FileBase PeterP-2014-02-27_dataset1 ElecNo 23 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 0.08 and 0.12 GB of RAM. Memory request: 0.04 GB would take us to total of 0.04 GB. ---------------------------------------------------------- Loaded 8616 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 8616 points ------ Starting initial clusters from distinct float masks Not enough masks (70) to generate starting clusters (300), so starting with (71) clusters instead. Assigned 71 initial classes from 70 unique masks. Deleting Class 65 (3 points): Lose 62.504827 but Gain 1472.473636 Iteration 0F (0.506190 sec): 70 clusters Score: Raw -184699.061546 + Penalty 40091.784417 = -144607.277128 nChanged 2229 Deleting Class 68 (1 points): Lose 7.677824 but Gain 1315.020962 Iteration 1F (0.745935 sec): 63 clusters Score: Raw -187225.040314 + Penalty 37669.289586 = -149555.750729 nChanged 792 Deleting Class 29 (1 points): Lose 2.181120 but Gain 1253.793273 Iteration 2F (0.974666 sec): 60 clusters Score: Raw -188299.185957 + Penalty 35593.970044 = -152705.215913 nChanged 659 Deleting Class 66 (2 points): Lose 32.429678 but Gain 1105.944893 Iteration 3F (1.196870 sec): 58 clusters Score: Raw -189057.941954 + Penalty 34612.161459 = -154445.780495 nChanged 514 Deleting Class 64 (1 points): Lose 6.870375 but Gain 988.620402 Iteration 4F (1.425122 sec): 57 clusters Score: Raw -189554.278932 + Penalty 33646.770970 = -155907.507961 nChanged 384 Deleting Class 48 (4 points): Lose 29.616136 but Gain 1007.275357 Iteration 5Q (1.464958 sec): 56 clusters Score: Raw -189831.117458 + Penalty 32238.209455 = -157592.908003 nChanged 316 Deleting Class 49 (1 points): Lose 5.437821 but Gain 972.951893 Iteration 6Q (1.502621 sec): 53 clusters Score: Raw -190059.523121 + Penalty 31362.417318 = -158697.105804 nChanged 224 Deleting Class 70 (1 points): Lose 8.590107 but Gain 974.127780 Iteration 7Q (1.535951 sec): 52 clusters Score: Raw -190198.970313 + Penalty 29879.660657 = -160319.309657 nChanged 172 Deleting Class 60 (1 points): Lose 3.694404 but Gain 965.322282 Iteration 8Q (1.566924 sec): 50 clusters Score: Raw -190300.559693 + Penalty 28933.025473 = -161367.534220 nChanged 121 Deleting Class 58 (2 points): Lose 25.058349 but Gain 974.307591 Iteration 9Q (1.597538 sec): 49 clusters Score: Raw -190342.763764 + Penalty 27924.607093 = -162418.156671 nChanged 74 Deleting Class 42 (3 points): Lose 9.064653 but Gain 887.838475 Iteration 10F (1.786977 sec): 48 clusters Score: Raw -190389.297587 + Penalty 26978.933623 = -163410.363964 nChanged 47 Deleting Class 21 (3 points): Lose 22.802988 but Gain 893.463417 Iteration 11Q (1.812561 sec): 46 clusters Score: Raw -190396.964612 + Penalty 26073.494316 = -164323.470297 nChanged 35 Deleting Class 41 (18 points): Lose 153.720976 but Gain 988.521903 Iteration 12Q (1.838359 sec): 45 clusters Score: Raw -190267.676435 + Penalty 25131.825079 = -165135.851356 nChanged 47 Deleting Class 35 (2 points): Lose 4.578097 but Gain 820.731904 Iteration 13Q (1.863342 sec): 44 clusters Score: Raw -190326.859311 + Penalty 24318.046558 = -166008.812753 nChanged 29 Deleting Class 44 (4 points): Lose 45.889442 but Gain 858.638430 Iteration 14Q (1.888661 sec): 43 clusters Score: Raw -190294.363271 + Penalty 23481.417573 = -166812.945697 nChanged 15 Deleting Class 33 (11 points): Lose 77.642627 but Gain 840.776936 Iteration 15Q (1.913269 sec): 42 clusters Score: Raw -190234.829578 + Penalty 22652.073160 = -167582.756419 nChanged 23 Deleting Class 38 (7 points): Lose 68.525677 but Gain 828.853920 Iteration 16Q (1.937741 sec): 41 clusters Score: Raw -190188.870311 + Penalty 21861.887963 = -168326.982349 nChanged 17 Deleting Class 34 (4 points): Lose 21.275823 but Gain 769.817413 Iteration 17Q (1.961523 sec): 40 clusters Score: Raw -190201.482784 + Penalty 21116.807735 = -169084.675049 nChanged 18 Deleting Class 69 (2 points): Lose 10.547423 but Gain 739.660918 Iteration 18Q (1.985599 sec): 39 clusters Score: Raw -190209.521891 + Penalty 20391.067780 = -169818.454110 nChanged 12 Deleting Class 25 (6 points): Lose 43.157053 but Gain 766.880942 Iteration 19Q (2.009410 sec): 38 clusters Score: Raw -190175.300872 + Penalty 19636.453369 = -170538.847502 nChanged 15 Writing temp clu file Memory request: 0.04 GB would take us to total of 0.08 GB. Compute initial score before splitting: Score: Raw -190175.300872 + Penalty 19636.453369 = -170538.847502Memory request: 0.01 GB would take us to total of 0.09 GB. Trying to split cluster 1 (721 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.046986 sec): 2 clusters Score: Raw -20135.853316 + Penalty 235.156916 = -19900.696400 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.048434 sec): 3 clusters Score: Raw -19720.009969 + Penalty 470.183581 = -19249.826387 nChanged 305 SP:Iteration 1F (2.049926 sec): 3 clusters Score: Raw -19911.631158 + Penalty 469.526321 = -19442.104837 nChanged 58 SP:Iteration 2F (2.051370 sec): 3 clusters Score: Raw -19945.168464 + Penalty 468.404523 = -19476.763941 nChanged 51 SP:Iteration 3F (2.052816 sec): 3 clusters Score: Raw -19979.974250 + Penalty 466.708673 = -19513.265577 nChanged 54 SP:Iteration 4F (2.054256 sec): 3 clusters Score: Raw -20033.677395 + Penalty 466.276458 = -19567.400937 nChanged 55 SP:Iteration 5F (2.055690 sec): 3 clusters Score: Raw -20089.434699 + Penalty 466.647220 = -19622.787479 nChanged 30 SP:Iteration 6Q (2.057089 sec): 3 clusters Score: Raw -20108.604156 + Penalty 467.485942 = -19641.118214 nChanged 23 SP:Iteration 7Q (2.058480 sec): 3 clusters Score: Raw -20120.861187 + Penalty 467.915545 = -19652.945642 nChanged 13 SP:Iteration 8Q (2.059878 sec): 3 clusters Score: Raw -20122.866909 + Penalty 468.328401 = -19654.538508 nChanged 2 SP:Iteration 9Q (2.061247 sec): 3 clusters Score: Raw -20123.972674 + Penalty 468.639407 = -19655.333267 nChanged 3 SP:Iteration 10F (2.062709 sec): 3 clusters Score: Raw -20124.762779 + Penalty 468.793237 = -19655.969542 nChanged 1 SP:Iteration 11Q (2.064179 sec): 3 clusters Score: Raw -20125.301220 + Penalty 469.045318 = -19656.255902 nChanged 2 SP:Iteration 12Q (2.065567 sec): 3 clusters Score: Raw -20126.181475 + Penalty 469.491328 = -19656.690148 nChanged 3 SP:Iteration 13Q (2.066978 sec): 3 clusters Score: Raw -20128.179985 + Penalty 469.592737 = -19658.587248 nChanged 6 SP:Iteration 14Q (2.068386 sec): 3 clusters Score: Raw -20131.670872 + Penalty 470.071444 = -19661.599428 nChanged 6 SP:Iteration 15Q (2.069763 sec): 3 clusters Score: Raw -20135.433275 + Penalty 470.023855 = -19665.409420 nChanged 4 SP:Iteration 16Q (2.071171 sec): 3 clusters Score: Raw -20136.762317 + Penalty 470.092911 = -19666.669405 nChanged 4 SP:Iteration 17Q (2.072551 sec): 3 clusters Score: Raw -20137.298205 + Penalty 469.986624 = -19667.311581 nChanged 1 SP:Iteration 18Q (2.073941 sec): 3 clusters Score: Raw -20137.532129 + Penalty 470.098062 = -19667.434067 nChanged 1 SP:Iteration 19Q (2.075311 sec): 3 clusters Score: Raw -20137.665019 + Penalty 470.098062 = -19667.566956 nChanged 0 SP:Iteration 20F (2.076803 sec): 3 clusters Score: Raw -20137.665019 + Penalty 470.098062 = -19667.566956 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 2 (140 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.077926 sec): 2 clusters Score: Raw -3426.530221 + Penalty 129.831953 = -3296.698268 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.078389 sec): 3 clusters Score: Raw -3352.711431 + Penalty 263.494045 = -3089.217387 nChanged 48 SP:Iteration 1F (2.078837 sec): 3 clusters Score: Raw -3386.994027 + Penalty 263.475272 = -3123.518754 nChanged 12 SP:Iteration 2F (2.079283 sec): 3 clusters Score: Raw -3398.271544 + Penalty 265.368339 = -3132.903205 nChanged 10 SP:Iteration 3F (2.079728 sec): 3 clusters Score: Raw -3410.080308 + Penalty 263.166069 = -3146.914239 nChanged 7 SP:Iteration 4Q (2.080184 sec): 3 clusters Score: Raw -3416.428493 + Penalty 261.486091 = -3154.942402 nChanged 3 SP:Iteration 5Q (2.080632 sec): 3 clusters Score: Raw -3418.670132 + Penalty 261.486091 = -3157.184041 nChanged 0 SP:Iteration 6F (2.081085 sec): 3 clusters Score: Raw -3418.670132 + Penalty 261.486091 = -3157.184041 nChanged 0 Memory request: 0.01 GB would take us to total of 0.09 GB. Trying to split cluster 3 (1011 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.086130 sec): 2 clusters Score: Raw -24254.233721 + Penalty 236.972943 = -24017.260778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.088080 sec): 3 clusters Score: Raw -23641.044493 + Penalty 492.594864 = -23148.449629 nChanged 405 SP:Iteration 1F (2.089986 sec): 3 clusters Score: Raw -24016.482179 + Penalty 519.658972 = -23496.823207 nChanged 141 SP:Iteration 2F (2.091897 sec): 3 clusters Score: Raw -24144.810772 + Penalty 539.346666 = -23605.464106 nChanged 61 SP:Iteration 3F (2.093800 sec): 3 clusters Score: Raw -24213.771858 + Penalty 550.444867 = -23663.326991 nChanged 33 SP:Iteration 4Q (2.095658 sec): 3 clusters Score: Raw -24263.114164 + Penalty 557.946180 = -23705.167984 nChanged 17 SP:Iteration 5Q (2.097476 sec): 3 clusters Score: Raw -24286.002583 + Penalty 557.758091 = -23728.244492 nChanged 6 SP:Iteration 6Q (2.099210 sec): 3 clusters Score: Raw -24288.217176 + Penalty 557.779808 = -23730.437368 nChanged 4 SP:Iteration 7Q (2.100901 sec): 3 clusters Score: Raw -24292.216910 + Penalty 557.422399 = -23734.794511 nChanged 6 SP:Iteration 8Q (2.102597 sec): 3 clusters Score: Raw -24294.135030 + Penalty 558.488258 = -23735.646772 nChanged 5 SP:Iteration 9Q (2.104286 sec): 3 clusters Score: Raw -24296.613115 + Penalty 558.312830 = -23738.300285 nChanged 4 SP:Iteration 10F (2.106189 sec): 3 clusters Score: Raw -24298.471129 + Penalty 556.118312 = -23742.352817 nChanged 3 SP:Iteration 11Q (2.107873 sec): 3 clusters Score: Raw -24300.260161 + Penalty 552.949162 = -23747.310999 nChanged 4 SP:Iteration 12Q (2.109579 sec): 3 clusters Score: Raw -24303.043750 + Penalty 547.105475 = -23755.938275 nChanged 7 SP:Iteration 13Q (2.111312 sec): 3 clusters Score: Raw -24306.432150 + Penalty 545.461434 = -23760.970716 nChanged 6 SP:Iteration 14Q (2.113019 sec): 3 clusters Score: Raw -24308.760118 + Penalty 543.834957 = -23764.925161 nChanged 2 SP:Iteration 15Q (2.114685 sec): 3 clusters Score: Raw -24309.219354 + Penalty 544.197332 = -23765.022021 nChanged 1 SP:Iteration 16Q (2.116450 sec): 3 clusters Score: Raw -24309.479703 + Penalty 544.197332 = -23765.282370 nChanged 0 SP:Iteration 17F (2.118352 sec): 3 clusters Score: Raw -24309.479703 + Penalty 544.197332 = -23765.282370 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 4 (67 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.119131 sec): 2 clusters Score: Raw -1882.721423 + Penalty 321.313144 = -1561.408279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.119473 sec): 3 clusters Score: Raw -1895.422908 + Penalty 642.938535 = -1252.484373 nChanged 2 SP:Iteration 1Q (2.119830 sec): 3 clusters Score: Raw -1902.991638 + Penalty 642.722032 = -1260.269606 nChanged 1 SP:Iteration 2Q (2.120151 sec): 3 clusters Score: Raw -1904.739359 + Penalty 642.578217 = -1262.161142 nChanged 1 SP:Iteration 3Q (2.120469 sec): 3 clusters Score: Raw -1910.738196 + Penalty 642.578217 = -1268.159979 nChanged 0 SP:Iteration 4F (2.120792 sec): 3 clusters Score: Raw -1910.738196 + Penalty 642.578217 = -1268.159979 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 5 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.121283 sec): 2 clusters Score: Raw -338.382692 + Penalty 193.502603 = -144.880089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.121521 sec): 3 clusters Score: Raw -351.859816 + Penalty 373.270953 = 21.411137 nChanged 0 Memory request: 0.01 GB would take us to total of 0.09 GB. Trying to split cluster 6 (1369 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.128431 sec): 2 clusters Score: Raw -38384.374975 + Penalty 324.858242 = -38059.516733 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.131052 sec): 3 clusters Score: Raw -37583.250773 + Penalty 649.553928 = -36933.696845 nChanged 564 SP:Iteration 1F (2.133636 sec): 3 clusters Score: Raw -37868.147414 + Penalty 649.232975 = -37218.914439 nChanged 131 SP:Iteration 2F (2.136290 sec): 3 clusters Score: Raw -37934.251815 + Penalty 649.111916 = -37285.139899 nChanged 106 SP:Iteration 3F (2.138866 sec): 3 clusters Score: Raw -37989.406653 + Penalty 648.864997 = -37340.541656 nChanged 78 SP:Iteration 4F (2.141389 sec): 3 clusters Score: Raw -38021.395056 + Penalty 648.156740 = -37373.238316 nChanged 49 SP:Iteration 5Q (2.143912 sec): 3 clusters Score: Raw -38043.585099 + Penalty 647.332739 = -37396.252360 nChanged 47 SP:Iteration 6Q (2.146434 sec): 3 clusters Score: Raw -38070.006442 + Penalty 646.948667 = -37423.057775 nChanged 54 SP:Iteration 7Q (2.148941 sec): 3 clusters Score: Raw -38106.594281 + Penalty 645.690947 = -37460.903334 nChanged 49 SP:Iteration 8Q (2.151447 sec): 3 clusters Score: Raw -38147.886661 + Penalty 643.927402 = -37503.959259 nChanged 38 SP:Iteration 9Q (2.153955 sec): 3 clusters Score: Raw -38182.695170 + Penalty 642.748595 = -37539.946576 nChanged 33 SP:Iteration 10F (2.156465 sec): 3 clusters Score: Raw -38204.853119 + Penalty 641.088626 = -37563.764493 nChanged 22 SP:Iteration 11Q (2.158963 sec): 3 clusters Score: Raw -38223.276244 + Penalty 638.893320 = -37584.382925 nChanged 31 SP:Iteration 12Q (2.161475 sec): 3 clusters Score: Raw -38242.839323 + Penalty 637.961080 = -37604.878243 nChanged 24 SP:Iteration 13Q (2.163939 sec): 3 clusters Score: Raw -38262.290928 + Penalty 636.960144 = -37625.330784 nChanged 27 SP:Iteration 14Q (2.166391 sec): 3 clusters Score: Raw -38276.739961 + Penalty 635.436233 = -37641.303728 nChanged 22 SP:Iteration 15Q (2.168825 sec): 3 clusters Score: Raw -38291.715096 + Penalty 635.862481 = -37655.852614 nChanged 12 SP:Iteration 16Q (2.171263 sec): 3 clusters Score: Raw -38296.097536 + Penalty 635.357316 = -37660.740220 nChanged 7 SP:Iteration 17Q (2.173690 sec): 3 clusters Score: Raw -38297.636544 + Penalty 634.974806 = -37662.661737 nChanged 7 SP:Iteration 18Q (2.176099 sec): 3 clusters Score: Raw -38299.009308 + Penalty 634.278917 = -37664.730391 nChanged 4 SP:Iteration 19Q (2.178428 sec): 3 clusters Score: Raw -38300.544385 + Penalty 633.855747 = -37666.688638 nChanged 5 SP:Iteration 20F (2.181030 sec): 3 clusters Score: Raw -38302.508687 + Penalty 633.449089 = -37669.059598 nChanged 7 SP:Iteration 21Q (2.183440 sec): 3 clusters Score: Raw -38306.228210 + Penalty 633.541716 = -37672.686494 nChanged 7 SP:Iteration 22Q (2.185837 sec): 3 clusters Score: Raw -38308.301408 + Penalty 632.401413 = -37675.899995 nChanged 4 SP:Iteration 23Q (2.188195 sec): 3 clusters Score: Raw -38312.202063 + Penalty 631.530994 = -37680.671068 nChanged 6 SP:Iteration 24Q (2.190522 sec): 3 clusters Score: Raw -38316.237032 + Penalty 631.589991 = -37684.647041 nChanged 12 SP:Iteration 25Q (2.192879 sec): 3 clusters Score: Raw -38326.805139 + Penalty 631.123754 = -37695.681385 nChanged 12 SP:Iteration 26Q (2.195183 sec): 3 clusters Score: Raw -38341.887290 + Penalty 629.955256 = -37711.932035 nChanged 18 SP:Iteration 27Q (2.197474 sec): 3 clusters Score: Raw -38355.801932 + Penalty 630.138216 = -37725.663715 nChanged 15 SP:Iteration 28Q (2.199748 sec): 3 clusters Score: Raw -38360.443195 + Penalty 628.909889 = -37731.533307 nChanged 9 SP:Iteration 29Q (2.202019 sec): 3 clusters Score: Raw -38362.216211 + Penalty 628.653189 = -37733.563022 nChanged 4 SP:Iteration 30F (2.204526 sec): 3 clusters Score: Raw -38362.835819 + Penalty 628.125789 = -37734.710030 nChanged 2 SP:Iteration 31Q (2.206797 sec): 3 clusters Score: Raw -38364.802427 + Penalty 627.640430 = -37737.161997 nChanged 5 SP:Iteration 32Q (2.209064 sec): 3 clusters Score: Raw -38367.691121 + Penalty 627.576994 = -37740.114127 nChanged 5 SP:Iteration 33Q (2.211353 sec): 3 clusters Score: Raw -38369.669988 + Penalty 627.696692 = -37741.973296 nChanged 6 SP:Iteration 34Q (2.213621 sec): 3 clusters Score: Raw -38372.212269 + Penalty 626.284664 = -37745.927605 nChanged 7 SP:Iteration 35Q (2.215880 sec): 3 clusters Score: Raw -38374.480904 + Penalty 624.831757 = -37749.649148 nChanged 4 SP:Iteration 36Q (2.218134 sec): 3 clusters Score: Raw -38377.123455 + Penalty 624.557249 = -37752.566207 nChanged 5 SP:Iteration 37Q (2.220382 sec): 3 clusters Score: Raw -38379.243574 + Penalty 625.468377 = -37753.775198 nChanged 9 SP:Iteration 38Q (2.222634 sec): 3 clusters Score: Raw -38382.738218 + Penalty 625.973089 = -37756.765129 nChanged 5 SP:Iteration 39Q (2.224876 sec): 3 clusters Score: Raw -38383.971216 + Penalty 625.578180 = -37758.393036 nChanged 4 SP:Iteration 40F (2.227384 sec): 3 clusters Score: Raw -38384.517660 + Penalty 625.722707 = -37758.794953 nChanged 3 SP:Iteration 41Q (2.229860 sec): 3 clusters Score: Raw -38384.901241 + Penalty 625.614398 = -37759.286844 nChanged 1 SP:Iteration 42Q (2.232115 sec): 3 clusters Score: Raw -38385.196440 + Penalty 625.744232 = -37759.452208 nChanged 1 SP:Iteration 43Q (2.234364 sec): 3 clusters Score: Raw -38385.317451 + Penalty 625.744232 = -37759.573219 nChanged 0 SP:Iteration 44F (2.236944 sec): 3 clusters Score: Raw -38385.317451 + Penalty 625.744232 = -37759.573219 nChanged 0 Memory request: 0.02 GB would take us to total of 0.10 GB. Trying to split cluster 7 (3587 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.253735 sec): 2 clusters Score: Raw -82507.222821 + Penalty 176.594503 = -82330.628318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.260663 sec): 3 clusters Score: Raw -80123.510636 + Penalty 351.868536 = -79771.642101 nChanged 1649 SP:Iteration 1F (2.267415 sec): 3 clusters Score: Raw -80845.978004 + Penalty 388.956209 = -80457.021794 nChanged 847 SP:Iteration 2F (2.274050 sec): 3 clusters Score: Raw -81805.026878 + Penalty 420.948800 = -81384.078079 nChanged 333 SP:Iteration 3F (2.280716 sec): 3 clusters Score: Raw -82122.624856 + Penalty 443.634237 = -81678.990619 nChanged 178 SP:Iteration 4Q (2.287800 sec): 3 clusters Score: Raw -82283.575036 + Penalty 464.785508 = -81818.789528 nChanged 112 SP:Iteration 5Q (2.293976 sec): 3 clusters Score: Raw -82379.707607 + Penalty 494.756476 = -81884.951131 nChanged 87 SP:Iteration 6Q (2.299973 sec): 3 clusters Score: Raw -82448.244616 + Penalty 523.651408 = -81924.593208 nChanged 48 SP:Iteration 7Q (2.305894 sec): 3 clusters Score: Raw -82489.906555 + Penalty 545.655108 = -81944.251447 nChanged 39 SP:Iteration 8Q (2.311814 sec): 3 clusters Score: Raw -82528.735217 + Penalty 550.835356 = -81977.899861 nChanged 21 SP:Iteration 9Q (2.317498 sec): 3 clusters Score: Raw -82558.771417 + Penalty 550.537972 = -82008.233445 nChanged 11 SP:Iteration 10F (2.323908 sec): 3 clusters Score: Raw -82587.911965 + Penalty 546.130986 = -82041.780980 nChanged 6 SP:Iteration 11Q (2.329200 sec): 3 clusters Score: Raw -82606.206097 + Penalty 543.170147 = -82063.035950 nChanged 5 SP:Iteration 12Q (2.334554 sec): 3 clusters Score: Raw -82607.854088 + Penalty 544.097948 = -82063.756140 nChanged 3 SP:Iteration 13Q (2.339984 sec): 3 clusters Score: Raw -82608.209782 + Penalty 545.571139 = -82062.638643 nChanged 2 SP:Iteration 14F (2.346526 sec): 3 clusters Score: Raw -82608.788468 + Penalty 545.646992 = -82063.141476 nChanged 1 SP:Iteration 15Q (2.351907 sec): 3 clusters Score: Raw -82608.924638 + Penalty 545.646992 = -82063.277647 nChanged 0 SP:Iteration 16F (2.358439 sec): 3 clusters Score: Raw -82608.924638 + Penalty 545.646992 = -82063.277647 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 8 (96 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.361497 sec): 2 clusters Score: Raw -2366.875598 + Penalty 354.117284 = -2012.758314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.361894 sec): 3 clusters Score: Raw -2376.392299 + Penalty 708.141016 = -1668.251283 nChanged 16 SP:Iteration 1F (2.362289 sec): 3 clusters Score: Raw -2415.160827 + Penalty 708.237918 = -1706.922909 nChanged 3 SP:Iteration 2Q (2.362665 sec): 3 clusters Score: Raw -2426.067384 + Penalty 708.194829 = -1717.872554 nChanged 2 SP:Iteration 3Q (2.363027 sec): 3 clusters Score: Raw -2434.470522 + Penalty 708.194829 = -1726.275693 nChanged 0 SP:Iteration 4F (2.363404 sec): 3 clusters Score: Raw -2434.470522 + Penalty 708.194829 = -1726.275693 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 9 (311 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.365230 sec): 2 clusters Score: Raw -8181.145949 + Penalty 268.885168 = -7912.260781 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.366015 sec): 3 clusters Score: Raw -8031.462772 + Penalty 541.587045 = -7489.875727 nChanged 106 SP:Iteration 1F (2.366786 sec): 3 clusters Score: Raw -8100.810922 + Penalty 547.687934 = -7553.122989 nChanged 28 SP:Iteration 2F (2.367541 sec): 3 clusters Score: Raw -8123.890043 + Penalty 550.477331 = -7573.412712 nChanged 23 SP:Iteration 3F (2.368288 sec): 3 clusters Score: Raw -8148.392628 + Penalty 552.043189 = -7596.349438 nChanged 20 SP:Iteration 4F (2.369026 sec): 3 clusters Score: Raw -8167.232307 + Penalty 563.938515 = -7603.293792 nChanged 16 SP:Iteration 5F (2.369766 sec): 3 clusters Score: Raw -8185.911987 + Penalty 575.696060 = -7610.215927 nChanged 8 SP:Iteration 6Q (2.370489 sec): 3 clusters Score: Raw -8191.645063 + Penalty 592.651612 = -7598.993451 nChanged 5 SP:Iteration 7F (2.371228 sec): 3 clusters Score: Raw -8197.550001 + Penalty 594.087139 = -7603.462861 nChanged 1 SP:Iteration 8Q (2.371943 sec): 3 clusters Score: Raw -8198.761369 + Penalty 609.710451 = -7589.050918 nChanged 3 SP:Iteration 9F (2.372683 sec): 3 clusters Score: Raw -8202.886254 + Penalty 609.710451 = -7593.175804 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 12 (48 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.373320 sec): 2 clusters Score: Raw -1006.003455 + Penalty 118.958811 = -887.044644 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.373616 sec): 3 clusters Score: Raw -994.706772 + Penalty 235.403089 = -759.303683 nChanged 9 SP:Iteration 1F (2.373909 sec): 3 clusters Score: Raw -1006.990923 + Penalty 235.677385 = -771.313538 nChanged 3 SP:Iteration 2F (2.374200 sec): 3 clusters Score: Raw -1014.262511 + Penalty 235.532631 = -778.729881 nChanged 2 SP:Iteration 3Q (2.374489 sec): 3 clusters Score: Raw -1016.841590 + Penalty 237.917623 = -778.923967 nChanged 2 SP:Iteration 4Q (2.374774 sec): 3 clusters Score: Raw -1018.920548 + Penalty 237.917623 = -781.002925 nChanged 0 SP:Iteration 5F (2.375065 sec): 3 clusters Score: Raw -1018.920548 + Penalty 237.917623 = -781.002925 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 13 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.375679 sec): 2 clusters Score: Raw -1427.373265 + Penalty 233.237798 = -1194.135468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.375990 sec): 3 clusters Score: Raw -1426.513740 + Penalty 466.830053 = -959.683687 nChanged 2 SP:Iteration 1Q (2.376292 sec): 3 clusters Score: Raw -1428.337360 + Penalty 467.205093 = -961.132267 nChanged 1 SP:Iteration 2Q (2.376592 sec): 3 clusters Score: Raw -1428.665678 + Penalty 468.244400 = -960.421278 nChanged 1 SP:Iteration 3F (2.376894 sec): 3 clusters Score: Raw -1429.780159 + Penalty 468.244400 = -961.535759 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 14 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.377358 sec): 2 clusters Score: Raw -282.979537 + Penalty 158.846413 = -124.133124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.377583 sec): 3 clusters Score: Raw -299.786046 + Penalty 317.692825 = 17.906779 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 15 (69 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.378314 sec): 2 clusters Score: Raw -1839.765298 + Penalty 264.269567 = -1575.495731 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.378648 sec): 3 clusters Score: Raw -1828.732689 + Penalty 524.584021 = -1304.148668 nChanged 6 SP:Iteration 1F (2.378975 sec): 3 clusters Score: Raw -1834.463615 + Penalty 523.513464 = -1310.950151 nChanged 3 SP:Iteration 2Q (2.379300 sec): 3 clusters Score: Raw -1837.834562 + Penalty 523.513464 = -1314.321099 nChanged 0 SP:Iteration 3F (2.379626 sec): 3 clusters Score: Raw -1837.834562 + Penalty 523.513464 = -1314.321099 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 16 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.380519 sec): 2 clusters Score: Raw -4529.130464 + Penalty 450.815262 = -4078.315203 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.381027 sec): 3 clusters Score: Raw -4527.590481 + Penalty 900.884879 = -3626.705602 nChanged 26 SP:Iteration 1F (2.381529 sec): 3 clusters Score: Raw -4573.438410 + Penalty 901.012285 = -3672.426125 nChanged 6 SP:Iteration 2Q (2.382020 sec): 3 clusters Score: Raw -4585.857629 + Penalty 900.809066 = -3685.048563 nChanged 2 SP:Iteration 3Q (2.382502 sec): 3 clusters Score: Raw -4589.136563 + Penalty 900.922065 = -3688.214497 nChanged 1 SP:Iteration 4Q (2.382983 sec): 3 clusters Score: Raw -4592.176765 + Penalty 900.779132 = -3691.397634 nChanged 1 SP:Iteration 5Q (2.383463 sec): 3 clusters Score: Raw -4593.392070 + Penalty 900.779132 = -3692.612939 nChanged 0 SP:Iteration 6F (2.383961 sec): 3 clusters Score: Raw -4593.392070 + Penalty 900.779132 = -3692.612939 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 17 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.384426 sec): 2 clusters Score: Raw -242.060536 + Penalty 109.659001 = -132.401535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.384650 sec): 3 clusters Score: Raw -241.563959 + Penalty 223.172103 = -18.391856 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 18 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.385085 sec): 2 clusters Score: Raw -22.132060 + Penalty 0.000000 = -22.132060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.385272 sec): 2 clusters Score: Raw -22.132060 + Penalty 0.000000 = -22.132060 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 19 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.385775 sec): 2 clusters Score: Raw -558.812735 + Penalty 136.677586 = -422.135149 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.386053 sec): 3 clusters Score: Raw -561.235769 + Penalty 286.645932 = -274.589838 nChanged 3 SP:Iteration 1F (2.386304 sec): 3 clusters Score: Raw -568.483819 + Penalty 303.175461 = -265.308357 nChanged 1 SP:Iteration 2F (2.386551 sec): 3 clusters Score: Raw -569.621343 + Penalty 303.175461 = -266.445881 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 20 (546 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.389728 sec): 2 clusters Score: Raw -15324.809989 + Penalty 435.729036 = -14889.080953 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.390971 sec): 3 clusters Score: Raw -15072.911785 + Penalty 870.826702 = -14202.085082 nChanged 170 SP:Iteration 1F (2.392183 sec): 3 clusters Score: Raw -15182.533063 + Penalty 870.168021 = -14312.365042 nChanged 52 SP:Iteration 2F (2.393392 sec): 3 clusters Score: Raw -15221.661516 + Penalty 867.929507 = -14353.732009 nChanged 28 SP:Iteration 3F (2.394598 sec): 3 clusters Score: Raw -15244.805736 + Penalty 865.816049 = -14378.989687 nChanged 21 SP:Iteration 4Q (2.395811 sec): 3 clusters Score: Raw -15259.015302 + Penalty 863.493143 = -14395.522158 nChanged 14 SP:Iteration 5Q (2.397045 sec): 3 clusters Score: Raw -15266.511789 + Penalty 864.228132 = -14402.283657 nChanged 12 SP:Iteration 6Q (2.398301 sec): 3 clusters Score: Raw -15273.147224 + Penalty 863.980674 = -14409.166549 nChanged 17 SP:Iteration 7Q (2.399517 sec): 3 clusters Score: Raw -15283.111421 + Penalty 863.570426 = -14419.540995 nChanged 12 SP:Iteration 8Q (2.400728 sec): 3 clusters Score: Raw -15289.664437 + Penalty 861.419037 = -14428.245400 nChanged 12 SP:Iteration 9Q (2.401934 sec): 3 clusters Score: Raw -15300.004854 + Penalty 860.537741 = -14439.467113 nChanged 12 SP:Iteration 10F (2.403159 sec): 3 clusters Score: Raw -15310.118505 + Penalty 859.862715 = -14450.255790 nChanged 13 SP:Iteration 11Q (2.404348 sec): 3 clusters Score: Raw -15319.685511 + Penalty 862.513536 = -14457.171975 nChanged 11 SP:Iteration 12Q (2.405528 sec): 3 clusters Score: Raw -15329.022151 + Penalty 866.105815 = -14462.916337 nChanged 10 SP:Iteration 13Q (2.406778 sec): 3 clusters Score: Raw -15336.274834 + Penalty 865.954623 = -14470.320212 nChanged 6 SP:Iteration 14Q (2.408079 sec): 3 clusters Score: Raw -15339.694639 + Penalty 863.910448 = -14475.784191 nChanged 3 SP:Iteration 15Q (2.409262 sec): 3 clusters Score: Raw -15340.484078 + Penalty 863.910448 = -14476.573630 nChanged 0 SP:Iteration 16F (2.410511 sec): 3 clusters Score: Raw -15340.484078 + Penalty 863.910448 = -14476.573630 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 22 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.411597 sec): 2 clusters Score: Raw -860.454937 + Penalty 227.747575 = -632.707362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.411876 sec): 3 clusters Score: Raw -867.673951 + Penalty 455.162526 = -412.511425 nChanged 2 SP:Iteration 1F (2.412147 sec): 3 clusters Score: Raw -871.149975 + Penalty 455.162526 = -415.987449 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 23 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.412607 sec): 2 clusters Score: Raw -168.992074 + Penalty 52.107802 = -116.884272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.412825 sec): 3 clusters Score: Raw -168.256549 + Penalty 97.680687 = -70.575862 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 24 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.413393 sec): 2 clusters Score: Raw -758.963130 + Penalty 237.494617 = -521.468513 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.413657 sec): 3 clusters Score: Raw -791.628974 + Penalty 473.623189 = -318.005786 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 26 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.414209 sec): 2 clusters Score: Raw -822.801590 + Penalty 276.767583 = -546.034007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.414473 sec): 3 clusters Score: Raw -858.370289 + Penalty 552.312932 = -306.057357 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 27 (221 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.415492 sec): 2 clusters Score: Raw -4978.457248 + Penalty 193.227699 = -4785.229549 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.416111 sec): 3 clusters Score: Raw -4872.323537 + Penalty 385.890459 = -4486.433078 nChanged 70 SP:Iteration 1F (2.416709 sec): 3 clusters Score: Raw -4929.882261 + Penalty 385.608171 = -4544.274089 nChanged 20 SP:Iteration 2F (2.417342 sec): 3 clusters Score: Raw -4949.310874 + Penalty 385.989792 = -4563.321082 nChanged 14 SP:Iteration 3F (2.417974 sec): 3 clusters Score: Raw -4959.876085 + Penalty 386.689377 = -4573.186708 nChanged 10 SP:Iteration 4Q (2.418652 sec): 3 clusters Score: Raw -4974.828328 + Penalty 388.715575 = -4586.112753 nChanged 9 SP:Iteration 5Q (2.419295 sec): 3 clusters Score: Raw -4981.473447 + Penalty 389.570188 = -4591.903259 nChanged 5 SP:Iteration 6Q (2.419922 sec): 3 clusters Score: Raw -4983.548777 + Penalty 390.030878 = -4593.517899 nChanged 2 SP:Iteration 7Q (2.420546 sec): 3 clusters Score: Raw -4984.282960 + Penalty 390.342600 = -4593.940360 nChanged 1 SP:Iteration 8Q (2.421169 sec): 3 clusters Score: Raw -4984.354211 + Penalty 390.342600 = -4594.011611 nChanged 0 SP:Iteration 9F (2.421802 sec): 3 clusters Score: Raw -4984.354211 + Penalty 390.342600 = -4594.011611 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 30 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.422373 sec): 2 clusters Score: Raw -311.925425 + Penalty 167.197263 = -144.728161 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.422602 sec): 3 clusters Score: Raw -315.638317 + Penalty 332.817314 = 17.178998 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 31 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.423058 sec): 2 clusters Score: Raw -137.336151 + Penalty 104.733470 = -32.602681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.423278 sec): 3 clusters Score: Raw -136.631287 + Penalty 221.989176 = 85.357889 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 36 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.423715 sec): 2 clusters Score: Raw -26.090706 + Penalty 0.000000 = -26.090706 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.423902 sec): 2 clusters Score: Raw -26.090706 + Penalty 0.000000 = -26.090706 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 37 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.424364 sec): 2 clusters Score: Raw -294.937034 + Penalty 185.093021 = -109.844012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.424587 sec): 3 clusters Score: Raw -295.505828 + Penalty 367.924723 = 72.418895 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 39 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.425032 sec): 2 clusters Score: Raw -86.621569 + Penalty 61.687083 = -24.934486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.425227 sec): 2 clusters Score: Raw -86.621569 + Penalty 61.687083 = -24.934486 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 40 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.425661 sec): 2 clusters Score: Raw -27.408402 + Penalty 0.000000 = -27.408402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.425878 sec): 2 clusters Score: Raw -27.408402 + Penalty 0.000000 = -27.408402 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 43 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.426317 sec): 2 clusters Score: Raw -27.220786 + Penalty 0.000000 = -27.220786 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.426506 sec): 2 clusters Score: Raw -27.220786 + Penalty 0.000000 = -27.220786 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 45 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.426965 sec): 2 clusters Score: Raw -197.747439 + Penalty 145.588285 = -52.159154 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.427181 sec): 3 clusters Score: Raw -195.910057 + Penalty 304.440160 = 108.530103 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 46 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.427623 sec): 2 clusters Score: Raw -61.289967 + Penalty 52.740990 = -8.548977 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.427815 sec): 2 clusters Score: Raw -61.289967 + Penalty 52.740990 = -8.548977 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 50 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.428259 sec): 2 clusters Score: Raw -94.989363 + Penalty 85.690938 = -9.298425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.428454 sec): 2 clusters Score: Raw -94.989363 + Penalty 85.690938 = -9.298425 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 51 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.428893 sec): 2 clusters Score: Raw -47.633489 + Penalty 22.222741 = -25.410748 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.429092 sec): 3 clusters Score: Raw -44.200474 + Penalty 44.445482 = 0.245008 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 54 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.429534 sec): 2 clusters Score: Raw -60.353623 + Penalty 53.983547 = -6.370076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.429726 sec): 2 clusters Score: Raw -60.353623 + Penalty 53.983547 = -6.370076 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 63 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.430166 sec): 2 clusters Score: Raw -59.541619 + Penalty 50.120723 = -9.420896 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.430371 sec): 3 clusters Score: Raw -53.748414 + Penalty 100.241445 = 46.493032 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 67 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.430807 sec): 2 clusters Score: Raw -26.405913 + Penalty 0.000000 = -26.405913 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2.430996 sec): 2 clusters Score: Raw -26.405913 + Penalty 0.000000 = -26.405913 nChanged 0 Deleting Class 37 (9 points): Lose 50.318733 but Gain 763.325478 Iteration 20F (2.582262 sec): 37 clusters Score: Raw -190150.966406 + Penalty 18964.490486 = -171186.475919 nChanged 19 Deleting Class 45 (7 points): Lose 53.344401 but Gain 766.194788 Iteration 21Q (2.607720 sec): 36 clusters Score: Raw -190134.586667 + Penalty 18220.642067 = -171913.944600 nChanged 15 Deleting Class 54 (2 points): Lose 17.373666 but Gain 705.716253 Iteration 22Q (2.631934 sec): 35 clusters Score: Raw -190136.347901 + Penalty 17522.242745 = -172614.105156 nChanged 11 Deleting Class 50 (3 points): Lose 18.520642 but Gain 706.780576 Iteration 23Q (2.655164 sec): 34 clusters Score: Raw -190127.081615 + Penalty 16821.702560 = -173305.379055 nChanged 8 Deleting Class 46 (2 points): Lose 5.839715 but Gain 689.472542 Iteration 24Q (2.678395 sec): 33 clusters Score: Raw -190128.188203 + Penalty 16136.255698 = -173991.932505 nChanged 3 Deleting Class 63 (2 points): Lose 10.817514 but Gain 655.218309 Iteration 25Q (2.702403 sec): 32 clusters Score: Raw -190120.867479 + Penalty 15490.726686 = -174630.140793 nChanged 4 Deleting Class 40 (1 points): Lose 2.780237 but Gain 642.006593 Iteration 26Q (2.725053 sec): 31 clusters Score: Raw -190122.100644 + Penalty 14849.816995 = -175272.283649 nChanged 5 Deleting Class 5 (13 points): Lose 61.948658 but Gain 683.600196 Iteration 27Q (2.748042 sec): 30 clusters Score: Raw -190062.455292 + Penalty 14259.100041 = -175803.355251 nChanged 14 Deleting Class 30 (13 points): Lose 67.923923 but Gain 659.025827 Iteration 28Q (2.770411 sec): 29 clusters Score: Raw -190041.664172 + Penalty 13643.524572 = -176398.139600 nChanged 18 Deleting Class 43 (1 points): Lose 2.036345 but Gain 587.438711 Iteration 29Q (2.793515 sec): 28 clusters Score: Raw -190073.515881 + Penalty 13056.784938 = -177016.730943 nChanged 3 Deleting Class 14 (10 points): Lose 61.812821 but Gain 688.549044 Iteration 30F (2.902638 sec): 27 clusters Score: Raw -190015.413974 + Penalty 12433.858036 = -177581.555937 nChanged 13 Deleting Class 31 (6 points): Lose 27.802632 but Gain 609.419886 Iteration 31Q (2.925438 sec): 26 clusters Score: Raw -190012.370921 + Penalty 11831.138760 = -178181.232161 nChanged 11 Deleting Class 67 (1 points): Lose 5.081695 but Gain 547.634935 Iteration 32Q (2.947594 sec): 25 clusters Score: Raw -190019.328550 + Penalty 11277.548602 = -178741.779948 nChanged 8 Deleting Class 26 (32 points): Lose 203.722768 but Gain 731.552948 Iteration 33Q (2.969785 sec): 24 clusters Score: Raw -189820.035881 + Penalty 11421.602842 = -178398.433039 nChanged 39 Deleting Class 36 (1 points): Lose 0.829002 but Gain 520.253948 Iteration 34F (3.063840 sec): 23 clusters Score: Raw -189943.403654 + Penalty 10078.757705 = -179864.645948 nChanged 10 Deleting Class 24 (32 points): Lose 121.181563 but Gain 634.023168 Iteration 35Q (3.085590 sec): 22 clusters Score: Raw -189845.660651 + Penalty 9477.720525 = -180367.940126 nChanged 39 Deleting Class 39 (3 points): Lose 12.491185 but Gain 508.796298 Iteration 36Q (3.108372 sec): 21 clusters Score: Raw -189889.271545 + Penalty 9005.022838 = -180884.248707 nChanged 8 Deleting Class 22 (34 points): Lose 95.348726 but Gain 589.602518 Iteration 37Q (3.129842 sec): 20 clusters Score: Raw -189802.516380 + Penalty 8440.013325 = -181362.503055 nChanged 41 Deleting Class 4 (69 points): Lose 241.018868 but Gain 693.738330 Iteration 38Q (3.150896 sec): 19 clusters Score: Raw -189621.668710 + Penalty 7763.985343 = -181857.683367 nChanged 83 Deleting Class 17 (9 points): Lose 13.702853 but Gain 453.183179 Iteration 39Q (3.171587 sec): 18 clusters Score: Raw -189752.469303 + Penalty 7317.948559 = -182434.520744 nChanged 35 Deleting Class 19 (23 points): Lose 113.682327 but Gain 452.204815 Iteration 40F (3.250909 sec): 17 clusters Score: Raw -189665.023349 + Penalty 7051.203821 = -182613.819528 nChanged 38 Deleting Class 23 (14 points): Lose 85.299243 but Gain 468.936898 Iteration 41Q (3.276187 sec): 16 clusters Score: Raw -189663.020599 + Penalty 6614.698484 = -183048.322114 nChanged 22 Deleting Class 15 (96 points): Lose 306.312414 but Gain 622.940553 Iteration 42Q (3.299549 sec): 15 clusters Score: Raw -189387.115046 + Penalty 6024.611281 = -183362.503764 nChanged 99 Deleting Class 8 (100 points): Lose 386.894198 but Gain 701.306685 Iteration 43Q (3.322915 sec): 14 clusters Score: Raw -189201.555650 + Penalty 5385.952374 = -183815.603276 nChanged 122 Deleting Class 18 (1 points): Lose 1.117101 but Gain 315.173754 Iteration 44Q (3.345112 sec): 13 clusters Score: Raw -189407.678036 + Penalty 5065.399465 = -184342.278572 nChanged 44 Deleting Class 51 (2 points): Lose 16.061662 but Gain 290.513506 Iteration 45Q (3.366564 sec): 12 clusters Score: Raw -189417.511989 + Penalty 4771.714389 = -184645.797600 nChanged 35 Deleting Class 2 (128 points): Lose 289.817417 but Gain 312.812584 Iteration 46Q (3.387427 sec): 11 clusters Score: Raw -189144.804729 + Penalty 4465.211644 = -184679.593085 nChanged 145 Iteration 47Q (3.410035 sec): 11 clusters Score: Raw -189364.790264 + Penalty 4462.268500 = -184902.521765 nChanged 36 Iteration 48Q (3.431013 sec): 11 clusters Score: Raw -189373.550151 + Penalty 4464.108529 = -184909.441622 nChanged 20 Iteration 49Q (3.451959 sec): 11 clusters Score: Raw -189376.502797 + Penalty 4467.300204 = -184909.202593 nChanged 17 Iteration 50F (3.502279 sec): 11 clusters Score: Raw -189380.716949 + Penalty 4465.184000 = -184915.532949 nChanged 13 Iteration 51Q (3.522530 sec): 11 clusters Score: Raw -189383.685948 + Penalty 4461.955762 = -184921.730186 nChanged 10 Iteration 52Q (3.542683 sec): 11 clusters Score: Raw -189386.652372 + Penalty 4461.244330 = -184925.408042 nChanged 8 Iteration 53Q (3.562139 sec): 11 clusters Score: Raw -189388.063410 + Penalty 4459.714617 = -184928.348793 nChanged 5 Iteration 54Q (3.581547 sec): 11 clusters Score: Raw -189388.998652 + Penalty 4459.937343 = -184929.061308 nChanged 2 Iteration 55Q (3.601504 sec): 11 clusters Score: Raw -189389.953289 + Penalty 4459.305750 = -184930.647538 nChanged 5 Iteration 56Q (3.621377 sec): 11 clusters Score: Raw -189394.958536 + Penalty 4458.848098 = -184936.110437 nChanged 3 Iteration 57Q (3.640716 sec): 11 clusters Score: Raw -189395.673366 + Penalty 4459.157713 = -184936.515652 nChanged 3 Iteration 58Q (3.661033 sec): 11 clusters Score: Raw -189396.507005 + Penalty 4458.432044 = -184938.074962 nChanged 2 Iteration 59Q (3.680286 sec): 11 clusters Score: Raw -189396.825367 + Penalty 4458.701800 = -184938.123568 nChanged 2 Iteration 60F (3.727209 sec): 11 clusters Score: Raw -189397.102690 + Penalty 4458.982710 = -184938.119980 nChanged 2 Iteration 61F (3.773698 sec): 11 clusters Score: Raw -189397.584269 + Penalty 4459.921096 = -184937.663173 nChanged 3 Iteration 62F (3.820431 sec): 11 clusters Score: Raw -189398.284719 + Penalty 4460.665699 = -184937.619020 nChanged 3 Iteration 63F (3.866999 sec): 11 clusters Score: Raw -189398.744176 + Penalty 4460.674803 = -184938.069373 nChanged 5 Iteration 64Q (3.886051 sec): 11 clusters Score: Raw -189399.146836 + Penalty 4461.558907 = -184937.587929 nChanged 2 Iteration 65F (3.932577 sec): 11 clusters Score: Raw -189399.438410 + Penalty 4461.865825 = -184937.572584 nChanged 3 Iteration 66F (3.983630 sec): 11 clusters Score: Raw -189399.713084 + Penalty 4461.872547 = -184937.840537 nChanged 3 Iteration 67Q (4.002812 sec): 11 clusters Score: Raw -189400.029117 + Penalty 4461.417908 = -184938.611209 nChanged 2 Iteration 68Q (4.021951 sec): 11 clusters Score: Raw -189400.605977 + Penalty 4461.076316 = -184939.529661 nChanged 2 Iteration 69Q (4.040755 sec): 11 clusters Score: Raw -189400.833004 + Penalty 4460.931181 = -184939.901823 nChanged 1 Iteration 70F (4.087198 sec): 11 clusters Score: Raw -189401.093211 + Penalty 4460.992769 = -184940.100442 nChanged 1 Iteration 71Q (4.106692 sec): 11 clusters Score: Raw -189401.166164 + Penalty 4461.048904 = -184940.117260 nChanged 1 Iteration 72Q (4.126229 sec): 11 clusters Score: Raw -189401.211439 + Penalty 4461.098961 = -184940.112479 nChanged 1 Iteration 73F (4.172964 sec): 11 clusters Score: Raw -189401.235016 + Penalty 4461.098961 = -184940.136055 nChanged 0 Writing temp clu file Memory request: 0.04 GB would take us to total of 0.08 GB. Compute initial score before splitting: Score: Raw -189401.235016 + Penalty 4461.098961 = -184940.136055Memory request: 0.01 GB would take us to total of 0.09 GB. Trying to split cluster 1 (773 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.192157 sec): 2 clusters Score: Raw -21441.202804 + Penalty 236.803438 = -21204.399366 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.193729 sec): 3 clusters Score: Raw -20959.777216 + Penalty 473.399887 = -20486.377329 nChanged 321 SP:Iteration 1F (4.195289 sec): 3 clusters Score: Raw -21193.784425 + Penalty 473.537558 = -20720.246867 nChanged 120 SP:Iteration 2F (4.196866 sec): 3 clusters Score: Raw -21351.215307 + Penalty 473.672139 = -20877.543168 nChanged 82 SP:Iteration 3F (4.198382 sec): 3 clusters Score: Raw -21448.004473 + Penalty 473.843753 = -20974.160719 nChanged 28 SP:Iteration 4Q (4.199835 sec): 3 clusters Score: Raw -21467.859589 + Penalty 473.942081 = -20993.917508 nChanged 13 SP:Iteration 5Q (4.201394 sec): 3 clusters Score: Raw -21470.837062 + Penalty 473.958731 = -20996.878331 nChanged 10 SP:Iteration 6Q (4.202954 sec): 3 clusters Score: Raw -21472.503432 + Penalty 473.923384 = -20998.580048 nChanged 2 SP:Iteration 7Q (4.204400 sec): 3 clusters Score: Raw -21472.517529 + Penalty 473.923384 = -20998.594145 nChanged 0 SP:Iteration 8F (4.205908 sec): 3 clusters Score: Raw -21472.517529 + Penalty 473.923384 = -20998.594145 nChanged 0 Memory request: 0.01 GB would take us to total of 0.09 GB. Trying to split cluster 3 (1142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.211656 sec): 2 clusters Score: Raw -27272.486002 + Penalty 258.616767 = -27013.869235 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.213834 sec): 3 clusters Score: Raw -26606.283004 + Penalty 522.017468 = -26084.265536 nChanged 465 SP:Iteration 1F (4.216084 sec): 3 clusters Score: Raw -27048.909331 + Penalty 519.206609 = -26529.702722 nChanged 116 SP:Iteration 2F (4.218294 sec): 3 clusters Score: Raw -27157.782025 + Penalty 512.499993 = -26645.282032 nChanged 58 SP:Iteration 3F (4.220478 sec): 3 clusters Score: Raw -27214.963492 + Penalty 513.218442 = -26701.745050 nChanged 33 SP:Iteration 4Q (4.222572 sec): 3 clusters Score: Raw -27244.095489 + Penalty 508.698283 = -26735.397206 nChanged 23 SP:Iteration 5Q (4.224626 sec): 3 clusters Score: Raw -27266.510448 + Penalty 504.208015 = -26762.302433 nChanged 19 SP:Iteration 6Q (4.226651 sec): 3 clusters Score: Raw -27280.624180 + Penalty 497.439226 = -26783.184954 nChanged 12 SP:Iteration 7Q (4.228646 sec): 3 clusters Score: Raw -27288.424725 + Penalty 493.869511 = -26794.555214 nChanged 6 SP:Iteration 8Q (4.230606 sec): 3 clusters Score: Raw -27296.227662 + Penalty 488.483548 = -26807.744114 nChanged 5 SP:Iteration 9Q (4.232524 sec): 3 clusters Score: Raw -27307.036111 + Penalty 483.769494 = -26823.266618 nChanged 4 SP:Iteration 10F (4.234772 sec): 3 clusters Score: Raw -27310.942476 + Penalty 484.136145 = -26826.806331 nChanged 1 SP:Iteration 11Q (4.236691 sec): 3 clusters Score: Raw -27311.054956 + Penalty 485.561124 = -26825.493832 nChanged 1 SP:Iteration 12F (4.238834 sec): 3 clusters Score: Raw -27311.157956 + Penalty 485.561124 = -26825.596832 nChanged 0 Memory request: 0.01 GB would take us to total of 0.09 GB. Trying to split cluster 6 (1354 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.246087 sec): 2 clusters Score: Raw -37936.764873 + Penalty 327.684676 = -37609.080198 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.248674 sec): 3 clusters Score: Raw -37149.997065 + Penalty 655.281401 = -36494.715664 nChanged 565 SP:Iteration 1F (4.251204 sec): 3 clusters Score: Raw -37466.917767 + Penalty 657.069156 = -36809.848611 nChanged 166 SP:Iteration 2F (4.253724 sec): 3 clusters Score: Raw -37587.916197 + Penalty 658.569038 = -36929.347160 nChanged 124 SP:Iteration 3F (4.256263 sec): 3 clusters Score: Raw -37676.467654 + Penalty 659.888160 = -37016.579494 nChanged 89 SP:Iteration 4F (4.258778 sec): 3 clusters Score: Raw -37748.828360 + Penalty 658.615032 = -37090.213327 nChanged 69 SP:Iteration 5F (4.261294 sec): 3 clusters Score: Raw -37812.202044 + Penalty 666.957935 = -37145.244109 nChanged 63 SP:Iteration 6Q (4.263808 sec): 3 clusters Score: Raw -37869.078727 + Penalty 675.168323 = -37193.910404 nChanged 43 SP:Iteration 7Q (4.266340 sec): 3 clusters Score: Raw -37906.753463 + Penalty 678.910503 = -37227.842960 nChanged 29 SP:Iteration 8Q (4.268790 sec): 3 clusters Score: Raw -37931.823665 + Penalty 700.155657 = -37231.668008 nChanged 19 SP:Iteration 9Q (4.271168 sec): 3 clusters Score: Raw -37949.817535 + Penalty 720.296362 = -37229.521173 nChanged 12 SP:Iteration 10F (4.273717 sec): 3 clusters Score: Raw -37966.267323 + Penalty 732.482493 = -37233.784830 nChanged 8 SP:Iteration 11Q (4.275956 sec): 3 clusters Score: Raw -37971.512178 + Penalty 732.887092 = -37238.625086 nChanged 3 SP:Iteration 12Q (4.278158 sec): 3 clusters Score: Raw -37973.675553 + Penalty 738.877261 = -37234.798292 nChanged 4 SP:Iteration 13F (4.280667 sec): 3 clusters Score: Raw -37976.566499 + Penalty 759.394050 = -37217.172449 nChanged 6 SP:Iteration 14F (4.283207 sec): 3 clusters Score: Raw -37981.212915 + Penalty 783.078416 = -37198.134499 nChanged 6 SP:Iteration 15F (4.285716 sec): 3 clusters Score: Raw -37990.234038 + Penalty 823.558170 = -37166.675868 nChanged 6 SP:Iteration 16F (4.288226 sec): 3 clusters Score: Raw -38001.687520 + Penalty 832.025292 = -37169.662228 nChanged 1 SP:Iteration 17Q (4.290271 sec): 3 clusters Score: Raw -38006.793166 + Penalty 832.025292 = -37174.767874 nChanged 0 SP:Iteration 18F (4.292830 sec): 3 clusters Score: Raw -38006.793166 + Penalty 832.025292 = -37174.767874 nChanged 0 Memory request: 0.02 GB would take us to total of 0.10 GB. Trying to split cluster 7 (3752 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.311238 sec): 2 clusters Score: Raw -85330.143427 + Penalty 181.421010 = -85148.722417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.318228 sec): 3 clusters Score: Raw -82922.917705 + Penalty 369.137963 = -82553.779742 nChanged 1672 SP:Iteration 1F (4.325145 sec): 3 clusters Score: Raw -84197.623628 + Penalty 391.468435 = -83806.155193 nChanged 563 SP:Iteration 2F (4.332051 sec): 3 clusters Score: Raw -84830.492912 + Penalty 417.243694 = -84413.249217 nChanged 258 SP:Iteration 3F (4.339033 sec): 3 clusters Score: Raw -85124.251552 + Penalty 450.801663 = -84673.449889 nChanged 128 SP:Iteration 4Q (4.345879 sec): 3 clusters Score: Raw -85264.566579 + Penalty 483.452800 = -84781.113780 nChanged 71 SP:Iteration 5Q (4.351976 sec): 3 clusters Score: Raw -85328.607016 + Penalty 523.369937 = -84805.237079 nChanged 42 SP:Iteration 6Q (4.357811 sec): 3 clusters Score: Raw -85383.318820 + Penalty 535.773141 = -84847.545679 nChanged 14 SP:Iteration 7Q (4.363521 sec): 3 clusters Score: Raw -85419.807616 + Penalty 541.349225 = -84878.458391 nChanged 8 SP:Iteration 8Q (4.369085 sec): 3 clusters Score: Raw -85427.754263 + Penalty 544.144891 = -84883.609372 nChanged 8 SP:Iteration 9Q (4.374700 sec): 3 clusters Score: Raw -85439.751317 + Penalty 543.932059 = -84895.819257 nChanged 5 SP:Iteration 10F (4.381482 sec): 3 clusters Score: Raw -85443.345886 + Penalty 544.759660 = -84898.586226 nChanged 3 SP:Iteration 11Q (4.386909 sec): 3 clusters Score: Raw -85443.876442 + Penalty 544.759660 = -84899.116782 nChanged 0 SP:Iteration 12F (4.393673 sec): 3 clusters Score: Raw -85443.876442 + Penalty 544.759660 = -84899.116782 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 9 (253 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.397783 sec): 2 clusters Score: Raw -6511.792087 + Penalty 268.626981 = -6243.165106 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.398445 sec): 3 clusters Score: Raw -6413.268411 + Penalty 538.339860 = -5874.928551 nChanged 66 SP:Iteration 1F (4.399087 sec): 3 clusters Score: Raw -6466.538029 + Penalty 542.333861 = -5924.204168 nChanged 24 SP:Iteration 2F (4.399728 sec): 3 clusters Score: Raw -6490.905185 + Penalty 547.141188 = -5943.763998 nChanged 18 SP:Iteration 3F (4.400368 sec): 3 clusters Score: Raw -6510.832469 + Penalty 548.166396 = -5962.666073 nChanged 14 SP:Iteration 4F (4.401009 sec): 3 clusters Score: Raw -6525.953603 + Penalty 550.399986 = -5975.553617 nChanged 7 SP:Iteration 5Q (4.401644 sec): 3 clusters Score: Raw -6530.529718 + Penalty 549.179325 = -5981.350393 nChanged 4 SP:Iteration 6Q (4.402274 sec): 3 clusters Score: Raw -6533.968668 + Penalty 551.430733 = -5982.537935 nChanged 6 SP:Iteration 7Q (4.402933 sec): 3 clusters Score: Raw -6539.500606 + Penalty 550.044046 = -5989.456559 nChanged 3 SP:Iteration 8Q (4.403553 sec): 3 clusters Score: Raw -6541.938982 + Penalty 550.892931 = -5991.046051 nChanged 3 SP:Iteration 9Q (4.404171 sec): 3 clusters Score: Raw -6542.801289 + Penalty 553.810889 = -5988.990401 nChanged 3 SP:Iteration 10F (4.404810 sec): 3 clusters Score: Raw -6544.525766 + Penalty 555.124702 = -5989.401064 nChanged 1 SP:Iteration 11Q (4.405427 sec): 3 clusters Score: Raw -6544.965659 + Penalty 556.580063 = -5988.385595 nChanged 1 SP:Iteration 12F (4.406067 sec): 3 clusters Score: Raw -6546.857022 + Penalty 557.794026 = -5989.062996 nChanged 2 SP:Iteration 13Q (4.406683 sec): 3 clusters Score: Raw -6548.797418 + Penalty 559.460162 = -5989.337256 nChanged 1 SP:Iteration 14Q (4.407299 sec): 3 clusters Score: Raw -6549.134578 + Penalty 559.460162 = -5989.674416 nChanged 0 SP:Iteration 15F (4.407936 sec): 3 clusters Score: Raw -6549.134578 + Penalty 559.460162 = -5989.674416 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 12 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.408609 sec): 2 clusters Score: Raw -1262.461533 + Penalty 154.093627 = -1108.367905 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.408926 sec): 3 clusters Score: Raw -1265.385638 + Penalty 319.358348 = -946.027290 nChanged 9 SP:Iteration 1F (4.409239 sec): 3 clusters Score: Raw -1293.173129 + Penalty 325.052730 = -968.120399 nChanged 2 SP:Iteration 2Q (4.409539 sec): 3 clusters Score: Raw -1301.572228 + Penalty 325.052730 = -976.519498 nChanged 0 SP:Iteration 3F (4.409849 sec): 3 clusters Score: Raw -1301.572228 + Penalty 325.052730 = -976.519498 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 13 (180 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.410772 sec): 2 clusters Score: Raw -4368.665102 + Penalty 348.963165 = -4019.701937 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.411319 sec): 3 clusters Score: Raw -4315.615341 + Penalty 696.794264 = -3618.821077 nChanged 42 SP:Iteration 1F (4.411850 sec): 3 clusters Score: Raw -4369.407536 + Penalty 696.633990 = -3672.773546 nChanged 19 SP:Iteration 2F (4.412381 sec): 3 clusters Score: Raw -4401.458253 + Penalty 697.674381 = -3703.783871 nChanged 9 SP:Iteration 3Q (4.412902 sec): 3 clusters Score: Raw -4413.852198 + Penalty 699.097665 = -3714.754533 nChanged 5 SP:Iteration 4Q (4.413420 sec): 3 clusters Score: Raw -4419.288120 + Penalty 700.636399 = -3718.651720 nChanged 5 SP:Iteration 5Q (4.413918 sec): 3 clusters Score: Raw -4425.472201 + Penalty 702.339045 = -3723.133156 nChanged 4 SP:Iteration 6Q (4.414422 sec): 3 clusters Score: Raw -4429.992194 + Penalty 703.039655 = -3726.952539 nChanged 1 SP:Iteration 7Q (4.414923 sec): 3 clusters Score: Raw -4430.921096 + Penalty 704.880244 = -3726.040851 nChanged 3 SP:Iteration 8F (4.415440 sec): 3 clusters Score: Raw -4435.461003 + Penalty 707.935845 = -3727.525158 nChanged 4 SP:Iteration 9Q (4.415940 sec): 3 clusters Score: Raw -4439.795079 + Penalty 710.332363 = -3729.462716 nChanged 3 SP:Iteration 10F (4.416456 sec): 3 clusters Score: Raw -4443.425667 + Penalty 712.651740 = -3730.773927 nChanged 2 SP:Iteration 11Q (4.416951 sec): 3 clusters Score: Raw -4445.734617 + Penalty 713.443856 = -3732.290761 nChanged 1 SP:Iteration 12Q (4.417443 sec): 3 clusters Score: Raw -4446.440200 + Penalty 713.443856 = -3732.996344 nChanged 0 SP:Iteration 13F (4.417959 sec): 3 clusters Score: Raw -4446.440200 + Penalty 713.443856 = -3732.996344 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 16 (183 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.418890 sec): 2 clusters Score: Raw -4891.098573 + Penalty 455.797562 = -4435.301011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.419437 sec): 3 clusters Score: Raw -4872.326075 + Penalty 911.714456 = -3960.611620 nChanged 34 SP:Iteration 1F (4.419977 sec): 3 clusters Score: Raw -4917.661876 + Penalty 911.890332 = -4005.771543 nChanged 7 SP:Iteration 2Q (4.420513 sec): 3 clusters Score: Raw -4931.672201 + Penalty 911.989960 = -4019.682241 nChanged 2 SP:Iteration 3Q (4.421036 sec): 3 clusters Score: Raw -4937.243586 + Penalty 912.223501 = -4025.020085 nChanged 2 SP:Iteration 4Q (4.421562 sec): 3 clusters Score: Raw -4942.809792 + Penalty 912.205321 = -4030.604471 nChanged 3 SP:Iteration 5Q (4.422081 sec): 3 clusters Score: Raw -4949.091220 + Penalty 912.279213 = -4036.812007 nChanged 1 SP:Iteration 6Q (4.422599 sec): 3 clusters Score: Raw -4953.064955 + Penalty 912.264151 = -4040.800803 nChanged 1 SP:Iteration 7Q (4.423116 sec): 3 clusters Score: Raw -4956.865319 + Penalty 912.264151 = -4044.601168 nChanged 0 SP:Iteration 8F (4.423647 sec): 3 clusters Score: Raw -4956.865319 + Penalty 912.264151 = -4044.601168 nChanged 0 Memory request: 0.01 GB would take us to total of 0.09 GB. Trying to split cluster 20 (644 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.427175 sec): 2 clusters Score: Raw -17619.319421 + Penalty 457.031089 = -17162.288333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.428527 sec): 3 clusters Score: Raw -17315.939206 + Penalty 914.036317 = -16401.902889 nChanged 208 SP:Iteration 1F (4.429855 sec): 3 clusters Score: Raw -17445.649658 + Penalty 913.728518 = -16531.921141 nChanged 56 SP:Iteration 2F (4.431181 sec): 3 clusters Score: Raw -17485.796120 + Penalty 913.767306 = -16572.028814 nChanged 33 SP:Iteration 3F (4.432610 sec): 3 clusters Score: Raw -17508.377792 + Penalty 913.488390 = -16594.889402 nChanged 26 SP:Iteration 4Q (4.434022 sec): 3 clusters Score: Raw -17527.599982 + Penalty 913.561731 = -16614.038251 nChanged 19 SP:Iteration 5Q (4.435411 sec): 3 clusters Score: Raw -17543.290013 + Penalty 913.524017 = -16629.765996 nChanged 15 SP:Iteration 6Q (4.436792 sec): 3 clusters Score: Raw -17549.952896 + Penalty 913.712809 = -16636.240087 nChanged 7 SP:Iteration 7Q (4.438134 sec): 3 clusters Score: Raw -17554.364188 + Penalty 914.093530 = -16640.270657 nChanged 8 SP:Iteration 8Q (4.439445 sec): 3 clusters Score: Raw -17560.244115 + Penalty 914.182428 = -16646.061686 nChanged 10 SP:Iteration 9Q (4.440764 sec): 3 clusters Score: Raw -17566.361601 + Penalty 914.863675 = -16651.497926 nChanged 9 SP:Iteration 10F (4.442089 sec): 3 clusters Score: Raw -17570.748707 + Penalty 915.036403 = -16655.712305 nChanged 4 SP:Iteration 11Q (4.443453 sec): 3 clusters Score: Raw -17571.822095 + Penalty 914.924987 = -16656.897107 nChanged 5 SP:Iteration 12Q (4.444856 sec): 3 clusters Score: Raw -17573.902694 + Penalty 915.132846 = -16658.769847 nChanged 5 SP:Iteration 13Q (4.446236 sec): 3 clusters Score: Raw -17575.254552 + Penalty 914.965411 = -16660.289141 nChanged 4 SP:Iteration 14Q (4.447608 sec): 3 clusters Score: Raw -17576.507509 + Penalty 915.230233 = -16661.277276 nChanged 2 SP:Iteration 15Q (4.448936 sec): 3 clusters Score: Raw -17577.545648 + Penalty 915.374289 = -16662.171359 nChanged 4 SP:Iteration 16Q (4.450248 sec): 3 clusters Score: Raw -17579.483062 + Penalty 915.843164 = -16663.639898 nChanged 5 SP:Iteration 17Q (4.451567 sec): 3 clusters Score: Raw -17581.418051 + Penalty 915.962852 = -16665.455198 nChanged 3 SP:Iteration 18Q (4.452899 sec): 3 clusters Score: Raw -17582.383712 + Penalty 916.346335 = -16666.037377 nChanged 4 SP:Iteration 19Q (4.454209 sec): 3 clusters Score: Raw -17585.219715 + Penalty 916.200251 = -16669.019464 nChanged 3 SP:Iteration 20F (4.455537 sec): 3 clusters Score: Raw -17587.422374 + Penalty 917.015643 = -16670.406730 nChanged 6 SP:Iteration 21Q (4.456863 sec): 3 clusters Score: Raw -17591.121758 + Penalty 918.145474 = -16672.976284 nChanged 7 SP:Iteration 22Q (4.458174 sec): 3 clusters Score: Raw -17594.330739 + Penalty 918.797343 = -16675.533396 nChanged 3 SP:Iteration 23Q (4.459491 sec): 3 clusters Score: Raw -17596.164112 + Penalty 919.597231 = -16676.566881 nChanged 5 SP:Iteration 24Q (4.460849 sec): 3 clusters Score: Raw -17598.071452 + Penalty 920.139108 = -16677.932344 nChanged 8 SP:Iteration 25Q (4.462173 sec): 3 clusters Score: Raw -17600.578368 + Penalty 920.923682 = -16679.654686 nChanged 4 SP:Iteration 26Q (4.463486 sec): 3 clusters Score: Raw -17603.034836 + Penalty 921.937765 = -16681.097071 nChanged 3 SP:Iteration 27Q (4.464796 sec): 3 clusters Score: Raw -17605.544100 + Penalty 922.144503 = -16683.399597 nChanged 3 SP:Iteration 28Q (4.466106 sec): 3 clusters Score: Raw -17606.207397 + Penalty 922.237581 = -16683.969816 nChanged 1 SP:Iteration 29Q (4.467412 sec): 3 clusters Score: Raw -17606.494766 + Penalty 922.371367 = -16684.123398 nChanged 1 SP:Iteration 30F (4.468768 sec): 3 clusters Score: Raw -17606.677396 + Penalty 922.655579 = -16684.021817 nChanged 1 SP:Iteration 31F (4.470112 sec): 3 clusters Score: Raw -17606.682748 + Penalty 922.655579 = -16684.027169 nChanged 0 Memory request: 0.00 GB would take us to total of 0.09 GB. Trying to split cluster 27 (275 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.471921 sec): 2 clusters Score: Raw -5984.177491 + Penalty 230.026106 = -5754.151385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.472641 sec): 3 clusters Score: Raw -5850.152506 + Penalty 468.984375 = -5381.168131 nChanged 94 SP:Iteration 1F (4.473343 sec): 3 clusters Score: Raw -5945.612085 + Penalty 495.316121 = -5450.295964 nChanged 32 SP:Iteration 2F (4.474043 sec): 3 clusters Score: Raw -5994.547494 + Penalty 511.803147 = -5482.744347 nChanged 11 SP:Iteration 3Q (4.474737 sec): 3 clusters Score: Raw -6009.329412 + Penalty 525.576743 = -5483.752669 nChanged 8 SP:Iteration 4Q (4.475420 sec): 3 clusters Score: Raw -6018.286568 + Penalty 538.621606 = -5479.664962 nChanged 6 SP:Iteration 5F (4.476106 sec): 3 clusters Score: Raw -6023.901963 + Penalty 542.180664 = -5481.721299 nChanged 1 SP:Iteration 6Q (4.476742 sec): 3 clusters Score: Raw -6024.454207 + Penalty 553.283569 = -5471.170638 nChanged 3 SP:Iteration 7F (4.477416 sec): 3 clusters Score: Raw -6027.660807 + Penalty 559.755686 = -5467.905121 nChanged 2 SP:Iteration 8F (4.478090 sec): 3 clusters Score: Raw -6029.138950 + Penalty 559.755686 = -5469.383263 nChanged 0 Time taken for this iteration:4.244544 seconds. 300->11 Clusters: Score -184940.136055, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 74 (time per iteration =60.671270 ms) Total iterations: 461 (time per iteration =9.738989 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 598254375.000000 (time per metric unit =7.504624ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 14956359375.000000 (time per metric unit=300.184951ps) That took 4.489674 seconds.