FileBase PeterP-2013-09-04_dataset1 ElecNo 20 UseFeatures DropLastNFeatures 0 UseDistributional 1 MaskStarts 300 MinClusters 100 MaxClusters 110 MaxPossibleClusters 500 nStarts 1 StartCluFile SplitEvery 100 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 FullStepEvery 10 MaxIter 10000 RandomSeed 654 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 Screen 1 PriorPoint 1 SaveSorted 1 SaveCovarianceMeans 0 UseMaskedInitialConditions 1 AssignToFirstClosestMask 1 RamLimitGB 0.000000 help 0 help 0 Setting RAM limit to total physical memory, 16.00 GB. WARNING: Not all physical memory will be available, but on Macs it is not possible to get the available physical memory. ------------------------------------------------------------------------- Using Distributional EM with Maskstarts NOTE: Maskstarts overides above values of MinClusters and MaxClusters MinClusters = 300 MaxClusters = 300 This run is expected to use between 0.18 and 0.26 GB of RAM. Memory request: 0.09 GB would take us to total of 0.09 GB. ---------------------------------------------------------- Loaded 18981 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 18981 points ------ Starting initial clusters from distinct float masks Not enough masks (140) to generate starting clusters (300), so starting with (141) clusters instead. Assigned 141 initial classes from 140 unique masks. Deleting Class 96 (2 points): Lose 27.909169 but Gain 1586.983296 Iteration 0F (1.795137 sec): 140 clusters Score: Raw -1090680.412112 + Penalty 117186.068853 = -973494.343258 nChanged 2386 Deleting Class 72 (1 points): Lose 18.100543 but Gain 1555.393706 Iteration 1F (3.015528 sec): 134 clusters Score: Raw -1093768.753849 + Penalty 111919.082384 = -981849.671464 nChanged 728 Deleting Class 98 (1 points): Lose 7.751737 but Gain 1534.063934 Iteration 2Q (3.160676 sec): 129 clusters Score: Raw -1095008.710394 + Penalty 109261.609855 = -985747.100538 nChanged 466 Deleting Class 32 (1 points): Lose 55.711956 but Gain 1502.609722 Iteration 3Q (3.280036 sec): 127 clusters Score: Raw -1095477.211217 + Penalty 109045.544459 = -986431.666758 nChanged 371 Deleting Class 124 (1 points): Lose 7.424486 but Gain 1442.149033 Iteration 4Q (3.391562 sec): 126 clusters Score: Raw -1095818.236295 + Penalty 107589.602821 = -988228.633475 nChanged 311 Deleting Class 140 (1 points): Lose 4.095712 but Gain 1404.605295 Iteration 5Q (3.491101 sec): 125 clusters Score: Raw -1096081.579548 + Penalty 106164.663641 = -989916.915907 nChanged 281 Deleting Class 101 (3 points): Lose 46.232077 but Gain 1431.478015 Iteration 6Q (3.584858 sec): 124 clusters Score: Raw -1096305.967226 + Penalty 104749.823881 = -991556.143345 nChanged 300 Deleting Class 114 (1 points): Lose 6.005596 but Gain 1387.137073 Iteration 7Q (3.677518 sec): 123 clusters Score: Raw -1096605.461583 + Penalty 103064.557430 = -993540.904153 nChanged 310 Deleting Class 100 (2 points): Lose 32.351957 but Gain 1389.958052 Iteration 8Q (3.769048 sec): 121 clusters Score: Raw -1096907.921797 + Penalty 101721.045241 = -995186.876557 nChanged 230 Deleting Class 110 (1 points): Lose 4.757696 but Gain 1359.923738 Iteration 9Q (3.854378 sec): 120 clusters Score: Raw -1097112.708618 + Penalty 100423.572719 = -996689.135900 nChanged 188 Deleting Class 113 (2 points): Lose 22.467442 but Gain 1376.342199 Iteration 10F (4.893057 sec): 119 clusters Score: Raw -1097195.423640 + Penalty 99056.886051 = -998138.537588 nChanged 148 Deleting Class 126 (1 points): Lose 4.566231 but Gain 1332.037515 Iteration 11Q (4.977423 sec): 118 clusters Score: Raw -1097263.572066 + Penalty 97744.773145 = -999518.798921 nChanged 127 Deleting Class 127 (1 points): Lose 9.421661 but Gain 1327.880177 Iteration 12Q (5.060850 sec): 117 clusters Score: Raw -1097327.277800 + Penalty 96484.068746 = -1000843.209054 nChanged 103 Deleting Class 99 (3 points): Lose 46.551344 but Gain 1358.094303 Iteration 13Q (5.142330 sec): 116 clusters Score: Raw -1097327.430994 + Penalty 95259.585339 = -1002067.845655 nChanged 62 Deleting Class 71 (4 points): Lose 47.072656 but Gain 1340.077087 Iteration 14Q (5.220994 sec): 115 clusters Score: Raw -1097330.302963 + Penalty 93955.728725 = -1003374.574239 nChanged 48 Deleting Class 135 (1 points): Lose 10.431456 but Gain 1287.708900 Iteration 15Q (5.299105 sec): 114 clusters Score: Raw -1097348.530527 + Penalty 92696.631288 = -1004651.899238 nChanged 28 Deleting Class 45 (8 points): Lose 150.178749 but Gain 1394.730647 Iteration 16Q (5.376050 sec): 113 clusters Score: Raw -1097209.040640 + Penalty 91413.147846 = -1005795.892794 nChanged 30 Deleting Class 139 (1 points): Lose 8.080317 but Gain 1250.234545 Iteration 17Q (5.453327 sec): 112 clusters Score: Raw -1097246.135614 + Penalty 90174.864937 = -1007071.270677 nChanged 22 Deleting Class 91 (1 points): Lose 7.763648 but Gain 1247.972375 Iteration 18Q (5.529424 sec): 111 clusters Score: Raw -1097249.580942 + Penalty 89024.115678 = -1008225.465265 nChanged 22 Deleting Class 120 (3 points): Lose 55.334609 but Gain 1232.040609 Iteration 19Q (5.605267 sec): 110 clusters Score: Raw -1097217.088247 + Penalty 87830.867520 = -1009386.220727 nChanged 25 Writing temp clu file Memory request: 0.09 GB would take us to total of 0.18 GB. Compute initial score before splitting: Score: Raw -1097217.088247 + Penalty 87830.867520 = -1009386.220727Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 1 (997 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.679494 sec): 2 clusters Score: Raw -60781.303040 + Penalty 190.555066 = -60590.747975 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.681437 sec): 3 clusters Score: Raw -60166.785066 + Penalty 391.944418 = -59774.840648 nChanged 449 SP:Iteration 1F (5.683342 sec): 3 clusters Score: Raw -60451.469244 + Penalty 406.150696 = -60045.318548 nChanged 135 SP:Iteration 2F (5.685240 sec): 3 clusters Score: Raw -60542.578070 + Penalty 441.120960 = -60101.457110 nChanged 100 SP:Iteration 3F (5.687139 sec): 3 clusters Score: Raw -60675.430177 + Penalty 476.420044 = -60199.010133 nChanged 55 SP:Iteration 4F (5.689036 sec): 3 clusters Score: Raw -60760.060771 + Penalty 481.217364 = -60278.843408 nChanged 20 SP:Iteration 5Q (5.690775 sec): 3 clusters Score: Raw -60768.255431 + Penalty 483.338965 = -60284.916466 nChanged 6 SP:Iteration 6Q (5.692489 sec): 3 clusters Score: Raw -60771.858996 + Penalty 483.487245 = -60288.371751 nChanged 4 SP:Iteration 7Q (5.694232 sec): 3 clusters Score: Raw -60772.883278 + Penalty 483.487245 = -60289.396033 nChanged 0 SP:Iteration 8F (5.696168 sec): 3 clusters Score: Raw -60772.883278 + Penalty 483.487245 = -60289.396033 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 2 (178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.697502 sec): 2 clusters Score: Raw -10778.131780 + Penalty 303.330071 = -10474.801709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.698034 sec): 3 clusters Score: Raw -10720.587678 + Penalty 606.242030 = -10114.345649 nChanged 48 SP:Iteration 1F (5.698556 sec): 3 clusters Score: Raw -10768.835692 + Penalty 607.255327 = -10161.580365 nChanged 18 SP:Iteration 2F (5.699079 sec): 3 clusters Score: Raw -10789.024072 + Penalty 608.083361 = -10180.940711 nChanged 10 SP:Iteration 3F (5.699592 sec): 3 clusters Score: Raw -10807.086531 + Penalty 608.129116 = -10198.957415 nChanged 2 SP:Iteration 4Q (5.700092 sec): 3 clusters Score: Raw -10809.268412 + Penalty 608.822384 = -10200.446029 nChanged 2 SP:Iteration 5Q (5.700593 sec): 3 clusters Score: Raw -10810.726482 + Penalty 609.226580 = -10201.499902 nChanged 1 SP:Iteration 6Q (5.701091 sec): 3 clusters Score: Raw -10811.166186 + Penalty 609.675523 = -10201.490664 nChanged 1 SP:Iteration 7F (5.701606 sec): 3 clusters Score: Raw -10811.449374 + Penalty 609.675523 = -10201.773851 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 3 (197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.702996 sec): 2 clusters Score: Raw -13155.911963 + Penalty 417.830561 = -12738.081402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.703570 sec): 3 clusters Score: Raw -13104.247358 + Penalty 833.391647 = -12270.855711 nChanged 46 SP:Iteration 1F (5.704122 sec): 3 clusters Score: Raw -13154.695995 + Penalty 835.286395 = -12319.409600 nChanged 13 SP:Iteration 2F (5.704672 sec): 3 clusters Score: Raw -13169.718760 + Penalty 838.562070 = -12331.156690 nChanged 8 SP:Iteration 3Q (5.705245 sec): 3 clusters Score: Raw -13181.270367 + Penalty 841.623684 = -12339.646683 nChanged 7 SP:Iteration 4Q (5.705795 sec): 3 clusters Score: Raw -13189.893504 + Penalty 841.994577 = -12347.898927 nChanged 4 SP:Iteration 5Q (5.706345 sec): 3 clusters Score: Raw -13196.941453 + Penalty 843.233957 = -12353.707496 nChanged 3 SP:Iteration 6Q (5.706890 sec): 3 clusters Score: Raw -13202.977718 + Penalty 843.467406 = -12359.510312 nChanged 2 SP:Iteration 7Q (5.707435 sec): 3 clusters Score: Raw -13204.767133 + Penalty 843.870601 = -12360.896532 nChanged 2 SP:Iteration 8Q (5.707976 sec): 3 clusters Score: Raw -13208.170975 + Penalty 846.599608 = -12361.571366 nChanged 2 SP:Iteration 9Q (5.708517 sec): 3 clusters Score: Raw -13209.965592 + Penalty 847.948240 = -12362.017352 nChanged 1 SP:Iteration 10F (5.709085 sec): 3 clusters Score: Raw -13210.705298 + Penalty 850.595623 = -12360.109675 nChanged 2 SP:Iteration 11F (5.709649 sec): 3 clusters Score: Raw -13213.275385 + Penalty 850.595623 = -12362.679763 nChanged 0 Memory request: 0.03 GB would take us to total of 0.20 GB. Trying to split cluster 4 (5014 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.734235 sec): 2 clusters Score: Raw -306153.699570 + Penalty 150.886713 = -306002.812857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.743491 sec): 3 clusters Score: Raw -302859.180431 + Penalty 307.247697 = -302551.932734 nChanged 2345 SP:Iteration 1F (5.752909 sec): 3 clusters Score: Raw -304415.199782 + Penalty 312.419010 = -304102.780773 nChanged 510 SP:Iteration 2F (5.761840 sec): 3 clusters Score: Raw -304721.798422 + Penalty 317.777630 = -304404.020792 nChanged 400 SP:Iteration 3F (5.770783 sec): 3 clusters Score: Raw -304995.609131 + Penalty 323.916676 = -304671.692455 nChanged 334 SP:Iteration 4F (5.779685 sec): 3 clusters Score: Raw -305239.017235 + Penalty 328.133245 = -304910.883990 nChanged 207 SP:Iteration 5Q (5.788486 sec): 3 clusters Score: Raw -305414.825626 + Penalty 330.500460 = -305084.325166 nChanged 150 SP:Iteration 6Q (5.797030 sec): 3 clusters Score: Raw -305511.012101 + Penalty 333.247605 = -305177.764496 nChanged 122 SP:Iteration 7Q (5.805463 sec): 3 clusters Score: Raw -305586.957516 + Penalty 335.600092 = -305251.357425 nChanged 120 SP:Iteration 8Q (5.814116 sec): 3 clusters Score: Raw -305653.157530 + Penalty 336.646184 = -305316.511347 nChanged 117 SP:Iteration 9Q (5.822266 sec): 3 clusters Score: Raw -305718.222768 + Penalty 339.700053 = -305378.522715 nChanged 112 SP:Iteration 10F (5.831324 sec): 3 clusters Score: Raw -305774.997574 + Penalty 341.663475 = -305433.334099 nChanged 94 SP:Iteration 11Q (5.839221 sec): 3 clusters Score: Raw -305821.388044 + Penalty 343.769787 = -305477.618257 nChanged 89 SP:Iteration 12Q (5.847000 sec): 3 clusters Score: Raw -305866.102895 + Penalty 351.115639 = -305514.987256 nChanged 96 SP:Iteration 13Q (5.854626 sec): 3 clusters Score: Raw -305921.542438 + Penalty 358.044869 = -305563.497569 nChanged 80 SP:Iteration 14Q (5.862157 sec): 3 clusters Score: Raw -305967.857599 + Penalty 362.231473 = -305605.626126 nChanged 67 SP:Iteration 15Q (5.869590 sec): 3 clusters Score: Raw -306008.967971 + Penalty 365.434386 = -305643.533585 nChanged 50 SP:Iteration 16Q (5.876906 sec): 3 clusters Score: Raw -306036.813715 + Penalty 370.332516 = -305666.481199 nChanged 40 SP:Iteration 17Q (5.884142 sec): 3 clusters Score: Raw -306057.238362 + Penalty 370.272280 = -305686.966082 nChanged 36 SP:Iteration 18Q (5.891295 sec): 3 clusters Score: Raw -306077.687251 + Penalty 367.737678 = -305709.949573 nChanged 33 SP:Iteration 19Q (5.898588 sec): 3 clusters Score: Raw -306095.791319 + Penalty 372.451574 = -305723.339746 nChanged 26 SP:Iteration 20F (5.907515 sec): 3 clusters Score: Raw -306113.133317 + Penalty 383.552257 = -305729.581060 nChanged 26 SP:Iteration 21Q (5.914805 sec): 3 clusters Score: Raw -306132.374771 + Penalty 390.871656 = -305741.503115 nChanged 22 SP:Iteration 22Q (5.921902 sec): 3 clusters Score: Raw -306149.331354 + Penalty 393.058388 = -305756.272965 nChanged 17 SP:Iteration 23Q (5.928972 sec): 3 clusters Score: Raw -306160.544286 + Penalty 400.724106 = -305759.820179 nChanged 12 SP:Iteration 24Q (5.935998 sec): 3 clusters Score: Raw -306168.048740 + Penalty 400.991375 = -305767.057365 nChanged 12 SP:Iteration 25Q (5.942940 sec): 3 clusters Score: Raw -306175.494561 + Penalty 393.404243 = -305782.090318 nChanged 3 SP:Iteration 26Q (5.949832 sec): 3 clusters Score: Raw -306176.118767 + Penalty 392.596328 = -305783.522439 nChanged 2 SP:Iteration 27Q (5.956720 sec): 3 clusters Score: Raw -306176.701769 + Penalty 388.868268 = -305787.833501 nChanged 3 SP:Iteration 28Q (5.963593 sec): 3 clusters Score: Raw -306178.153538 + Penalty 366.184939 = -305811.968599 nChanged 3 SP:Iteration 29Q (5.970483 sec): 3 clusters Score: Raw -306179.769208 + Penalty 343.794647 = -305835.974561 nChanged 2 SP:Iteration 30F (5.979329 sec): 3 clusters Score: Raw -306180.128395 + Penalty 316.814175 = -305863.314220 nChanged 3 SP:Iteration 31Q (5.986239 sec): 3 clusters Score: Raw -306183.057185 + Penalty 316.814175 = -305866.243010 nChanged 0 SP:Iteration 32F (5.995067 sec): 3 clusters Score: Raw -306183.057185 + Penalty 316.814175 = -305866.243010 nChanged 0 Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 5 (1662 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.006553 sec): 2 clusters Score: Raw -99968.351460 + Penalty 131.406801 = -99836.944658 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.009654 sec): 3 clusters Score: Raw -98937.770779 + Penalty 260.948491 = -98676.822288 nChanged 749 SP:Iteration 1F (6.012729 sec): 3 clusters Score: Raw -99452.655243 + Penalty 267.862103 = -99184.793140 nChanged 198 SP:Iteration 2F (6.015923 sec): 3 clusters Score: Raw -99632.669495 + Penalty 276.048841 = -99356.620654 nChanged 134 SP:Iteration 3F (6.019230 sec): 3 clusters Score: Raw -99773.259116 + Penalty 284.304795 = -99488.954321 nChanged 88 SP:Iteration 4F (6.022313 sec): 3 clusters Score: Raw -99866.643295 + Penalty 288.710339 = -99577.932957 nChanged 48 SP:Iteration 5Q (6.025163 sec): 3 clusters Score: Raw -99900.239513 + Penalty 291.909577 = -99608.329936 nChanged 21 SP:Iteration 6Q (6.027969 sec): 3 clusters Score: Raw -99907.507367 + Penalty 293.652060 = -99613.855307 nChanged 12 SP:Iteration 7Q (6.030764 sec): 3 clusters Score: Raw -99912.127320 + Penalty 295.616715 = -99616.510605 nChanged 10 SP:Iteration 8Q (6.033525 sec): 3 clusters Score: Raw -99915.772293 + Penalty 297.309838 = -99618.462454 nChanged 9 SP:Iteration 9Q (6.036270 sec): 3 clusters Score: Raw -99918.237620 + Penalty 298.685006 = -99619.552614 nChanged 5 SP:Iteration 10F (6.039304 sec): 3 clusters Score: Raw -99918.875576 + Penalty 299.740763 = -99619.134813 nChanged 4 SP:Iteration 11F (6.042335 sec): 3 clusters Score: Raw -99919.160279 + Penalty 300.728062 = -99618.432217 nChanged 4 SP:Iteration 12F (6.045388 sec): 3 clusters Score: Raw -99919.979563 + Penalty 300.735711 = -99619.243852 nChanged 6 SP:Iteration 13Q (6.048109 sec): 3 clusters Score: Raw -99920.848487 + Penalty 302.737162 = -99618.111326 nChanged 7 SP:Iteration 14F (6.051168 sec): 3 clusters Score: Raw -99921.848509 + Penalty 303.862819 = -99617.985690 nChanged 7 SP:Iteration 15F (6.054208 sec): 3 clusters Score: Raw -99922.977935 + Penalty 306.410527 = -99616.567408 nChanged 9 SP:Iteration 16F (6.057299 sec): 3 clusters Score: Raw -99924.291552 + Penalty 308.470927 = -99615.820625 nChanged 12 SP:Iteration 17F (6.060326 sec): 3 clusters Score: Raw -99927.034065 + Penalty 311.426007 = -99615.608057 nChanged 14 SP:Iteration 18F (6.063359 sec): 3 clusters Score: Raw -99930.727495 + Penalty 314.631778 = -99616.095717 nChanged 13 SP:Iteration 19Q (6.066047 sec): 3 clusters Score: Raw -99933.838001 + Penalty 316.574027 = -99617.263974 nChanged 10 SP:Iteration 20F (6.069078 sec): 3 clusters Score: Raw -99936.459758 + Penalty 319.038464 = -99617.421294 nChanged 11 SP:Iteration 21Q (6.071786 sec): 3 clusters Score: Raw -99940.170179 + Penalty 319.043934 = -99621.126246 nChanged 12 SP:Iteration 22Q (6.074444 sec): 3 clusters Score: Raw -99944.953964 + Penalty 322.232544 = -99622.721420 nChanged 20 SP:Iteration 23Q (6.077086 sec): 3 clusters Score: Raw -99956.381205 + Penalty 326.523115 = -99629.858090 nChanged 20 SP:Iteration 24Q (6.079702 sec): 3 clusters Score: Raw -99968.556144 + Penalty 328.553939 = -99640.002204 nChanged 19 SP:Iteration 25Q (6.082307 sec): 3 clusters Score: Raw -99981.389851 + Penalty 333.183222 = -99648.206629 nChanged 11 SP:Iteration 26Q (6.084847 sec): 3 clusters Score: Raw -99987.765783 + Penalty 333.976027 = -99653.789756 nChanged 3 SP:Iteration 27Q (6.087361 sec): 3 clusters Score: Raw -99990.276566 + Penalty 334.605227 = -99655.671339 nChanged 1 SP:Iteration 28Q (6.089858 sec): 3 clusters Score: Raw -99990.347798 + Penalty 335.728717 = -99654.619081 nChanged 1 SP:Iteration 29F (6.092921 sec): 3 clusters Score: Raw -99990.396678 + Penalty 337.608573 = -99652.788105 nChanged 2 SP:Iteration 30F (6.095977 sec): 3 clusters Score: Raw -99990.767473 + Penalty 337.608573 = -99653.158900 nChanged 0 Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 6 (1412 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.102163 sec): 2 clusters Score: Raw -88521.984719 + Penalty 317.054704 = -88204.930015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.104820 sec): 3 clusters Score: Raw -87703.042202 + Penalty 632.883403 = -87070.158799 nChanged 607 SP:Iteration 1F (6.107440 sec): 3 clusters Score: Raw -88061.818766 + Penalty 635.649838 = -87426.168928 nChanged 167 SP:Iteration 2F (6.110053 sec): 3 clusters Score: Raw -88160.808516 + Penalty 640.783073 = -87520.025442 nChanged 98 SP:Iteration 3F (6.112660 sec): 3 clusters Score: Raw -88204.900874 + Penalty 645.068964 = -87559.831910 nChanged 56 SP:Iteration 4Q (6.115311 sec): 3 clusters Score: Raw -88229.598546 + Penalty 646.835780 = -87582.762766 nChanged 39 SP:Iteration 5Q (6.118068 sec): 3 clusters Score: Raw -88249.139997 + Penalty 651.964035 = -87597.175962 nChanged 48 SP:Iteration 6Q (6.120900 sec): 3 clusters Score: Raw -88281.004898 + Penalty 653.897685 = -87627.107213 nChanged 47 SP:Iteration 7Q (6.123590 sec): 3 clusters Score: Raw -88319.025844 + Penalty 658.885254 = -87660.140591 nChanged 46 SP:Iteration 8Q (6.126195 sec): 3 clusters Score: Raw -88367.301782 + Penalty 660.398790 = -87706.902992 nChanged 43 SP:Iteration 9Q (6.128800 sec): 3 clusters Score: Raw -88408.036417 + Penalty 667.646230 = -87740.390187 nChanged 35 SP:Iteration 10F (6.131407 sec): 3 clusters Score: Raw -88439.617910 + Penalty 673.677753 = -87765.940157 nChanged 29 SP:Iteration 11Q (6.133887 sec): 3 clusters Score: Raw -88466.850748 + Penalty 674.442090 = -87792.408657 nChanged 23 SP:Iteration 12Q (6.136256 sec): 3 clusters Score: Raw -88489.489458 + Penalty 675.861224 = -87813.628233 nChanged 11 SP:Iteration 13Q (6.138547 sec): 3 clusters Score: Raw -88500.087892 + Penalty 677.340815 = -87822.747077 nChanged 10 SP:Iteration 14Q (6.140796 sec): 3 clusters Score: Raw -88509.425929 + Penalty 679.162213 = -87830.263716 nChanged 7 SP:Iteration 15Q (6.143009 sec): 3 clusters Score: Raw -88514.790423 + Penalty 678.256592 = -87836.533831 nChanged 1 SP:Iteration 16Q (6.145243 sec): 3 clusters Score: Raw -88514.928677 + Penalty 677.295356 = -87837.633321 nChanged 2 SP:Iteration 17Q (6.147467 sec): 3 clusters Score: Raw -88516.146166 + Penalty 677.956725 = -87838.189442 nChanged 1 SP:Iteration 18Q (6.149665 sec): 3 clusters Score: Raw -88517.406850 + Penalty 677.739881 = -87839.666969 nChanged 1 SP:Iteration 19Q (6.151856 sec): 3 clusters Score: Raw -88517.709044 + Penalty 678.326285 = -87839.382759 nChanged 1 SP:Iteration 20F (6.154467 sec): 3 clusters Score: Raw -88518.000568 + Penalty 676.923613 = -87841.076955 nChanged 1 SP:Iteration 21Q (6.156659 sec): 3 clusters Score: Raw -88518.845497 + Penalty 674.213159 = -87844.632338 nChanged 2 SP:Iteration 22Q (6.158846 sec): 3 clusters Score: Raw -88519.641255 + Penalty 672.290837 = -87847.350418 nChanged 1 SP:Iteration 23Q (6.161031 sec): 3 clusters Score: Raw -88520.269515 + Penalty 672.290837 = -87847.978678 nChanged 0 SP:Iteration 24F (6.163629 sec): 3 clusters Score: Raw -88520.269515 + Penalty 672.290837 = -87847.978678 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 7 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.164292 sec): 2 clusters Score: Raw -2059.729906 + Penalty 352.739269 = -1706.990637 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.164564 sec): 3 clusters Score: Raw -2091.168741 + Penalty 705.762890 = -1385.405851 nChanged 0 Memory request: 0.02 GB would take us to total of 0.19 GB. Trying to split cluster 8 (3045 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6.173877 sec): 2 clusters Score: Raw -184023.351433 + Penalty 91.994450 = -183931.356984 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6.179445 sec): 3 clusters Score: Raw -182042.696714 + Penalty 183.583139 = -181859.113576 nChanged 1436 SP:Iteration 1F (6.184916 sec): 3 clusters Score: Raw -183179.561533 + Penalty 182.445741 = -182997.115792 nChanged 380 SP:Iteration 2F (6.190342 sec): 3 clusters Score: Raw -183468.928107 + Penalty 181.564546 = -183287.363560 nChanged 239 SP:Iteration 3F (6.195758 sec): 3 clusters Score: Raw -183613.708285 + Penalty 180.106773 = -183433.601512 nChanged 153 SP:Iteration 4F (6.201165 sec): 3 clusters Score: Raw -183711.709573 + Penalty 178.978602 = -183532.730971 nChanged 116 SP:Iteration 5Q (6.206645 sec): 3 clusters Score: Raw -183798.838627 + Penalty 177.539826 = -183621.298801 nChanged 109 SP:Iteration 6Q (6.212056 sec): 3 clusters Score: Raw -183858.274223 + Penalty 174.708619 = -183683.565603 nChanged 93 SP:Iteration 7Q (6.217446 sec): 3 clusters Score: Raw -183899.124788 + Penalty 172.502384 = -183726.622405 nChanged 53 SP:Iteration 8Q (6.223032 sec): 3 clusters Score: Raw -183917.014715 + Penalty 170.563400 = -183746.451315 nChanged 27 SP:Iteration 9Q (6.228242 sec): 3 clusters Score: Raw -183926.312198 + Penalty 169.761637 = -183756.550562 nChanged 30 SP:Iteration 10F (6.233678 sec): 3 clusters Score: Raw -183937.005706 + Penalty 168.204404 = -183768.801302 nChanged 21 SP:Iteration 11Q (6.238794 sec): 3 clusters Score: Raw -183943.437026 + Penalty 167.508699 = -183775.928326 nChanged 16 SP:Iteration 12Q (6.243838 sec): 3 clusters Score: Raw -183945.770338 + Penalty 167.284542 = -183778.485796 nChanged 12 SP:Iteration 13Q (6.248898 sec): 3 clusters Score: Raw -183947.663882 + Penalty 167.171902 = -183780.491980 nChanged 13 SP:Iteration 14Q (6.253900 sec): 3 clusters Score: Raw -183949.700677 + Penalty 166.597843 = -183783.102834 nChanged 16 SP:Iteration 15Q (6.258929 sec): 3 clusters Score: Raw -183951.664140 + Penalty 165.730826 = -183785.933314 nChanged 18 SP:Iteration 16Q (6.263923 sec): 3 clusters Score: Raw -183955.048318 + Penalty 164.432446 = -183790.615871 nChanged 21 SP:Iteration 17Q (6.268910 sec): 3 clusters Score: Raw -183958.534867 + Penalty 163.355315 = -183795.179552 nChanged 19 SP:Iteration 18Q (6.273890 sec): 3 clusters Score: Raw -183961.692059 + Penalty 162.234199 = -183799.457860 nChanged 17 SP:Iteration 19Q (6.278900 sec): 3 clusters Score: Raw -183964.888634 + Penalty 160.870456 = -183804.018177 nChanged 17 SP:Iteration 20F (6.284317 sec): 3 clusters Score: Raw -183971.439861 + Penalty 157.914882 = -183813.524979 nChanged 25 SP:Iteration 21Q (6.289251 sec): 3 clusters Score: Raw -183982.998618 + Penalty 155.465549 = -183827.533070 nChanged 28 SP:Iteration 22Q (6.294140 sec): 3 clusters Score: Raw -183997.457150 + Penalty 154.541745 = -183842.915405 nChanged 23 SP:Iteration 23Q (6.298953 sec): 3 clusters Score: Raw -184010.020620 + Penalty 151.957894 = -183858.062725 nChanged 17 SP:Iteration 24Q (6.303691 sec): 3 clusters Score: Raw -184018.527828 + Penalty 150.967783 = -183867.560045 nChanged 13 SP:Iteration 25Q (6.308416 sec): 3 clusters Score: Raw -184024.840516 + Penalty 150.758208 = -183874.082308 nChanged 9 SP:Iteration 26Q (6.313115 sec): 3 clusters Score: Raw -184028.526601 + Penalty 148.752262 = -183879.774339 nChanged 12 SP:Iteration 27Q (6.317755 sec): 3 clusters Score: Raw -184033.540200 + Penalty 147.723022 = -183885.817179 nChanged 11 SP:Iteration 28Q (6.322410 sec): 3 clusters Score: Raw -184036.962586 + Penalty 146.071028 = -183890.891558 nChanged 18 SP:Iteration 29Q (6.327157 sec): 3 clusters Score: Raw -184043.554900 + Penalty 144.342767 = -183899.212133 nChanged 20 SP:Iteration 30F (6.332604 sec): 3 clusters Score: Raw -184049.666456 + Penalty 142.281573 = -183907.384883 nChanged 17 SP:Iteration 31Q (6.337126 sec): 3 clusters Score: Raw -184055.588946 + Penalty 142.438979 = -183913.149967 nChanged 20 SP:Iteration 32Q (6.341645 sec): 3 clusters Score: Raw -184062.827613 + Penalty 142.301852 = -183920.525761 nChanged 16 SP:Iteration 33Q (6.346026 sec): 3 clusters Score: Raw -184067.987344 + Penalty 142.756355 = -183925.230989 nChanged 15 SP:Iteration 34Q (6.350423 sec): 3 clusters Score: Raw -184071.971281 + Penalty 143.442305 = -183928.528976 nChanged 10 SP:Iteration 35Q (6.354817 sec): 3 clusters Score: Raw -184074.488815 + Penalty 144.050844 = -183930.437972 nChanged 7 SP:Iteration 36Q (6.359197 sec): 3 clusters Score: Raw -184076.166786 + Penalty 144.054038 = -183932.112748 nChanged 4 SP:Iteration 37Q (6.363557 sec): 3 clusters Score: Raw -184077.006248 + Penalty 142.541338 = -183934.464910 nChanged 4 SP:Iteration 38Q (6.367880 sec): 3 clusters Score: Raw -184078.084652 + Penalty 142.481619 = -183935.603033 nChanged 5 SP:Iteration 39Q (6.372169 sec): 3 clusters Score: Raw -184079.591868 + Penalty 142.582756 = -183937.009113 nChanged 4 SP:Iteration 40F (6.377136 sec): 3 clusters Score: Raw -184082.459810 + Penalty 142.728360 = -183939.731450 nChanged 1 SP:Iteration 41Q (6.381388 sec): 3 clusters Score: Raw -184082.602348 + Penalty 142.879605 = -183939.722743 nChanged 1 SP:Iteration 42F (6.386352 sec): 3 clusters Score: Raw -184083.014552 + Penalty 142.879605 = -183940.134947 nChanged 0 Score: Raw -1113825.203683 + Penalty 87893.361413 = -1025931.842270 Splitting cluster 8 changes total score from -1009386.220727 to -1025931.842270 So it's getting split into cluster 32. Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 9 (86 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.340204 sec): 2 clusters Score: Raw -5447.860143 + Penalty 244.073339 = -5203.786804 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.340587 sec): 3 clusters Score: Raw -5440.773688 + Penalty 487.385589 = -4953.388099 nChanged 14 SP:Iteration 1F (7.340957 sec): 3 clusters Score: Raw -5460.774530 + Penalty 488.721869 = -4972.052661 nChanged 4 SP:Iteration 2Q (7.341314 sec): 3 clusters Score: Raw -5467.386165 + Penalty 492.825553 = -4974.560612 nChanged 4 SP:Iteration 3Q (7.341700 sec): 3 clusters Score: Raw -5472.203172 + Penalty 497.980242 = -4974.222930 nChanged 2 SP:Iteration 4F (7.342067 sec): 3 clusters Score: Raw -5473.937775 + Penalty 500.689726 = -4973.248050 nChanged 1 SP:Iteration 5F (7.342428 sec): 3 clusters Score: Raw -5474.281643 + Penalty 500.689726 = -4973.591918 nChanged 0 Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 10 (1893 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.351369 sec): 2 clusters Score: Raw -113166.490879 + Penalty 62.345728 = -113104.145152 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.354878 sec): 3 clusters Score: Raw -111915.118811 + Penalty 133.370148 = -111781.748663 nChanged 919 SP:Iteration 1F (7.358303 sec): 3 clusters Score: Raw -112577.463470 + Penalty 140.366696 = -112437.096774 nChanged 232 SP:Iteration 2F (7.361755 sec): 3 clusters Score: Raw -112842.988440 + Penalty 167.529981 = -112675.458459 nChanged 177 SP:Iteration 3F (7.365155 sec): 3 clusters Score: Raw -113067.756651 + Penalty 179.015012 = -112888.741639 nChanged 53 SP:Iteration 4Q (7.368587 sec): 3 clusters Score: Raw -113137.756202 + Penalty 168.615773 = -112969.140430 nChanged 15 SP:Iteration 5Q (7.371412 sec): 3 clusters Score: Raw -113146.836093 + Penalty 174.139392 = -112972.696701 nChanged 8 SP:Iteration 6Q (7.374160 sec): 3 clusters Score: Raw -113153.284309 + Penalty 175.079289 = -112978.205020 nChanged 4 SP:Iteration 7Q (7.376913 sec): 3 clusters Score: Raw -113156.451185 + Penalty 181.330039 = -112975.121146 nChanged 7 SP:Iteration 8F (7.380328 sec): 3 clusters Score: Raw -113160.667238 + Penalty 188.091429 = -112972.575809 nChanged 4 SP:Iteration 9F (7.383741 sec): 3 clusters Score: Raw -113161.530698 + Penalty 194.278293 = -112967.252405 nChanged 3 SP:Iteration 10F (7.387155 sec): 3 clusters Score: Raw -113162.100214 + Penalty 202.981557 = -112959.118657 nChanged 4 SP:Iteration 11F (7.390564 sec): 3 clusters Score: Raw -113163.926348 + Penalty 215.827746 = -112948.098602 nChanged 7 SP:Iteration 12F (7.393982 sec): 3 clusters Score: Raw -113166.902725 + Penalty 208.890350 = -112958.012375 nChanged 2 SP:Iteration 13Q (7.396697 sec): 3 clusters Score: Raw -113167.691939 + Penalty 217.986962 = -112949.704976 nChanged 3 SP:Iteration 14F (7.400083 sec): 3 clusters Score: Raw -113171.040921 + Penalty 226.971037 = -112944.069883 nChanged 1 SP:Iteration 15F (7.403468 sec): 3 clusters Score: Raw -113173.732550 + Penalty 234.223793 = -112939.508756 nChanged 1 SP:Iteration 16F (7.406853 sec): 3 clusters Score: Raw -113175.450705 + Penalty 234.223793 = -112941.226911 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 11 (161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.408514 sec): 2 clusters Score: Raw -10272.892434 + Penalty 274.667448 = -9998.224986 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.409034 sec): 3 clusters Score: Raw -10205.172766 + Penalty 552.488273 = -9652.684493 nChanged 43 SP:Iteration 1F (7.409522 sec): 3 clusters Score: Raw -10248.509910 + Penalty 561.811580 = -9686.698330 nChanged 14 SP:Iteration 2F (7.410012 sec): 3 clusters Score: Raw -10261.887802 + Penalty 559.712076 = -9702.175727 nChanged 4 SP:Iteration 3Q (7.410495 sec): 3 clusters Score: Raw -10265.328913 + Penalty 561.816945 = -9703.511968 nChanged 2 SP:Iteration 4Q (7.410979 sec): 3 clusters Score: Raw -10266.752823 + Penalty 561.816945 = -9704.935879 nChanged 0 SP:Iteration 5F (7.411464 sec): 3 clusters Score: Raw -10266.752823 + Penalty 561.816945 = -9704.935879 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 12 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.412312 sec): 2 clusters Score: Raw -330.286972 + Penalty 104.011403 = -226.275569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.412520 sec): 2 clusters Score: Raw -330.286972 + Penalty 104.011403 = -226.275569 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 13 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.413436 sec): 2 clusters Score: Raw -2567.335357 + Penalty 485.516782 = -2081.818575 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.413749 sec): 3 clusters Score: Raw -2675.868441 + Penalty 973.587575 = -1702.280866 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 14 (604 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.417302 sec): 2 clusters Score: Raw -36209.879763 + Penalty 172.538838 = -36037.340925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.418568 sec): 3 clusters Score: Raw -35876.834474 + Penalty 370.748862 = -35506.085612 nChanged 247 SP:Iteration 1F (7.419834 sec): 3 clusters Score: Raw -36104.983831 + Penalty 393.012780 = -35711.971052 nChanged 76 SP:Iteration 2F (7.421095 sec): 3 clusters Score: Raw -36176.719793 + Penalty 401.522413 = -35775.197380 nChanged 27 SP:Iteration 3Q (7.422356 sec): 3 clusters Score: Raw -36198.268044 + Penalty 404.419696 = -35793.848348 nChanged 14 SP:Iteration 4Q (7.423690 sec): 3 clusters Score: Raw -36207.365837 + Penalty 399.877101 = -35807.488736 nChanged 10 SP:Iteration 5Q (7.424942 sec): 3 clusters Score: Raw -36214.703349 + Penalty 401.133279 = -35813.570070 nChanged 8 SP:Iteration 6Q (7.426196 sec): 3 clusters Score: Raw -36220.463066 + Penalty 398.585206 = -35821.877860 nChanged 5 SP:Iteration 7Q (7.427464 sec): 3 clusters Score: Raw -36227.020207 + Penalty 390.539836 = -35836.480371 nChanged 6 SP:Iteration 8Q (7.428700 sec): 3 clusters Score: Raw -36234.818624 + Penalty 389.235188 = -35845.583436 nChanged 1 SP:Iteration 9Q (7.429882 sec): 3 clusters Score: Raw -36236.377847 + Penalty 390.771482 = -35845.606365 nChanged 1 SP:Iteration 10F (7.431129 sec): 3 clusters Score: Raw -36237.204146 + Penalty 390.771482 = -35846.432664 nChanged 0 Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 15 (2288 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.442804 sec): 2 clusters Score: Raw -137408.225846 + Penalty 214.957894 = -137193.267952 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.447060 sec): 3 clusters Score: Raw -135928.200329 + Penalty 421.105179 = -135507.095150 nChanged 991 SP:Iteration 1F (7.451480 sec): 3 clusters Score: Raw -136454.940190 + Penalty 405.899125 = -136049.041065 nChanged 342 SP:Iteration 2F (7.455648 sec): 3 clusters Score: Raw -136697.926097 + Penalty 397.567225 = -136300.358872 nChanged 188 SP:Iteration 3F (7.459787 sec): 3 clusters Score: Raw -136812.087579 + Penalty 392.823066 = -136419.264513 nChanged 103 SP:Iteration 4Q (7.463930 sec): 3 clusters Score: Raw -136869.671317 + Penalty 388.336595 = -136481.334722 nChanged 86 SP:Iteration 5Q (7.468071 sec): 3 clusters Score: Raw -136929.692134 + Penalty 385.696280 = -136543.995855 nChanged 103 SP:Iteration 6Q (7.472529 sec): 3 clusters Score: Raw -137011.475683 + Penalty 381.671336 = -136629.804347 nChanged 88 SP:Iteration 7Q (7.476871 sec): 3 clusters Score: Raw -137076.540832 + Penalty 378.056903 = -136698.483930 nChanged 68 SP:Iteration 8Q (7.481020 sec): 3 clusters Score: Raw -137117.120382 + Penalty 373.614564 = -136743.505818 nChanged 58 SP:Iteration 9Q (7.485148 sec): 3 clusters Score: Raw -137148.158320 + Penalty 369.293226 = -136778.865094 nChanged 58 SP:Iteration 10F (7.489273 sec): 3 clusters Score: Raw -137192.929289 + Penalty 361.508858 = -136831.420431 nChanged 65 SP:Iteration 11Q (7.493323 sec): 3 clusters Score: Raw -137249.231719 + Penalty 355.361421 = -136893.870298 nChanged 46 SP:Iteration 12Q (7.497225 sec): 3 clusters Score: Raw -137294.690312 + Penalty 344.433656 = -136950.256655 nChanged 49 SP:Iteration 13Q (7.501016 sec): 3 clusters Score: Raw -137369.532194 + Penalty 343.359067 = -137026.173126 nChanged 21 SP:Iteration 14Q (7.504551 sec): 3 clusters Score: Raw -137441.095069 + Penalty 341.486623 = -137099.608446 nChanged 11 SP:Iteration 15Q (7.507869 sec): 3 clusters Score: Raw -137456.754829 + Penalty 344.165206 = -137112.589623 nChanged 7 SP:Iteration 16Q (7.511168 sec): 3 clusters Score: Raw -137460.639623 + Penalty 344.830208 = -137115.809415 nChanged 4 SP:Iteration 17Q (7.514508 sec): 3 clusters Score: Raw -137460.812339 + Penalty 344.830208 = -137115.982131 nChanged 0 SP:Iteration 18F (7.518628 sec): 3 clusters Score: Raw -137460.812339 + Penalty 344.830208 = -137115.982131 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 16 (45 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.522321 sec): 2 clusters Score: Raw -2923.788894 + Penalty 241.429734 = -2682.359160 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.522632 sec): 3 clusters Score: Raw -2933.961957 + Penalty 479.311308 = -2454.650649 nChanged 5 SP:Iteration 1F (7.522922 sec): 3 clusters Score: Raw -2948.022662 + Penalty 479.311308 = -2468.711354 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 17 (62 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.523559 sec): 2 clusters Score: Raw -4044.442803 + Penalty 178.702175 = -3865.740628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.523889 sec): 3 clusters Score: Raw -4022.557167 + Penalty 358.415105 = -3664.142062 nChanged 8 SP:Iteration 1F (7.524215 sec): 3 clusters Score: Raw -4034.535722 + Penalty 356.855777 = -3677.679944 nChanged 3 SP:Iteration 2Q (7.524535 sec): 3 clusters Score: Raw -4039.027705 + Penalty 355.673076 = -3683.354629 nChanged 3 SP:Iteration 3Q (7.524884 sec): 3 clusters Score: Raw -4042.684911 + Penalty 356.336035 = -3686.348876 nChanged 1 SP:Iteration 4Q (7.525212 sec): 3 clusters Score: Raw -4043.598987 + Penalty 356.336035 = -3687.262953 nChanged 0 SP:Iteration 5F (7.525565 sec): 3 clusters Score: Raw -4043.598987 + Penalty 356.336035 = -3687.262953 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 18 (203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.527224 sec): 2 clusters Score: Raw -13604.804634 + Penalty 380.065475 = -13224.739159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.528006 sec): 3 clusters Score: Raw -13517.941119 + Penalty 759.041260 = -12758.899859 nChanged 58 SP:Iteration 1F (7.528731 sec): 3 clusters Score: Raw -13572.701832 + Penalty 759.577277 = -12813.124555 nChanged 15 SP:Iteration 2F (7.529430 sec): 3 clusters Score: Raw -13591.882675 + Penalty 758.976528 = -12832.906147 nChanged 5 SP:Iteration 3Q (7.530140 sec): 3 clusters Score: Raw -13599.287872 + Penalty 758.108211 = -12841.179661 nChanged 4 SP:Iteration 4Q (7.530866 sec): 3 clusters Score: Raw -13610.456539 + Penalty 757.863761 = -12852.592778 nChanged 4 SP:Iteration 5Q (7.531542 sec): 3 clusters Score: Raw -13615.270132 + Penalty 757.334289 = -12857.935843 nChanged 2 SP:Iteration 6Q (7.532191 sec): 3 clusters Score: Raw -13620.054082 + Penalty 757.027807 = -12863.026275 nChanged 1 SP:Iteration 7Q (7.532814 sec): 3 clusters Score: Raw -13621.128701 + Penalty 757.027807 = -12864.100893 nChanged 0 SP:Iteration 8F (7.533449 sec): 3 clusters Score: Raw -13621.128701 + Penalty 757.027807 = -12864.100893 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 19 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.534107 sec): 2 clusters Score: Raw -841.300119 + Penalty 163.596561 = -677.703558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.534362 sec): 3 clusters Score: Raw -844.461964 + Penalty 330.048983 = -514.412981 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 20 (146 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.535320 sec): 2 clusters Score: Raw -9039.126932 + Penalty 237.136977 = -8801.989955 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.535888 sec): 3 clusters Score: Raw -8979.379162 + Penalty 474.155746 = -8505.223417 nChanged 29 SP:Iteration 1F (7.536465 sec): 3 clusters Score: Raw -9016.761663 + Penalty 474.131725 = -8542.629938 nChanged 14 SP:Iteration 2F (7.537102 sec): 3 clusters Score: Raw -9029.293133 + Penalty 473.794807 = -8555.498326 nChanged 11 SP:Iteration 3F (7.537671 sec): 3 clusters Score: Raw -9038.390037 + Penalty 474.549745 = -8563.840291 nChanged 5 SP:Iteration 4Q (7.538231 sec): 3 clusters Score: Raw -9046.212097 + Penalty 474.809118 = -8571.402978 nChanged 2 SP:Iteration 5Q (7.538790 sec): 3 clusters Score: Raw -9052.846557 + Penalty 474.746682 = -8578.099875 nChanged 1 SP:Iteration 6Q (7.539347 sec): 3 clusters Score: Raw -9053.461831 + Penalty 474.746682 = -8578.715149 nChanged 0 SP:Iteration 7F (7.539917 sec): 3 clusters Score: Raw -9053.461831 + Penalty 474.746682 = -8578.715149 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 21 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.540539 sec): 2 clusters Score: Raw -1843.823945 + Penalty 207.863350 = -1635.960594 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.540828 sec): 3 clusters Score: Raw -1858.264939 + Penalty 415.306476 = -1442.958463 nChanged 3 SP:Iteration 1F (7.541122 sec): 3 clusters Score: Raw -1867.107221 + Penalty 415.306476 = -1451.800745 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 22 (42 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.541863 sec): 2 clusters Score: Raw -2560.270977 + Penalty 132.510957 = -2427.760020 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.542186 sec): 3 clusters Score: Raw -2547.581406 + Penalty 264.851711 = -2282.729695 nChanged 6 SP:Iteration 1F (7.542501 sec): 3 clusters Score: Raw -2554.314041 + Penalty 265.701096 = -2288.612945 nChanged 1 SP:Iteration 2Q (7.542825 sec): 3 clusters Score: Raw -2555.555933 + Penalty 265.701096 = -2289.854836 nChanged 0 SP:Iteration 3F (7.543139 sec): 3 clusters Score: Raw -2555.555933 + Penalty 265.701096 = -2289.854836 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 23 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.543762 sec): 2 clusters Score: Raw -651.809202 + Penalty 119.249497 = -532.559705 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.544017 sec): 3 clusters Score: Raw -683.362098 + Penalty 213.765076 = -469.597022 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 24 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.544536 sec): 2 clusters Score: Raw -453.566712 + Penalty 217.730589 = -235.836123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.544783 sec): 3 clusters Score: Raw -441.037200 + Penalty 435.461179 = -5.576022 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 25 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.545365 sec): 2 clusters Score: Raw -1765.384702 + Penalty 237.989966 = -1527.394736 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.545663 sec): 3 clusters Score: Raw -1790.246999 + Penalty 475.363541 = -1314.883457 nChanged 2 SP:Iteration 1F (7.545961 sec): 3 clusters Score: Raw -1793.826646 + Penalty 475.363541 = -1318.463105 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 26 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.546508 sec): 2 clusters Score: Raw -486.339021 + Penalty 130.411928 = -355.927092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.546762 sec): 3 clusters Score: Raw -478.362005 + Penalty 261.132962 = -217.229043 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 27 (149 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.547761 sec): 2 clusters Score: Raw -9618.598095 + Penalty 303.976943 = -9314.621152 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.548335 sec): 3 clusters Score: Raw -9580.938904 + Penalty 608.095095 = -8972.843809 nChanged 29 SP:Iteration 1F (7.548933 sec): 3 clusters Score: Raw -9618.883207 + Penalty 608.348071 = -9010.535136 nChanged 7 SP:Iteration 2Q (7.549473 sec): 3 clusters Score: Raw -9628.153978 + Penalty 607.998705 = -9020.155273 nChanged 4 SP:Iteration 3Q (7.550006 sec): 3 clusters Score: Raw -9631.448717 + Penalty 607.998705 = -9023.450011 nChanged 0 SP:Iteration 4F (7.550541 sec): 3 clusters Score: Raw -9631.448717 + Penalty 607.998705 = -9023.450011 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 28 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.551106 sec): 2 clusters Score: Raw -817.786679 + Penalty 283.187148 = -534.599531 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.551360 sec): 3 clusters Score: Raw -856.937572 + Penalty 569.453574 = -287.483998 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 29 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.551857 sec): 2 clusters Score: Raw -133.863809 + Penalty 52.575410 = -81.288399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.552068 sec): 2 clusters Score: Raw -133.863809 + Penalty 52.575410 = -81.288399 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 30 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.552625 sec): 2 clusters Score: Raw -1649.914143 + Penalty 303.615215 = -1346.298929 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.552906 sec): 3 clusters Score: Raw -1685.444612 + Penalty 605.848629 = -1079.595984 nChanged 1 SP:Iteration 1Q (7.553170 sec): 3 clusters Score: Raw -1690.912194 + Penalty 605.848629 = -1085.063566 nChanged 0 SP:Iteration 2F (7.553434 sec): 3 clusters Score: Raw -1690.912194 + Penalty 605.848629 = -1085.063566 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 31 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.553947 sec): 2 clusters Score: Raw -639.346591 + Penalty 160.646602 = -478.699990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.554183 sec): 3 clusters Score: Raw -652.738488 + Penalty 321.293203 = -331.445285 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 34 (47 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.554786 sec): 2 clusters Score: Raw -3220.761834 + Penalty 406.664667 = -2814.097167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.555100 sec): 3 clusters Score: Raw -3269.844818 + Penalty 811.142814 = -2458.702004 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 35 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.555595 sec): 2 clusters Score: Raw -207.831689 + Penalty 96.417609 = -111.414080 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.555801 sec): 2 clusters Score: Raw -207.831689 + Penalty 96.417609 = -111.414080 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 36 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.556303 sec): 2 clusters Score: Raw -557.828610 + Penalty 211.535027 = -346.293583 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.556544 sec): 3 clusters Score: Raw -567.186088 + Penalty 423.070054 = -144.116034 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 37 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.557067 sec): 2 clusters Score: Raw -267.822685 + Penalty 98.354357 = -169.468328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.557300 sec): 3 clusters Score: Raw -261.790284 + Penalty 196.708713 = -65.081571 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 38 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.557918 sec): 2 clusters Score: Raw -1429.829407 + Penalty 267.415848 = -1162.413559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.558200 sec): 3 clusters Score: Raw -1475.886214 + Penalty 539.671689 = -936.214525 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 39 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.558726 sec): 2 clusters Score: Raw -203.324696 + Penalty 93.098374 = -110.226322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.558949 sec): 2 clusters Score: Raw -203.324696 + Penalty 93.098374 = -110.226322 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 40 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.559485 sec): 2 clusters Score: Raw -451.481151 + Penalty 160.872424 = -290.608727 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.559732 sec): 3 clusters Score: Raw -460.665964 + Penalty 320.821950 = -139.844014 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 41 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.560321 sec): 2 clusters Score: Raw -1761.636700 + Penalty 230.501579 = -1531.135121 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.560611 sec): 3 clusters Score: Raw -1779.311720 + Penalty 461.073383 = -1318.238338 nChanged 1 SP:Iteration 1Q (7.560896 sec): 3 clusters Score: Raw -1783.242665 + Penalty 461.073383 = -1322.169282 nChanged 0 SP:Iteration 2F (7.561185 sec): 3 clusters Score: Raw -1783.242665 + Penalty 461.073383 = -1322.169282 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 42 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.561736 sec): 2 clusters Score: Raw -999.851718 + Penalty 450.545667 = -549.306050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.561997 sec): 3 clusters Score: Raw -1088.285303 + Penalty 901.091335 = -187.193968 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 43 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.562514 sec): 2 clusters Score: Raw -472.796728 + Penalty 117.535807 = -355.260921 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.562758 sec): 3 clusters Score: Raw -470.944959 + Penalty 243.187803 = -227.757156 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 44 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.563295 sec): 2 clusters Score: Raw -796.429746 + Penalty 278.869212 = -517.560533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.563543 sec): 3 clusters Score: Raw -805.356047 + Penalty 536.249610 = -269.106437 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 46 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.564094 sec): 2 clusters Score: Raw -1036.907086 + Penalty 154.221715 = -882.685371 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.564356 sec): 3 clusters Score: Raw -1043.924218 + Penalty 308.443430 = -735.480788 nChanged 1 SP:Iteration 1F (7.564608 sec): 3 clusters Score: Raw -1045.928267 + Penalty 308.443430 = -737.484837 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 47 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.565139 sec): 2 clusters Score: Raw -639.837300 + Penalty 159.563975 = -480.273325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.565387 sec): 3 clusters Score: Raw -643.487672 + Penalty 335.342848 = -308.144824 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 48 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.565936 sec): 2 clusters Score: Raw -276.734837 + Penalty 145.547499 = -131.187338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.566169 sec): 3 clusters Score: Raw -272.073900 + Penalty 291.094998 = 19.021097 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 49 (91 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.567007 sec): 2 clusters Score: Raw -5186.498721 + Penalty 189.633806 = -4996.864915 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.567457 sec): 3 clusters Score: Raw -5160.342252 + Penalty 378.974452 = -4781.367800 nChanged 17 SP:Iteration 1F (7.567910 sec): 3 clusters Score: Raw -5182.820180 + Penalty 380.678947 = -4802.141233 nChanged 9 SP:Iteration 2F (7.568374 sec): 3 clusters Score: Raw -5192.906378 + Penalty 381.095249 = -4811.811130 nChanged 2 SP:Iteration 3Q (7.568836 sec): 3 clusters Score: Raw -5194.671346 + Penalty 382.845935 = -4811.825411 nChanged 2 SP:Iteration 4Q (7.569294 sec): 3 clusters Score: Raw -5198.038814 + Penalty 384.123649 = -4813.915165 nChanged 1 SP:Iteration 5Q (7.569751 sec): 3 clusters Score: Raw -5199.495022 + Penalty 384.123649 = -4815.371374 nChanged 0 SP:Iteration 6F (7.570210 sec): 3 clusters Score: Raw -5199.495022 + Penalty 384.123649 = -4815.371374 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 50 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.570792 sec): 2 clusters Score: Raw -129.413909 + Penalty 43.028959 = -86.384950 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.571019 sec): 2 clusters Score: Raw -129.413909 + Penalty 43.028959 = -86.384950 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 51 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.571550 sec): 2 clusters Score: Raw -136.557943 + Penalty 67.091170 = -69.466774 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.571772 sec): 2 clusters Score: Raw -136.557943 + Penalty 67.091170 = -69.466774 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 52 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.572330 sec): 2 clusters Score: Raw -1260.083618 + Penalty 301.495547 = -958.588071 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.572607 sec): 3 clusters Score: Raw -1307.114801 + Penalty 603.378823 = -703.735978 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 53 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.573144 sec): 2 clusters Score: Raw -611.614414 + Penalty 180.325610 = -431.288803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.573392 sec): 3 clusters Score: Raw -616.165679 + Penalty 326.407083 = -289.758596 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 55 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.573930 sec): 2 clusters Score: Raw -1047.229085 + Penalty 318.946691 = -728.282394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.574200 sec): 3 clusters Score: Raw -1083.822117 + Penalty 637.025122 = -446.796995 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 56 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.574692 sec): 2 clusters Score: Raw -138.703073 + Penalty 62.269571 = -76.433502 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.574917 sec): 3 clusters Score: Raw -130.975810 + Penalty 124.539143 = -6.436667 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 57 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.575683 sec): 2 clusters Score: Raw -369.586675 + Penalty 182.392605 = -187.194070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.575945 sec): 3 clusters Score: Raw -357.715421 + Penalty 366.544327 = 8.828906 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 58 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.576466 sec): 2 clusters Score: Raw -985.798372 + Penalty 185.187305 = -800.611066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.576707 sec): 3 clusters Score: Raw -984.848251 + Penalty 393.173048 = -591.675202 nChanged 1 SP:Iteration 1F (7.576941 sec): 3 clusters Score: Raw -985.128674 + Penalty 393.173048 = -591.955625 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 59 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.577398 sec): 2 clusters Score: Raw -136.636716 + Penalty 62.524819 = -74.111898 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.577607 sec): 3 clusters Score: Raw -129.077023 + Penalty 125.049637 = -4.027385 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 60 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.578123 sec): 2 clusters Score: Raw -1568.949399 + Penalty 198.147841 = -1370.801558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.578378 sec): 3 clusters Score: Raw -1574.138172 + Penalty 415.262114 = -1158.876058 nChanged 1 SP:Iteration 1Q (7.578627 sec): 3 clusters Score: Raw -1575.356449 + Penalty 415.262114 = -1160.094335 nChanged 0 SP:Iteration 2F (7.578877 sec): 3 clusters Score: Raw -1575.356449 + Penalty 415.262114 = -1160.094335 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 61 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.579338 sec): 2 clusters Score: Raw -291.536994 + Penalty 140.270787 = -151.266206 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.579554 sec): 3 clusters Score: Raw -279.547997 + Penalty 280.541575 = 0.993578 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 62 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.580026 sec): 2 clusters Score: Raw -514.230777 + Penalty 147.253231 = -366.977546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.580250 sec): 3 clusters Score: Raw -516.603427 + Penalty 279.337614 = -237.265813 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 63 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.580721 sec): 2 clusters Score: Raw -558.256557 + Penalty 164.474367 = -393.782190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.580942 sec): 3 clusters Score: Raw -560.852477 + Penalty 328.948734 = -231.903743 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 64 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.581411 sec): 2 clusters Score: Raw -404.396237 + Penalty 138.903829 = -265.492408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.581627 sec): 3 clusters Score: Raw -407.652704 + Penalty 257.706194 = -149.946510 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 65 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.582086 sec): 2 clusters Score: Raw -251.186346 + Penalty 87.012638 = -164.173708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.582300 sec): 3 clusters Score: Raw -252.730500 + Penalty 186.249708 = -66.480792 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 66 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.582757 sec): 2 clusters Score: Raw -273.061480 + Penalty 76.222570 = -196.838910 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.582980 sec): 3 clusters Score: Raw -266.377180 + Penalty 152.445141 = -113.932040 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 67 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.583465 sec): 2 clusters Score: Raw -893.795378 + Penalty 254.414600 = -639.380778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.583697 sec): 3 clusters Score: Raw -923.696738 + Penalty 504.959161 = -418.737576 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 68 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.584172 sec): 2 clusters Score: Raw -596.644802 + Penalty 146.946700 = -449.698102 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.584397 sec): 3 clusters Score: Raw -595.947620 + Penalty 319.117897 = -276.829723 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 69 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.584879 sec): 2 clusters Score: Raw -768.114888 + Penalty 223.228944 = -544.885945 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.585110 sec): 3 clusters Score: Raw -776.009203 + Penalty 492.534963 = -283.474240 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 73 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.585564 sec): 2 clusters Score: Raw -66.767202 + Penalty 0.000000 = -66.767202 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.585754 sec): 2 clusters Score: Raw -66.767202 + Penalty 0.000000 = -66.767202 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 74 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.586229 sec): 2 clusters Score: Raw -507.885862 + Penalty 137.140011 = -370.745850 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.586453 sec): 3 clusters Score: Raw -510.040361 + Penalty 274.733669 = -235.306691 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 75 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.586908 sec): 2 clusters Score: Raw -66.646314 + Penalty 0.000000 = -66.646314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.587101 sec): 2 clusters Score: Raw -66.646314 + Penalty 0.000000 = -66.646314 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 76 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.587580 sec): 2 clusters Score: Raw -693.610174 + Penalty 235.100114 = -458.510060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.587811 sec): 3 clusters Score: Raw -700.126631 + Penalty 452.820359 = -247.306271 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 77 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.588268 sec): 2 clusters Score: Raw -135.573009 + Penalty 56.000300 = -79.572709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.588462 sec): 2 clusters Score: Raw -135.573009 + Penalty 56.000300 = -79.572709 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 78 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.588912 sec): 2 clusters Score: Raw -65.240595 + Penalty 0.000000 = -65.240595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.589104 sec): 2 clusters Score: Raw -65.240595 + Penalty 0.000000 = -65.240595 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 79 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.589565 sec): 2 clusters Score: Raw -324.735279 + Penalty 98.645913 = -226.089366 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.589941 sec): 3 clusters Score: Raw -320.341408 + Penalty 201.897761 = -118.443647 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 80 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.590403 sec): 2 clusters Score: Raw -284.508763 + Penalty 133.797172 = -150.711591 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.590601 sec): 2 clusters Score: Raw -284.508763 + Penalty 133.797172 = -150.711591 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 81 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.591069 sec): 2 clusters Score: Raw -403.152019 + Penalty 116.337948 = -286.814071 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.591290 sec): 3 clusters Score: Raw -401.987999 + Penalty 232.675895 = -169.312103 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 82 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.591747 sec): 2 clusters Score: Raw -210.057933 + Penalty 112.406259 = -97.651674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.591942 sec): 2 clusters Score: Raw -210.057933 + Penalty 112.406259 = -97.651674 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 83 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.592399 sec): 2 clusters Score: Raw -279.172402 + Penalty 117.435354 = -161.737048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.592613 sec): 3 clusters Score: Raw -272.535706 + Penalty 242.895039 = -29.640666 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 84 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.593083 sec): 2 clusters Score: Raw -550.979929 + Penalty 189.360587 = -361.619342 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.593306 sec): 3 clusters Score: Raw -554.036511 + Penalty 379.836783 = -174.199728 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 86 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.593759 sec): 2 clusters Score: Raw -140.192043 + Penalty 73.264797 = -66.927246 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.593953 sec): 2 clusters Score: Raw -140.192043 + Penalty 73.264797 = -66.927246 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 87 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.594402 sec): 2 clusters Score: Raw -65.917947 + Penalty 0.000000 = -65.917947 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.594594 sec): 2 clusters Score: Raw -65.917947 + Penalty 0.000000 = -65.917947 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 88 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.595046 sec): 2 clusters Score: Raw -135.545086 + Penalty 62.869948 = -72.675138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.595258 sec): 3 clusters Score: Raw -129.109813 + Penalty 125.739896 = -3.369918 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 89 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.595722 sec): 2 clusters Score: Raw -323.995419 + Penalty 115.736060 = -208.259359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.595939 sec): 3 clusters Score: Raw -328.173929 + Penalty 232.915390 = -95.258538 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 92 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.596397 sec): 2 clusters Score: Raw -207.388199 + Penalty 94.380630 = -113.007569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.596623 sec): 3 clusters Score: Raw -198.906104 + Penalty 194.122439 = -4.783666 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 93 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.597081 sec): 2 clusters Score: Raw -283.703649 + Penalty 140.487320 = -143.216328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.597278 sec): 2 clusters Score: Raw -283.703649 + Penalty 140.487320 = -143.216328 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 94 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.597753 sec): 2 clusters Score: Raw -615.229494 + Penalty 214.660520 = -400.568974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.597979 sec): 3 clusters Score: Raw -625.536730 + Penalty 431.544017 = -193.992713 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 95 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.598436 sec): 2 clusters Score: Raw -217.331285 + Penalty 131.180733 = -86.150552 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.598648 sec): 3 clusters Score: Raw -206.864341 + Penalty 261.550800 = 54.686459 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 97 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.599104 sec): 2 clusters Score: Raw -217.748991 + Penalty 113.403522 = -104.345470 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.599300 sec): 2 clusters Score: Raw -217.748991 + Penalty 113.403522 = -104.345470 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 102 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.599759 sec): 2 clusters Score: Raw -255.357136 + Penalty 71.983094 = -183.374042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.599972 sec): 3 clusters Score: Raw -252.143463 + Penalty 152.183420 = -99.960043 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 103 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.600420 sec): 2 clusters Score: Raw -66.456820 + Penalty 0.000000 = -66.456820 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.600612 sec): 2 clusters Score: Raw -66.456820 + Penalty 0.000000 = -66.456820 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 104 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.601070 sec): 2 clusters Score: Raw -272.901084 + Penalty 99.153310 = -173.747775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.601285 sec): 3 clusters Score: Raw -266.382380 + Penalty 198.306619 = -68.075761 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 105 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.601732 sec): 2 clusters Score: Raw -65.808144 + Penalty 0.000000 = -65.808144 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.601923 sec): 2 clusters Score: Raw -65.808144 + Penalty 0.000000 = -65.808144 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 106 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.602391 sec): 2 clusters Score: Raw -447.786269 + Penalty 123.001406 = -324.784863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.602612 sec): 3 clusters Score: Raw -453.165891 + Penalty 242.360256 = -210.805635 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 107 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.603065 sec): 2 clusters Score: Raw -125.246984 + Penalty 45.610731 = -79.636252 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.603283 sec): 3 clusters Score: Raw -122.747268 + Penalty 91.221463 = -31.525805 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 108 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.603733 sec): 2 clusters Score: Raw -65.217895 + Penalty 0.000000 = -65.217895 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.603924 sec): 2 clusters Score: Raw -65.217895 + Penalty 0.000000 = -65.217895 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 109 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.604379 sec): 2 clusters Score: Raw -204.696484 + Penalty 92.305940 = -112.390544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.604590 sec): 3 clusters Score: Raw -198.386372 + Penalty 179.133241 = -19.253131 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 112 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.605046 sec): 2 clusters Score: Raw -219.190896 + Penalty 132.511349 = -86.679547 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.605260 sec): 3 clusters Score: Raw -208.892822 + Penalty 251.943396 = 43.050575 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 115 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.605718 sec): 2 clusters Score: Raw -280.468489 + Penalty 126.834325 = -153.634164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.605932 sec): 3 clusters Score: Raw -273.464980 + Penalty 253.668651 = -19.796329 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 117 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.606390 sec): 2 clusters Score: Raw -217.865478 + Penalty 125.508256 = -92.357222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.606600 sec): 3 clusters Score: Raw -208.230768 + Penalty 256.479826 = 48.249057 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 118 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.607050 sec): 2 clusters Score: Raw -65.827188 + Penalty 0.000000 = -65.827188 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.607242 sec): 2 clusters Score: Raw -65.827188 + Penalty 0.000000 = -65.827188 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 119 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.607692 sec): 2 clusters Score: Raw -140.100582 + Penalty 52.805466 = -87.295116 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.607892 sec): 3 clusters Score: Raw -130.138492 + Penalty 105.610932 = -24.527559 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 121 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.608348 sec): 2 clusters Score: Raw -187.949448 + Penalty 66.950345 = -120.999103 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.608543 sec): 2 clusters Score: Raw -187.949448 + Penalty 66.950345 = -120.999103 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 122 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.608996 sec): 2 clusters Score: Raw -138.829135 + Penalty 65.837850 = -72.991285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.609205 sec): 3 clusters Score: Raw -130.349889 + Penalty 131.675700 = 1.325811 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 125 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.609658 sec): 2 clusters Score: Raw -137.307348 + Penalty 67.776234 = -69.531114 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.609877 sec): 3 clusters Score: Raw -129.134737 + Penalty 135.552468 = 6.417731 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 129 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.610326 sec): 2 clusters Score: Raw -62.684637 + Penalty 0.000000 = -62.684637 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.610518 sec): 2 clusters Score: Raw -62.684637 + Penalty 0.000000 = -62.684637 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 130 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.610971 sec): 2 clusters Score: Raw -139.565211 + Penalty 69.232589 = -70.332623 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.611179 sec): 3 clusters Score: Raw -131.378851 + Penalty 138.465177 = 7.086326 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 132 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.611633 sec): 2 clusters Score: Raw -142.597100 + Penalty 89.029437 = -53.567662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.611838 sec): 3 clusters Score: Raw -135.782479 + Penalty 178.058875 = 42.276396 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 133 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.612291 sec): 2 clusters Score: Raw -139.593556 + Penalty 67.138559 = -72.454997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.612499 sec): 3 clusters Score: Raw -131.001651 + Penalty 134.277119 = 3.275468 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 134 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.612947 sec): 2 clusters Score: Raw -65.772767 + Penalty 0.000000 = -65.772767 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.613138 sec): 2 clusters Score: Raw -65.772767 + Penalty 0.000000 = -65.772767 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 136 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.613585 sec): 2 clusters Score: Raw -66.299958 + Penalty 0.000000 = -66.299958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.613775 sec): 2 clusters Score: Raw -66.299958 + Penalty 0.000000 = -66.299958 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 138 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.614223 sec): 2 clusters Score: Raw -65.683324 + Penalty 0.000000 = -65.683324 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.614414 sec): 2 clusters Score: Raw -65.683324 + Penalty 0.000000 = -65.683324 nChanged 0 Deleting Class 112 (3 points): Lose 26.440985 but Gain 1188.221714 Iteration 20F (8.598176 sec): 110 clusters Score: Raw -1097281.507296 + Penalty 86883.739064 = -1010397.768232 nChanged 26 Deleting Class 95 (3 points): Lose 41.892491 but Gain 1176.290157 Iteration 21Q (8.673635 sec): 109 clusters Score: Raw -1097264.274448 + Penalty 85710.375003 = -1011553.899445 nChanged 14 Deleting Class 132 (2 points): Lose 133.955618 but Gain 1265.310259 Iteration 22Q (8.747709 sec): 108 clusters Score: Raw -1097137.801763 + Penalty 84287.125684 = -1012850.676079 nChanged 14 Deleting Class 24 (6 points): Lose 75.114944 but Gain 1197.094955 Iteration 23Q (8.824077 sec): 107 clusters Score: Raw -1097067.165074 + Penalty 83265.778249 = -1013801.386825 nChanged 13 Deleting Class 136 (2 points): Lose 25.917382 but Gain 1258.409994 Iteration 24Q (8.898358 sec): 106 clusters Score: Raw -1097088.647764 + Penalty 82033.797231 = -1015054.850533 nChanged 11 Deleting Class 117 (3 points): Lose 29.312200 but Gain 1125.425373 Iteration 25Q (8.971566 sec): 105 clusters Score: Raw -1097074.370213 + Penalty 80953.380417 = -1016120.989796 nChanged 11 Deleting Class 73 (1 points): Lose 2.570569 but Gain 1097.386519 Iteration 26Q (9.045051 sec): 104 clusters Score: Raw -1097083.276442 + Penalty 79857.245112 = -1017226.031330 nChanged 6 Deleting Class 75 (1 points): Lose 3.829392 but Gain 1089.369182 Iteration 27Q (9.118978 sec): 103 clusters Score: Raw -1097081.793301 + Penalty 78768.392169 = -1018313.401131 nChanged 7 Deleting Class 55 (16 points): Lose 87.161967 but Gain 1163.383829 Iteration 28Q (9.192135 sec): 102 clusters Score: Raw -1096997.217729 + Penalty 77673.990213 = -1019323.227515 nChanged 19 Deleting Class 57 (5 points): Lose 47.960429 but Gain 1116.405224 Iteration 29Q (9.264219 sec): 101 clusters Score: Raw -1096985.417691 + Penalty 76571.215494 = -1020414.202197 nChanged 17 Deleting Class 59 (3 points): Lose 21.080944 but Gain 1059.266922 Iteration 30F (10.138901 sec): 100 clusters Score: Raw -1096980.485939 + Penalty 75555.105611 = -1021425.380328 nChanged 18 Deleting Class 28 (12 points): Lose 89.271043 but Gain 1122.670530 Iteration 31Q (10.211963 sec): 99 clusters Score: Raw -1096901.987148 + Penalty 74515.773232 = -1022386.213916 nChanged 27 Deleting Class 86 (2 points): Lose 13.349805 but Gain 1041.258964 Iteration 32Q (10.284443 sec): 98 clusters Score: Raw -1096932.031032 + Penalty 73482.466247 = -1023449.564784 nChanged 16 Deleting Class 44 (11 points): Lose 124.872036 but Gain 1145.669152 Iteration 33Q (10.356932 sec): 97 clusters Score: Raw -1096813.414415 + Penalty 72453.105379 = -1024360.309036 nChanged 23 Deleting Class 138 (1 points): Lose 3.748930 but Gain 1017.672703 Iteration 34Q (10.429327 sec): 96 clusters Score: Raw -1096861.691195 + Penalty 71455.621250 = -1025406.069945 nChanged 15 Deleting Class 97 (3 points): Lose 3.945043 but Gain 1016.882912 Iteration 35Q (10.499946 sec): 95 clusters Score: Raw -1096876.469873 + Penalty 70449.909956 = -1026426.559918 nChanged 13 Deleting Class 118 (1 points): Lose 5.053553 but Gain 1012.767123 Iteration 36Q (10.571861 sec): 94 clusters Score: Raw -1096881.512084 + Penalty 69452.351898 = -1027429.160187 nChanged 12 Deleting Class 48 (4 points): Lose 31.117769 but Gain 1034.280057 Iteration 37Q (10.642753 sec): 93 clusters Score: Raw -1096859.048707 + Penalty 68447.661137 = -1028411.387570 nChanged 16 Deleting Class 108 (1 points): Lose 9.166572 but Gain 1005.519410 Iteration 38Q (10.714444 sec): 92 clusters Score: Raw -1096859.941953 + Penalty 67447.645088 = -1029412.296865 nChanged 14 Deleting Class 94 (8 points): Lose 56.969683 but Gain 1047.651480 Iteration 39Q (10.786266 sec): 91 clusters Score: Raw -1096807.402633 + Penalty 66430.070169 = -1030377.332464 nChanged 17 Deleting Class 78 (1 points): Lose 2.534991 but Gain 990.204923 Iteration 40F (11.581333 sec): 90 clusters Score: Raw -1096832.863221 + Penalty 65458.102379 = -1031374.760842 nChanged 6 Deleting Class 87 (1 points): Lose 5.131511 but Gain 990.220607 Iteration 41Q (11.656456 sec): 89 clusters Score: Raw -1096839.603072 + Penalty 64479.251681 = -1032360.351391 nChanged 4 Deleting Class 82 (3 points): Lose 25.857656 but Gain 1007.940516 Iteration 42Q (11.730493 sec): 88 clusters Score: Raw -1096817.343155 + Penalty 63474.191248 = -1033343.151907 nChanged 6 Deleting Class 76 (11 points): Lose 77.784468 but Gain 1059.703004 Iteration 43Q (11.804765 sec): 87 clusters Score: Raw -1096745.097853 + Penalty 62458.746930 = -1034286.350923 nChanged 15 Deleting Class 13 (41 points): Lose 342.688560 but Gain 1319.044148 Iteration 44Q (11.879814 sec): 86 clusters Score: Raw -1096427.949377 + Penalty 61351.913667 = -1035076.035710 nChanged 45 Deleting Class 61 (4 points): Lose 22.916464 but Gain 996.783039 Iteration 45Q (11.956789 sec): 85 clusters Score: Raw -1096558.490687 + Penalty 60363.123420 = -1036195.367267 nChanged 21 Deleting Class 105 (1 points): Lose 12.444936 but Gain 982.006016 Iteration 46Q (12.035499 sec): 84 clusters Score: Raw -1096566.943988 + Penalty 59386.033191 = -1037180.910797 nChanged 13 Deleting Class 36 (11 points): Lose 72.283606 but Gain 1039.668562 Iteration 47Q (12.109987 sec): 83 clusters Score: Raw -1096500.376132 + Penalty 58378.261555 = -1038122.114577 nChanged 23 Deleting Class 93 (4 points): Lose 33.262835 but Gain 998.321751 Iteration 48Q (12.185704 sec): 82 clusters Score: Raw -1096487.291363 + Penalty 57406.900430 = -1039080.390934 nChanged 14 Deleting Class 125 (2 points): Lose 12.231265 but Gain 963.254025 Iteration 49Q (12.257525 sec): 81 clusters Score: Raw -1096487.407591 + Penalty 56455.611324 = -1040031.796267 nChanged 10 Deleting Class 130 (2 points): Lose 33.422184 but Gain 983.952129 Iteration 50F (12.992857 sec): 80 clusters Score: Raw -1096474.263459 + Penalty 55474.734021 = -1040999.529438 nChanged 9 Deleting Class 133 (2 points): Lose 8.992333 but Gain 954.191224 Iteration 51Q (13.070998 sec): 79 clusters Score: Raw -1096474.104489 + Penalty 54475.402795 = -1041998.701694 nChanged 15 Deleting Class 51 (2 points): Lose 13.867927 but Gain 953.517708 Iteration 52Q (13.149231 sec): 78 clusters Score: Raw -1096472.091064 + Penalty 53549.428463 = -1042922.662601 nChanged 11 Deleting Class 52 (22 points): Lose 116.694251 but Gain 1055.096565 Iteration 53Q (13.224078 sec): 77 clusters Score: Raw -1096368.551913 + Penalty 52587.071416 = -1043781.480497 nChanged 33 Deleting Class 103 (1 points): Lose 5.064919 but Gain 934.526314 Iteration 54Q (13.301388 sec): 76 clusters Score: Raw -1096427.870856 + Penalty 51659.802020 = -1044768.068836 nChanged 13 Deleting Class 134 (1 points): Lose 3.682891 but Gain 924.936356 Iteration 55Q (13.374865 sec): 75 clusters Score: Raw -1096445.292409 + Penalty 50745.345844 = -1045699.946566 nChanged 15 Deleting Class 80 (4 points): Lose 39.706343 but Gain 950.780658 Iteration 56Q (13.454228 sec): 74 clusters Score: Raw -1096415.705513 + Penalty 49806.299882 = -1046609.405630 nChanged 15 Deleting Class 88 (2 points): Lose 5.204446 but Gain 893.524571 Iteration 57Q (13.526363 sec): 73 clusters Score: Raw -1096424.620735 + Penalty 48920.066130 = -1047504.554605 nChanged 12 Deleting Class 34 (49 points): Lose 228.174905 but Gain 1115.780691 Iteration 58Q (13.599610 sec): 72 clusters Score: Raw -1096202.499562 + Penalty 47907.764657 = -1048294.734906 nChanged 56 Deleting Class 115 (4 points): Lose 14.009629 but Gain 901.301737 Iteration 59Q (13.673795 sec): 71 clusters Score: Raw -1096291.927957 + Penalty 46993.594773 = -1049298.333184 nChanged 18 Deleting Class 122 (4 points): Lose 30.715319 but Gain 915.401354 Iteration 60F (14.309897 sec): 70 clusters Score: Raw -1096277.801488 + Penalty 46080.329082 = -1050197.472406 nChanged 9 Deleting Class 7 (33 points): Lose 156.757229 but Gain 1033.898784 Iteration 61Q (14.375281 sec): 69 clusters Score: Raw -1096129.416529 + Penalty 45167.702356 = -1050961.714173 nChanged 43 Deleting Class 56 (2 points): Lose 8.596009 but Gain 884.991860 Iteration 62Q (14.441976 sec): 68 clusters Score: Raw -1096221.854456 + Penalty 44292.279627 = -1051929.574829 nChanged 18 Deleting Class 67 (13 points): Lose 115.938799 but Gain 977.129438 Iteration 63Q (14.507437 sec): 67 clusters Score: Raw -1096126.456622 + Penalty 43431.779380 = -1052694.677243 nChanged 26 Deleting Class 84 (9 points): Lose 43.914823 but Gain 900.989425 Iteration 64Q (14.573917 sec): 66 clusters Score: Raw -1096165.292583 + Penalty 42553.458950 = -1053611.833633 nChanged 22 Deleting Class 30 (27 points): Lose 121.973392 but Gain 969.187239 Iteration 65Q (14.638881 sec): 65 clusters Score: Raw -1096075.122413 + Penalty 41610.890859 = -1054464.231554 nChanged 42 Deleting Class 35 (3 points): Lose 18.474164 but Gain 864.571206 Iteration 66Q (14.702483 sec): 64 clusters Score: Raw -1096105.057733 + Penalty 40752.960073 = -1055352.097660 nChanged 15 Deleting Class 69 (12 points): Lose 43.587447 but Gain 881.139154 Iteration 67Q (14.767834 sec): 63 clusters Score: Raw -1096077.144941 + Penalty 39969.118409 = -1056108.026532 nChanged 18 Deleting Class 92 (4 points): Lose 22.122938 but Gain 851.659165 Iteration 68Q (14.831637 sec): 62 clusters Score: Raw -1096085.680656 + Penalty 39146.401061 = -1056939.279595 nChanged 8 Deleting Class 39 (3 points): Lose 11.354691 but Gain 834.807811 Iteration 69Q (14.894887 sec): 61 clusters Score: Raw -1096084.736747 + Penalty 38311.401300 = -1057773.335447 nChanged 6 Deleting Class 109 (3 points): Lose 11.601288 but Gain 827.702101 Iteration 70F (15.425925 sec): 60 clusters Score: Raw -1096077.273221 + Penalty 37485.351638 = -1058591.921583 nChanged 4 Deleting Class 83 (4 points): Lose 25.393988 but Gain 834.511383 Iteration 71Q (15.487959 sec): 59 clusters Score: Raw -1096056.144673 + Penalty 36684.339647 = -1059371.805027 nChanged 4 Deleting Class 38 (26 points): Lose 134.081372 but Gain 941.048782 Iteration 72Q (15.550769 sec): 58 clusters Score: Raw -1095934.166559 + Penalty 35889.049975 = -1060045.116584 nChanged 26 Deleting Class 77 (2 points): Lose 6.973911 but Gain 795.891290 Iteration 73Q (15.613055 sec): 57 clusters Score: Raw -1095994.945375 + Penalty 35098.472996 = -1060896.472378 nChanged 6 Deleting Class 40 (7 points): Lose 62.893742 but Gain 814.418598 Iteration 74Q (15.674543 sec): 56 clusters Score: Raw -1095937.464264 + Penalty 34335.735782 = -1061601.728482 nChanged 11 Deleting Class 64 (6 points): Lose 18.019282 but Gain 763.701017 Iteration 75Q (15.735448 sec): 55 clusters Score: Raw -1095955.333593 + Penalty 33595.925701 = -1062359.407892 nChanged 12 Deleting Class 119 (2 points): Lose 7.842222 but Gain 750.485457 Iteration 76Q (15.798629 sec): 54 clusters Score: Raw -1095967.091580 + Penalty 32879.966554 = -1063087.125025 nChanged 8 Deleting Class 29 (2 points): Lose 10.686006 but Gain 747.215836 Iteration 77Q (15.860340 sec): 53 clusters Score: Raw -1095964.951410 + Penalty 32182.012125 = -1063782.939285 nChanged 7 Deleting Class 53 (11 points): Lose 68.866989 but Gain 794.179426 Iteration 78Q (15.920417 sec): 52 clusters Score: Raw -1095901.406147 + Penalty 31400.833235 = -1064500.572911 nChanged 16 Deleting Class 37 (5 points): Lose 15.269533 but Gain 729.841691 Iteration 79Q (15.980668 sec): 51 clusters Score: Raw -1095905.346853 + Penalty 30674.912946 = -1065230.433907 nChanged 14 Deleting Class 63 (8 points): Lose 64.529921 but Gain 779.184615 Iteration 80F (16.433345 sec): 50 clusters Score: Raw -1095848.007275 + Penalty 29901.789992 = -1065946.217283 nChanged 11 Deleting Class 62 (9 points): Lose 34.114815 but Gain 742.558627 Iteration 81Q (16.493261 sec): 49 clusters Score: Raw -1095830.928270 + Penalty 29194.126103 = -1066636.802167 nChanged 9 Deleting Class 47 (13 points): Lose 62.092422 but Gain 776.672093 Iteration 82Q (16.552561 sec): 48 clusters Score: Raw -1095787.332407 + Penalty 28450.261670 = -1067337.070737 nChanged 16 Deleting Class 58 (14 points): Lose 34.928723 but Gain 733.776281 Iteration 83Q (16.611340 sec): 47 clusters Score: Raw -1095781.483564 + Penalty 27739.792591 = -1068041.690973 nChanged 22 Deleting Class 31 (11 points): Lose 62.735011 but Gain 761.396177 Iteration 84Q (16.669922 sec): 46 clusters Score: Raw -1095745.986908 + Penalty 27016.823139 = -1068729.163769 nChanged 17 Deleting Class 42 (16 points): Lose 902.307039 but Gain 1600.818986 Iteration 85Q (16.728116 sec): 45 clusters Score: Raw -1094872.697177 + Penalty 25629.612634 = -1069243.084543 nChanged 20 Deleting Class 104 (4 points): Lose 12.941162 but Gain 704.596723 Iteration 86Q (16.788155 sec): 44 clusters Score: Raw -1094891.793776 + Penalty 24928.335864 = -1069963.457912 nChanged 8 Deleting Class 107 (4 points): Lose 48.118793 but Gain 731.877340 Iteration 87Q (16.846592 sec): 43 clusters Score: Raw -1094849.784658 + Penalty 24218.066000 = -1070631.718658 nChanged 9 Deleting Class 89 (5 points): Lose 27.549846 but Gain 708.407787 Iteration 88Q (16.904903 sec): 42 clusters Score: Raw -1094840.153638 + Penalty 23578.489740 = -1071261.663898 nChanged 12 Deleting Class 81 (5 points): Lose 15.505511 but Gain 686.832956 Iteration 89Q (16.962224 sec): 41 clusters Score: Raw -1094847.574695 + Penalty 22930.675906 = -1071916.898789 nChanged 15 Deleting Class 74 (13 points): Lose 80.644916 but Gain 752.425293 Iteration 90F (17.326217 sec): 40 clusters Score: Raw -1094781.890642 + Penalty 22189.748698 = -1072592.141943 nChanged 15 Deleting Class 19 (15 points): Lose 35.236460 but Gain 675.583981 Iteration 91Q (17.384239 sec): 39 clusters Score: Raw -1094770.272187 + Penalty 21629.754756 = -1073140.517431 nChanged 17 Deleting Class 12 (7 points): Lose 27.339298 but Gain 761.057552 Iteration 92Q (17.440307 sec): 38 clusters Score: Raw -1094776.224082 + Penalty 20897.988655 = -1073878.235427 nChanged 15 Deleting Class 65 (5 points): Lose 29.874577 but Gain 660.021622 Iteration 93Q (17.497254 sec): 37 clusters Score: Raw -1094765.767075 + Penalty 20242.975193 = -1074522.791882 nChanged 16 Deleting Class 26 (7 points): Lose 31.528312 but Gain 660.211971 Iteration 94Q (17.553844 sec): 36 clusters Score: Raw -1094757.899354 + Penalty 19625.396078 = -1075132.503277 nChanged 16 Deleting Class 68 (9 points): Lose 43.981351 but Gain 658.831340 Iteration 95Q (17.610246 sec): 35 clusters Score: Raw -1094730.967826 + Penalty 19017.271455 = -1075713.696371 nChanged 18 Deleting Class 50 (2 points): Lose 8.786981 but Gain 611.539113 Iteration 96Q (17.665557 sec): 34 clusters Score: Raw -1094742.518462 + Penalty 18425.930629 = -1076316.587834 nChanged 9 Deleting Class 129 (1 points): Lose 5.267931 but Gain 605.297600 Iteration 97Q (17.720710 sec): 33 clusters Score: Raw -1094743.461402 + Penalty 17820.623823 = -1076922.837579 nChanged 3 Deleting Class 41 (33 points): Lose 170.956895 but Gain 766.866990 Iteration 98Q (17.776037 sec): 32 clusters Score: Raw -1094574.614647 + Penalty 17085.614319 = -1077489.000328 nChanged 35 Deleting Class 25 (28 points): Lose 146.326493 but Gain 737.644912 Iteration 99Q (17.831936 sec): 31 clusters Score: Raw -1094494.793396 + Penalty 16387.340080 = -1078107.453316 nChanged 35 Deleting Class 79 (5 points): Lose 16.825257 but Gain 603.800864 Iteration 100F (18.106879 sec): 30 clusters Score: Raw -1094559.032490 + Penalty 15801.200074 = -1078757.832416 nChanged 25 Deleting Class 21 (59 points): Lose 235.936071 but Gain 816.923731 Iteration 101Q (18.162028 sec): 29 clusters Score: Raw -1094348.384899 + Penalty 15056.094912 = -1079292.289987 nChanged 74 Deleting Class 43 (7 points): Lose 28.965146 but Gain 595.026451 Iteration 102Q (18.217577 sec): 28 clusters Score: Raw -1094447.491028 + Penalty 14474.193327 = -1079973.297701 nChanged 38 Deleting Class 106 (7 points): Lose 57.816148 but Gain 622.696110 Iteration 103Q (18.271743 sec): 27 clusters Score: Raw -1094417.207472 + Penalty 13865.493002 = -1080551.714470 nChanged 31 Deleting Class 121 (3 points): Lose 37.675133 but Gain 600.339923 Iteration 104Q (18.325364 sec): 26 clusters Score: Raw -1094400.158909 + Penalty 13285.845139 = -1081114.313770 nChanged 29 Deleting Class 46 (13 points): Lose 30.068513 but Gain 557.031173 Iteration 105Q (18.377803 sec): 25 clusters Score: Raw -1094388.390360 + Penalty 12771.288197 = -1081617.102163 nChanged 29 Deleting Class 66 (5 points): Lose 21.629409 but Gain 570.309807 Iteration 106Q (18.430576 sec): 24 clusters Score: Raw -1094397.627996 + Penalty 12197.327749 = -1082200.300247 nChanged 22 Deleting Class 22 (17 points): Lose 52.098672 but Gain 575.839678 Iteration 107Q (18.482773 sec): 23 clusters Score: Raw -1094360.370594 + Penalty 11647.638418 = -1082712.732176 nChanged 29 Deleting Class 102 (4 points): Lose 14.997104 but Gain 511.521529 Iteration 108Q (18.534125 sec): 22 clusters Score: Raw -1094377.463565 + Penalty 11142.504743 = -1083234.958822 nChanged 20 Deleting Class 60 (40 points): Lose 145.930293 but Gain 631.013125 Iteration 109Q (18.589804 sec): 21 clusters Score: Raw -1094243.479084 + Penalty 10526.350819 = -1083717.128265 nChanged 50 Deleting Class 9 (60 points): Lose 256.026494 but Gain 674.253879 Iteration 110F (18.790019 sec): 20 clusters Score: Raw -1094058.067400 + Penalty 9895.298870 = -1084162.768530 nChanged 80 Deleting Class 11 (140 points): Lose 322.905985 but Gain 691.274617 Iteration 111Q (18.843883 sec): 19 clusters Score: Raw -1093868.721897 + Penalty 9250.455281 = -1084618.266616 nChanged 154 Deleting Class 23 (9 points): Lose 91.062103 but Gain 452.899084 Iteration 112Q (18.896899 sec): 18 clusters Score: Raw -1093995.400132 + Penalty 8736.980857 = -1085258.419276 nChanged 41 Deleting Class 17 (63 points): Lose 128.691512 but Gain 434.110663 Iteration 113Q (18.948804 sec): 17 clusters Score: Raw -1093890.828087 + Penalty 8288.778419 = -1085602.049668 nChanged 77 Deleting Class 20 (111 points): Lose 268.702282 but Gain 529.836482 Iteration 114Q (19.000763 sec): 16 clusters Score: Raw -1093707.956810 + Penalty 7759.972285 = -1085947.984524 nChanged 124 Deleting Class 16 (102 points): Lose 518.198403 but Gain 727.525528 Iteration 115Q (19.052077 sec): 15 clusters Score: Raw -1093350.261179 + Penalty 7090.236376 = -1086260.024803 nChanged 128 Deleting Class 3 (232 points): Lose 854.437265 but Gain 885.683716 Iteration 116Q (19.102792 sec): 14 clusters Score: Raw -1092799.622791 + Penalty 6343.127049 = -1086456.495741 nChanged 246 Iteration 117Q (19.154325 sec): 14 clusters Score: Raw -1093338.512450 + Penalty 6344.924191 = -1086993.588259 nChanged 68 Iteration 118Q (19.201359 sec): 14 clusters Score: Raw -1093389.720266 + Penalty 6343.437872 = -1087046.282393 nChanged 50 Writing temp clu file Memory request: 0.09 GB would take us to total of 0.18 GB. Compute initial score before splitting: Score: Raw -1093389.720266 + Penalty 6343.437872 = -1087046.282393Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 1 (941 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.240726 sec): 2 clusters Score: Raw -57349.761552 + Penalty 181.710659 = -57168.050892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.242598 sec): 3 clusters Score: Raw -56813.363579 + Penalty 429.237366 = -56384.126213 nChanged 376 SP:Iteration 1F (19.244426 sec): 3 clusters Score: Raw -57195.326361 + Penalty 467.591767 = -56727.734594 nChanged 92 SP:Iteration 2F (19.246249 sec): 3 clusters Score: Raw -57288.725862 + Penalty 470.768517 = -56817.957345 nChanged 34 SP:Iteration 3Q (19.248005 sec): 3 clusters Score: Raw -57317.335142 + Penalty 476.473542 = -56840.861600 nChanged 20 SP:Iteration 4Q (19.249704 sec): 3 clusters Score: Raw -57330.512500 + Penalty 476.797262 = -56853.715238 nChanged 16 SP:Iteration 5Q (19.251376 sec): 3 clusters Score: Raw -57337.107958 + Penalty 481.558396 = -56855.549563 nChanged 10 SP:Iteration 6Q (19.253036 sec): 3 clusters Score: Raw -57343.214788 + Penalty 482.766088 = -56860.448700 nChanged 13 SP:Iteration 7Q (19.254738 sec): 3 clusters Score: Raw -57351.100781 + Penalty 479.312646 = -56871.788134 nChanged 10 SP:Iteration 8Q (19.256431 sec): 3 clusters Score: Raw -57361.659857 + Penalty 478.364892 = -56883.294965 nChanged 5 SP:Iteration 9Q (19.258100 sec): 3 clusters Score: Raw -57374.935805 + Penalty 478.377275 = -56896.558530 nChanged 7 SP:Iteration 10F (19.259931 sec): 3 clusters Score: Raw -57389.431432 + Penalty 478.091704 = -56911.339729 nChanged 7 SP:Iteration 11Q (19.261510 sec): 3 clusters Score: Raw -57396.907469 + Penalty 478.311168 = -56918.596301 nChanged 1 SP:Iteration 12Q (19.263069 sec): 3 clusters Score: Raw -57397.630785 + Penalty 480.136212 = -56917.494573 nChanged 1 SP:Iteration 13F (19.264937 sec): 3 clusters Score: Raw -57398.812780 + Penalty 475.083178 = -56923.729602 nChanged 1 SP:Iteration 14Q (19.266508 sec): 3 clusters Score: Raw -57399.663222 + Penalty 475.083178 = -56924.580043 nChanged 0 SP:Iteration 15F (19.268323 sec): 3 clusters Score: Raw -57399.663222 + Penalty 475.083178 = -56924.580043 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 2 (264 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.270114 sec): 2 clusters Score: Raw -15474.316391 + Penalty 459.190932 = -15015.125459 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.270792 sec): 3 clusters Score: Raw -15401.593477 + Penalty 920.668745 = -14480.924732 nChanged 56 SP:Iteration 1F (19.271456 sec): 3 clusters Score: Raw -15483.892775 + Penalty 920.710283 = -14563.182492 nChanged 20 SP:Iteration 2F (19.272149 sec): 3 clusters Score: Raw -15518.591530 + Penalty 922.509769 = -14596.081761 nChanged 13 SP:Iteration 3Q (19.272793 sec): 3 clusters Score: Raw -15541.524064 + Penalty 913.753184 = -14627.770880 nChanged 11 SP:Iteration 4Q (19.273432 sec): 3 clusters Score: Raw -15567.734800 + Penalty 913.454973 = -14654.279827 nChanged 4 SP:Iteration 5Q (19.274062 sec): 3 clusters Score: Raw -15582.169172 + Penalty 914.639998 = -14667.529173 nChanged 3 SP:Iteration 6Q (19.274690 sec): 3 clusters Score: Raw -15584.100504 + Penalty 918.381864 = -14665.718640 nChanged 3 SP:Iteration 7F (19.275356 sec): 3 clusters Score: Raw -15587.748825 + Penalty 926.555078 = -14661.193747 nChanged 6 SP:Iteration 8F (19.276017 sec): 3 clusters Score: Raw -15593.222603 + Penalty 929.514608 = -14663.707995 nChanged 2 SP:Iteration 9Q (19.276642 sec): 3 clusters Score: Raw -15594.755307 + Penalty 931.087876 = -14663.667431 nChanged 3 SP:Iteration 10F (19.277303 sec): 3 clusters Score: Raw -15599.438304 + Penalty 932.835350 = -14666.602954 nChanged 3 SP:Iteration 11Q (19.277927 sec): 3 clusters Score: Raw -15606.646575 + Penalty 933.137825 = -14673.508750 nChanged 2 SP:Iteration 12Q (19.278553 sec): 3 clusters Score: Raw -15608.961854 + Penalty 933.137825 = -14675.824029 nChanged 0 SP:Iteration 13F (19.279213 sec): 3 clusters Score: Raw -15608.961854 + Penalty 933.137825 = -14675.824029 nChanged 0 Memory request: 0.02 GB would take us to total of 0.20 GB. Trying to split cluster 4 (4809 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.299958 sec): 2 clusters Score: Raw -293808.850768 + Penalty 145.393363 = -293663.457405 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.308767 sec): 3 clusters Score: Raw -290572.320530 + Penalty 291.055176 = -290281.265354 nChanged 2259 SP:Iteration 1F (19.317520 sec): 3 clusters Score: Raw -291906.195212 + Penalty 291.129817 = -291615.065395 nChanged 556 SP:Iteration 2F (19.326598 sec): 3 clusters Score: Raw -292136.727989 + Penalty 291.643888 = -291845.084101 nChanged 221 SP:Iteration 3Q (19.335417 sec): 3 clusters Score: Raw -292214.706389 + Penalty 292.750831 = -291921.955558 nChanged 157 SP:Iteration 4Q (19.343924 sec): 3 clusters Score: Raw -292282.464876 + Penalty 294.102408 = -291988.362468 nChanged 187 SP:Iteration 5Q (19.352420 sec): 3 clusters Score: Raw -292369.226881 + Penalty 296.468724 = -292072.758157 nChanged 206 SP:Iteration 6Q (19.360819 sec): 3 clusters Score: Raw -292471.926191 + Penalty 299.955156 = -292171.971035 nChanged 250 SP:Iteration 7F (19.369373 sec): 3 clusters Score: Raw -292606.885199 + Penalty 304.694433 = -292302.190766 nChanged 296 SP:Iteration 8F (19.377961 sec): 3 clusters Score: Raw -292796.645751 + Penalty 311.891149 = -292484.754602 nChanged 326 SP:Iteration 9F (19.386532 sec): 3 clusters Score: Raw -293035.124621 + Penalty 323.272848 = -292711.851773 nChanged 333 SP:Iteration 10F (19.395068 sec): 3 clusters Score: Raw -293306.349284 + Penalty 343.621771 = -292962.727514 nChanged 283 SP:Iteration 11F (19.403604 sec): 3 clusters Score: Raw -293550.118012 + Penalty 384.748680 = -293165.369332 nChanged 183 SP:Iteration 12Q (19.410795 sec): 3 clusters Score: Raw -293724.932194 + Penalty 449.651906 = -293275.280288 nChanged 66 SP:Iteration 13Q (19.417820 sec): 3 clusters Score: Raw -293787.362118 + Penalty 524.326160 = -293263.035958 nChanged 26 SP:Iteration 14F (19.426448 sec): 3 clusters Score: Raw -293814.339501 + Penalty 536.840684 = -293277.498817 nChanged 9 SP:Iteration 15Q (19.433427 sec): 3 clusters Score: Raw -293822.256372 + Penalty 542.966795 = -293279.289577 nChanged 3 SP:Iteration 16Q (19.440121 sec): 3 clusters Score: Raw -293824.300612 + Penalty 557.370341 = -293266.930271 nChanged 2 SP:Iteration 17F (19.448648 sec): 3 clusters Score: Raw -293825.475359 + Penalty 563.039875 = -293262.435485 nChanged 1 SP:Iteration 18F (19.457167 sec): 3 clusters Score: Raw -293825.400919 + Penalty 563.039875 = -293262.361044 nChanged 0 Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 5 (1667 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.467513 sec): 2 clusters Score: Raw -100225.667911 + Penalty 133.603524 = -100092.064387 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.470650 sec): 3 clusters Score: Raw -99140.025022 + Penalty 267.392251 = -98872.632771 nChanged 768 SP:Iteration 1F (19.473718 sec): 3 clusters Score: Raw -99795.965986 + Penalty 265.929394 = -99530.036592 nChanged 223 SP:Iteration 2F (19.476822 sec): 3 clusters Score: Raw -100012.836401 + Penalty 262.552317 = -99750.284084 nChanged 117 SP:Iteration 3F (19.479961 sec): 3 clusters Score: Raw -100153.593121 + Penalty 257.622191 = -99895.970931 nChanged 82 SP:Iteration 4Q (19.482947 sec): 3 clusters Score: Raw -100279.951113 + Penalty 252.331267 = -100027.619846 nChanged 57 SP:Iteration 5Q (19.485848 sec): 3 clusters Score: Raw -100368.965694 + Penalty 245.969886 = -100122.995808 nChanged 48 SP:Iteration 6Q (19.488664 sec): 3 clusters Score: Raw -100429.353525 + Penalty 242.789113 = -100186.564412 nChanged 25 SP:Iteration 7Q (19.491429 sec): 3 clusters Score: Raw -100445.413052 + Penalty 240.685534 = -100204.727518 nChanged 16 SP:Iteration 8Q (19.494131 sec): 3 clusters Score: Raw -100453.252414 + Penalty 239.268908 = -100213.983506 nChanged 16 SP:Iteration 9Q (19.496816 sec): 3 clusters Score: Raw -100458.927799 + Penalty 238.544052 = -100220.383747 nChanged 6 SP:Iteration 10F (19.499910 sec): 3 clusters Score: Raw -100459.767071 + Penalty 237.922764 = -100221.844307 nChanged 5 SP:Iteration 11Q (19.502623 sec): 3 clusters Score: Raw -100460.428910 + Penalty 236.741060 = -100223.687851 nChanged 7 SP:Iteration 12Q (19.505326 sec): 3 clusters Score: Raw -100461.443364 + Penalty 235.972127 = -100225.471237 nChanged 3 SP:Iteration 13Q (19.508025 sec): 3 clusters Score: Raw -100461.713475 + Penalty 235.642057 = -100226.071417 nChanged 1 SP:Iteration 14Q (19.510718 sec): 3 clusters Score: Raw -100461.838800 + Penalty 235.589400 = -100226.249399 nChanged 1 SP:Iteration 15Q (19.513413 sec): 3 clusters Score: Raw -100461.903023 + Penalty 235.589400 = -100226.313623 nChanged 0 SP:Iteration 16F (19.516467 sec): 3 clusters Score: Raw -100461.903023 + Penalty 235.589400 = -100226.313623 nChanged 0 Score: Raw -1109480.297851 + Penalty 6478.862094 = -1103001.435757 Splitting cluster 5 changes total score from -1087046.282393 to -1103001.435757 So it's getting split into cluster 3. Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 6 (1632 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.658442 sec): 2 clusters Score: Raw -101952.268317 + Penalty 346.795935 = -101605.472382 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.661547 sec): 3 clusters Score: Raw -100977.144209 + Penalty 691.397032 = -100285.747178 nChanged 671 SP:Iteration 1F (19.664574 sec): 3 clusters Score: Raw -101436.396310 + Penalty 691.016853 = -100745.379457 nChanged 195 SP:Iteration 2F (19.667608 sec): 3 clusters Score: Raw -101557.576317 + Penalty 691.814363 = -100865.761954 nChanged 107 SP:Iteration 3F (19.670630 sec): 3 clusters Score: Raw -101618.249967 + Penalty 692.465664 = -100925.784303 nChanged 72 SP:Iteration 4Q (19.673647 sec): 3 clusters Score: Raw -101671.120629 + Penalty 692.692591 = -100978.428038 nChanged 64 SP:Iteration 5Q (19.676664 sec): 3 clusters Score: Raw -101706.629181 + Penalty 693.173498 = -101013.455683 nChanged 52 SP:Iteration 6Q (19.679667 sec): 3 clusters Score: Raw -101736.926411 + Penalty 693.560014 = -101043.366397 nChanged 32 SP:Iteration 7Q (19.682657 sec): 3 clusters Score: Raw -101750.930069 + Penalty 694.022190 = -101056.907878 nChanged 26 SP:Iteration 8Q (19.685643 sec): 3 clusters Score: Raw -101765.707745 + Penalty 694.741982 = -101070.965762 nChanged 30 SP:Iteration 9Q (19.688621 sec): 3 clusters Score: Raw -101779.445604 + Penalty 695.591525 = -101083.854079 nChanged 28 SP:Iteration 10F (19.691678 sec): 3 clusters Score: Raw -101789.731200 + Penalty 696.353756 = -101093.377445 nChanged 28 SP:Iteration 11Q (19.694684 sec): 3 clusters Score: Raw -101800.073467 + Penalty 696.565826 = -101103.507641 nChanged 24 SP:Iteration 12Q (19.697652 sec): 3 clusters Score: Raw -101806.597474 + Penalty 697.269820 = -101109.327653 nChanged 13 SP:Iteration 13Q (19.700602 sec): 3 clusters Score: Raw -101808.695271 + Penalty 697.713741 = -101110.981531 nChanged 7 SP:Iteration 14Q (19.703550 sec): 3 clusters Score: Raw -101810.233423 + Penalty 698.139750 = -101112.093673 nChanged 6 SP:Iteration 15Q (19.706500 sec): 3 clusters Score: Raw -101811.292763 + Penalty 698.547514 = -101112.745248 nChanged 7 SP:Iteration 16Q (19.709444 sec): 3 clusters Score: Raw -101813.085203 + Penalty 698.937666 = -101114.147538 nChanged 6 SP:Iteration 17Q (19.712387 sec): 3 clusters Score: Raw -101814.164729 + Penalty 699.467703 = -101114.697026 nChanged 8 SP:Iteration 18Q (19.715327 sec): 3 clusters Score: Raw -101815.430423 + Penalty 699.620543 = -101115.809880 nChanged 7 SP:Iteration 19Q (19.718266 sec): 3 clusters Score: Raw -101816.391791 + Penalty 699.894037 = -101116.497753 nChanged 6 SP:Iteration 20F (19.721297 sec): 3 clusters Score: Raw -101817.567643 + Penalty 700.369163 = -101117.198480 nChanged 6 SP:Iteration 21Q (19.724237 sec): 3 clusters Score: Raw -101818.220384 + Penalty 700.774509 = -101117.445875 nChanged 4 SP:Iteration 22Q (19.727177 sec): 3 clusters Score: Raw -101819.490271 + Penalty 701.508274 = -101117.981997 nChanged 10 SP:Iteration 23Q (19.730155 sec): 3 clusters Score: Raw -101822.217669 + Penalty 702.588448 = -101119.629221 nChanged 9 SP:Iteration 24Q (19.733090 sec): 3 clusters Score: Raw -101825.401207 + Penalty 703.637133 = -101121.764074 nChanged 11 SP:Iteration 25Q (19.736301 sec): 3 clusters Score: Raw -101827.743792 + Penalty 704.514271 = -101123.229521 nChanged 8 SP:Iteration 26Q (19.739306 sec): 3 clusters Score: Raw -101829.105304 + Penalty 706.198354 = -101122.906949 nChanged 13 SP:Iteration 27F (19.742326 sec): 3 clusters Score: Raw -101832.533722 + Penalty 708.729341 = -101123.804381 nChanged 15 SP:Iteration 28Q (19.745266 sec): 3 clusters Score: Raw -101837.167791 + Penalty 710.671037 = -101126.496753 nChanged 15 SP:Iteration 29Q (19.748207 sec): 3 clusters Score: Raw -101841.006620 + Penalty 712.306096 = -101128.700523 nChanged 13 SP:Iteration 30F (19.751224 sec): 3 clusters Score: Raw -101844.475746 + Penalty 714.020829 = -101130.454917 nChanged 10 SP:Iteration 31Q (19.754147 sec): 3 clusters Score: Raw -101847.055347 + Penalty 715.795617 = -101131.259730 nChanged 8 SP:Iteration 32Q (19.757070 sec): 3 clusters Score: Raw -101849.430293 + Penalty 717.940671 = -101131.489622 nChanged 13 SP:Iteration 33Q (19.759978 sec): 3 clusters Score: Raw -101853.599575 + Penalty 720.350295 = -101133.249280 nChanged 13 SP:Iteration 34Q (19.762946 sec): 3 clusters Score: Raw -101858.012198 + Penalty 724.090532 = -101133.921666 nChanged 21 SP:Iteration 35Q (19.765922 sec): 3 clusters Score: Raw -101865.862069 + Penalty 726.930742 = -101138.931327 nChanged 14 SP:Iteration 36Q (19.768831 sec): 3 clusters Score: Raw -101870.543758 + Penalty 730.172234 = -101140.371523 nChanged 13 SP:Iteration 37Q (19.771717 sec): 3 clusters Score: Raw -101876.699707 + Penalty 735.499482 = -101141.200225 nChanged 20 SP:Iteration 38Q (19.774590 sec): 3 clusters Score: Raw -101890.265745 + Penalty 739.658965 = -101150.606780 nChanged 27 SP:Iteration 39Q (19.777456 sec): 3 clusters Score: Raw -101908.312179 + Penalty 744.354543 = -101163.957635 nChanged 21 SP:Iteration 40F (19.780467 sec): 3 clusters Score: Raw -101934.511439 + Penalty 749.546462 = -101184.964977 nChanged 26 SP:Iteration 41Q (19.783350 sec): 3 clusters Score: Raw -101956.505075 + Penalty 752.795389 = -101203.709686 nChanged 25 SP:Iteration 42Q (19.786179 sec): 3 clusters Score: Raw -101972.418537 + Penalty 756.774157 = -101215.644380 nChanged 20 SP:Iteration 43Q (19.788940 sec): 3 clusters Score: Raw -101983.983964 + Penalty 761.017331 = -101222.966633 nChanged 16 SP:Iteration 44Q (19.791698 sec): 3 clusters Score: Raw -101992.307316 + Penalty 763.664448 = -101228.642868 nChanged 15 SP:Iteration 45Q (19.794451 sec): 3 clusters Score: Raw -102004.141690 + Penalty 766.971851 = -101237.169839 nChanged 15 SP:Iteration 46Q (19.797226 sec): 3 clusters Score: Raw -102014.088947 + Penalty 766.666942 = -101247.422005 nChanged 12 SP:Iteration 47Q (19.799961 sec): 3 clusters Score: Raw -102019.174638 + Penalty 767.123547 = -101252.051091 nChanged 8 SP:Iteration 48Q (19.802645 sec): 3 clusters Score: Raw -102021.909476 + Penalty 766.983341 = -101254.926135 nChanged 5 SP:Iteration 49Q (19.805359 sec): 3 clusters Score: Raw -102024.619358 + Penalty 768.169801 = -101256.449557 nChanged 6 SP:Iteration 50F (19.808498 sec): 3 clusters Score: Raw -102027.319155 + Penalty 769.249590 = -101258.069565 nChanged 6 SP:Iteration 51Q (19.811264 sec): 3 clusters Score: Raw -102031.379625 + Penalty 770.557468 = -101260.822156 nChanged 6 SP:Iteration 52Q (19.814038 sec): 3 clusters Score: Raw -102034.179745 + Penalty 771.548833 = -101262.630912 nChanged 5 SP:Iteration 53Q (19.816792 sec): 3 clusters Score: Raw -102036.004252 + Penalty 773.567444 = -101262.436807 nChanged 4 SP:Iteration 54F (19.819928 sec): 3 clusters Score: Raw -102038.340443 + Penalty 774.049471 = -101264.290972 nChanged 3 SP:Iteration 55Q (19.822625 sec): 3 clusters Score: Raw -102039.879106 + Penalty 775.582860 = -101264.296247 nChanged 6 SP:Iteration 56Q (19.825314 sec): 3 clusters Score: Raw -102042.585782 + Penalty 776.784507 = -101265.801275 nChanged 3 SP:Iteration 57Q (19.827948 sec): 3 clusters Score: Raw -102044.376996 + Penalty 777.871866 = -101266.505131 nChanged 3 SP:Iteration 58Q (19.830665 sec): 3 clusters Score: Raw -102046.078234 + Penalty 779.271381 = -101266.806853 nChanged 5 SP:Iteration 59Q (19.833401 sec): 3 clusters Score: Raw -102048.254693 + Penalty 781.111578 = -101267.143116 nChanged 3 SP:Iteration 60F (19.836543 sec): 3 clusters Score: Raw -102049.489867 + Penalty 781.111578 = -101268.378289 nChanged 0 Memory request: 0.02 GB would take us to total of 0.19 GB. Trying to split cluster 8 (3020 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.845888 sec): 2 clusters Score: Raw -182749.484143 + Penalty 95.624287 = -182653.859857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.851553 sec): 3 clusters Score: Raw -180810.586177 + Penalty 207.274797 = -180603.311380 nChanged 1423 SP:Iteration 1F (19.856931 sec): 3 clusters Score: Raw -181934.651840 + Penalty 222.314570 = -181712.337270 nChanged 318 SP:Iteration 2F (19.862284 sec): 3 clusters Score: Raw -182268.876237 + Penalty 261.741056 = -182007.135181 nChanged 272 SP:Iteration 3F (19.867677 sec): 3 clusters Score: Raw -182586.157859 + Penalty 307.630725 = -182278.527135 nChanged 114 SP:Iteration 4Q (19.872768 sec): 3 clusters Score: Raw -182723.554424 + Penalty 359.494561 = -182364.059862 nChanged 54 SP:Iteration 5Q (19.877340 sec): 3 clusters Score: Raw -182784.200327 + Penalty 422.554862 = -182361.645465 nChanged 19 SP:Iteration 6F (19.882737 sec): 3 clusters Score: Raw -182809.605628 + Penalty 456.630150 = -182352.975478 nChanged 8 SP:Iteration 7F (19.888213 sec): 3 clusters Score: Raw -182822.425707 + Penalty 488.733096 = -182333.692611 nChanged 7 SP:Iteration 8F (19.893797 sec): 3 clusters Score: Raw -182836.803304 + Penalty 494.404081 = -182342.399223 nChanged 2 SP:Iteration 9Q (19.897980 sec): 3 clusters Score: Raw -182840.171049 + Penalty 504.556911 = -182335.614138 nChanged 2 SP:Iteration 10F (19.903295 sec): 3 clusters Score: Raw -182841.849655 + Penalty 504.556911 = -182337.292744 nChanged 0 Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 10 (1890 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.914097 sec): 2 clusters Score: Raw -112955.025405 + Penalty 63.664611 = -112891.360794 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.917636 sec): 3 clusters Score: Raw -111784.776868 + Penalty 133.108553 = -111651.668316 nChanged 889 SP:Iteration 1F (19.921058 sec): 3 clusters Score: Raw -112441.064187 + Penalty 136.346851 = -112304.717336 nChanged 130 SP:Iteration 2F (19.924472 sec): 3 clusters Score: Raw -112543.021885 + Penalty 142.046688 = -112400.975197 nChanged 119 SP:Iteration 3F (19.927889 sec): 3 clusters Score: Raw -112653.002996 + Penalty 150.274310 = -112502.728686 nChanged 97 SP:Iteration 4F (19.931293 sec): 3 clusters Score: Raw -112747.261568 + Penalty 156.451160 = -112590.810407 nChanged 71 SP:Iteration 5Q (19.934681 sec): 3 clusters Score: Raw -112820.446332 + Penalty 158.087325 = -112662.359008 nChanged 61 SP:Iteration 6Q (19.937923 sec): 3 clusters Score: Raw -112879.181369 + Penalty 166.350205 = -112712.831164 nChanged 41 SP:Iteration 7Q (19.941194 sec): 3 clusters Score: Raw -112912.608987 + Penalty 178.574736 = -112734.034251 nChanged 25 SP:Iteration 8Q (19.944218 sec): 3 clusters Score: Raw -112931.941932 + Penalty 206.882731 = -112725.059202 nChanged 20 SP:Iteration 9F (19.947637 sec): 3 clusters Score: Raw -112950.302295 + Penalty 250.597895 = -112699.704400 nChanged 16 SP:Iteration 10F (19.951007 sec): 3 clusters Score: Raw -112965.857290 + Penalty 308.769533 = -112657.087757 nChanged 12 SP:Iteration 11F (19.954472 sec): 3 clusters Score: Raw -112979.144061 + Penalty 349.760137 = -112629.383924 nChanged 5 SP:Iteration 12F (19.957835 sec): 3 clusters Score: Raw -112984.587821 + Penalty 363.620566 = -112620.967256 nChanged 1 SP:Iteration 13F (19.961199 sec): 3 clusters Score: Raw -112988.339969 + Penalty 363.620566 = -112624.719403 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 14 (854 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.967306 sec): 2 clusters Score: Raw -50863.456039 + Penalty 247.752630 = -50615.703409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.969086 sec): 3 clusters Score: Raw -50356.565731 + Penalty 497.316327 = -49859.249404 nChanged 346 SP:Iteration 1F (19.970790 sec): 3 clusters Score: Raw -50618.723003 + Penalty 520.269603 = -50098.453401 nChanged 156 SP:Iteration 2F (19.972488 sec): 3 clusters Score: Raw -50823.971148 + Penalty 559.987459 = -50263.983689 nChanged 68 SP:Iteration 3F (19.974196 sec): 3 clusters Score: Raw -50903.862508 + Penalty 604.570421 = -50299.292087 nChanged 46 SP:Iteration 4F (19.975888 sec): 3 clusters Score: Raw -50958.535961 + Penalty 653.177163 = -50305.358798 nChanged 31 SP:Iteration 5Q (19.977571 sec): 3 clusters Score: Raw -50998.388430 + Penalty 689.731178 = -50308.657251 nChanged 21 SP:Iteration 6Q (19.979176 sec): 3 clusters Score: Raw -51031.585320 + Penalty 702.558634 = -50329.026686 nChanged 10 SP:Iteration 7Q (19.980704 sec): 3 clusters Score: Raw -51053.591055 + Penalty 727.337524 = -50326.253531 nChanged 13 SP:Iteration 8F (19.982396 sec): 3 clusters Score: Raw -51080.796087 + Penalty 743.150089 = -50337.645998 nChanged 9 SP:Iteration 9Q (19.983841 sec): 3 clusters Score: Raw -51091.501814 + Penalty 747.875936 = -50343.625878 nChanged 2 SP:Iteration 10F (19.985512 sec): 3 clusters Score: Raw -51093.033100 + Penalty 749.861918 = -50343.171182 nChanged 1 SP:Iteration 11F (19.987179 sec): 3 clusters Score: Raw -51093.784984 + Penalty 750.816127 = -50342.968857 nChanged 1 SP:Iteration 12F (19.988890 sec): 3 clusters Score: Raw -51093.976309 + Penalty 750.816127 = -50343.160182 nChanged 0 Memory request: 0.02 GB would take us to total of 0.19 GB. Trying to split cluster 15 (3006 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.004022 sec): 2 clusters Score: Raw -179141.027336 + Penalty 264.181025 = -178876.846311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.009716 sec): 3 clusters Score: Raw -177216.291120 + Penalty 543.227774 = -176673.063345 nChanged 1315 SP:Iteration 1F (20.015135 sec): 3 clusters Score: Raw -178232.154973 + Penalty 573.089371 = -177659.065603 nChanged 507 SP:Iteration 2F (20.020572 sec): 3 clusters Score: Raw -178722.833532 + Penalty 588.240912 = -178134.592620 nChanged 203 SP:Iteration 3F (20.025965 sec): 3 clusters Score: Raw -178956.950344 + Penalty 592.171726 = -178364.778618 nChanged 84 SP:Iteration 4Q (20.031298 sec): 3 clusters Score: Raw -179037.333267 + Penalty 595.482439 = -178441.850828 nChanged 52 SP:Iteration 5Q (20.036401 sec): 3 clusters Score: Raw -179059.511414 + Penalty 595.960363 = -178463.551050 nChanged 33 SP:Iteration 6Q (20.041462 sec): 3 clusters Score: Raw -179074.448391 + Penalty 594.659267 = -178479.789124 nChanged 23 SP:Iteration 7Q (20.046408 sec): 3 clusters Score: Raw -179082.336271 + Penalty 594.280757 = -178488.055514 nChanged 19 SP:Iteration 8Q (20.051171 sec): 3 clusters Score: Raw -179087.487345 + Penalty 595.061838 = -178492.425507 nChanged 16 SP:Iteration 9Q (20.055927 sec): 3 clusters Score: Raw -179089.887831 + Penalty 596.958762 = -178492.929070 nChanged 12 SP:Iteration 10F (20.061300 sec): 3 clusters Score: Raw -179091.451647 + Penalty 601.371006 = -178490.080641 nChanged 17 SP:Iteration 11F (20.066730 sec): 3 clusters Score: Raw -179095.119022 + Penalty 608.155666 = -178486.963356 nChanged 19 SP:Iteration 12F (20.072108 sec): 3 clusters Score: Raw -179100.238444 + Penalty 616.485263 = -178483.753180 nChanged 23 SP:Iteration 13F (20.077537 sec): 3 clusters Score: Raw -179108.340928 + Penalty 623.784321 = -178484.556607 nChanged 25 SP:Iteration 14Q (20.082225 sec): 3 clusters Score: Raw -179116.591624 + Penalty 632.335218 = -178484.256406 nChanged 25 SP:Iteration 15F (20.087658 sec): 3 clusters Score: Raw -179128.973171 + Penalty 651.392128 = -178477.581043 nChanged 38 SP:Iteration 16F (20.093048 sec): 3 clusters Score: Raw -179154.255202 + Penalty 674.233439 = -178480.021763 nChanged 44 SP:Iteration 17Q (20.097855 sec): 3 clusters Score: Raw -179181.871508 + Penalty 698.404799 = -178483.466709 nChanged 43 SP:Iteration 18Q (20.102498 sec): 3 clusters Score: Raw -179211.183028 + Penalty 728.615401 = -178482.567627 nChanged 36 SP:Iteration 19F (20.108010 sec): 3 clusters Score: Raw -179236.259511 + Penalty 751.063291 = -178485.196220 nChanged 27 SP:Iteration 20F (20.113388 sec): 3 clusters Score: Raw -179254.456212 + Penalty 765.024067 = -178489.432144 nChanged 18 SP:Iteration 21Q (20.117958 sec): 3 clusters Score: Raw -179268.592151 + Penalty 778.638436 = -178489.953715 nChanged 20 SP:Iteration 22Q (20.122493 sec): 3 clusters Score: Raw -179286.553953 + Penalty 799.945597 = -178486.608355 nChanged 16 SP:Iteration 23F (20.127886 sec): 3 clusters Score: Raw -179305.826258 + Penalty 799.064682 = -178506.761576 nChanged 9 SP:Iteration 24Q (20.132322 sec): 3 clusters Score: Raw -179315.668739 + Penalty 795.128232 = -178520.540507 nChanged 12 SP:Iteration 25Q (20.136699 sec): 3 clusters Score: Raw -179330.370687 + Penalty 786.060783 = -178544.309904 nChanged 11 SP:Iteration 26Q (20.141085 sec): 3 clusters Score: Raw -179342.829545 + Penalty 784.521410 = -178558.308135 nChanged 8 SP:Iteration 27Q (20.145443 sec): 3 clusters Score: Raw -179346.748649 + Penalty 784.522423 = -178562.226227 nChanged 5 SP:Iteration 28Q (20.149823 sec): 3 clusters Score: Raw -179350.876779 + Penalty 789.944152 = -178560.932627 nChanged 4 SP:Iteration 29F (20.155205 sec): 3 clusters Score: Raw -179353.232379 + Penalty 792.214439 = -178561.017940 nChanged 4 SP:Iteration 30F (20.160638 sec): 3 clusters Score: Raw -179355.832830 + Penalty 792.214439 = -178563.618391 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 18 (406 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.165062 sec): 2 clusters Score: Raw -26735.613136 + Penalty 488.873055 = -26246.740081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.166011 sec): 3 clusters Score: Raw -26551.736807 + Penalty 977.324274 = -25574.412533 nChanged 114 SP:Iteration 1F (20.166926 sec): 3 clusters Score: Raw -26634.128914 + Penalty 981.448674 = -25652.680240 nChanged 41 SP:Iteration 2F (20.167868 sec): 3 clusters Score: Raw -26678.951979 + Penalty 987.512841 = -25691.439138 nChanged 26 SP:Iteration 3F (20.168793 sec): 3 clusters Score: Raw -26711.324550 + Penalty 994.015244 = -25717.309306 nChanged 20 SP:Iteration 4Q (20.169691 sec): 3 clusters Score: Raw -26726.647598 + Penalty 995.486225 = -25731.161373 nChanged 6 SP:Iteration 5Q (20.170587 sec): 3 clusters Score: Raw -26730.442107 + Penalty 996.630445 = -25733.811663 nChanged 3 SP:Iteration 6Q (20.171525 sec): 3 clusters Score: Raw -26732.249395 + Penalty 998.051039 = -25734.198356 nChanged 3 SP:Iteration 7Q (20.172421 sec): 3 clusters Score: Raw -26733.802345 + Penalty 1000.929437 = -25732.872908 nChanged 4 SP:Iteration 8F (20.173325 sec): 3 clusters Score: Raw -26735.254353 + Penalty 1003.169213 = -25732.085140 nChanged 3 SP:Iteration 9F (20.174229 sec): 3 clusters Score: Raw -26736.156128 + Penalty 1003.779608 = -25732.376521 nChanged 1 SP:Iteration 10F (20.175131 sec): 3 clusters Score: Raw -26736.428519 + Penalty 1003.779608 = -25732.648912 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 27 (276 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.176393 sec): 2 clusters Score: Raw -17328.754734 + Penalty 400.554016 = -16928.200718 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.177087 sec): 3 clusters Score: Raw -17225.431840 + Penalty 800.782168 = -16424.649673 nChanged 72 SP:Iteration 1F (20.177767 sec): 3 clusters Score: Raw -17281.172621 + Penalty 801.377491 = -16479.795130 nChanged 18 SP:Iteration 2F (20.178447 sec): 3 clusters Score: Raw -17297.138812 + Penalty 801.231956 = -16495.906857 nChanged 9 SP:Iteration 3Q (20.179122 sec): 3 clusters Score: Raw -17309.893611 + Penalty 801.562551 = -16508.331060 nChanged 3 SP:Iteration 4Q (20.179793 sec): 3 clusters Score: Raw -17312.329643 + Penalty 802.089143 = -16510.240500 nChanged 2 SP:Iteration 5Q (20.180464 sec): 3 clusters Score: Raw -17314.155563 + Penalty 802.089143 = -16512.066420 nChanged 0 SP:Iteration 6F (20.181141 sec): 3 clusters Score: Raw -17314.155563 + Penalty 802.089143 = -16512.066420 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 32 (54 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.181701 sec): 2 clusters Score: Raw -3213.581337 + Penalty 25.267522 = -3188.313814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.181961 sec): 3 clusters Score: Raw -3192.561898 + Penalty 45.525537 = -3147.036361 nChanged 17 SP:Iteration 1F (20.182207 sec): 3 clusters Score: Raw -3214.001636 + Penalty 45.525537 = -3168.476099 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 49 (144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.183048 sec): 2 clusters Score: Raw -8023.468899 + Penalty 258.566928 = -7764.901971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.183524 sec): 3 clusters Score: Raw -7976.712062 + Penalty 516.523036 = -7460.189026 nChanged 35 SP:Iteration 1F (20.183990 sec): 3 clusters Score: Raw -8007.601455 + Penalty 520.178398 = -7487.423057 nChanged 10 SP:Iteration 2F (20.184458 sec): 3 clusters Score: Raw -8029.483419 + Penalty 525.951666 = -7503.531753 nChanged 6 SP:Iteration 3Q (20.184917 sec): 3 clusters Score: Raw -8039.813532 + Penalty 528.043048 = -7511.770484 nChanged 1 SP:Iteration 4Q (20.185375 sec): 3 clusters Score: Raw -8041.993225 + Penalty 529.397014 = -7512.596212 nChanged 1 SP:Iteration 5Q (20.185833 sec): 3 clusters Score: Raw -8042.570233 + Penalty 531.199951 = -7511.370282 nChanged 1 SP:Iteration 6F (20.186294 sec): 3 clusters Score: Raw -8043.790106 + Penalty 531.199951 = -7512.590155 nChanged 0 Iteration 119Q (20.251541 sec): 15 clusters Score: Raw -1093720.884904 + Penalty 6465.873734 = -1087255.011170 nChanged 76 Iteration 120F (20.389688 sec): 15 clusters Score: Raw -1093755.560309 + Penalty 6469.043761 = -1087286.516547 nChanged 59 Iteration 121Q (20.437996 sec): 15 clusters Score: Raw -1093768.276320 + Penalty 6471.139407 = -1087297.136913 nChanged 31 Iteration 122Q (20.486459 sec): 15 clusters Score: Raw -1093771.971285 + Penalty 6473.508698 = -1087298.462588 nChanged 12 Iteration 123Q (20.534371 sec): 15 clusters Score: Raw -1093773.233038 + Penalty 6471.241406 = -1087301.991632 nChanged 12 Iteration 124Q (20.583259 sec): 15 clusters Score: Raw -1093774.056512 + Penalty 6472.495781 = -1087301.560732 nChanged 9 Iteration 125F (20.721826 sec): 15 clusters Score: Raw -1093774.708701 + Penalty 6472.445928 = -1087302.262774 nChanged 5 Iteration 126Q (20.770617 sec): 15 clusters Score: Raw -1093775.067418 + Penalty 6472.445928 = -1087302.621491 nChanged 0 Iteration 127F (20.909813 sec): 15 clusters Score: Raw -1093775.067418 + Penalty 6472.445928 = -1087302.621491 nChanged 0 Writing temp clu file Memory request: 0.09 GB would take us to total of 0.18 GB. Compute initial score before splitting: Score: Raw -1093775.067418 + Penalty 6472.445928 = -1087302.621491Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 1 (928 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.948600 sec): 2 clusters Score: Raw -56605.170190 + Penalty 178.417899 = -56426.752290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.950537 sec): 3 clusters Score: Raw -56053.951601 + Penalty 375.701541 = -55678.250060 nChanged 404 SP:Iteration 1F (20.952461 sec): 3 clusters Score: Raw -56378.274480 + Penalty 387.290885 = -55990.983595 nChanged 124 SP:Iteration 2F (20.954392 sec): 3 clusters Score: Raw -56479.823677 + Penalty 393.038096 = -56086.785580 nChanged 68 SP:Iteration 3F (20.956370 sec): 3 clusters Score: Raw -56537.161998 + Penalty 395.699473 = -56141.462525 nChanged 36 SP:Iteration 4Q (20.958305 sec): 3 clusters Score: Raw -56554.095289 + Penalty 397.912341 = -56156.182949 nChanged 22 SP:Iteration 5Q (20.960179 sec): 3 clusters Score: Raw -56562.055000 + Penalty 398.993118 = -56163.061882 nChanged 11 SP:Iteration 6Q (20.962041 sec): 3 clusters Score: Raw -56568.015916 + Penalty 400.547845 = -56167.468071 nChanged 11 SP:Iteration 7Q (20.964032 sec): 3 clusters Score: Raw -56572.582425 + Penalty 401.317478 = -56171.264947 nChanged 3 SP:Iteration 8Q (20.965985 sec): 3 clusters Score: Raw -56573.330924 + Penalty 401.977609 = -56171.353314 nChanged 2 SP:Iteration 9Q (20.967852 sec): 3 clusters Score: Raw -56573.640167 + Penalty 402.105671 = -56171.534496 nChanged 1 SP:Iteration 10F (20.969794 sec): 3 clusters Score: Raw -56573.773383 + Penalty 402.105671 = -56171.667712 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 2 (259 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.971530 sec): 2 clusters Score: Raw -15179.040555 + Penalty 450.734556 = -14728.305998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.972228 sec): 3 clusters Score: Raw -15111.507761 + Penalty 906.506907 = -14205.000854 nChanged 60 SP:Iteration 1F (20.972908 sec): 3 clusters Score: Raw -15176.751900 + Penalty 916.345164 = -14260.406736 nChanged 19 SP:Iteration 2F (20.973585 sec): 3 clusters Score: Raw -15205.444285 + Penalty 930.498948 = -14274.945337 nChanged 9 SP:Iteration 3Q (20.974248 sec): 3 clusters Score: Raw -15219.392574 + Penalty 940.011639 = -14279.380935 nChanged 6 SP:Iteration 4Q (20.974907 sec): 3 clusters Score: Raw -15229.784283 + Penalty 952.744566 = -14277.039717 nChanged 8 SP:Iteration 5F (20.975579 sec): 3 clusters Score: Raw -15241.346746 + Penalty 957.906245 = -14283.440501 nChanged 4 SP:Iteration 6Q (20.976229 sec): 3 clusters Score: Raw -15246.502226 + Penalty 961.694700 = -14284.807526 nChanged 1 SP:Iteration 7Q (20.976874 sec): 3 clusters Score: Raw -15249.052301 + Penalty 964.018252 = -14285.034050 nChanged 1 SP:Iteration 8Q (20.977518 sec): 3 clusters Score: Raw -15252.061155 + Penalty 971.126929 = -14280.934226 nChanged 3 SP:Iteration 9F (20.978221 sec): 3 clusters Score: Raw -15259.730978 + Penalty 973.192996 = -14286.537982 nChanged 2 SP:Iteration 10F (20.978892 sec): 3 clusters Score: Raw -15262.989686 + Penalty 978.460117 = -14284.529569 nChanged 2 SP:Iteration 11F (20.979563 sec): 3 clusters Score: Raw -15266.396849 + Penalty 983.844828 = -14282.552020 nChanged 2 SP:Iteration 12F (20.980232 sec): 3 clusters Score: Raw -15269.277583 + Penalty 988.042386 = -14281.235197 nChanged 1 SP:Iteration 13F (20.980901 sec): 3 clusters Score: Raw -15270.867885 + Penalty 991.599460 = -14279.268424 nChanged 1 SP:Iteration 14F (20.981570 sec): 3 clusters Score: Raw -15273.401728 + Penalty 995.613132 = -14277.788596 nChanged 1 SP:Iteration 15F (20.982260 sec): 3 clusters Score: Raw -15274.662061 + Penalty 997.331582 = -14277.330480 nChanged 1 SP:Iteration 16F (20.982933 sec): 3 clusters Score: Raw -15275.775571 + Penalty 1002.014148 = -14273.761423 nChanged 2 SP:Iteration 17F (20.983619 sec): 3 clusters Score: Raw -15278.670935 + Penalty 1006.483382 = -14272.187552 nChanged 2 SP:Iteration 18F (20.984309 sec): 3 clusters Score: Raw -15280.490434 + Penalty 1006.483382 = -14274.007052 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 3 (1167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.988890 sec): 2 clusters Score: Raw -70819.865753 + Penalty 153.042913 = -70666.822840 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.991266 sec): 3 clusters Score: Raw -70122.524231 + Penalty 309.105169 = -69813.419061 nChanged 509 SP:Iteration 1F (20.993567 sec): 3 clusters Score: Raw -70543.595320 + Penalty 314.089736 = -70229.505584 nChanged 116 SP:Iteration 2F (20.995859 sec): 3 clusters Score: Raw -70616.696489 + Penalty 316.398435 = -70300.298054 nChanged 56 SP:Iteration 3Q (20.998111 sec): 3 clusters Score: Raw -70645.533920 + Penalty 318.942969 = -70326.590951 nChanged 39 SP:Iteration 4Q (21.000341 sec): 3 clusters Score: Raw -70667.950487 + Penalty 324.514968 = -70343.435519 nChanged 41 SP:Iteration 5Q (21.002561 sec): 3 clusters Score: Raw -70687.171000 + Penalty 327.920786 = -70359.250214 nChanged 36 SP:Iteration 6Q (21.004737 sec): 3 clusters Score: Raw -70704.594704 + Penalty 335.873041 = -70368.721663 nChanged 36 SP:Iteration 7Q (21.006885 sec): 3 clusters Score: Raw -70722.772480 + Penalty 341.494267 = -70381.278213 nChanged 34 SP:Iteration 8Q (21.009016 sec): 3 clusters Score: Raw -70744.229817 + Penalty 354.403824 = -70389.825992 nChanged 40 SP:Iteration 9Q (21.011099 sec): 3 clusters Score: Raw -70771.427211 + Penalty 366.578586 = -70404.848625 nChanged 33 SP:Iteration 10F (21.013330 sec): 3 clusters Score: Raw -70792.365458 + Penalty 374.484992 = -70417.880465 nChanged 20 SP:Iteration 11Q (21.015332 sec): 3 clusters Score: Raw -70802.836407 + Penalty 385.721809 = -70417.114597 nChanged 16 SP:Iteration 12F (21.017556 sec): 3 clusters Score: Raw -70809.690865 + Penalty 389.509322 = -70420.181544 nChanged 10 SP:Iteration 13Q (21.019500 sec): 3 clusters Score: Raw -70814.095218 + Penalty 399.652135 = -70414.443083 nChanged 8 SP:Iteration 14F (21.021701 sec): 3 clusters Score: Raw -70816.884163 + Penalty 397.452097 = -70419.432066 nChanged 6 SP:Iteration 15Q (21.023617 sec): 3 clusters Score: Raw -70819.982272 + Penalty 407.601269 = -70412.381002 nChanged 8 SP:Iteration 16F (21.025817 sec): 3 clusters Score: Raw -70824.421985 + Penalty 408.587973 = -70415.834012 nChanged 6 SP:Iteration 17Q (21.027708 sec): 3 clusters Score: Raw -70829.858726 + Penalty 410.585286 = -70419.273440 nChanged 5 SP:Iteration 18Q (21.029591 sec): 3 clusters Score: Raw -70834.386317 + Penalty 418.999876 = -70415.386441 nChanged 4 SP:Iteration 19F (21.031792 sec): 3 clusters Score: Raw -70836.690626 + Penalty 434.475657 = -70402.214969 nChanged 6 SP:Iteration 20F (21.033983 sec): 3 clusters Score: Raw -70839.476805 + Penalty 443.013477 = -70396.463328 nChanged 5 SP:Iteration 21F (21.036174 sec): 3 clusters Score: Raw -70841.663412 + Penalty 447.290220 = -70394.373192 nChanged 4 SP:Iteration 22F (21.038397 sec): 3 clusters Score: Raw -70843.975383 + Penalty 438.331407 = -70405.643976 nChanged 6 SP:Iteration 23Q (21.040201 sec): 3 clusters Score: Raw -70849.673432 + Penalty 444.932735 = -70404.740697 nChanged 2 SP:Iteration 24F (21.042389 sec): 3 clusters Score: Raw -70851.796923 + Penalty 444.932735 = -70406.864188 nChanged 0 Memory request: 0.02 GB would take us to total of 0.20 GB. Trying to split cluster 4 (4788 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.064018 sec): 2 clusters Score: Raw -292556.429779 + Penalty 144.993257 = -292411.436522 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.073711 sec): 3 clusters Score: Raw -289332.053625 + Penalty 323.335240 = -289008.718385 nChanged 2304 SP:Iteration 1F (21.083085 sec): 3 clusters Score: Raw -291656.441307 + Penalty 361.766087 = -291294.675221 nChanged 571 SP:Iteration 2F (21.092606 sec): 3 clusters Score: Raw -292119.149192 + Penalty 395.877182 = -291723.272010 nChanged 232 SP:Iteration 3Q (21.101721 sec): 3 clusters Score: Raw -292334.079866 + Penalty 425.350183 = -291908.729684 nChanged 131 SP:Iteration 4Q (21.110543 sec): 3 clusters Score: Raw -292443.061607 + Penalty 444.214512 = -291998.847096 nChanged 79 SP:Iteration 5Q (21.118920 sec): 3 clusters Score: Raw -292505.293577 + Penalty 459.200009 = -292046.093568 nChanged 49 SP:Iteration 6Q (21.127063 sec): 3 clusters Score: Raw -292542.441648 + Penalty 470.062725 = -292072.378923 nChanged 26 SP:Iteration 7Q (21.135035 sec): 3 clusters Score: Raw -292558.332378 + Penalty 484.388841 = -292073.943537 nChanged 16 SP:Iteration 8Q (21.142997 sec): 3 clusters Score: Raw -292568.484708 + Penalty 490.280023 = -292078.204685 nChanged 9 SP:Iteration 9Q (21.150875 sec): 3 clusters Score: Raw -292572.331677 + Penalty 491.910237 = -292080.421440 nChanged 2 SP:Iteration 10F (21.160482 sec): 3 clusters Score: Raw -292574.159696 + Penalty 492.438649 = -292081.721047 nChanged 1 SP:Iteration 11Q (21.168648 sec): 3 clusters Score: Raw -292574.577253 + Penalty 492.438649 = -292082.138604 nChanged 0 SP:Iteration 12F (21.178589 sec): 3 clusters Score: Raw -292574.577253 + Penalty 492.438649 = -292082.138604 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 5 (506 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.183706 sec): 2 clusters Score: Raw -31129.610720 + Penalty 66.759071 = -31062.851649 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.184850 sec): 3 clusters Score: Raw -30819.640720 + Penalty 135.640946 = -30683.999775 nChanged 227 SP:Iteration 1F (21.186021 sec): 3 clusters Score: Raw -30946.775119 + Penalty 140.917747 = -30805.857372 nChanged 61 SP:Iteration 2F (21.187133 sec): 3 clusters Score: Raw -31009.771479 + Penalty 142.341557 = -30867.429922 nChanged 35 SP:Iteration 3F (21.188239 sec): 3 clusters Score: Raw -31048.841892 + Penalty 143.903181 = -30904.938710 nChanged 26 SP:Iteration 4F (21.189344 sec): 3 clusters Score: Raw -31075.325370 + Penalty 147.982493 = -30927.342878 nChanged 29 SP:Iteration 5F (21.190438 sec): 3 clusters Score: Raw -31099.286800 + Penalty 150.900631 = -30948.386169 nChanged 11 SP:Iteration 6Q (21.191432 sec): 3 clusters Score: Raw -31104.766229 + Penalty 150.818049 = -30953.948180 nChanged 3 SP:Iteration 7Q (21.192408 sec): 3 clusters Score: Raw -31105.645299 + Penalty 151.581729 = -30954.063570 nChanged 2 SP:Iteration 8Q (21.193381 sec): 3 clusters Score: Raw -31105.747752 + Penalty 150.682308 = -30955.065444 nChanged 1 SP:Iteration 9Q (21.194353 sec): 3 clusters Score: Raw -31105.807357 + Penalty 150.453763 = -30955.353595 nChanged 3 SP:Iteration 10F (21.195438 sec): 3 clusters Score: Raw -31106.322782 + Penalty 152.836832 = -30953.485950 nChanged 5 SP:Iteration 11F (21.196517 sec): 3 clusters Score: Raw -31106.913774 + Penalty 153.177101 = -30953.736673 nChanged 2 SP:Iteration 12Q (21.197479 sec): 3 clusters Score: Raw -31107.166924 + Penalty 153.655908 = -30953.511016 nChanged 3 SP:Iteration 13F (21.198602 sec): 3 clusters Score: Raw -31107.321768 + Penalty 153.889465 = -30953.432304 nChanged 2 SP:Iteration 14F (21.199695 sec): 3 clusters Score: Raw -31108.221195 + Penalty 153.673051 = -30954.548143 nChanged 4 SP:Iteration 15Q (21.200649 sec): 3 clusters Score: Raw -31109.951445 + Penalty 156.556582 = -30953.394862 nChanged 5 SP:Iteration 16F (21.201735 sec): 3 clusters Score: Raw -31112.164873 + Penalty 159.664776 = -30952.500097 nChanged 8 SP:Iteration 17F (21.202829 sec): 3 clusters Score: Raw -31116.645311 + Penalty 158.839646 = -30957.805665 nChanged 4 SP:Iteration 18Q (21.203765 sec): 3 clusters Score: Raw -31118.449887 + Penalty 157.882868 = -30960.567019 nChanged 3 SP:Iteration 19Q (21.204695 sec): 3 clusters Score: Raw -31119.553363 + Penalty 159.027882 = -30960.525481 nChanged 1 SP:Iteration 20F (21.205776 sec): 3 clusters Score: Raw -31119.930350 + Penalty 159.314876 = -30960.615473 nChanged 4 SP:Iteration 21Q (21.206705 sec): 3 clusters Score: Raw -31120.820785 + Penalty 162.529363 = -30958.291421 nChanged 3 SP:Iteration 22F (21.207786 sec): 3 clusters Score: Raw -31122.154275 + Penalty 164.731795 = -30957.422480 nChanged 1 SP:Iteration 23F (21.208866 sec): 3 clusters Score: Raw -31123.329974 + Penalty 167.517737 = -30955.812237 nChanged 1 SP:Iteration 24F (21.209951 sec): 3 clusters Score: Raw -31124.418271 + Penalty 170.552344 = -30953.865927 nChanged 1 SP:Iteration 25F (21.211030 sec): 3 clusters Score: Raw -31124.989813 + Penalty 170.552344 = -30954.437469 nChanged 0 Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 6 (1590 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.217652 sec): 2 clusters Score: Raw -99360.309459 + Penalty 345.164781 = -99015.144678 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.220844 sec): 3 clusters Score: Raw -98409.956978 + Penalty 685.311546 = -97724.645432 nChanged 684 SP:Iteration 1F (21.223946 sec): 3 clusters Score: Raw -98855.236673 + Penalty 685.380078 = -98169.856595 nChanged 172 SP:Iteration 2F (21.227047 sec): 3 clusters Score: Raw -98947.859358 + Penalty 684.709092 = -98263.150267 nChanged 93 SP:Iteration 3F (21.230141 sec): 3 clusters Score: Raw -99007.993368 + Penalty 682.972465 = -98325.020903 nChanged 76 SP:Iteration 4Q (21.233199 sec): 3 clusters Score: Raw -99056.547669 + Penalty 680.611219 = -98375.936451 nChanged 62 SP:Iteration 5Q (21.236241 sec): 3 clusters Score: Raw -99089.752309 + Penalty 678.725454 = -98411.026855 nChanged 49 SP:Iteration 6Q (21.239261 sec): 3 clusters Score: Raw -99111.102594 + Penalty 675.999240 = -98435.103353 nChanged 45 SP:Iteration 7Q (21.242262 sec): 3 clusters Score: Raw -99129.745431 + Penalty 673.479436 = -98456.265995 nChanged 52 SP:Iteration 8Q (21.245235 sec): 3 clusters Score: Raw -99154.477592 + Penalty 671.475080 = -98483.002511 nChanged 49 SP:Iteration 9Q (21.248178 sec): 3 clusters Score: Raw -99176.938813 + Penalty 670.992868 = -98505.945945 nChanged 52 SP:Iteration 10F (21.251199 sec): 3 clusters Score: Raw -99202.930595 + Penalty 671.275439 = -98531.655156 nChanged 43 SP:Iteration 11Q (21.254059 sec): 3 clusters Score: Raw -99221.370412 + Penalty 671.854025 = -98549.516387 nChanged 44 SP:Iteration 12Q (21.256893 sec): 3 clusters Score: Raw -99240.413376 + Penalty 674.039347 = -98566.374028 nChanged 40 SP:Iteration 13Q (21.259687 sec): 3 clusters Score: Raw -99258.677044 + Penalty 673.525238 = -98585.151806 nChanged 36 SP:Iteration 14Q (21.262447 sec): 3 clusters Score: Raw -99279.039276 + Penalty 672.209341 = -98606.829936 nChanged 31 SP:Iteration 15Q (21.265167 sec): 3 clusters Score: Raw -99298.172308 + Penalty 667.945839 = -98630.226468 nChanged 27 SP:Iteration 16Q (21.267867 sec): 3 clusters Score: Raw -99312.208052 + Penalty 661.162989 = -98651.045063 nChanged 24 SP:Iteration 17Q (21.270663 sec): 3 clusters Score: Raw -99324.268795 + Penalty 663.876673 = -98660.392122 nChanged 23 SP:Iteration 18Q (21.273536 sec): 3 clusters Score: Raw -99337.151776 + Penalty 664.054930 = -98673.096846 nChanged 22 SP:Iteration 19Q (21.276220 sec): 3 clusters Score: Raw -99352.399545 + Penalty 664.361439 = -98688.038105 nChanged 19 SP:Iteration 20F (21.279173 sec): 3 clusters Score: Raw -99362.131548 + Penalty 661.506788 = -98700.624760 nChanged 12 SP:Iteration 21Q (21.281695 sec): 3 clusters Score: Raw -99368.255834 + Penalty 661.259591 = -98706.996243 nChanged 8 SP:Iteration 22Q (21.284203 sec): 3 clusters Score: Raw -99372.617932 + Penalty 665.180605 = -98707.437327 nChanged 7 SP:Iteration 23Q (21.286716 sec): 3 clusters Score: Raw -99376.548128 + Penalty 672.450213 = -98704.097915 nChanged 10 SP:Iteration 24F (21.289747 sec): 3 clusters Score: Raw -99380.452893 + Penalty 673.736630 = -98706.716263 nChanged 6 SP:Iteration 25Q (21.292232 sec): 3 clusters Score: Raw -99383.417753 + Penalty 683.496959 = -98699.920794 nChanged 7 SP:Iteration 26F (21.295172 sec): 3 clusters Score: Raw -99386.383033 + Penalty 694.823530 = -98691.559502 nChanged 7 SP:Iteration 27F (21.298112 sec): 3 clusters Score: Raw -99390.136376 + Penalty 706.048067 = -98684.088310 nChanged 8 SP:Iteration 28F (21.301046 sec): 3 clusters Score: Raw -99394.905879 + Penalty 715.158757 = -98679.747122 nChanged 4 SP:Iteration 29F (21.303978 sec): 3 clusters Score: Raw -99399.181278 + Penalty 715.158757 = -98684.022521 nChanged 0 Memory request: 0.02 GB would take us to total of 0.19 GB. Trying to split cluster 8 (3020 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.314355 sec): 2 clusters Score: Raw -182749.484143 + Penalty 95.624287 = -182653.859857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.320212 sec): 3 clusters Score: Raw -180777.716287 + Penalty 191.338148 = -180586.378139 nChanged 1421 SP:Iteration 1F (21.325975 sec): 3 clusters Score: Raw -181576.704766 + Penalty 193.056196 = -181383.648570 nChanged 304 SP:Iteration 2F (21.331755 sec): 3 clusters Score: Raw -181789.743741 + Penalty 196.410750 = -181593.332990 nChanged 262 SP:Iteration 3F (21.337590 sec): 3 clusters Score: Raw -181982.037416 + Penalty 199.039253 = -181782.998163 nChanged 202 SP:Iteration 4F (21.343449 sec): 3 clusters Score: Raw -182135.544771 + Penalty 200.713759 = -181934.831012 nChanged 157 SP:Iteration 5F (21.349295 sec): 3 clusters Score: Raw -182268.732054 + Penalty 201.589458 = -182067.142596 nChanged 137 SP:Iteration 6Q (21.355095 sec): 3 clusters Score: Raw -182359.462155 + Penalty 201.306174 = -182158.155981 nChanged 103 SP:Iteration 7Q (21.360909 sec): 3 clusters Score: Raw -182408.982872 + Penalty 200.868172 = -182208.114700 nChanged 69 SP:Iteration 8Q (21.366848 sec): 3 clusters Score: Raw -182449.877589 + Penalty 199.708279 = -182250.169310 nChanged 56 SP:Iteration 9Q (21.372927 sec): 3 clusters Score: Raw -182495.974425 + Penalty 198.286279 = -182297.688146 nChanged 54 SP:Iteration 10F (21.379032 sec): 3 clusters Score: Raw -182539.549341 + Penalty 197.144346 = -182342.404994 nChanged 61 SP:Iteration 11Q (21.384790 sec): 3 clusters Score: Raw -182568.715181 + Penalty 197.237398 = -182371.477783 nChanged 37 SP:Iteration 12Q (21.390494 sec): 3 clusters Score: Raw -182585.195241 + Penalty 198.000599 = -182387.194642 nChanged 36 SP:Iteration 13Q (21.396155 sec): 3 clusters Score: Raw -182594.478699 + Penalty 198.995240 = -182395.483459 nChanged 32 SP:Iteration 14Q (21.401737 sec): 3 clusters Score: Raw -182600.034063 + Penalty 200.144271 = -182399.889792 nChanged 30 SP:Iteration 15Q (21.407350 sec): 3 clusters Score: Raw -182606.817623 + Penalty 201.203355 = -182405.614268 nChanged 31 SP:Iteration 16Q (21.412901 sec): 3 clusters Score: Raw -182612.824696 + Penalty 201.328334 = -182411.496362 nChanged 28 SP:Iteration 17Q (21.418447 sec): 3 clusters Score: Raw -182619.010636 + Penalty 201.509996 = -182417.500640 nChanged 34 SP:Iteration 18Q (21.423974 sec): 3 clusters Score: Raw -182628.346092 + Penalty 203.075255 = -182425.270837 nChanged 34 SP:Iteration 19Q (21.429505 sec): 3 clusters Score: Raw -182636.998807 + Penalty 204.787860 = -182432.210947 nChanged 30 SP:Iteration 20F (21.435417 sec): 3 clusters Score: Raw -182643.830318 + Penalty 205.917388 = -182437.912930 nChanged 32 SP:Iteration 21Q (21.440888 sec): 3 clusters Score: Raw -182651.272597 + Penalty 207.511685 = -182443.760912 nChanged 30 SP:Iteration 22Q (21.446377 sec): 3 clusters Score: Raw -182659.498007 + Penalty 210.378619 = -182449.119388 nChanged 34 SP:Iteration 23Q (21.451799 sec): 3 clusters Score: Raw -182670.278150 + Penalty 212.682568 = -182457.595583 nChanged 29 SP:Iteration 24Q (21.457187 sec): 3 clusters Score: Raw -182679.656140 + Penalty 215.860036 = -182463.796104 nChanged 35 SP:Iteration 25Q (21.462553 sec): 3 clusters Score: Raw -182691.192623 + Penalty 218.138314 = -182473.054309 nChanged 37 SP:Iteration 26Q (21.467880 sec): 3 clusters Score: Raw -182701.212182 + Penalty 220.565466 = -182480.646716 nChanged 26 SP:Iteration 27Q (21.473221 sec): 3 clusters Score: Raw -182709.925265 + Penalty 222.738829 = -182487.186437 nChanged 30 SP:Iteration 28Q (21.478820 sec): 3 clusters Score: Raw -182721.148796 + Penalty 225.282639 = -182495.866157 nChanged 25 SP:Iteration 29Q (21.484043 sec): 3 clusters Score: Raw -182732.073094 + Penalty 230.348029 = -182501.725065 nChanged 25 SP:Iteration 30F (21.490031 sec): 3 clusters Score: Raw -182740.912724 + Penalty 233.214586 = -182507.698138 nChanged 20 SP:Iteration 31Q (21.495304 sec): 3 clusters Score: Raw -182747.936231 + Penalty 238.149178 = -182509.787053 nChanged 19 SP:Iteration 32Q (21.500437 sec): 3 clusters Score: Raw -182753.093639 + Penalty 240.978183 = -182512.115456 nChanged 11 SP:Iteration 33Q (21.505564 sec): 3 clusters Score: Raw -182754.934631 + Penalty 241.133655 = -182513.800976 nChanged 7 SP:Iteration 34Q (21.510895 sec): 3 clusters Score: Raw -182755.842333 + Penalty 242.636671 = -182513.205662 nChanged 6 SP:Iteration 35F (21.517076 sec): 3 clusters Score: Raw -182756.777913 + Penalty 244.636714 = -182512.141198 nChanged 12 SP:Iteration 36F (21.523082 sec): 3 clusters Score: Raw -182758.589809 + Penalty 246.712429 = -182511.877381 nChanged 6 SP:Iteration 37F (21.529094 sec): 3 clusters Score: Raw -182759.237954 + Penalty 248.027077 = -182511.210877 nChanged 4 SP:Iteration 38F (21.535094 sec): 3 clusters Score: Raw -182759.772315 + Penalty 249.970362 = -182509.801954 nChanged 5 SP:Iteration 39F (21.541101 sec): 3 clusters Score: Raw -182760.699209 + Penalty 250.973564 = -182509.725645 nChanged 8 SP:Iteration 40F (21.547145 sec): 3 clusters Score: Raw -182762.809229 + Penalty 252.347397 = -182510.461832 nChanged 6 SP:Iteration 41Q (21.552333 sec): 3 clusters Score: Raw -182764.802343 + Penalty 252.998483 = -182511.803860 nChanged 4 SP:Iteration 42Q (21.557395 sec): 3 clusters Score: Raw -182767.017894 + Penalty 253.015166 = -182514.002728 nChanged 5 SP:Iteration 43Q (21.562456 sec): 3 clusters Score: Raw -182768.216128 + Penalty 253.673546 = -182514.542582 nChanged 4 SP:Iteration 44Q (21.567544 sec): 3 clusters Score: Raw -182768.892463 + Penalty 256.437819 = -182512.454644 nChanged 5 SP:Iteration 45F (21.573647 sec): 3 clusters Score: Raw -182769.646560 + Penalty 259.377204 = -182510.269356 nChanged 7 SP:Iteration 46F (21.580006 sec): 3 clusters Score: Raw -182770.840052 + Penalty 259.008986 = -182511.831066 nChanged 7 SP:Iteration 47Q (21.585092 sec): 3 clusters Score: Raw -182773.126255 + Penalty 262.842141 = -182510.284113 nChanged 7 SP:Iteration 48F (21.591115 sec): 3 clusters Score: Raw -182775.792490 + Penalty 269.923064 = -182505.869426 nChanged 11 SP:Iteration 49F (21.597145 sec): 3 clusters Score: Raw -182779.909555 + Penalty 275.860550 = -182504.049005 nChanged 13 SP:Iteration 50F (21.603390 sec): 3 clusters Score: Raw -182784.125564 + Penalty 282.090534 = -182502.035029 nChanged 7 SP:Iteration 51F (21.609439 sec): 3 clusters Score: Raw -182785.686210 + Penalty 285.411903 = -182500.274307 nChanged 4 SP:Iteration 52F (21.615635 sec): 3 clusters Score: Raw -182786.316206 + Penalty 284.485950 = -182501.830255 nChanged 2 SP:Iteration 53Q (21.621081 sec): 3 clusters Score: Raw -182786.538229 + Penalty 284.485950 = -182502.052279 nChanged 0 SP:Iteration 54F (21.627148 sec): 3 clusters Score: Raw -182786.538229 + Penalty 284.485950 = -182502.052279 nChanged 0 Memory request: 0.01 GB would take us to total of 0.19 GB. Trying to split cluster 10 (1890 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.638865 sec): 2 clusters Score: Raw -112955.025405 + Penalty 63.664611 = -112891.360794 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.642551 sec): 3 clusters Score: Raw -111722.324940 + Penalty 122.892331 = -111599.432609 nChanged 906 SP:Iteration 1F (21.646121 sec): 3 clusters Score: Raw -112537.256092 + Penalty 122.659191 = -112414.596901 nChanged 135 SP:Iteration 2F (21.649703 sec): 3 clusters Score: Raw -112622.067205 + Penalty 122.798825 = -112499.268380 nChanged 89 SP:Iteration 3Q (21.653148 sec): 3 clusters Score: Raw -112671.634074 + Penalty 122.929540 = -112548.704534 nChanged 64 SP:Iteration 4Q (21.656631 sec): 3 clusters Score: Raw -112695.435052 + Penalty 123.667957 = -112571.767094 nChanged 42 SP:Iteration 5Q (21.659971 sec): 3 clusters Score: Raw -112713.692740 + Penalty 125.065455 = -112588.627284 nChanged 41 SP:Iteration 6Q (21.663277 sec): 3 clusters Score: Raw -112728.741630 + Penalty 125.872133 = -112602.869497 nChanged 28 SP:Iteration 7Q (21.666579 sec): 3 clusters Score: Raw -112738.811483 + Penalty 126.575854 = -112612.235630 nChanged 26 SP:Iteration 8Q (21.669906 sec): 3 clusters Score: Raw -112746.286945 + Penalty 127.626562 = -112618.660382 nChanged 32 SP:Iteration 9Q (21.673212 sec): 3 clusters Score: Raw -112757.292625 + Penalty 128.938062 = -112628.354563 nChanged 30 SP:Iteration 10F (21.676755 sec): 3 clusters Score: Raw -112767.435186 + Penalty 129.249456 = -112638.185730 nChanged 31 SP:Iteration 11Q (21.680031 sec): 3 clusters Score: Raw -112779.269093 + Penalty 130.466031 = -112648.803062 nChanged 29 SP:Iteration 12Q (21.683364 sec): 3 clusters Score: Raw -112791.291904 + Penalty 133.047623 = -112658.244280 nChanged 39 SP:Iteration 13Q (21.686471 sec): 3 clusters Score: Raw -112809.350876 + Penalty 136.355143 = -112672.995733 nChanged 32 SP:Iteration 14Q (21.689527 sec): 3 clusters Score: Raw -112823.111281 + Penalty 140.409040 = -112682.702241 nChanged 29 SP:Iteration 15Q (21.692543 sec): 3 clusters Score: Raw -112836.647783 + Penalty 144.238943 = -112692.408840 nChanged 26 SP:Iteration 16Q (21.695620 sec): 3 clusters Score: Raw -112850.917392 + Penalty 149.637157 = -112701.280235 nChanged 35 SP:Iteration 17Q (21.698589 sec): 3 clusters Score: Raw -112880.635612 + Penalty 161.780040 = -112718.855572 nChanged 35 SP:Iteration 18Q (21.701489 sec): 3 clusters Score: Raw -112912.185327 + Penalty 173.460544 = -112738.724783 nChanged 26 SP:Iteration 19Q (21.704324 sec): 3 clusters Score: Raw -112934.914120 + Penalty 193.161207 = -112741.752914 nChanged 15 SP:Iteration 20F (21.707727 sec): 3 clusters Score: Raw -112946.253400 + Penalty 220.597772 = -112725.655628 nChanged 15 SP:Iteration 21F (21.711121 sec): 3 clusters Score: Raw -112958.477395 + Penalty 258.176452 = -112700.300942 nChanged 15 SP:Iteration 22F (21.714613 sec): 3 clusters Score: Raw -112974.955327 + Penalty 317.387208 = -112657.568119 nChanged 7 SP:Iteration 23F (21.717973 sec): 3 clusters Score: Raw -112983.128644 + Penalty 347.596722 = -112635.531923 nChanged 2 SP:Iteration 24F (21.721335 sec): 3 clusters Score: Raw -112986.489573 + Penalty 363.620566 = -112622.869008 nChanged 1 SP:Iteration 25F (21.724693 sec): 3 clusters Score: Raw -112988.339969 + Penalty 363.620566 = -112624.719403 nChanged 0 Memory request: 0.01 GB would take us to total of 0.18 GB. Trying to split cluster 14 (854 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.731205 sec): 2 clusters Score: Raw -50863.456039 + Penalty 247.752630 = -50615.703409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.733108 sec): 3 clusters Score: Raw -50364.605979 + Penalty 502.628103 = -49861.977876 nChanged 366 SP:Iteration 1F (21.734892 sec): 3 clusters Score: Raw -50686.568816 + Penalty 528.152068 = -50158.416748 nChanged 140 SP:Iteration 2F (21.736618 sec): 3 clusters Score: Raw -50825.571548 + Penalty 562.732966 = -50262.838582 nChanged 67 SP:Iteration 3F (21.738331 sec): 3 clusters Score: Raw -50904.293757 + Penalty 618.995359 = -50285.298398 nChanged 58 SP:Iteration 4F (21.740033 sec): 3 clusters Score: Raw -50974.599432 + Penalty 656.172925 = -50318.426507 nChanged 29 SP:Iteration 5Q (21.741723 sec): 3 clusters Score: Raw -51013.144734 + Penalty 685.728971 = -50327.415762 nChanged 16 SP:Iteration 6Q (21.743343 sec): 3 clusters Score: Raw -51048.223049 + Penalty 706.788728 = -50341.434321 nChanged 14 SP:Iteration 7Q (21.744877 sec): 3 clusters Score: Raw -51071.797723 + Penalty 727.769190 = -50344.028534 nChanged 11 SP:Iteration 8Q (21.746379 sec): 3 clusters Score: Raw -51091.594006 + Penalty 734.647963 = -50356.946044 nChanged 3 SP:Iteration 9Q (21.747845 sec): 3 clusters Score: Raw -51094.276837 + Penalty 736.780205 = -50357.496632 nChanged 1 SP:Iteration 10F (21.749532 sec): 3 clusters Score: Raw -51095.056388 + Penalty 738.478010 = -50356.578378 nChanged 1 SP:Iteration 11F (21.751221 sec): 3 clusters Score: Raw -51095.699109 + Penalty 736.737294 = -50358.961815 nChanged 1 SP:Iteration 12Q (21.752724 sec): 3 clusters Score: Raw -51095.862164 + Penalty 736.737294 = -50359.124870 nChanged 0 SP:Iteration 13F (21.754441 sec): 3 clusters Score: Raw -51095.862164 + Penalty 736.737294 = -50359.124870 nChanged 0 Memory request: 0.02 GB would take us to total of 0.19 GB. Trying to split cluster 15 (3061 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.770878 sec): 2 clusters Score: Raw -182414.052164 + Penalty 264.025250 = -182150.026913 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.777168 sec): 3 clusters Score: Raw -180479.347472 + Penalty 567.851037 = -179911.496435 nChanged 1355 SP:Iteration 1F (21.783258 sec): 3 clusters Score: Raw -181662.352033 + Penalty 638.013336 = -181024.338697 nChanged 489 SP:Iteration 2F (21.789222 sec): 3 clusters Score: Raw -182115.800234 + Penalty 708.465452 = -181407.334782 nChanged 243 SP:Iteration 3F (21.794817 sec): 3 clusters Score: Raw -182371.372238 + Penalty 749.905178 = -181621.467060 nChanged 120 SP:Iteration 4Q (21.800301 sec): 3 clusters Score: Raw -182467.055758 + Penalty 779.606968 = -181687.448790 nChanged 79 SP:Iteration 5Q (21.805558 sec): 3 clusters Score: Raw -182530.453328 + Penalty 795.536731 = -181734.916597 nChanged 53 SP:Iteration 6Q (21.810605 sec): 3 clusters Score: Raw -182564.603249 + Penalty 804.599510 = -181760.003739 nChanged 26 SP:Iteration 7Q (21.815516 sec): 3 clusters Score: Raw -182579.918979 + Penalty 809.223049 = -181770.695931 nChanged 17 SP:Iteration 8Q (21.820300 sec): 3 clusters Score: Raw -182590.991138 + Penalty 810.066563 = -181780.924575 nChanged 11 SP:Iteration 9Q (21.825019 sec): 3 clusters Score: Raw -182601.862682 + Penalty 810.228547 = -181791.634135 nChanged 8 SP:Iteration 10F (21.830525 sec): 3 clusters Score: Raw -182609.151472 + Penalty 811.608514 = -181797.542957 nChanged 3 SP:Iteration 11Q (21.835176 sec): 3 clusters Score: Raw -182611.080342 + Penalty 809.568093 = -181801.512249 nChanged 2 SP:Iteration 12Q (21.839950 sec): 3 clusters Score: Raw -182613.409854 + Penalty 809.407162 = -181804.002692 nChanged 1 SP:Iteration 13Q (21.844734 sec): 3 clusters Score: Raw -182613.745265 + Penalty 808.573524 = -181805.171741 nChanged 1 SP:Iteration 14Q (21.849533 sec): 3 clusters Score: Raw -182614.106205 + Penalty 808.008036 = -181806.098169 nChanged 2 SP:Iteration 15Q (21.854293 sec): 3 clusters Score: Raw -182614.715305 + Penalty 807.146443 = -181807.568862 nChanged 2 SP:Iteration 16Q (21.858874 sec): 3 clusters Score: Raw -182615.218528 + Penalty 808.670518 = -181806.548010 nChanged 1 SP:Iteration 17F (21.864435 sec): 3 clusters Score: Raw -182615.637510 + Penalty 808.670518 = -181806.966992 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 18 (426 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.869232 sec): 2 clusters Score: Raw -28010.422290 + Penalty 494.759545 = -27515.662745 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.870275 sec): 3 clusters Score: Raw -27827.172564 + Penalty 1008.240966 = -26818.931598 nChanged 131 SP:Iteration 1F (21.871284 sec): 3 clusters Score: Raw -27944.650187 + Penalty 1029.098107 = -26915.552081 nChanged 41 SP:Iteration 2F (21.872296 sec): 3 clusters Score: Raw -27982.018594 + Penalty 1047.488487 = -26934.530107 nChanged 20 SP:Iteration 3Q (21.873308 sec): 3 clusters Score: Raw -28008.678337 + Penalty 1061.028975 = -26947.649362 nChanged 17 SP:Iteration 4Q (21.874321 sec): 3 clusters Score: Raw -28025.604385 + Penalty 1070.563163 = -26955.041223 nChanged 12 SP:Iteration 5Q (21.875328 sec): 3 clusters Score: Raw -28040.860867 + Penalty 1083.577559 = -26957.283308 nChanged 12 SP:Iteration 6Q (21.876335 sec): 3 clusters Score: Raw -28058.312771 + Penalty 1099.790053 = -26958.522718 nChanged 11 SP:Iteration 7Q (21.877321 sec): 3 clusters Score: Raw -28078.937571 + Penalty 1112.955084 = -26965.982487 nChanged 9 SP:Iteration 8Q (21.878280 sec): 3 clusters Score: Raw -28093.338147 + Penalty 1121.055326 = -26972.282822 nChanged 5 SP:Iteration 9Q (21.879216 sec): 3 clusters Score: Raw -28099.384970 + Penalty 1121.617792 = -26977.767178 nChanged 3 SP:Iteration 10F (21.880250 sec): 3 clusters Score: Raw -28104.124325 + Penalty 1129.154847 = -26974.969478 nChanged 4 SP:Iteration 11F (21.881274 sec): 3 clusters Score: Raw -28111.516526 + Penalty 1130.985109 = -26980.531416 nChanged 1 SP:Iteration 12Q (21.882193 sec): 3 clusters Score: Raw -28112.721857 + Penalty 1133.987945 = -26978.733912 nChanged 3 SP:Iteration 13F (21.883217 sec): 3 clusters Score: Raw -28117.020401 + Penalty 1135.715967 = -26981.304433 nChanged 1 SP:Iteration 14Q (21.884194 sec): 3 clusters Score: Raw -28117.511541 + Penalty 1137.378910 = -26980.132631 nChanged 1 SP:Iteration 15F (21.885268 sec): 3 clusters Score: Raw -28119.273819 + Penalty 1137.378910 = -26981.894909 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 27 (276 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.886611 sec): 2 clusters Score: Raw -17322.312489 + Penalty 402.819121 = -16919.493368 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.887374 sec): 3 clusters Score: Raw -17222.106821 + Penalty 805.724916 = -16416.381904 nChanged 63 SP:Iteration 1F (21.888120 sec): 3 clusters Score: Raw -17278.642755 + Penalty 805.625738 = -16473.017017 nChanged 26 SP:Iteration 2F (21.888864 sec): 3 clusters Score: Raw -17307.401807 + Penalty 805.536149 = -16501.865659 nChanged 14 SP:Iteration 3F (21.889581 sec): 3 clusters Score: Raw -17322.886820 + Penalty 806.297684 = -16516.589136 nChanged 10 SP:Iteration 4Q (21.890282 sec): 3 clusters Score: Raw -17340.049446 + Penalty 809.939073 = -16530.110373 nChanged 11 SP:Iteration 5Q (21.890978 sec): 3 clusters Score: Raw -17360.494246 + Penalty 816.708089 = -16543.786156 nChanged 15 SP:Iteration 6F (21.891685 sec): 3 clusters Score: Raw -17381.619487 + Penalty 823.123011 = -16558.496476 nChanged 7 SP:Iteration 7Q (21.892367 sec): 3 clusters Score: Raw -17390.801632 + Penalty 827.977521 = -16562.824110 nChanged 5 SP:Iteration 8Q (21.893040 sec): 3 clusters Score: Raw -17395.459991 + Penalty 832.688396 = -16562.771595 nChanged 4 SP:Iteration 9F (21.893742 sec): 3 clusters Score: Raw -17398.210561 + Penalty 834.480718 = -16563.729843 nChanged 2 SP:Iteration 10F (21.894444 sec): 3 clusters Score: Raw -17400.862412 + Penalty 838.100370 = -16562.762042 nChanged 2 SP:Iteration 11F (21.895147 sec): 3 clusters Score: Raw -17401.843526 + Penalty 838.100370 = -16563.743156 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 32 (54 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.895748 sec): 2 clusters Score: Raw -3213.581337 + Penalty 25.267522 = -3188.313814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.896013 sec): 3 clusters Score: Raw -3192.896824 + Penalty 54.055555 = -3138.841269 nChanged 20 SP:Iteration 1F (21.896269 sec): 3 clusters Score: Raw -3222.098649 + Penalty 52.941958 = -3169.156691 nChanged 2 SP:Iteration 2Q (21.896512 sec): 3 clusters Score: Raw -3224.805457 + Penalty 52.181508 = -3172.623949 nChanged 2 SP:Iteration 3Q (21.896757 sec): 3 clusters Score: Raw -3226.762345 + Penalty 52.136783 = -3174.625562 nChanged 1 SP:Iteration 4Q (21.896997 sec): 3 clusters Score: Raw -3228.302010 + Penalty 52.136783 = -3176.165226 nChanged 0 SP:Iteration 5F (21.897246 sec): 3 clusters Score: Raw -3228.302010 + Penalty 52.136783 = -3176.165226 nChanged 0 Memory request: 0.00 GB would take us to total of 0.18 GB. Trying to split cluster 49 (144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.898125 sec): 2 clusters Score: Raw -8013.873565 + Penalty 257.758188 = -7756.115377 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.898624 sec): 3 clusters Score: Raw -7972.996912 + Penalty 530.610912 = -7442.386000 nChanged 32 SP:Iteration 1F (21.899115 sec): 3 clusters Score: Raw -8030.531341 + Penalty 576.074293 = -7454.457048 nChanged 22 SP:Iteration 2F (21.899610 sec): 3 clusters Score: Raw -8066.075393 + Penalty 598.979169 = -7467.096224 nChanged 8 SP:Iteration 3F (21.900106 sec): 3 clusters Score: Raw -8087.695543 + Penalty 606.917297 = -7480.778246 nChanged 2 SP:Iteration 4Q (21.900571 sec): 3 clusters Score: Raw -8089.461762 + Penalty 611.537227 = -7477.924535 nChanged 1 SP:Iteration 5F (21.901067 sec): 3 clusters Score: Raw -8090.650027 + Penalty 617.176155 = -7473.473872 nChanged 1 SP:Iteration 6F (21.901563 sec): 3 clusters Score: Raw -8094.442885 + Penalty 622.085187 = -7472.357698 nChanged 1 SP:Iteration 7F (21.902059 sec): 3 clusters Score: Raw -8096.544564 + Penalty 622.085187 = -7474.459377 nChanged 0 Time taken for this iteration:21.399045 seconds. 300->15 Clusters: Score -1087302.621491, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 128 (time per iteration =171.286352 ms) Total iterations: 1127 (time per iteration =19.453996 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 2401865625.000000 (time per metric unit =9.128176ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 60046640625.000000 (time per metric unit=365.127054ps) That took 21.924653 seconds.