:Iteration 9Q (26.049771 sec): 3 clusters Score: Raw -7737.560378 + Penalty 757.253974 = -6980.306403 nChanged 1 SP:Iteration 10F (26.050491 sec): 3 clusters Score: Raw -7740.093654 + Penalty 757.253974 = -6982.839680 nChanged 0 Memory request: 0.01 GB would take us to total of 0.17 GB. Trying to split cluster 6 (1235 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.054967 sec): 2 clusters Score: Raw -38360.907440 + Penalty 221.423241 = -38139.484199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.057302 sec): 3 clusters Score: Raw -37595.521985 + Penalty 458.393646 = -37137.128338 nChanged 544 SP:Iteration 1F (26.059603 sec): 3 clusters Score: Raw -37966.342868 + Penalty 481.633682 = -37484.709186 nChanged 150 SP:Iteration 2F (26.061915 sec): 3 clusters Score: Raw -38066.737063 + Penalty 505.599988 = -37561.137075 nChanged 90 SP:Iteration 3F (26.064203 sec): 3 clusters Score: Raw -38148.524568 + Penalty 535.011378 = -37613.513190 nChanged 78 SP:Iteration 4F (26.066486 sec): 3 clusters Score: Raw -38228.124024 + Penalty 564.205783 = -37663.918241 nChanged 62 SP:Iteration 5F (26.068774 sec): 3 clusters Score: Raw -38293.351610 + Penalty 587.174522 = -37706.177089 nChanged 40 SP:Iteration 6Q (26.071029 sec): 3 clusters Score: Raw -38326.613589 + Penalty 601.292046 = -37725.321543 nChanged 32 SP:Iteration 7Q (26.073268 sec): 3 clusters Score: Raw -38351.288357 + Penalty 622.665569 = -37728.622788 nChanged 23 SP:Iteration 8Q (26.075438 sec): 3 clusters Score: Raw -38367.123242 + Penalty 623.618156 = -37743.505086 nChanged 11 SP:Iteration 9Q (26.077531 sec): 3 clusters Score: Raw -38373.516079 + Penalty 618.974822 = -37754.541256 nChanged 15 SP:Iteration 10F (26.079908 sec): 3 clusters Score: Raw -38384.165511 + Penalty 616.064497 = -37768.101014 nChanged 6 SP:Iteration 11Q (26.081979 sec): 3 clusters Score: Raw -38387.521992 + Penalty 616.281394 = -37771.240599 nChanged 4 SP:Iteration 12Q (26.083981 sec): 3 clusters Score: Raw -38389.653030 + Penalty 615.336775 = -37774.316255 nChanged 3 SP:Iteration 13Q (26.085971 sec): 3 clusters Score: Raw -38391.022141 + Penalty 613.783223 = -37777.238918 nChanged 3 SP:Iteration 14Q (26.087970 sec): 3 clusters Score: Raw -38392.165170 + Penalty 616.552234 = -37775.612937 nChanged 2 SP:Iteration 15F (26.090257 sec): 3 clusters Score: Raw -38393.047935 + Penalty 616.471026 = -37776.576909 nChanged 2 SP:Iteration 16Q (26.092235 sec): 3 clusters Score: Raw -38393.589680 + Penalty 616.471026 = -37777.118655 nChanged 0 SP:Iteration 17F (26.094538 sec): 3 clusters Score: Raw -38393.589680 + Penalty 616.471026 = -37777.118655 nChanged 0 Memory request: 0.01 GB would take us to total of 0.17 GB. Trying to split cluster 9 (1171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.098446 sec): 2 clusters Score: Raw -38501.006526 + Penalty 241.320344 = -38259.686182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.100728 sec): 3 clusters Score: Raw -37811.773827 + Penalty 482.368891 = -37329.404936 nChanged 496 SP:Iteration 1F (26.102942 sec): 3 clusters Score: Raw -38118.830519 + Penalty 482.127059 = -37636.703460 nChanged 128 SP:Iteration 2F (26.105127 sec): 3 clusters Score: Raw -38203.416175 + Penalty 483.341981 = -37720.074194 nChanged 94 SP:Iteration 3F (26.107306 sec): 3 clusters Score: Raw -38297.042714 + Penalty 486.814800 = -37810.227914 nChanged 93 SP:Iteration 4F (26.109487 sec): 3 clusters Score: Raw -38383.737480 + Penalty 489.415441 = -37894.322039 nChanged 83 SP:Iteration 5F (26.111666 sec): 3 clusters Score: Raw -38455.158832 + Penalty 493.211349 = -37961.947483 nChanged 58 SP:Iteration 6Q (26.113841 sec): 3 clusters Score: Raw -38496.954261 + Penalty 495.283590 = -38001.670671 nChanged 37 SP:Iteration 7Q (26.116005 sec): 3 clusters Score: Raw -38517.634512 + Penalty 495.099462 = -38022.535050 nChanged 21 SP:Iteration 8Q (26.118129 sec): 3 clusters Score: Raw -38535.379264 + Penalty 495.536553 = -38039.842710 nChanged 21 SP:Iteration 9Q (26.120260 sec): 3 clusters Score: Raw -38545.257939 + Penalty 494.418399 = -38050.839540 nChanged 10 SP:Iteration 10F (26.122676 sec): 3 clusters Score: Raw -38551.769461 + Penalty 493.840675 = -38057.928786 nChanged 8 SP:Iteration 11Q (26.124898 sec): 3 clusters Score: Raw -38554.061498 + Penalty 493.396155 = -38060.665343 nChanged 6 SP:Iteration 12Q (26.126979 sec): 3 clusters Score: Raw -38556.925876 + Penalty 493.013275 = -38063.912601 nChanged 6 SP:Iteration 13Q (26.128983 sec): 3 clusters Score: Raw -38560.140357 + Penalty 493.053218 = -38067.087139 nChanged 9 SP:Iteration 14Q (26.130974 sec): 3 clusters Score: Raw -38563.520467 + Penalty 493.872746 = -38069.647721 nChanged 8 SP:Iteration 15Q (26.132956 sec): 3 clusters Score: Raw -38565.879207 + Penalty 494.685517 = -38071.193690 nChanged 5 SP:Iteration 16Q (26.134928 sec): 3 clusters Score: Raw -38566.564042 + Penalty 494.966958 = -38071.597084 nChanged 1 SP:Iteration 17Q (26.136895 sec): 3 clusters Score: Raw -38566.601115 + Penalty 495.279813 = -38071.321302 nChanged 2 SP:Iteration 18F (26.139075 sec): 3 clusters Score: Raw -38566.904975 + Penalty 496.325928 = -38070.579047 nChanged 3 SP:Iteration 19F (26.141250 sec): 3 clusters Score: Raw -38567.186934 + Penalty 496.325928 = -38070.861006 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 10 (1634 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.146260 sec): 2 clusters Score: Raw -48467.284481 + Penalty 124.831788 = -48342.452693 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.149391 sec): 3 clusters Score: Raw -47491.366730 + Penalty 279.016090 = -47212.350640 nChanged 718 SP:Iteration 1F (26.152430 sec): 3 clusters Score: Raw -48212.089894 + Penalty 316.761931 = -47895.327963 nChanged 162 SP:Iteration 2F (26.155425 sec): 3 clusters Score: Raw -48392.994355 + Penalty 343.048112 = -48049.946243 nChanged 54 SP:Iteration 3Q (26.158389 sec): 3 clusters Score: Raw -48445.777148 + Penalty 344.405268 = -48101.371881 nChanged 20 SP:Iteration 4Q (26.161152 sec): 3 clusters Score: Raw -48459.551545 + Penalty 350.030567 = -48109.520978 nChanged 14 SP:Iteration 5Q (26.163811 sec): 3 clusters Score: Raw -48473.180096 + Penalty 364.077514 = -48109.102582 nChanged 11 SP:Iteration 6F (26.166852 sec): 3 clusters Score: Raw -48482.959663 + Penalty 373.540332 = -48109.419331 nChanged 3 SP:Iteration 7Q (26.169329 sec): 3 clusters Score: Raw -48483.837995 + Penalty 386.342916 = -48097.495079 nChanged 3 SP:Iteration 8F (26.172323 sec): 3 clusters Score: Raw -48484.853837 + Penalty 396.359901 = -48088.493936 nChanged 2 SP:Iteration 9F (26.175371 sec): 3 clusters Score: Raw -48486.055518 + Penalty 398.572776 = -48087.482743 nChanged 1 SP:Iteration 10F (26.178331 sec): 3 clusters Score: Raw -48486.994357 + Penalty 400.395132 = -48086.599225 nChanged 1 SP:Iteration 11F (26.181281 sec): 3 clusters Score: Raw -48487.217416 + Penalty 395.688826 = -48091.528590 nChanged 1 SP:Iteration 12Q (26.183719 sec): 3 clusters Score: Raw -48488.072179 + Penalty 395.688826 = -48092.383354 nChanged 0 SP:Iteration 13F (26.186782 sec): 3 clusters Score: Raw -48488.072179 + Penalty 395.688826 = -48092.383354 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 12 (431 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.189379 sec): 2 clusters Score: Raw -13440.358917 + Penalty 408.955214 = -13031.403702 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.190341 sec): 3 clusters Score: Raw -13266.998258 + Penalty 829.690968 = -12437.307291 nChanged 132 SP:Iteration 1F (26.191283 sec): 3 clusters Score: Raw -13388.876906 + Penalty 835.918382 = -12552.958525 nChanged 34 SP:Iteration 2F (26.192225 sec): 3 clusters Score: Raw -13421.221706 + Penalty 852.715526 = -12568.506181 nChanged 26 SP:Iteration 3F (26.193169 sec): 3 clusters Score: Raw -13445.046675 + Penalty 869.454225 = -12575.592450 nChanged 21 SP:Iteration 4Q (26.194088 sec): 3 clusters Score: Raw -13464.003897 + Penalty 887.704576 = -12576.299321 nChanged 19 SP:Iteration 5Q (26.195002 sec): 3 clusters Score: Raw -13486.316725 + Penalty 902.216086 = -12584.100639 nChanged 14 SP:Iteration 6Q (26.195944 sec): 3 clusters Score: Raw -13500.263862 + Penalty 915.216007 = -12585.047855 nChanged 14 SP:Iteration 7Q (26.196864 sec): 3 clusters Score: Raw -13521.655135 + Penalty 918.845042 = -12602.810094 nChanged 10 SP:Iteration 8Q (26.197747 sec): 3 clusters Score: Raw -13537.800039 + Penalty 924.367749 = -12613.432290 nChanged 6 SP:Iteration 9Q (26.198616 sec): 3 clusters Score: Raw -13550.298710 + Penalty 931.935555 = -12618.363155 nChanged 5 SP:Iteration 10F (26.199555 sec): 3 clusters Score: Raw -13553.307351 + Penalty 933.344742 = -12619.962609 nChanged 1 SP:Iteration 11Q (26.200396 sec): 3 clusters Score: Raw -13554.063761 + Penalty 933.289784 = -12620.773977 nChanged 1 SP:Iteration 12Q (26.201238 sec): 3 clusters Score: Raw -13554.008655 + Penalty 933.289784 = -12620.718871 nChanged 0 SP:Iteration 13F (26.202176 sec): 3 clusters Score: Raw -13554.008655 + Penalty 933.289784 = -12620.718871 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 16 (2176 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.212658 sec): 2 clusters Score: Raw -80735.227647 + Penalty 400.662331 = -80334.565316 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.216678 sec): 3 clusters Score: Raw -79499.182666 + Penalty 800.767865 = -78698.414800 nChanged 926 SP:Iteration 1F (26.220700 sec): 3 clusters Score: Raw -80022.271872 + Penalty 800.074732 = -79222.197140 nChanged 163 SP:Iteration 2F (26.224934 sec): 3 clusters Score: Raw -80110.521385 + Penalty 800.114132 = -79310.407253 nChanged 129 SP:Iteration 3F (26.228879 sec): 3 clusters Score: Raw -80210.775209 + Penalty 800.702292 = -79410.072917 nChanged 133 SP:Iteration 4F (26.232767 sec): 3 clusters Score: Raw -80320.849705 + Penalty 801.305809 = -79519.543895 nChanged 119 SP:Iteration 5F (26.236651 sec): 3 clusters Score: Raw -80412.253751 + Penalty 802.023559 = -79610.230192 nChanged 110 SP:Iteration 6F (26.240629 sec): 3 clusters Score: Raw -80495.764440 + Penalty 802.143156 = -79693.621284 nChanged 109 SP:Iteration 7F (26.244549 sec): 3 clusters Score: Raw -80582.046333 + Penalty 802.103151 = -79779.943182 nChanged 80 SP:Iteration 8Q (26.248357 sec): 3 clusters Score: Raw -80636.155316 + Penalty 802.142718 = -79834.012598 nChanged 48 SP:Iteration 9Q (26.252229 sec): 3 clusters Score: Raw -80661.351630 + Penalty 801.941658 = -79859.409972 nChanged 44 SP:Iteration 10F (26.256234 sec): 3 clusters Score: Raw -80683.724482 + Penalty 801.810782 = -79881.913699 nChanged 42 SP:Iteration 11Q (26.259916 sec): 3 clusters Score: Raw -80706.840806 + Penalty 801.897989 = -79904.942817 nChanged 43 SP:Iteration 12Q (26.263721 sec): 3 clusters Score: Raw -80735.062932 + Penalty 801.824065 = -79933.238868 nChanged 42 SP:Iteration 13Q (26.267475 sec): 3 clusters Score: Raw -80759.729313 + Penalty 801.899222 = -79957.830091 nChanged 36 SP:Iteration 14Q (26.271123 sec): 3 clusters Score: Raw -80783.235220 + Penalty 801.677128 = -79981.558092 nChanged 28 SP:Iteration 15Q (26.274814 sec): 3 clusters Score: Raw -80803.903329 + Penalty 801.581559 = -80002.321770 nChanged 33 SP:Iteration 16Q (26.278427 sec): 3 clusters Score: Raw -80827.500299 + Penalty 800.724905 = -80026.775394 nChanged 33 SP:Iteration 17Q (26.281978 sec): 3 clusters Score: Raw -80850.855301 + Penalty 800.115268 = -80050.740033 nChanged 23 SP:Iteration 18Q (26.285492 sec): 3 clusters Score: Raw -80860.113504 + Penalty 799.673814 = -80060.439690 nChanged 16 SP:Iteration 19Q (26.289096 sec): 3 clusters Score: Raw -80868.608648 + Penalty 799.815363 = -80068.793285 nChanged 14 SP:Iteration 20F (26.292994 sec): 3 clusters Score: Raw -80873.070112 + Penalty 800.162125 = -80072.907986 nChanged 13 SP:Iteration 21Q (26.296504 sec): 3 clusters Score: Raw -80876.987058 + Penalty 800.286964 = -80076.700093 nChanged 6 SP:Iteration 22Q (26.300019 sec): 3 clusters Score: Raw -80878.422383 + Penalty 800.118836 = -80078.303546 nChanged 3 SP:Iteration 23Q (26.303555 sec): 3 clusters Score: Raw -80878.937509 + Penalty 800.155460 = -80078.782049 nChanged 3 SP:Iteration 24Q (26.307089 sec): 3 clusters Score: Raw -80879.284355 + Penalty 800.155460 = -80079.128895 nChanged 0 SP:Iteration 25F (26.310966 sec): 3 clusters Score: Raw -80879.284355 + Penalty 800.155460 = -80079.128895 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 20 (243 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.315505 sec): 2 clusters Score: Raw -7840.733957 + Penalty 251.297003 = -7589.436954 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.316146 sec): 3 clusters Score: Raw -7759.181598 + Penalty 506.034675 = -7253.146923 nChanged 68 SP:Iteration 1F (26.316785 sec): 3 clusters Score: Raw -7817.568519 + Penalty 508.619841 = -7308.948677 nChanged 15 SP:Iteration 2F (26.317409 sec): 3 clusters Score: Raw -7830.317803 + Penalty 511.493369 = -7318.824434 nChanged 6 SP:Iteration 3Q (26.318024 sec): 3 clusters Score: Raw -7836.806025 + Penalty 515.750598 = -7321.055427 nChanged 7 SP:Iteration 4Q (26.318649 sec): 3 clusters Score: Raw -7841.747310 + Penalty 520.984111 = -7320.763199 nChanged 7 SP:Iteration 5F (26.319271 sec): 3 clusters Score: Raw -7847.871339 + Penalty 537.071184 = -7310.800155 nChanged 10 SP:Iteration 6F (26.319893 sec): 3 clusters Score: Raw -7860.202230 + Penalty 546.816765 = -7313.385465 nChanged 8 SP:Iteration 7Q (26.320519 sec): 3 clusters Score: Raw -7871.635055 + Penalty 563.148150 = -7308.486904 nChanged 5 SP:Iteration 8F (26.321153 sec): 3 clusters Score: Raw -7885.278109 + Penalty 577.151548 = -7308.126561 nChanged 3 SP:Iteration 9F (26.321778 sec): 3 clusters Score: Raw -7897.905149 + Penalty 579.544179 = -7318.360970 nChanged 1 SP:Iteration 10F (26.322403 sec): 3 clusters Score: Raw -7902.411179 + Penalty 579.544179 = -7322.866999 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 23 (278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.324166 sec): 2 clusters Score: Raw -8264.502314 + Penalty 296.613523 = -7967.888791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.324902 sec): 3 clusters Score: Raw -8187.695805 + Penalty 593.147614 = -7594.548191 nChanged 79 SP:Iteration 1F (26.325586 sec): 3 clusters Score: Raw -8275.552276 + Penalty 593.495884 = -7682.056392 nChanged 23 SP:Iteration 2F (26.326314 sec): 3 clusters Score: Raw -8292.615181 + Penalty 593.577371 = -7699.037810 nChanged 11 SP:Iteration 3Q (26.327021 sec): 3 clusters Score: Raw -8300.016846 + Penalty 593.458482 = -7706.558364 nChanged 7 SP:Iteration 4Q (26.327707 sec): 3 clusters Score: Raw -8308.184358 + Penalty 593.480317 = -7714.704041 nChanged 5 SP:Iteration 5Q (26.328391 sec): 3 clusters Score: Raw -8310.024813 + Penalty 593.480317 = -7716.544496 nChanged 0 SP:Iteration 6F (26.329103 sec): 3 clusters Score: Raw -8310.024813 + Penalty 593.480317 = -7716.544496 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 29 (358 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.331054 sec): 2 clusters Score: Raw -12088.924123 + Penalty 304.498311 = -11784.425813 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.331891 sec): 3 clusters Score: Raw -11929.288495 + Penalty 626.452690 = -11302.835806 nChanged 107 SP:Iteration 1F (26.332713 sec): 3 clusters Score: Raw -12057.188157 + Penalty 690.689547 = -11366.498610 nChanged 62 SP:Iteration 2F (26.333534 sec): 3 clusters Score: Raw -12148.216343 + Penalty 724.026293 = -11424.190051 nChanged 15 SP:Iteration 3Q (26.334329 sec): 3 clusters Score: Raw -12167.261326 + Penalty 728.996099 = -11438.265227 nChanged 6 SP:Iteration 4Q (26.335109 sec): 3 clusters Score: Raw -12172.022534 + Penalty 733.302567 = -11438.719967 nChanged 2 SP:Iteration 5Q (26.335883 sec): 3 clusters Score: Raw -12173.985216 + Penalty 735.632684 = -11438.352532 nChanged 2 SP:Iteration 6F (26.336735 sec): 3 clusters Score: Raw -12176.883411 + Penalty 739.393322 = -11437.490089 nChanged 3 SP:Iteration 7F (26.337553 sec): 3 clusters Score: Raw -12186.200647 + Penalty 736.639858 = -11449.560789 nChanged 4 SP:Iteration 8Q (26.338321 sec): 3 clusters Score: Raw -12193.463654 + Penalty 743.834696 = -11449.628957 nChanged 3 SP:Iteration 9Q (26.339086 sec): 3 clusters Score: Raw -12204.888239 + Penalty 743.834696 = -11461.053542 nChanged 0 SP:Iteration 10F (26.339906 sec): 3 clusters Score: Raw -12204.888239 + Penalty 743.834696 = -11461.053542 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 31 (2098 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.346230 sec): 2 clusters Score: Raw -75581.697783 + Penalty 354.224170 = -75227.473613 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.350203 sec): 3 clusters Score: Raw -74369.918405 + Penalty 707.908531 = -73662.009874 nChanged 919 SP:Iteration 1F (26.354009 sec): 3 clusters Score: Raw -74929.317493 + Penalty 706.360599 = -74222.956894 nChanged 185 SP:Iteration 2F (26.357922 sec): 3 clusters Score: Raw -75021.470495 + Penalty 704.099828 = -74317.370667 nChanged 123 SP:Iteration 3F (26.361701 sec): 3 clusters Score: Raw -75109.738737 + Penalty 700.936450 = -74408.802286 nChanged 126 SP:Iteration 4F (26.365610 sec): 3 clusters Score: Raw -75212.494131 + Penalty 697.396081 = -74515.098051 nChanged 100 SP:Iteration 5Q (26.369455 sec): 3 clusters Score: Raw -75301.531995 + Penalty 694.388188 = -74607.143807 nChanged 105 SP:Iteration 6F (26.373300 sec): 3 clusters Score: Raw -75402.941468 + Penalty 690.811596 = -74712.129872 nChanged 81 SP:Iteration 7Q (26.377031 sec): 3 clusters Score: Raw -75472.540856 + Penalty 688.242075 = -74784.298780 nChanged 62 SP:Iteration 8Q (26.380565 sec): 3 clusters Score: Raw -75520.715614 + Penalty 686.707118 = -74834.008496 nChanged 54 SP:Iteration 9Q (26.384021 sec): 3 clusters Score: Raw -75557.630536 + Penalty 686.346866 = -74871.283670 nChanged 52 SP:Iteration 10F (26.387766 sec): 3 clusters Score: Raw -75595.697837 + Penalty 686.391199 = -74909.306638 nChanged 36 SP:Iteration 11Q (26.391150 sec): 3 clusters Score: Raw -75618.187283 + Penalty 687.023890 = -74931.163393 nChanged 35 SP:Iteration 12Q (26.394534 sec): 3 clusters Score: Raw -75639.705437 + Penalty 687.629902 = -74952.075534 nChanged 30 SP:Iteration 13Q (26.397913 sec): 3 clusters Score: Raw -75661.014469 + Penalty 687.562923 = -74973.451546 nChanged 22 SP:Iteration 14Q (26.401337 sec): 3 clusters Score: Raw -75671.948250 + Penalty 687.252227 = -74984.696023 nChanged 20 SP:Iteration 15Q (26.404666 sec): 3 clusters Score: Raw -75677.546766 + Penalty 686.685570 = -74990.861196 nChanged 13 SP:Iteration 16Q (26.407993 sec): 3 clusters Score: Raw -75680.478308 + Penalty 686.907013 = -74993.571295 nChanged 11 SP:Iteration 17Q (26.411298 sec): 3 clusters Score: Raw -75682.592649 + Penalty 687.357369 = -74995.235280 nChanged 4 SP:Iteration 18Q (26.414628 sec): 3 clusters Score: Raw -75683.971585 + Penalty 687.746439 = -74996.225146 nChanged 5 SP:Iteration 19Q (26.417935 sec): 3 clusters Score: Raw -75684.518041 + Penalty 687.556598 = -74996.961443 nChanged 1 SP:Iteration 20F (26.421725 sec): 3 clusters Score: Raw -75684.961613 + Penalty 687.513079 = -74997.448533 nChanged 1 SP:Iteration 21Q (26.425402 sec): 3 clusters Score: Raw -75685.051356 + Penalty 687.324426 = -74997.726930 nChanged 3 SP:Iteration 22Q (26.428975 sec): 3 clusters Score: Raw -75685.482867 + Penalty 687.164160 = -74998.318707 nChanged 6 SP:Iteration 23Q (26.432398 sec): 3 clusters Score: Raw -75686.269594 + Penalty 686.818763 = -74999.450831 nChanged 3 SP:Iteration 24Q (26.435751 sec): 3 clusters Score: Raw -75686.913174 + Penalty 686.766743 = -75000.146431 nChanged 4 SP:Iteration 25Q (26.439064 sec): 3 clusters Score: Raw -75687.879926 + Penalty 686.478853 = -75001.401073 nChanged 3 SP:Iteration 26Q (26.442376 sec): 3 clusters Score: Raw -75688.130258 + Penalty 686.503716 = -75001.626541 nChanged 2 SP:Iteration 27Q (26.445726 sec): 3 clusters Score: Raw -75688.238465 + Penalty 686.503716 = -75001.734748 nChanged 0 SP:Iteration 28F (26.449587 sec): 3 clusters Score: Raw -75688.238465 + Penalty 686.503716 = -75001.734748 nChanged 0 Memory request: 0.01 GB would take us to total of 0.17 GB. Trying to split cluster 32 (649 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.453584 sec): 2 clusters Score: Raw -17835.289259 + Penalty 571.845712 = -17263.443548 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.454935 sec): 3 clusters Score: Raw -17562.559347 + Penalty 1141.192003 = -16421.367344 nChanged 210 SP:Iteration 1F (26.456258 sec): 3 clusters Score: Raw -17752.378115 + Penalty 1137.887552 = -16614.490564 nChanged 70 SP:Iteration 2F (26.457578 sec): 3 clusters Score: Raw -17831.831232 + Penalty 1138.853346 = -16692.977886 nChanged 33 SP:Iteration 3F (26.458901 sec): 3 clusters Score: Raw -17866.697811 + Penalty 1138.238266 = -16728.459545 nChanged 29 SP:Iteration 4Q (26.460200 sec): 3 clusters Score: Raw -17892.325645 + Penalty 1135.641587 = -16756.684058 nChanged 28 SP:Iteration 5Q (26.461501 sec): 3 clusters Score: Raw -17919.764570 + Penalty 1134.409555 = -16785.355015 nChanged 18 SP:Iteration 6Q (26.462786 sec): 3 clusters Score: Raw -17939.497084 + Penalty 1132.078820 = -16807.418264 nChanged 16 SP:Iteration 7Q (26.464069 sec): 3 clusters Score: Raw -17953.735200 + Penalty 1130.942716 = -16822.792484 nChanged 10 SP:Iteration 8Q (26.465362 sec): 3 clusters Score: Raw -17961.763593 + Penalty 1130.774863 = -16830.988730 nChanged 3 SP:Iteration 9Q (26.466630 sec): 3 clusters Score: Raw -17963.112875 + Penalty 1131.033291 = -16832.079584 nChanged 3 SP:Iteration 10F (26.467950 sec): 3 clusters Score: Raw -17963.826917 + Penalty 1130.358285 = -16833.468631 nChanged 2 SP:Iteration 11Q (26.469218 sec): 3 clusters Score: Raw -17964.659494 + Penalty 1130.292009 = -16834.367485 nChanged 1 SP:Iteration 12Q (26.470479 sec): 3 clusters Score: Raw -17964.827895 + Penalty 1130.292009 = -16834.535886 nChanged 0 SP:Iteration 13F (26.471803 sec): 3 clusters Score: Raw -17964.827895 + Penalty 1130.292009 = -16834.535886 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 55 (129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.473611 sec): 2 clusters Score: Raw -3896.081845 + Penalty 411.076850 = -3485.004995 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.474049 sec): 3 clusters Score: Raw -3885.740213 + Penalty 821.276437 = -3064.463776 nChanged 22 SP:Iteration 1F (26.474479 sec): 3 clusters Score: Raw -3924.948211 + Penalty 821.853203 = -3103.095009 nChanged 5 SP:Iteration 2Q (26.474918 sec): 3 clusters Score: Raw -3941.674474 + Penalty 821.860488 = -3119.813986 nChanged 4 SP:Iteration 3Q (26.475341 sec): 3 clusters Score: Raw -3948.485416 + Penalty 821.165452 = -3127.319964 nChanged 1 SP:Iteration 4Q (26.475762 sec): 3 clusters Score: Raw -3951.822269 + Penalty 821.165452 = -3130.656818 nChanged 0 SP:Iteration 5F (26.476197 sec): 3 clusters Score: Raw -3951.822269 + Penalty 821.165452 = -3130.656818 nChanged 0 Iteration 143F (26.639032 sec): 17 clusters Score: Raw -518912.378855 + Penalty 8213.909540 = -510698.469314 nChanged 93 Iteration 144Q (26.684698 sec): 17 clusters Score: Raw -518951.720717 + Penalty 8221.170863 = -510730.549854 nChanged 40 Iteration 145Q (26.730014 sec): 17 clusters Score: Raw -518961.771782 + Penalty 8222.341331 = -510739.430450 nChanged 24 Iteration 146Q (26.775424 sec): 17 clusters Score: Raw -518966.116918 + Penalty 8223.674479 = -510742.442439 nChanged 15 Iteration 147Q (26.820456 sec): 17 clusters Score: Raw -518970.627477 + Penalty 8225.015200 = -510745.612276 nChanged 14 Iteration 148Q (26.866402 sec): 17 clusters Score: Raw -518973.786696 + Penalty 8226.134488 = -510747.652208 nChanged 7 Iteration 149Q (26.911664 sec): 17 clusters Score: Raw -518974.908692 + Penalty 8225.406088 = -510749.502604 nChanged 5 Iteration 150F (27.062363 sec): 17 clusters Score: Raw -518976.083297 + Penalty 8224.955534 = -510751.127763 nChanged 7 Iteration 151Q (27.107383 sec): 17 clusters Score: Raw -518977.648136 + Penalty 8225.298198 = -510752.349938 nChanged 6 Iteration 152Q (27.152791 sec): 17 clusters Score: Raw -518978.523930 + Penalty 8225.669759 = -510752.854171 nChanged 3 Iteration 153Q (27.198072 sec): 17 clusters Score: Raw -518978.839594 + Penalty 8225.557382 = -510753.282213 nChanged 2 Iteration 154Q (27.243194 sec): 17 clusters Score: Raw -518978.993565 + Penalty 8225.395762 = -510753.597803 nChanged 4 Iteration 155Q (27.288422 sec): 17 clusters Score: Raw -518979.190583 + Penalty 8225.217380 = -510753.973204 nChanged 2 Iteration 156Q (27.333135 sec): 17 clusters Score: Raw -518979.309935 + Penalty 8224.887979 = -510754.421956 nChanged 4 Iteration 157Q (27.378889 sec): 17 clusters Score: Raw -518979.650863 + Penalty 8224.540344 = -510755.110519 nChanged 3 Iteration 158Q (27.423817 sec): 17 clusters Score: Raw -518979.820899 + Penalty 8225.298975 = -510754.521924 nChanged 3 Iteration 159F (27.573934 sec): 17 clusters Score: Raw -518980.409920 + Penalty 8225.534875 = -510754.875045 nChanged 3 Iteration 160F (27.723559 sec): 17 clusters Score: Raw -518981.100643 + Penalty 8225.114022 = -510755.986621 nChanged 3 Iteration 161Q (27.768435 sec): 17 clusters Score: Raw -518981.426599 + Penalty 8223.897079 = -510757.529521 nChanged 4 Iteration 162Q (27.815315 sec): 17 clusters Score: Raw -518981.772340 + Penalty 8223.387361 = -510758.384979 nChanged 4 Iteration 163Q (27.860723 sec): 17 clusters Score: Raw -518982.110875 + Penalty 8222.593377 = -510759.517498 nChanged 4 Iteration 164Q (27.908119 sec): 17 clusters Score: Raw -518982.451579 + Penalty 8222.265301 = -510760.186279 nChanged 3 Iteration 165Q (27.954883 sec): 17 clusters Score: Raw -518982.717806 + Penalty 8222.280586 = -510760.437220 nChanged 2 Iteration 166Q (28.002630 sec): 17 clusters Score: Raw -518982.870833 + Penalty 8221.215153 = -510761.655680 nChanged 3 Iteration 167Q (28.049525 sec): 17 clusters Score: Raw -518982.991386 + Penalty 8221.215153 = -510761.776233 nChanged 0 Iteration 168F (28.201358 sec): 17 clusters Score: Raw -518982.991386 + Penalty 8221.215153 = -510761.776233 nChanged 0 Writing temp clu file Memory request: 0.08 GB would take us to total of 0.17 GB. Compute initial score before splitting: Score: Raw -518982.991386 + Penalty 8221.215153 = -510761.776233Memory request: 0.01 GB would take us to total of 0.17 GB. Trying to split cluster 1 (1255 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.239444 sec): 2 clusters Score: Raw -40690.469979 + Penalty 143.520818 = -40546.949161 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.241913 sec): 3 clusters Score: Raw -39911.896588 + Penalty 288.843765 = -39623.052823 nChanged 540 SP:Iteration 1F (28.244321 sec): 3 clusters Score: Raw -40262.965114 + Penalty 293.196199 = -39969.768915 nChanged 130 SP:Iteration 2F (28.246717 sec): 3 clusters Score: Raw -40341.872686 + Penalty 300.123802 = -40041.748884 nChanged 91 SP:Iteration 3F (28.249100 sec): 3 clusters Score: Raw -40398.692783 + Penalty 311.990410 = -40086.702373 nChanged 78 SP:Iteration 4F (28.251474 sec): 3 clusters Score: Raw -40462.193450 + Penalty 322.792021 = -40139.401429 nChanged 57 SP:Iteration 5Q (28.253839 sec): 3 clusters Score: Raw -40501.218101 + Penalty 333.865638 = -40167.352462 nChanged 59 SP:Iteration 6Q (28.256252 sec): 3 clusters Score: Raw -40542.894548 + Penalty 347.058641 = -40195.835907 nChanged 51 SP:Iteration 7Q (28.258668 sec): 3 clusters Score: Raw -40585.788730 + Penalty 364.664071 = -40221.124659 nChanged 53 SP:Iteration 8Q (28.261044 sec): 3 clusters Score: Raw -40633.197398 + Penalty 384.839648 = -40248.357749 nChanged 43 SP:Iteration 9Q (28.263314 sec): 3 clusters Score: Raw -40662.673774 + Penalty 393.451272 = -40269.222502 nChanged 16 SP:Iteration 10F (28.265655 sec): 3 clusters Score: Raw -40673.489103 + Penalty 407.215616 = -40266.273487 nChanged 17 SP:Iteration 11F (28.268097 sec): 3 clusters Score: Raw -40693.024575 + Penalty 415.162144 = -40277.862430 nChanged 18 SP:Iteration 12Q (28.270257 sec): 3 clusters Score: Raw -40704.028316 + Penalty 423.469412 = -40280.558904 nChanged 9 SP:Iteration 13Q (28.272293 sec): 3 clusters Score: Raw -40708.867778 + Penalty 433.130422 = -40275.737356 nChanged 7 SP:Iteration 14F (28.274710 sec): 3 clusters Score: Raw -40712.632930 + Penalty 442.915716 = -40269.717214 nChanged 7 SP:Iteration 15F (28.277140 sec): 3 clusters Score: Raw -40716.678714 + Penalty 445.686313 = -40270.992401 nChanged 6 SP:Iteration 16Q (28.279170 sec): 3 clusters Score: Raw -40720.765684 + Penalty 454.111618 = -40266.654066 nChanged 8 SP:Iteration 17F (28.281545 sec): 3 clusters Score: Raw -40724.760414 + Penalty 462.261634 = -40262.498780 nChanged 6 SP:Iteration 18F (28.283934 sec): 3 clusters Score: Raw -40727.320503 + Penalty 462.283824 = -40265.036679 nChanged 3 SP:Iteration 19Q (28.285931 sec): 3 clusters Score: Raw -40728.709086 + Penalty 464.606243 = -40264.102843 nChanged 1 SP:Iteration 20F (28.288252 sec): 3 clusters Score: Raw -40728.883976 + Penalty 464.606243 = -40264.277733 nChanged 0 Memory request: 0.02 GB would take us to total of 0.19 GB. Trying to split cluster 2 (4777 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.309686 sec): 2 clusters Score: Raw -146451.293716 + Penalty 202.241529 = -146249.052187 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.318819 sec): 3 clusters Score: Raw -143330.302317 + Penalty 405.536302 = -142924.766015 nChanged 2261 SP:Iteration 1F (28.327668 sec): 3 clusters Score: Raw -145463.128193 + Penalty 408.381047 = -145054.747146 nChanged 566 SP:Iteration 2F (28.336646 sec): 3 clusters Score: Raw -145980.392435 + Penalty 410.466817 = -145569.925619 nChanged 312 SP:Iteration 3F (28.345542 sec): 3 clusters Score: Raw -146276.219077 + Penalty 412.191338 = -145864.027739 nChanged 206 SP:Iteration 4Q (28.354103 sec): 3 clusters Score: Raw -146421.736917 + Penalty 413.044936 = -146008.691980 nChanged 117 SP:Iteration 5Q (28.362761 sec): 3 clusters Score: Raw -146473.116970 + Penalty 413.798781 = -146059.318189 nChanged 73 SP:Iteration 6Q (28.371169 sec): 3 clusters Score: Raw -146491.328765 + Penalty 414.314524 = -146077.014242 nChanged 38 SP:Iteration 7Q (28.379496 sec): 3 clusters Score: Raw -146498.695789 + Penalty 414.829179 = -146083.866610 nChanged 36 SP:Iteration 8Q (28.387959 sec): 3 clusters Score: Raw -146504.005622 + Penalty 414.920702 = -146089.084920 nChanged 24 SP:Iteration 9Q (28.396382 sec): 3 clusters Score: Raw -146506.843372 + Penalty 415.184016 = -146091.659356 nChanged 20 SP:Iteration 10F (28.405264 sec): 3 clusters Score: Raw -146509.286994 + Penalty 415.663518 = -146093.623476 nChanged 17 SP:Iteration 11Q (28.413568 sec): 3 clusters Score: Raw -146511.846653 + Penalty 416.118182 = -146095.728471 nChanged 16 SP:Iteration 12Q (28.421831 sec): 3 clusters Score: Raw -146514.182341 + Penalty 416.478064 = -146097.704277 nChanged 13 SP:Iteration 13Q (28.430203 sec): 3 clusters Score: Raw -146515.513780 + Penalty 416.758537 = -146098.755243 nChanged 10 SP:Iteration 14Q (28.438720 sec): 3 clusters Score: Raw -146516.347627 + Penalty 417.259160 = -146099.088468 nChanged 13 SP:Iteration 15Q (28.447016 sec): 3 clusters Score: Raw -146517.176928 + Penalty 417.661590 = -146099.515338 nChanged 11 SP:Iteration 16Q (28.455250 sec): 3 clusters Score: Raw -146517.954204 + Penalty 417.711839 = -146100.242365 nChanged 4 SP:Iteration 17Q (28.463627 sec): 3 clusters Score: Raw -146518.099451 + Penalty 417.820047 = -146100.279404 nChanged 3 SP:Iteration 18Q (28.471965 sec): 3 clusters Score: Raw -146518.141652 + Penalty 417.875182 = -146100.266470 nChanged 2 SP:Iteration 19F (28.481206 sec): 3 clusters Score: Raw -146518.161394 + Penalty 417.875182 = -146100.286211 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 3 (329 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.485554 sec): 2 clusters Score: Raw -10097.526928 + Penalty 99.013134 = -9998.513794 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.486374 sec): 3 clusters Score: Raw -9913.069053 + Penalty 192.265542 = -9720.803512 nChanged 139 SP:Iteration 1F (28.487169 sec): 3 clusters Score: Raw -10015.985044 + Penalty 189.809475 = -9826.175568 nChanged 35 SP:Iteration 2F (28.487957 sec): 3 clusters Score: Raw -10059.297523 + Penalty 191.456077 = -9867.841446 nChanged 22 SP:Iteration 3F (28.488743 sec): 3 clusters Score: Raw -10071.368933 + Penalty 191.605477 = -9879.763457 nChanged 8 SP:Iteration 4Q (28.489509 sec): 3 clusters Score: Raw -10073.241087 + Penalty 191.122442 = -9882.118646 nChanged 2 SP:Iteration 5Q (28.490272 sec): 3 clusters Score: Raw -10073.811711 + Penalty 190.927264 = -9882.884447 nChanged 1 SP:Iteration 6Q (28.491034 sec): 3 clusters Score: Raw -10074.713502 + Penalty 190.541809 = -9884.171693 nChanged 2 SP:Iteration 7Q (28.491796 sec): 3 clusters Score: Raw -10075.354600 + Penalty 190.177714 = -9885.176886 nChanged 2 SP:Iteration 8Q (28.492556 sec): 3 clusters Score: Raw -10075.678033 + Penalty 189.998342 = -9885.679691 nChanged 1 SP:Iteration 9Q (28.493315 sec): 3 clusters Score: Raw -10075.795887 + Penalty 189.998342 = -9885.797545 nChanged 0 SP:Iteration 10F (28.494105 sec): 3 clusters Score: Raw -10075.795887 + Penalty 189.998342 = -9885.797545 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 4 (308 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.496080 sec): 2 clusters Score: Raw -7664.639759 + Penalty 327.538076 = -7337.101683 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.496853 sec): 3 clusters Score: Raw -7571.904325 + Penalty 663.604731 = -6908.299594 nChanged 80 SP:Iteration 1F (28.497608 sec): 3 clusters Score: Raw -7692.479352 + Penalty 693.219321 = -6999.260032 nChanged 37 SP:Iteration 2F (28.498358 sec): 3 clusters Score: Raw -7780.838739 + Penalty 714.597071 = -7066.241668 nChanged 14 SP:Iteration 3Q (28.499080 sec): 3 clusters Score: Raw -7825.348635 + Penalty 723.101637 = -7102.246998 nChanged 4 SP:Iteration 4Q (28.499779 sec): 3 clusters Score: Raw -7829.985190 + Penalty 724.895745 = -7105.089445 nChanged 2 SP:Iteration 5Q (28.500477 sec): 3 clusters Score: Raw -7845.082418 + Penalty 735.671868 = -7109.410550 nChanged 4 SP:Iteration 6Q (28.501172 sec): 3 clusters Score: Raw -7848.819594 + Penalty 742.422000 = -7106.397593 nChanged 2 SP:Iteration 7F (28.501917 sec): 3 clusters Score: Raw -7850.165184 + Penalty 750.669580 = -7099.495604 nChanged 2 SP:Iteration 8F (28.502663 sec): 3 clusters Score: Raw -7851.938439 + Penalty 759.273273 = -7092.665166 nChanged 2 SP:Iteration 9F (28.503407 sec): 3 clusters Score: Raw -7856.545652 + Penalty 767.712807 = -7088.832845 nChanged 2 SP:Iteration 10F (28.504156 sec): 3 clusters Score: Raw -7860.409099 + Penalty 772.011238 = -7088.397861 nChanged 1 SP:Iteration 11F (28.504902 sec): 3 clusters Score: Raw -7862.936190 + Penalty 777.129522 = -7085.806668 nChanged 1 SP:Iteration 12F (28.505647 sec): 3 clusters Score: Raw -7864.086796 + Penalty 782.032941 = -7082.053855 nChanged 1 SP:Iteration 13F (28.506392 sec): 3 clusters Score: Raw -7865.585430 + Penalty 782.032941 = -7083.552489 nChanged 0 Memory request: 0.01 GB would take us to total of 0.17 GB. Trying to split cluster 5 (815 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.509148 sec): 2 clusters Score: Raw -26577.921352 + Penalty 226.607884 = -26351.313468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.510859 sec): 3 clusters Score: Raw -26098.180077 + Penalty 452.451941 = -25645.728136 nChanged 335 SP:Iteration 1F (28.512508 sec): 3 clusters Score: Raw -26312.538302 + Penalty 453.427460 = -25859.110842 nChanged 97 SP:Iteration 2F (28.514144 sec): 3 clusters Score: Raw -26390.618626 + Penalty 454.967659 = -25935.650968 nChanged 57 SP:Iteration 3F (28.515845 sec): 3 clusters Score: Raw -26434.418881 + Penalty 456.518538 = -25977.900343 nChanged 33 SP:Iteration 4Q (28.517483 sec): 3 clusters Score: Raw -26460.817418 + Penalty 457.960654 = -26002.856764 nChanged 26 SP:Iteration 5Q (28.519077 sec): 3 clusters Score: Raw -26479.726231 + Penalty 458.791888 = -26020.934343 nChanged 19 SP:Iteration 6Q (28.520662 sec): 3 clusters Score: Raw -26489.646388 + Penalty 459.776933 = -26029.869455 nChanged 14 SP:Iteration 7Q (28.522239 sec): 3 clusters Score: Raw -26494.915308 + Penalty 460.584384 = -26034.330925 nChanged 10 SP:Iteration 8Q (28.523859 sec): 3 clusters Score: Raw -26498.446038 + Penalty 461.291907 = -26037.154130 nChanged 6 SP:Iteration 9Q (28.525457 sec): 3 clusters Score: Raw -26501.436304 + Penalty 463.581419 = -26037.854886 nChanged 15 SP:Iteration 10F (28.527078 sec): 3 clusters Score: Raw -26512.387176 + Penalty 466.117205 = -26046.269971 nChanged 17 SP:Iteration 11Q (28.528643 sec): 3 clusters Score: Raw -26526.122385 + Penalty 467.512230 = -26058.610155 nChanged 12 SP:Iteration 12Q (28.530199 sec): 3 clusters Score: Raw -26534.145253 + Penalty 469.856408 = -26064.288845 nChanged 10 SP:Iteration 13Q (28.531775 sec): 3 clusters Score: Raw -26537.303615 + Penalty 471.601221 = -26065.702393 nChanged 9 SP:Iteration 14Q (28.533339 sec): 3 clusters Score: Raw -26539.393787 + Penalty 472.542536 = -26066.851251 nChanged 4 SP:Iteration 15Q (28.534894 sec): 3 clusters Score: Raw -26540.108998 + Penalty 473.303512 = -26066.805485 nChanged 5 SP:Iteration 16F (28.536556 sec): 3 clusters Score: Raw -26541.085314 + Penalty 474.520779 = -26066.564536 nChanged 6 SP:Iteration 17F (28.538214 sec): 3 clusters Score: Raw -26542.873515 + Penalty 475.977018 = -26066.896497 nChanged 6 SP:Iteration 18Q (28.539769 sec): 3 clusters Score: Raw -26544.071365 + Penalty 476.656713 = -26067.414652 nChanged 3 SP:Iteration 19Q (28.541318 sec): 3 clusters Score: Raw -26544.399248 + Penalty 476.842925 = -26067.556323 nChanged 1 SP:Iteration 20F (28.542938 sec): 3 clusters Score: Raw -26544.446003 + Penalty 477.195618 = -26067.250386 nChanged 1 SP:Iteration 21F (28.544556 sec): 3 clusters Score: Raw -26544.500671 + Penalty 477.675861 = -26066.824810 nChanged 1 SP:Iteration 22F (28.546171 sec): 3 clusters Score: Raw -26544.578539 + Penalty 477.965077 = -26066.613462 nChanged 1 SP:Iteration 23F (28.547828 sec): 3 clusters Score: Raw -26544.629716 + Penalty 478.178158 = -26066.451559 nChanged 1 SP:Iteration 24F (28.549474 sec): 3 clusters Score: Raw -26544.762053 + Penalty 478.178158 = -26066.583896 nChanged 0 Memory request: 0.01 GB would take us to total of 0.17 GB. Trying to split cluster 6 (1240 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.553427 sec): 2 clusters Score: Raw -38503.769529 + Penalty 223.569521 = -38280.200008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.555855 sec): 3 clusters Score: Raw -37741.657604 + Penalty 465.692939 = -37275.964666 nChanged 515 SP:Iteration 1F (28.558250 sec): 3 clusters Score: Raw -38126.493875 + Penalty 477.869662 = -37648.624213 nChanged 192 SP:Iteration 2F (28.560782 sec): 3 clusters Score: Raw -38304.240827 + Penalty 492.706116 = -37811.534711 nChanged 87 SP:Iteration 3F (28.563395 sec): 3 clusters Score: Raw -38398.021013 + Penalty 498.386868 = -37899.634144 nChanged 49 SP:Iteration 4Q (28.565735 sec): 3 clusters Score: Raw -38433.327240 + Penalty 502.242284 = -37931.084956 nChanged 36 SP:Iteration 5Q (28.568027 sec): 3 clusters Score: Raw -38449.515846 + Penalty 502.443847 = -37947.071998 nChanged 12 SP:Iteration 6Q (28.570294 sec): 3 clusters Score: Raw -38452.696447 + Penalty 500.997558 = -37951.698889 nChanged 8 SP:Iteration 7Q (28.572594 sec): 3 clusters Score: Raw -38455.140056 + Penalty 499.505564 = -37955.634492 nChanged 7 SP:Iteration 8Q (28.574932 sec): 3 clusters Score: Raw -38456.745815 + Penalty 501.230147 = -37955.515669 nChanged 6 SP:Iteration 9F (28.577420 sec): 3 clusters Score: Raw -38457.595395 + Penalty 501.281739 = -37956.313656 nChanged 3 SP:Iteration 10F (28.580052 sec): 3 clusters Score: Raw -38457.910010 + Penalty 501.281739 = -37956.628270 nChanged 0 Memory request: 0.01 GB would take us to total of 0.17 GB. Trying to split cluster 9 (1171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.583743 sec): 2 clusters Score: Raw -38501.006526 + Penalty 241.320344 = -38259.686182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.586091 sec): 3 clusters Score: Raw -37800.339347 + Penalty 483.132140 = -37317.207207 nChanged 513 SP:Iteration 1F (28.588424 sec): 3 clusters Score: Raw -38152.551579 + Penalty 483.401396 = -37669.150183 nChanged 130 SP:Iteration 2F (28.590705 sec): 3 clusters Score: Raw -38283.955049 + Penalty 483.277117 = -37800.677932 nChanged 84 SP:Iteration 3F (28.592954 sec): 3 clusters Score: Raw -38369.882372 + Penalty 483.266810 = -37886.615562 nChanged 62 SP:Iteration 4F (28.595203 sec): 3 clusters Score: Raw -38416.480498 + Penalty 483.453996 = -37933.026502 nChanged 39 SP:Iteration 5Q (28.597370 sec): 3 clusters Score: Raw -38431.171144 + Penalty 483.132354 = -37948.038790 nChanged 21 SP:Iteration 6Q (28.599529 sec): 3 clusters Score: Raw -38438.840570 + Penalty 482.861726 = -37955.978844 nChanged 15 SP:Iteration 7Q (28.601685 sec): 3 clusters Score: Raw -38442.021390 + Penalty 482.929606 = -37959.091784 nChanged 6 SP:Iteration 8Q (28.603839 sec): 3 clusters Score: Raw -38442.926165 + Penalty 483.068914 = -37959.857251 nChanged 6 SP:Iteration 9Q (28.605983 sec): 3 clusters Score: Raw -38443.828030 + Penalty 483.118929 = -37960.709101 nChanged 8 SP:Iteration 10F (28.608225 sec): 3 clusters Score: Raw -38445.807028 + Penalty 482.979620 = -37962.827409 nChanged 6 SP:Iteration 11Q (28.610362 sec): 3 clusters Score: Raw -38447.775694 + Penalty 482.949231 = -37964.826463 nChanged 9 SP:Iteration 12Q (28.612520 sec): 3 clusters Score: Raw -38450.280647 + Penalty 482.539345 = -37967.741303 nChanged 9 SP:Iteration 13Q (28.614704 sec): 3 clusters Score: Raw -38452.789513 + Penalty 482.682212 = -37970.107301 nChanged 7 SP:Iteration 14Q (28.616854 sec): 3 clusters Score: Raw -38453.267231 + Penalty 482.627357 = -37970.639874 nChanged 3 SP:Iteration 15Q (28.618978 sec): 3 clusters Score: Raw -38453.552502 + Penalty 482.749904 = -37970.802598 nChanged 1 SP:Iteration 16Q (28.621103 sec): 3 clusters Score: Raw -38453.793537 + Penalty 482.696274 = -37971.097263 nChanged 1 SP:Iteration 17Q (28.623226 sec): 3 clusters Score: Raw -38454.057558 + Penalty 482.681435 = -37971.376124 nChanged 2 SP:Iteration 18Q (28.625354 sec): 3 clusters Score: Raw -38454.495724 + Penalty 482.714503 = -37971.781221 nChanged 2 SP:Iteration 19Q (28.627478 sec): 3 clusters Score: Raw -38454.651558 + Penalty 482.658398 = -37971.993160 nChanged 1 SP:Iteration 20F (28.629717 sec): 3 clusters Score: Raw -38454.718288 + Penalty 482.658398 = -37972.059890 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 10 (1718 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.638628 sec): 2 clusters Score: Raw -50977.724938 + Penalty 129.285426 = -50848.439513 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.641962 sec): 3 clusters Score: Raw -49880.565044 + Penalty 247.183606 = -49633.381438 nChanged 749 SP:Iteration 1F (28.645185 sec): 3 clusters Score: Raw -50529.715221 + Penalty 226.085777 = -50303.629444 nChanged 219 SP:Iteration 2F (28.648378 sec): 3 clusters Score: Raw -50785.851349 + Penalty 219.766404 = -50566.084945 nChanged 73 SP:Iteration 3Q (28.651600 sec): 3 clusters Score: Raw -50901.588339 + Penalty 219.380744 = -50682.207595 nChanged 44 SP:Iteration 4Q (28.654471 sec): 3 clusters Score: Raw -50929.053698 + Penalty 220.152896 = -50708.900801 nChanged 32 SP:Iteration 5Q (28.657267 sec): 3 clusters Score: Raw -50947.301819 + Penalty 221.377516 = -50725.924303 nChanged 22 SP:Iteration 6Q (28.660065 sec): 3 clusters Score: Raw -50960.282823 + Penalty 222.889323 = -50737.393500 nChanged 14 SP:Iteration 7Q (28.662933 sec): 3 clusters Score: Raw -50970.837768 + Penalty 224.409578 = -50746.428190 nChanged 16 SP:Iteration 8Q (28.665750 sec): 3 clusters Score: Raw -50979.600991 + Penalty 224.884933 = -50754.716058 nChanged 10 SP:Iteration 9Q (28.668566 sec): 3 clusters Score: Raw -50985.669136 + Penalty 225.258781 = -50760.410356 nChanged 9 SP:Iteration 10F (28.671759 sec): 3 clusters Score: Raw -50992.042270 + Penalty 225.753424 = -50766.288846 nChanged 9 SP:Iteration 11Q (28.674624 sec): 3 clusters Score: Raw -50994.837045 + Penalty 226.580038 = -50768.257007 nChanged 7 SP:Iteration 12Q (28.677544 sec): 3 clusters Score: Raw -50996.781388 + Penalty 227.494503 = -50769.286885 nChanged 10 SP:Iteration 13Q (28.680519 sec): 3 clusters Score: Raw -50998.500527 + Penalty 228.470432 = -50770.030095 nChanged 9 SP:Iteration 14Q (28.683546 sec): 3 clusters Score: Raw -50999.754531 + Penalty 229.033671 = -50770.720860 nChanged 5 SP:Iteration 15Q (28.686413 sec): 3 clusters Score: Raw -51000.365882 + Penalty 229.807631 = -50770.558251 nChanged 7 SP:Iteration 16F (28.689729 sec): 3 clusters Score: Raw -51001.241512 + Penalty 230.120041 = -50771.121471 nChanged 6 SP:Iteration 17Q (28.692878 sec): 3 clusters Score: Raw -51001.782982 + Penalty 230.304670 = -50771.478312 nChanged 5 SP:Iteration 18Q (28.695847 sec): 3 clusters Score: Raw -51002.171482 + Penalty 230.367985 = -50771.803497 nChanged 2 SP:Iteration 19Q (28.698701 sec): 3 clusters Score: Raw -51002.232327 + Penalty 230.400277 = -50771.832050 nChanged 1 SP:Iteration 20F (28.701950 sec): 3 clusters Score: Raw -51002.243646 + Penalty 230.400277 = -50771.843368 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 12 (430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.707141 sec): 2 clusters Score: Raw -13415.206054 + Penalty 407.941048 = -13007.265007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.708141 sec): 3 clusters Score: Raw -13228.171403 + Penalty 819.471679 = -12408.699725 nChanged 136 SP:Iteration 1F (28.709106 sec): 3 clusters Score: Raw -13318.245762 + Penalty 830.521838 = -12487.723924 nChanged 49 SP:Iteration 2F (28.710068 sec): 3 clusters Score: Raw -13386.622583 + Penalty 847.017041 = -12539.605543 nChanged 45 SP:Iteration 3F (28.711023 sec): 3 clusters Score: Raw -13446.627208 + Penalty 858.358084 = -12588.269124 nChanged 27 SP:Iteration 4F (28.711992 sec): 3 clusters Score: Raw -13482.510363 + Penalty 872.408621 = -12610.101742 nChanged 19 SP:Iteration 5Q (28.712931 sec): 3 clusters Score: Raw -13509.971554 + Penalty 897.283363 = -12612.688191 nChanged 10 SP:Iteration 6Q (28.713881 sec): 3 clusters Score: Raw -13531.269670 + Penalty 900.621195 = -12630.648476 nChanged 4 SP:Iteration 7Q (28.714786 sec): 3 clusters Score: Raw -13541.379525 + Penalty 902.150558 = -12639.228967 nChanged 1 SP:Iteration 8Q (28.715653 sec): 3 clusters Score: Raw -13542.420484 + Penalty 902.150558 = -12640.269926 nChanged 0 SP:Iteration 9F (28.716597 sec): 3 clusters Score: Raw -13542.420484 + Penalty 902.150558 = -12640.269926 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 16 (2176 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.727059 sec): 2 clusters Score: Raw -80735.227647 + Penalty 400.662331 = -80334.565316 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.731188 sec): 3 clusters Score: Raw -79492.488992 + Penalty 801.644824 = -78690.844168 nChanged 923 SP:Iteration 1F (28.735239 sec): 3 clusters Score: Raw -79908.728974 + Penalty 802.487795 = -79106.241178 nChanged 159 SP:Iteration 2F (28.739317 sec): 3 clusters Score: Raw -79986.602096 + Penalty 803.134292 = -79183.467805 nChanged 149 SP:Iteration 3F (28.743349 sec): 3 clusters Score: Raw -80047.644887 + Penalty 803.294431 = -79244.350456 nChanged 128 SP:Iteration 4F (28.747363 sec): 3 clusters Score: Raw -80127.488575 + Penalty 804.575476 = -79322.913100 nChanged 145 SP:Iteration 5F (28.751389 sec): 3 clusters Score: Raw -80234.645897 + Penalty 806.227827 = -79428.418070 nChanged 152 SP:Iteration 6F (28.755363 sec): 3 clusters Score: Raw -80365.653003 + Penalty 809.743854 = -79555.909148 nChanged 137 SP:Iteration 7F (28.759309 sec): 3 clusters Score: Raw -80493.260083 + Penalty 812.241526 = -79681.018557 nChanged 105 SP:Iteration 8Q (28.763208 sec): 3 clusters Score: Raw -80593.730735 + Penalty 812.896789 = -79780.833946 nChanged 56 SP:Iteration 9Q (28.766921 sec): 3 clusters Score: Raw -80651.854626 + Penalty 812.727296 = -79839.127330 nChanged 41 SP:Iteration 10F (28.770860 sec): 3 clusters Score: Raw -80688.381159 + Penalty 815.872573 = -79872.508586 nChanged 28 SP:Iteration 11Q (28.774283 sec): 3 clusters Score: Raw -80711.776001 + Penalty 813.596441 = -79898.179561 nChanged 17 SP:Iteration 12Q (28.777673 sec): 3 clusters Score: Raw -80721.187958 + Penalty 812.384776 = -79908.803182 nChanged 11 SP:Iteration 13Q (28.781133 sec): 3 clusters Score: Raw -80730.064724 + Penalty 811.585265 = -79918.479459 nChanged 9 SP:Iteration 14Q (28.784753 sec): 3 clusters Score: Raw -80733.090589 + Penalty 812.533275 = -79920.557314 nChanged 6 SP:Iteration 15Q (28.788139 sec): 3 clusters Score: Raw -80737.277236 + Penalty 812.357960 = -79924.919277 nChanged 4 SP:Iteration 16Q (28.791478 sec): 3 clusters Score: Raw -80740.735666 + Penalty 811.110250 = -79929.625417 nChanged 6 SP:Iteration 17Q (28.794921 sec): 3 clusters Score: Raw -80745.834656 + Penalty 807.423757 = -79938.410899 nChanged 9 SP:Iteration 18Q (28.798250 sec): 3 clusters Score: Raw -80756.302588 + Penalty 809.728583 = -79946.574004 nChanged 10 SP:Iteration 19Q (28.801552 sec): 3 clusters Score: Raw -80764.410889 + Penalty 810.512696 = -79953.898193 nChanged 6 SP:Iteration 20F (28.805625 sec): 3 clusters Score: Raw -80766.841033 + Penalty 810.512696 = -79956.328337 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 20 (243 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.808555 sec): 2 clusters Score: Raw -7840.733957 + Penalty 251.297003 = -7589.436954 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.809198 sec): 3 clusters Score: Raw -7740.595911 + Penalty 510.399205 = -7230.196706 nChanged 79 SP:Iteration 1F (28.809823 sec): 3 clusters Score: Raw -7810.789692 + Penalty 519.050648 = -7291.739044 nChanged 20 SP:Iteration 2F (28.810448 sec): 3 clusters Score: Raw -7829.122270 + Penalty 533.313242 = -7295.809029 nChanged 16 SP:Iteration 3F (28.811071 sec): 3 clusters Score: Raw -7848.715315 + Penalty 546.800074 = -7301.915241 nChanged 11 SP:Iteration 4Q (28.811690 sec): 3 clusters Score: Raw -7860.076450 + Penalty 557.043778 = -7303.032672 nChanged 6 SP:Iteration 5Q (28.812307 sec): 3 clusters Score: Raw -7868.586613 + Penalty 570.364095 = -7298.222518 nChanged 8 SP:Iteration 6F (28.812930 sec): 3 clusters Score: Raw -7878.528001 + Penalty 582.750114 = -7295.777887 nChanged 4 SP:Iteration 7F (28.813553 sec): 3 clusters Score: Raw -7883.808162 + Penalty 589.049735 = -7294.758427 nChanged 2 SP:Iteration 8F (28.814180 sec): 3 clusters Score: Raw -7885.707816 + Penalty 589.049735 = -7296.658082 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 23 (278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.815352 sec): 2 clusters Score: Raw -8264.502314 + Penalty 296.613523 = -7967.888791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.816049 sec): 3 clusters Score: Raw -8169.124359 + Penalty 592.369702 = -7576.754657 nChanged 81 SP:Iteration 1F (28.816734 sec): 3 clusters Score: Raw -8259.951216 + Penalty 592.811106 = -7667.140110 nChanged 18 SP:Iteration 2F (28.817417 sec): 3 clusters Score: Raw -8279.616207 + Penalty 595.143306 = -7684.472902 nChanged 13 SP:Iteration 3Q (28.818085 sec): 3 clusters Score: Raw -8307.635664 + Penalty 596.430355 = -7711.205308 nChanged 12 SP:Iteration 4Q (28.818785 sec): 3 clusters Score: Raw -8334.091710 + Penalty 594.968234 = -7739.123476 nChanged 11 SP:Iteration 5Q (28.819441 sec): 3 clusters Score: Raw -8345.523002 + Penalty 593.822115 = -7751.700888 nChanged 2 SP:Iteration 6Q (28.820092 sec): 3 clusters Score: Raw -8347.821292 + Penalty 593.227047 = -7754.594245 nChanged 3 SP:Iteration 7Q (28.820742 sec): 3 clusters Score: Raw -8351.596102 + Penalty 593.227047 = -7758.369056 nChanged 0 SP:Iteration 8F (28.821423 sec): 3 clusters Score: Raw -8351.596102 + Penalty 593.227047 = -7758.369056 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 29 (326 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.822722 sec): 2 clusters Score: Raw -11044.609896 + Penalty 297.295304 = -10747.314592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.823500 sec): 3 clusters Score: Raw -10898.280421 + Penalty 597.033148 = -10301.247273 nChanged 111 SP:Iteration 1F (28.824270 sec): 3 clusters Score: Raw -10999.370943 + Penalty 603.241862 = -10396.129080 nChanged 39 SP:Iteration 2F (28.825098 sec): 3 clusters Score: Raw -11038.751416 + Penalty 610.593301 = -10428.158115 nChanged 23 SP:Iteration 3F (28.825897 sec): 3 clusters Score: Raw -11064.356801 + Penalty 618.420731 = -10445.936070 nChanged 11 SP:Iteration 4Q (28.826666 sec): 3 clusters Score: Raw -11081.619951 + Penalty 625.605243 = -10456.014708 nChanged 10 SP:Iteration 5Q (28.827431 sec): 3 clusters Score: Raw -11096.654470 + Penalty 631.087601 = -10465.566869 nChanged 7 SP:Iteration 6Q (28.828167 sec): 3 clusters Score: Raw -11107.302636 + Penalty 636.883788 = -10470.418848 nChanged 6 SP:Iteration 7Q (28.828886 sec): 3 clusters Score: Raw -11111.648617 + Penalty 639.164216 = -10472.484402 nChanged 3 SP:Iteration 8Q (28.829603 sec): 3 clusters Score: Raw -11113.475681 + Penalty 642.722939 = -10470.752742 nChanged 3 SP:Iteration 9F (28.830364 sec): 3 clusters Score: Raw -11114.766428 + Penalty 645.670430 = -10469.095998 nChanged 2 SP:Iteration 10F (28.831127 sec): 3 clusters Score: Raw -11115.265385 + Penalty 648.665689 = -10466.599696 nChanged 2 SP:Iteration 11F (28.831899 sec): 3 clusters Score: Raw -11116.277367 + Penalty 650.071304 = -10466.206063 nChanged 2 SP:Iteration 12F (28.832713 sec): 3 clusters Score: Raw -11120.500912 + Penalty 651.042920 = -10469.457992 nChanged 2 SP:Iteration 13Q (28.833455 sec): 3 clusters Score: Raw -11122.146820 + Penalty 651.042920 = -10471.103900 nChanged 0 SP:Iteration 14F (28.834250 sec): 3 clusters Score: Raw -11122.146820 + Penalty 651.042920 = -10471.103900 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 31 (2098 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.840700 sec): 2 clusters Score: Raw -75581.697783 + Penalty 354.224170 = -75227.473613 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.844580 sec): 3 clusters Score: Raw -74350.323691 + Penalty 710.988926 = -73639.334765 nChanged 913 SP:Iteration 1F (28.848384 sec): 3 clusters Score: Raw -74959.975121 + Penalty 713.435571 = -74246.539550 nChanged 208 SP:Iteration 2F (28.852170 sec): 3 clusters Score: Raw -75119.856064 + Penalty 717.588345 = -74402.267719 nChanged 182 SP:Iteration 3F (28.855951 sec): 3 clusters Score: Raw -75286.599920 + Penalty 728.283932 = -74558.315988 nChanged 139 SP:Iteration 4F (28.859780 sec): 3 clusters Score: Raw -75414.436394 + Penalty 744.835531 = -74669.600862 nChanged 99 SP:Iteration 5Q (28.863636 sec): 3 clusters Score: Raw -75508.970382 + Penalty 769.013311 = -74739.957070 nChanged 65 SP:Iteration 6Q (28.867376 sec): 3 clusters Score: Raw -75582.122492 + Penalty 790.554073 = -74791.568420 nChanged 33 SP:Iteration 7Q (28.870960 sec): 3 clusters Score: Raw -75607.720534 + Penalty 801.059050 = -74806.661484 nChanged 14 SP:Iteration 8Q (28.874360 sec): 3 clusters Score: Raw -75619.651505 + Penalty 803.871554 = -74815.779951 nChanged 7 SP:Iteration 9Q (28.877693 sec): 3 clusters Score: Raw -75628.066779 + Penalty 803.107692 = -74824.959087 nChanged 2 SP:Iteration 10F (28.881597 sec): 3 clusters Score: Raw -75631.094862 + Penalty 803.107692 = -74827.987170 nChanged 0 Memory request: 0.01 GB would take us to total of 0.17 GB. Trying to split cluster 32 (621 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.885217 sec): 2 clusters Score: Raw -17035.583269 + Penalty 576.059358 = -16459.523910 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.886529 sec): 3 clusters Score: Raw -16763.817833 + Penalty 1152.343054 = -15611.474779 nChanged 190 SP:Iteration 1F (28.887860 sec): 3 clusters Score: Raw -16946.548482 + Penalty 1152.073945 = -15794.474537 nChanged 67 SP:Iteration 2F (28.889150 sec): 3 clusters Score: Raw -17004.250817 + Penalty 1152.250512 = -15852.000305 nChanged 30 SP:Iteration 3Q (28.890461 sec): 3 clusters Score: Raw -17034.251931 + Penalty 1152.991809 = -15881.260122 nChanged 26 SP:Iteration 4Q (28.891732 sec): 3 clusters Score: Raw -17052.226091 + Penalty 1154.312719 = -15897.913372 nChanged 22 SP:Iteration 5Q (28.892999 sec): 3 clusters Score: Raw -17068.059329 + Penalty 1156.426676 = -15911.632653 nChanged 18 SP:Iteration 6Q (28.894268 sec): 3 clusters Score: Raw -17082.705217 + Penalty 1158.870725 = -15923.834492 nChanged 13 SP:Iteration 7Q (28.895531 sec): 3 clusters Score: Raw -17094.014322 + Penalty 1161.857839 = -15932.156484 nChanged 17 SP:Iteration 8Q (28.896798 sec): 3 clusters Score: Raw -17107.935815 + Penalty 1164.811798 = -15943.124017 nChanged 18 SP:Iteration 9Q (28.898065 sec): 3 clusters Score: Raw -17132.988549 + Penalty 1167.544925 = -15965.443624 nChanged 16 SP:Iteration 10F (28.899425 sec): 3 clusters Score: Raw -17147.232904 + Penalty 1169.740442 = -15977.492462 nChanged 8 SP:Iteration 11Q (28.900753 sec): 3 clusters Score: Raw -17155.599371 + Penalty 1175.209687 = -15980.389684 nChanged 11 SP:Iteration 12Q (28.902071 sec): 3 clusters Score: Raw -17172.118901 + Penalty 1178.323496 = -15993.795405 nChanged 5 SP:Iteration 13Q (28.903350 sec): 3 clusters Score: Raw -17174.350012 + Penalty 1179.296987 = -15995.053025 nChanged 1 SP:Iteration 14Q (28.904690 sec): 3 clusters Score: Raw -17174.787053 + Penalty 1178.191884 = -15996.595169 nChanged 1 SP:Iteration 15Q (28.905971 sec): 3 clusters Score: Raw -17175.497372 + Penalty 1178.119308 = -15997.378063 nChanged 1 SP:Iteration 16Q (28.907251 sec): 3 clusters Score: Raw -17175.993320 + Penalty 1178.119308 = -15997.874012 nChanged 0 SP:Iteration 17F (28.908535 sec): 3 clusters Score: Raw -17175.993320 + Penalty 1178.119308 = -15997.874012 nChanged 0 Memory request: 0.00 GB would take us to total of 0.17 GB. Trying to split cluster 55 (130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28.910302 sec): 2 clusters Score: Raw -3925.220378 + Penalty 412.118437 = -3513.101940 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28.910761 sec): 3 clusters Score: Raw -3923.085582 + Penalty 824.111459 = -3098.974123 nChanged 18 SP:Iteration 1F (28.911205 sec): 3 clusters Score: Raw -3951.385881 + Penalty 824.236875 = -3127.149006 nChanged 6 SP:Iteration 2Q (28.911634 sec): 3 clusters Score: Raw -3961.450456 + Penalty 824.156757 = -3137.293699 nChanged 1 SP:Iteration 3Q (28.912062 sec): 3 clusters Score: Raw -3963.689673 + Penalty 824.236875 = -3139.452798 nChanged 1 SP:Iteration 4Q (28.912488 sec): 3 clusters Score: Raw -3966.894192 + Penalty 824.242673 = -3142.651519 nChanged 1 SP:Iteration 5Q (28.912914 sec): 3 clusters Score: Raw -3969.924671 + Penalty 824.335952 = -3145.588719 nChanged 1 SP:Iteration 6Q (28.913340 sec): 3 clusters Score: Raw -3971.931468 + Penalty 824.335952 = -3147.595516 nChanged 0 SP:Iteration 7F (28.913780 sec): 3 clusters Score: Raw -3971.931468 + Penalty 824.335952 = -3147.595516 nChanged 0 Time taken for this iteration:28.427209 seconds. 300->17 Clusters: Score -510761.776233, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 169 (time per iteration =171.216367 ms) Total iterations: 1609 (time per iteration =17.983571 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 3049430625.000000 (time per metric unit =9.488842ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 76235765625.000000 (time per metric unit=379.553688ps) That took 28.935566 seconds.