FileBase PeterP-2014-02-27_dataset1 ElecNo 21 UseFeatures DropLastNFeatures 0 UseDistributional 1 MaskStarts 300 MinClusters 100 MaxClusters 110 MaxPossibleClusters 500 nStarts 1 StartCluFile SplitEvery 100 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 FullStepEvery 10 MaxIter 10000 RandomSeed 654 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 Screen 1 PriorPoint 1 SaveSorted 1 SaveCovarianceMeans 0 UseMaskedInitialConditions 1 AssignToFirstClosestMask 1 RamLimitGB 0.000000 help 0 help 0 Setting RAM limit to total physical memory, 16.00 GB. WARNING: Not all physical memory will be available, but on Macs it is not possible to get the available physical memory. ------------------------------------------------------------------------- Using Distributional EM with Maskstarts NOTE: Maskstarts overides above values of MinClusters and MaxClusters MinClusters = 300 MaxClusters = 300 This run is expected to use between 0.10 and 0.16 GB of RAM. Memory request: 0.05 GB would take us to total of 0.05 GB. ---------------------------------------------------------- Loaded 10926 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 10926 points ------ Starting initial clusters from distinct float masks Not enough masks (151) to generate starting clusters (300), so starting with (152) clusters instead. Assigned 152 initial classes from 151 unique masks. Deleting Class 130 (1 points): Lose 3.396351 but Gain 1455.779044 Iteration 0F (1.043154 sec): 151 clusters Score: Raw -294707.757837 + Penalty 135944.974440 = -158762.783397 nChanged 2389 Deleting Class 103 (2 points): Lose 25.569163 but Gain 1440.203572 Iteration 1F (1.761407 sec): 144 clusters Score: Raw -297802.241672 + Penalty 132905.723296 = -164896.518376 nChanged 772 Deleting Class 87 (1 points): Lose 8.250901 but Gain 1422.755135 Iteration 2F (2.440720 sec): 141 clusters Score: Raw -298767.473821 + Penalty 131692.300027 = -167075.173794 nChanged 615 Deleting Class 95 (3 points): Lose 32.986463 but Gain 1430.946044 Iteration 3F (3.162086 sec): 140 clusters Score: Raw -299473.762897 + Penalty 130000.717590 = -169473.045307 nChanged 546 Deleting Class 126 (1 points): Lose 9.161575 but Gain 1324.360537 Iteration 4Q (3.249321 sec): 139 clusters Score: Raw -300005.319484 + Penalty 128808.224550 = -171197.094934 nChanged 505 Deleting Class 151 (1 points): Lose 9.296281 but Gain 1324.169091 Iteration 5Q (3.331693 sec): 138 clusters Score: Raw -300375.346686 + Penalty 126457.398489 = -173917.948197 nChanged 386 Deleting Class 120 (1 points): Lose 1.440611 but Gain 1310.208027 Iteration 6Q (3.407159 sec): 136 clusters Score: Raw -300587.258237 + Penalty 125197.008652 = -175390.249586 nChanged 281 Deleting Class 149 (1 points): Lose 8.625795 but Gain 1293.768958 Iteration 7Q (3.474984 sec): 135 clusters Score: Raw -300706.219280 + Penalty 123994.935999 = -176711.283282 nChanged 210 Deleting Class 140 (1 points): Lose 3.958634 but Gain 1285.657875 Iteration 8Q (3.536109 sec): 134 clusters Score: Raw -300781.838987 + Penalty 122706.117825 = -178075.721163 nChanged 175 Deleting Class 148 (1 points): Lose 16.380734 but Gain 1293.195348 Iteration 9Q (3.593603 sec): 133 clusters Score: Raw -300829.444481 + Penalty 121417.493071 = -179411.951410 nChanged 156 Deleting Class 141 (2 points): Lose 15.763148 but Gain 1287.681715 Iteration 10F (4.233843 sec): 132 clusters Score: Raw -300900.011718 + Penalty 120121.681805 = -180778.329912 nChanged 122 Deleting Class 63 (27 points): Lose 179.694079 but Gain 1433.664658 Iteration 11Q (4.288230 sec): 131 clusters Score: Raw -300774.849763 + Penalty 118749.701371 = -182025.148392 nChanged 117 Deleting Class 147 (2 points): Lose 38.885193 but Gain 1287.937764 Iteration 12Q (4.343071 sec): 130 clusters Score: Raw -300830.686540 + Penalty 117472.790835 = -183357.895705 nChanged 77 Deleting Class 121 (2 points): Lose 12.202319 but Gain 1248.209390 Iteration 13Q (4.395457 sec): 129 clusters Score: Raw -300871.140231 + Penalty 116226.452429 = -184644.687802 nChanged 58 Deleting Class 123 (2 points): Lose 23.912809 but Gain 1256.859014 Iteration 14Q (4.446211 sec): 128 clusters Score: Raw -300870.368740 + Penalty 115005.337573 = -185865.031167 nChanged 45 Deleting Class 112 (2 points): Lose 15.611546 but Gain 1236.587159 Iteration 15Q (4.495373 sec): 127 clusters Score: Raw -300884.005549 + Penalty 113772.806175 = -187111.199374 nChanged 37 Deleting Class 59 (7 points): Lose 83.920486 but Gain 1285.623260 Iteration 16Q (4.544878 sec): 126 clusters Score: Raw -300825.025773 + Penalty 112502.731307 = -188322.294466 nChanged 49 Deleting Class 137 (1 points): Lose 1.058589 but Gain 1194.564305 Iteration 17Q (4.594002 sec): 125 clusters Score: Raw -300874.067206 + Penalty 111302.029695 = -189572.037511 nChanged 33 Deleting Class 58 (22 points): Lose 224.166314 but Gain 1415.311690 Iteration 18Q (4.641842 sec): 124 clusters Score: Raw -300666.195769 + Penalty 109895.803157 = -190770.392612 nChanged 46 Deleting Class 132 (2 points): Lose 5.582433 but Gain 1195.195465 Iteration 19Q (4.690105 sec): 123 clusters Score: Raw -300742.908561 + Penalty 108696.629924 = -192046.278637 nChanged 27 Writing temp clu file Memory request: 0.05 GB would take us to total of 0.10 GB. Compute initial score before splitting: Score: Raw -300742.908561 + Penalty 108696.629924 = -192046.278637Memory request: 0.01 GB would take us to total of 0.11 GB. Trying to split cluster 1 (1158 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.735548 sec): 2 clusters Score: Raw -35896.846812 + Penalty 93.581188 = -35803.265624 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.737755 sec): 3 clusters Score: Raw -35160.038630 + Penalty 187.796330 = -34972.242299 nChanged 532 SP:Iteration 1F (4.739960 sec): 3 clusters Score: Raw -35576.930478 + Penalty 189.468252 = -35387.462226 nChanged 112 SP:Iteration 2F (4.742324 sec): 3 clusters Score: Raw -35651.913558 + Penalty 190.241441 = -35461.672117 nChanged 67 SP:Iteration 3F (4.744591 sec): 3 clusters Score: Raw -35693.306584 + Penalty 191.029057 = -35502.277527 nChanged 44 SP:Iteration 4Q (4.746735 sec): 3 clusters Score: Raw -35706.860383 + Penalty 191.994122 = -35514.866261 nChanged 32 SP:Iteration 5Q (4.748943 sec): 3 clusters Score: Raw -35717.795399 + Penalty 193.034581 = -35524.760818 nChanged 24 SP:Iteration 6Q (4.751181 sec): 3 clusters Score: Raw -35728.507957 + Penalty 194.223288 = -35534.284669 nChanged 24 SP:Iteration 7Q (4.753398 sec): 3 clusters Score: Raw -35742.707908 + Penalty 195.830370 = -35546.877538 nChanged 29 SP:Iteration 8Q (4.755599 sec): 3 clusters Score: Raw -35757.238347 + Penalty 198.343618 = -35558.894729 nChanged 32 SP:Iteration 9Q (4.757788 sec): 3 clusters Score: Raw -35772.912685 + Penalty 200.063071 = -35572.849614 nChanged 25 SP:Iteration 10F (4.760012 sec): 3 clusters Score: Raw -35787.197421 + Penalty 202.570074 = -35584.627348 nChanged 31 SP:Iteration 11Q (4.762163 sec): 3 clusters Score: Raw -35806.340882 + Penalty 206.616447 = -35599.724435 nChanged 31 SP:Iteration 12Q (4.764283 sec): 3 clusters Score: Raw -35826.862694 + Penalty 209.803148 = -35617.059546 nChanged 29 SP:Iteration 13Q (4.766417 sec): 3 clusters Score: Raw -35842.708267 + Penalty 211.587741 = -35631.120526 nChanged 21 SP:Iteration 14Q (4.768486 sec): 3 clusters Score: Raw -35849.708415 + Penalty 213.696795 = -35636.011620 nChanged 11 SP:Iteration 15Q (4.770534 sec): 3 clusters Score: Raw -35852.890041 + Penalty 214.801249 = -35638.088792 nChanged 8 SP:Iteration 16Q (4.772568 sec): 3 clusters Score: Raw -35854.814361 + Penalty 216.014714 = -35638.799648 nChanged 12 SP:Iteration 17Q (4.774589 sec): 3 clusters Score: Raw -35858.590889 + Penalty 218.332636 = -35640.258253 nChanged 18 SP:Iteration 18Q (4.776594 sec): 3 clusters Score: Raw -35865.740811 + Penalty 220.910525 = -35644.830286 nChanged 18 SP:Iteration 19Q (4.778616 sec): 3 clusters Score: Raw -35873.857416 + Penalty 221.185008 = -35652.672408 nChanged 15 SP:Iteration 20F (4.780866 sec): 3 clusters Score: Raw -35880.900121 + Penalty 225.118600 = -35655.781522 nChanged 14 SP:Iteration 21Q (4.782820 sec): 3 clusters Score: Raw -35889.430382 + Penalty 231.721013 = -35657.709369 nChanged 18 SP:Iteration 22Q (4.784737 sec): 3 clusters Score: Raw -35900.264744 + Penalty 233.602722 = -35666.662021 nChanged 14 SP:Iteration 23Q (4.786625 sec): 3 clusters Score: Raw -35908.379435 + Penalty 231.618782 = -35676.760653 nChanged 12 SP:Iteration 24Q (4.788488 sec): 3 clusters Score: Raw -35914.881704 + Penalty 232.907729 = -35681.973974 nChanged 7 SP:Iteration 25Q (4.790390 sec): 3 clusters Score: Raw -35920.369382 + Penalty 235.474937 = -35684.894445 nChanged 3 SP:Iteration 26Q (4.792359 sec): 3 clusters Score: Raw -35923.249885 + Penalty 236.193894 = -35687.055991 nChanged 3 SP:Iteration 27Q (4.794260 sec): 3 clusters Score: Raw -35924.274064 + Penalty 236.193894 = -35688.080170 nChanged 0 SP:Iteration 28F (4.796400 sec): 3 clusters Score: Raw -35924.274064 + Penalty 236.193894 = -35688.080170 nChanged 0 Memory request: 0.02 GB would take us to total of 0.12 GB. Trying to split cluster 2 (3984 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.814330 sec): 2 clusters Score: Raw -113423.473734 + Penalty 247.930831 = -113175.542904 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.821763 sec): 3 clusters Score: Raw -110874.501227 + Penalty 565.891914 = -110308.609313 nChanged 1793 SP:Iteration 1F (4.828903 sec): 3 clusters Score: Raw -112602.745073 + Penalty 670.150862 = -111932.594211 nChanged 430 SP:Iteration 2F (4.836419 sec): 3 clusters Score: Raw -113101.719860 + Penalty 712.407868 = -112389.311991 nChanged 131 SP:Iteration 3Q (4.843900 sec): 3 clusters Score: Raw -113225.795210 + Penalty 736.838100 = -112488.957110 nChanged 89 SP:Iteration 4Q (4.850423 sec): 3 clusters Score: Raw -113305.806978 + Penalty 740.828304 = -112564.978675 nChanged 56 SP:Iteration 5Q (4.856449 sec): 3 clusters Score: Raw -113352.084243 + Penalty 753.801038 = -112598.283205 nChanged 36 SP:Iteration 6Q (4.862343 sec): 3 clusters Score: Raw -113378.266566 + Penalty 762.181222 = -112616.085343 nChanged 23 SP:Iteration 7Q (4.868185 sec): 3 clusters Score: Raw -113393.577284 + Penalty 773.595345 = -112619.981939 nChanged 18 SP:Iteration 8Q (4.874008 sec): 3 clusters Score: Raw -113404.118617 + Penalty 780.954023 = -112623.164594 nChanged 16 SP:Iteration 9Q (4.879776 sec): 3 clusters Score: Raw -113412.025422 + Penalty 781.357775 = -112630.667647 nChanged 10 SP:Iteration 10F (4.887035 sec): 3 clusters Score: Raw -113418.124966 + Penalty 789.355364 = -112628.769602 nChanged 9 SP:Iteration 11F (4.894238 sec): 3 clusters Score: Raw -113424.188759 + Penalty 825.088605 = -112599.100154 nChanged 13 SP:Iteration 12F (4.901326 sec): 3 clusters Score: Raw -113434.713434 + Penalty 863.620687 = -112571.092747 nChanged 12 SP:Iteration 13F (4.908530 sec): 3 clusters Score: Raw -113444.891900 + Penalty 896.090815 = -112548.801084 nChanged 7 SP:Iteration 14F (4.915690 sec): 3 clusters Score: Raw -113449.097535 + Penalty 894.501614 = -112554.595921 nChanged 1 SP:Iteration 15Q (4.921444 sec): 3 clusters Score: Raw -113450.780127 + Penalty 886.986843 = -112563.793284 nChanged 2 SP:Iteration 16Q (4.927056 sec): 3 clusters Score: Raw -113454.262743 + Penalty 888.787584 = -112565.475159 nChanged 1 SP:Iteration 17Q (4.932733 sec): 3 clusters Score: Raw -113455.580983 + Penalty 892.703534 = -112562.877449 nChanged 1 SP:Iteration 18F (4.940214 sec): 3 clusters Score: Raw -113456.094090 + Penalty 892.703534 = -112563.390556 nChanged 0 Memory request: 0.01 GB would take us to total of 0.11 GB. Trying to split cluster 3 (1141 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4.945852 sec): 2 clusters Score: Raw -38460.744892 + Penalty 667.698803 = -37793.046089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.948226 sec): 3 clusters Score: Raw -37897.835976 + Penalty 1332.877363 = -36564.958613 nChanged 381 SP:Iteration 1F (4.950556 sec): 3 clusters Score: Raw -38120.722615 + Penalty 1331.854290 = -36788.868325 nChanged 91 SP:Iteration 2F (4.952850 sec): 3 clusters Score: Raw -38173.962028 + Penalty 1329.681124 = -36844.280904 nChanged 61 SP:Iteration 3F (4.955146 sec): 3 clusters Score: Raw -38213.269791 + Penalty 1327.367428 = -36885.902363 nChanged 48 SP:Iteration 4Q (4.957445 sec): 3 clusters Score: Raw -38252.907039 + Penalty 1327.055917 = -36925.851122 nChanged 37 SP:Iteration 5Q (4.959730 sec): 3 clusters Score: Raw -38274.661575 + Penalty 1326.322783 = -36948.338792 nChanged 33 SP:Iteration 6Q (4.962009 sec): 3 clusters Score: Raw -38287.212377 + Penalty 1326.219664 = -36960.992714 nChanged 22 SP:Iteration 7Q (4.964283 sec): 3 clusters Score: Raw -38298.518432 + Penalty 1326.284722 = -36972.233709 nChanged 23 SP:Iteration 8Q (4.966589 sec): 3 clusters Score: Raw -38309.758427 + Penalty 1326.884356 = -36982.874072 nChanged 23 SP:Iteration 9Q (4.968899 sec): 3 clusters Score: Raw -38324.354029 + Penalty 1327.058297 = -36997.295733 nChanged 30 SP:Iteration 10F (4.971248 sec): 3 clusters Score: Raw -38346.110576 + Penalty 1328.501987 = -37017.608589 nChanged 30 SP:Iteration 11Q (4.973510 sec): 3 clusters Score: Raw -38380.702090 + Penalty 1328.461180 = -37052.240911 nChanged 28 SP:Iteration 12Q (4.975763 sec): 3 clusters Score: Raw -38407.044161 + Penalty 1329.079012 = -37077.965149 nChanged 30 SP:Iteration 13Q (4.978007 sec): 3 clusters Score: Raw -38428.994319 + Penalty 1330.134968 = -37098.859351 nChanged 27 SP:Iteration 14Q (4.980234 sec): 3 clusters Score: Raw -38449.509459 + Penalty 1333.079668 = -37116.429791 nChanged 22 SP:Iteration 15Q (4.982479 sec): 3 clusters Score: Raw -38462.339094 + Penalty 1335.088972 = -37127.250122 nChanged 18 SP:Iteration 16Q (4.984702 sec): 3 clusters Score: Raw -38471.084205 + Penalty 1337.520457 = -37133.563748 nChanged 16 SP:Iteration 17Q (4.986929 sec): 3 clusters Score: Raw -38479.153501 + Penalty 1339.909717 = -37139.243783 nChanged 14 SP:Iteration 18Q (4.989139 sec): 3 clusters Score: Raw -38485.552652 + Penalty 1341.684192 = -37143.868459 nChanged 11 SP:Iteration 19Q (4.991346 sec): 3 clusters Score: Raw -38490.050200 + Penalty 1343.506776 = -37146.543425 nChanged 9 SP:Iteration 20F (4.993642 sec): 3 clusters Score: Raw -38492.879075 + Penalty 1344.132556 = -37148.746520 nChanged 3 SP:Iteration 21Q (4.995869 sec): 3 clusters Score: Raw -38493.710285 + Penalty 1344.552832 = -37149.157453 nChanged 2 SP:Iteration 22Q (4.998084 sec): 3 clusters Score: Raw -38494.559824 + Penalty 1344.894679 = -37149.665145 nChanged 2 SP:Iteration 23Q (5.000296 sec): 3 clusters Score: Raw -38495.554199 + Penalty 1345.305844 = -37150.248354 nChanged 2 SP:Iteration 24Q (5.002507 sec): 3 clusters Score: Raw -38496.385077 + Penalty 1346.286931 = -37150.098147 nChanged 5 SP:Iteration 25F (5.004767 sec): 3 clusters Score: Raw -38498.674464 + Penalty 1347.674603 = -37150.999861 nChanged 6 SP:Iteration 26Q (5.006981 sec): 3 clusters Score: Raw -38501.752662 + Penalty 1349.246128 = -37152.506533 nChanged 8 SP:Iteration 27Q (5.009185 sec): 3 clusters Score: Raw -38505.019078 + Penalty 1350.576438 = -37154.442640 nChanged 7 SP:Iteration 28Q (5.011391 sec): 3 clusters Score: Raw -38506.719690 + Penalty 1350.764945 = -37155.954745 nChanged 1 SP:Iteration 29Q (5.013592 sec): 3 clusters Score: Raw -38506.845627 + Penalty 1351.223780 = -37155.621847 nChanged 2 SP:Iteration 30F (5.015847 sec): 3 clusters Score: Raw -38507.170254 + Penalty 1351.861808 = -37155.308446 nChanged 3 SP:Iteration 31F (5.018128 sec): 3 clusters Score: Raw -38507.827340 + Penalty 1351.861808 = -37155.965532 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 4 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.018692 sec): 2 clusters Score: Raw -605.392164 + Penalty 360.091973 = -245.300192 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.018970 sec): 3 clusters Score: Raw -640.077368 + Penalty 720.511583 = 80.434215 nChanged 0 Memory request: 0.01 GB would take us to total of 0.11 GB. Trying to split cluster 5 (662 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.021349 sec): 2 clusters Score: Raw -22036.418298 + Penalty 368.878086 = -21667.540213 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.022886 sec): 3 clusters Score: Raw -21666.286038 + Penalty 744.082886 = -20922.203152 nChanged 234 SP:Iteration 1F (5.024357 sec): 3 clusters Score: Raw -21816.080009 + Penalty 743.694663 = -21072.385346 nChanged 68 SP:Iteration 2F (5.025778 sec): 3 clusters Score: Raw -21861.961172 + Penalty 741.581958 = -21120.379214 nChanged 37 SP:Iteration 3F (5.027237 sec): 3 clusters Score: Raw -21877.971999 + Penalty 739.904582 = -21138.067418 nChanged 24 SP:Iteration 4Q (5.028677 sec): 3 clusters Score: Raw -21891.524376 + Penalty 738.607399 = -21152.916976 nChanged 20 SP:Iteration 5Q (5.030113 sec): 3 clusters Score: Raw -21902.254627 + Penalty 737.459349 = -21164.795278 nChanged 15 SP:Iteration 6Q (5.031569 sec): 3 clusters Score: Raw -21910.464986 + Penalty 736.501361 = -21173.963626 nChanged 17 SP:Iteration 7Q (5.033000 sec): 3 clusters Score: Raw -21915.249191 + Penalty 735.619874 = -21179.629317 nChanged 12 SP:Iteration 8Q (5.034436 sec): 3 clusters Score: Raw -21919.614327 + Penalty 735.241549 = -21184.372778 nChanged 8 SP:Iteration 9Q (5.035902 sec): 3 clusters Score: Raw -21921.711535 + Penalty 734.088129 = -21187.623406 nChanged 10 SP:Iteration 10F (5.037331 sec): 3 clusters Score: Raw -21925.751362 + Penalty 733.867910 = -21191.883452 nChanged 5 SP:Iteration 11Q (5.038761 sec): 3 clusters Score: Raw -21926.696168 + Penalty 733.783970 = -21192.912198 nChanged 5 SP:Iteration 12Q (5.040262 sec): 3 clusters Score: Raw -21927.241488 + Penalty 734.081361 = -21193.160126 nChanged 2 SP:Iteration 13Q (5.041773 sec): 3 clusters Score: Raw -21928.573656 + Penalty 733.802187 = -21194.771469 nChanged 4 SP:Iteration 14Q (5.043265 sec): 3 clusters Score: Raw -21930.155471 + Penalty 733.594287 = -21196.561184 nChanged 2 SP:Iteration 15Q (5.044753 sec): 3 clusters Score: Raw -21930.350536 + Penalty 733.218514 = -21197.132022 nChanged 2 SP:Iteration 16Q (5.046210 sec): 3 clusters Score: Raw -21932.581481 + Penalty 732.588190 = -21199.993290 nChanged 3 SP:Iteration 17Q (5.047604 sec): 3 clusters Score: Raw -21934.706220 + Penalty 731.601351 = -21203.104869 nChanged 6 SP:Iteration 18Q (5.049023 sec): 3 clusters Score: Raw -21937.811013 + Penalty 729.816010 = -21207.995003 nChanged 10 SP:Iteration 19Q (5.050433 sec): 3 clusters Score: Raw -21943.724304 + Penalty 728.841694 = -21214.882610 nChanged 11 SP:Iteration 20F (5.051860 sec): 3 clusters Score: Raw -21951.744341 + Penalty 728.580085 = -21223.164256 nChanged 8 SP:Iteration 21Q (5.053266 sec): 3 clusters Score: Raw -21954.844631 + Penalty 728.426792 = -21226.417838 nChanged 7 SP:Iteration 22Q (5.054653 sec): 3 clusters Score: Raw -21956.784148 + Penalty 727.901405 = -21228.882743 nChanged 6 SP:Iteration 23Q (5.056039 sec): 3 clusters Score: Raw -21958.572026 + Penalty 727.473892 = -21231.098135 nChanged 4 SP:Iteration 24Q (5.057444 sec): 3 clusters Score: Raw -21959.870180 + Penalty 726.522382 = -21233.347799 nChanged 3 SP:Iteration 25Q (5.058826 sec): 3 clusters Score: Raw -21960.633087 + Penalty 725.673676 = -21234.959411 nChanged 4 SP:Iteration 26Q (5.060201 sec): 3 clusters Score: Raw -21961.552313 + Penalty 725.673676 = -21235.878637 nChanged 0 SP:Iteration 27F (5.061592 sec): 3 clusters Score: Raw -21961.552313 + Penalty 725.673676 = -21235.878637 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 6 (483 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.064201 sec): 2 clusters Score: Raw -13788.617740 + Penalty 46.690622 = -13741.927117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.065324 sec): 3 clusters Score: Raw -13504.542869 + Penalty 93.479159 = -13411.063710 nChanged 222 SP:Iteration 1F (5.066450 sec): 3 clusters Score: Raw -13620.711506 + Penalty 94.698733 = -13526.012772 nChanged 57 SP:Iteration 2F (5.067552 sec): 3 clusters Score: Raw -13682.489133 + Penalty 95.990736 = -13586.498397 nChanged 37 SP:Iteration 3F (5.068651 sec): 3 clusters Score: Raw -13711.821125 + Penalty 98.096822 = -13613.724303 nChanged 26 SP:Iteration 4F (5.069752 sec): 3 clusters Score: Raw -13732.183775 + Penalty 99.397583 = -13632.786192 nChanged 20 SP:Iteration 5Q (5.070841 sec): 3 clusters Score: Raw -13753.400399 + Penalty 100.872812 = -13652.527588 nChanged 25 SP:Iteration 6F (5.071949 sec): 3 clusters Score: Raw -13776.055039 + Penalty 102.260931 = -13673.794108 nChanged 15 SP:Iteration 7Q (5.073038 sec): 3 clusters Score: Raw -13783.436963 + Penalty 103.094447 = -13680.342516 nChanged 6 SP:Iteration 8Q (5.074119 sec): 3 clusters Score: Raw -13785.838220 + Penalty 103.933613 = -13681.904607 nChanged 8 SP:Iteration 9Q (5.075201 sec): 3 clusters Score: Raw -13789.362253 + Penalty 105.079624 = -13684.282629 nChanged 6 SP:Iteration 10F (5.076315 sec): 3 clusters Score: Raw -13791.088806 + Penalty 106.216883 = -13684.871922 nChanged 6 SP:Iteration 11Q (5.077385 sec): 3 clusters Score: Raw -13792.847830 + Penalty 106.943181 = -13685.904649 nChanged 5 SP:Iteration 12Q (5.078447 sec): 3 clusters Score: Raw -13794.660981 + Penalty 106.406502 = -13688.254480 nChanged 6 SP:Iteration 13Q (5.079505 sec): 3 clusters Score: Raw -13797.738758 + Penalty 107.503361 = -13690.235397 nChanged 4 SP:Iteration 14Q (5.080548 sec): 3 clusters Score: Raw -13798.336346 + Penalty 108.393705 = -13689.942641 nChanged 3 SP:Iteration 15F (5.081675 sec): 3 clusters Score: Raw -13798.627342 + Penalty 108.745099 = -13689.882243 nChanged 1 SP:Iteration 16F (5.082799 sec): 3 clusters Score: Raw -13798.809919 + Penalty 109.104797 = -13689.705122 nChanged 1 SP:Iteration 17F (5.083919 sec): 3 clusters Score: Raw -13798.926378 + Penalty 109.393732 = -13689.532646 nChanged 1 SP:Iteration 18F (5.085039 sec): 3 clusters Score: Raw -13798.998479 + Penalty 107.570960 = -13691.427519 nChanged 1 SP:Iteration 19Q (5.086084 sec): 3 clusters Score: Raw -13799.066569 + Penalty 107.922476 = -13691.144093 nChanged 1 SP:Iteration 20F (5.087208 sec): 3 clusters Score: Raw -13799.257217 + Penalty 108.037076 = -13691.220141 nChanged 1 SP:Iteration 21Q (5.088247 sec): 3 clusters Score: Raw -13799.447186 + Penalty 108.037076 = -13691.410110 nChanged 0 SP:Iteration 22F (5.089368 sec): 3 clusters Score: Raw -13799.447186 + Penalty 108.037076 = -13691.410110 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 7 (49 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.089975 sec): 2 clusters Score: Raw -1604.309210 + Penalty 453.197582 = -1151.111628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.090283 sec): 3 clusters Score: Raw -1673.814080 + Penalty 907.173435 = -766.640645 nChanged 1 SP:Iteration 1Q (5.090571 sec): 3 clusters Score: Raw -1680.197203 + Penalty 907.173435 = -773.023767 nChanged 0 SP:Iteration 2F (5.090865 sec): 3 clusters Score: Raw -1680.197203 + Penalty 907.173435 = -773.023767 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 8 (155 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.091695 sec): 2 clusters Score: Raw -4469.660571 + Penalty 50.300948 = -4419.359623 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.092211 sec): 3 clusters Score: Raw -4376.789255 + Penalty 102.344969 = -4274.444285 nChanged 66 SP:Iteration 1F (5.092716 sec): 3 clusters Score: Raw -4426.265868 + Penalty 97.535333 = -4328.730534 nChanged 16 SP:Iteration 2F (5.093218 sec): 3 clusters Score: Raw -4442.487885 + Penalty 97.686179 = -4344.801706 nChanged 7 SP:Iteration 3Q (5.093701 sec): 3 clusters Score: Raw -4450.287639 + Penalty 93.442638 = -4356.845001 nChanged 9 SP:Iteration 4F (5.094211 sec): 3 clusters Score: Raw -4463.541901 + Penalty 93.351058 = -4370.190843 nChanged 5 SP:Iteration 5Q (5.094686 sec): 3 clusters Score: Raw -4471.083798 + Penalty 96.319072 = -4374.764726 nChanged 4 SP:Iteration 6Q (5.095138 sec): 3 clusters Score: Raw -4473.978853 + Penalty 100.514334 = -4373.464519 nChanged 2 SP:Iteration 7F (5.095622 sec): 3 clusters Score: Raw -4474.871390 + Penalty 100.514334 = -4374.357055 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 9 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.096089 sec): 2 clusters Score: Raw -180.953180 + Penalty 156.094722 = -24.858458 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.096306 sec): 3 clusters Score: Raw -178.703566 + Penalty 318.279532 = 139.575966 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 10 (237 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.097813 sec): 2 clusters Score: Raw -6804.454581 + Penalty 45.897251 = -6758.557330 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.098477 sec): 3 clusters Score: Raw -6672.858577 + Penalty 90.171477 = -6582.687100 nChanged 93 SP:Iteration 1F (5.099130 sec): 3 clusters Score: Raw -6736.191139 + Penalty 89.376825 = -6646.814315 nChanged 23 SP:Iteration 2F (5.099751 sec): 3 clusters Score: Raw -6757.346939 + Penalty 86.776758 = -6670.570180 nChanged 19 SP:Iteration 3F (5.100372 sec): 3 clusters Score: Raw -6794.487356 + Penalty 86.628605 = -6707.858751 nChanged 1 SP:Iteration 4Q (5.100947 sec): 3 clusters Score: Raw -6794.582926 + Penalty 86.628605 = -6707.954321 nChanged 0 SP:Iteration 5F (5.101565 sec): 3 clusters Score: Raw -6794.582926 + Penalty 86.628605 = -6707.954321 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 11 (81 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.102439 sec): 2 clusters Score: Raw -2762.673580 + Penalty 667.506955 = -2095.166624 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.102795 sec): 3 clusters Score: Raw -2871.546549 + Penalty 1335.057674 = -1536.488875 nChanged 1 SP:Iteration 1Q (5.103127 sec): 3 clusters Score: Raw -2875.586112 + Penalty 1335.057674 = -1540.528438 nChanged 0 SP:Iteration 2F (5.103477 sec): 3 clusters Score: Raw -2875.586112 + Penalty 1335.057674 = -1540.528438 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 12 (131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.104360 sec): 2 clusters Score: Raw -4609.504577 + Penalty 465.257186 = -4144.247391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.104809 sec): 3 clusters Score: Raw -4574.255967 + Penalty 929.070840 = -3645.185127 nChanged 17 SP:Iteration 1F (5.105260 sec): 3 clusters Score: Raw -4597.508414 + Penalty 929.569743 = -3667.938671 nChanged 7 SP:Iteration 2F (5.105712 sec): 3 clusters Score: Raw -4608.580905 + Penalty 931.775757 = -3676.805148 nChanged 6 SP:Iteration 3Q (5.106161 sec): 3 clusters Score: Raw -4619.865004 + Penalty 932.366661 = -3687.498342 nChanged 5 SP:Iteration 4Q (5.106610 sec): 3 clusters Score: Raw -4628.575508 + Penalty 936.117869 = -3692.457639 nChanged 4 SP:Iteration 5Q (5.107059 sec): 3 clusters Score: Raw -4634.032438 + Penalty 935.833720 = -3698.198719 nChanged 2 SP:Iteration 6Q (5.107503 sec): 3 clusters Score: Raw -4636.642930 + Penalty 936.259320 = -3700.383610 nChanged 1 SP:Iteration 7Q (5.107943 sec): 3 clusters Score: Raw -4638.000351 + Penalty 937.457775 = -3700.542576 nChanged 2 SP:Iteration 8Q (5.108379 sec): 3 clusters Score: Raw -4642.078221 + Penalty 938.937526 = -3703.140695 nChanged 2 SP:Iteration 9Q (5.108813 sec): 3 clusters Score: Raw -4645.549520 + Penalty 938.817876 = -3706.731644 nChanged 1 SP:Iteration 10F (5.109250 sec): 3 clusters Score: Raw -4647.429887 + Penalty 938.302067 = -3709.127820 nChanged 1 SP:Iteration 11Q (5.109708 sec): 3 clusters Score: Raw -4648.658783 + Penalty 936.822106 = -3711.836678 nChanged 1 SP:Iteration 12Q (5.110133 sec): 3 clusters Score: Raw -4650.937193 + Penalty 934.899269 = -3716.037924 nChanged 1 SP:Iteration 13Q (5.110564 sec): 3 clusters Score: Raw -4652.742878 + Penalty 934.899269 = -3717.843608 nChanged 0 SP:Iteration 14F (5.111000 sec): 3 clusters Score: Raw -4652.742878 + Penalty 934.899269 = -3717.843608 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 13 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.111489 sec): 2 clusters Score: Raw -309.823040 + Penalty 194.677031 = -115.146010 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.111713 sec): 3 clusters Score: Raw -311.146710 + Penalty 403.548247 = 92.401536 nChanged 0 Memory request: 0.01 GB would take us to total of 0.11 GB. Trying to split cluster 14 (620 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.113956 sec): 2 clusters Score: Raw -21836.196678 + Penalty 535.204041 = -21300.992637 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.115357 sec): 3 clusters Score: Raw -21545.203637 + Penalty 1070.408082 = -20474.795555 nChanged 187 SP:Iteration 1F (5.116710 sec): 3 clusters Score: Raw -21652.782053 + Penalty 1071.328920 = -20581.453133 nChanged 49 SP:Iteration 2F (5.118065 sec): 3 clusters Score: Raw -21685.155768 + Penalty 1072.539413 = -20612.616355 nChanged 39 SP:Iteration 3F (5.119434 sec): 3 clusters Score: Raw -21708.136773 + Penalty 1075.281120 = -20632.855653 nChanged 22 SP:Iteration 4Q (5.120767 sec): 3 clusters Score: Raw -21721.415827 + Penalty 1077.412668 = -20644.003159 nChanged 15 SP:Iteration 5Q (5.122095 sec): 3 clusters Score: Raw -21728.570602 + Penalty 1079.325106 = -20649.245496 nChanged 14 SP:Iteration 6Q (5.123442 sec): 3 clusters Score: Raw -21734.439362 + Penalty 1081.322447 = -20653.116915 nChanged 8 SP:Iteration 7Q (5.124764 sec): 3 clusters Score: Raw -21736.729244 + Penalty 1083.922976 = -20652.806268 nChanged 7 SP:Iteration 8F (5.126087 sec): 3 clusters Score: Raw -21740.876005 + Penalty 1086.898466 = -20653.977539 nChanged 12 SP:Iteration 9Q (5.127429 sec): 3 clusters Score: Raw -21747.583938 + Penalty 1089.368712 = -20658.215227 nChanged 8 SP:Iteration 10F (5.128770 sec): 3 clusters Score: Raw -21751.522802 + Penalty 1093.586907 = -20657.935895 nChanged 12 SP:Iteration 11F (5.130087 sec): 3 clusters Score: Raw -21757.086262 + Penalty 1094.616168 = -20662.470094 nChanged 11 SP:Iteration 12Q (5.131420 sec): 3 clusters Score: Raw -21762.790431 + Penalty 1096.831089 = -20665.959342 nChanged 12 SP:Iteration 13Q (5.132729 sec): 3 clusters Score: Raw -21767.272992 + Penalty 1101.920363 = -20665.352629 nChanged 9 SP:Iteration 14F (5.134036 sec): 3 clusters Score: Raw -21772.638063 + Penalty 1107.680216 = -20664.957847 nChanged 13 SP:Iteration 15F (5.135362 sec): 3 clusters Score: Raw -21783.049668 + Penalty 1116.944501 = -20666.105167 nChanged 18 SP:Iteration 16Q (5.136658 sec): 3 clusters Score: Raw -21795.761597 + Penalty 1120.098388 = -20675.663209 nChanged 16 SP:Iteration 17Q (5.137976 sec): 3 clusters Score: Raw -21809.312393 + Penalty 1134.780030 = -20674.532363 nChanged 17 SP:Iteration 18F (5.139293 sec): 3 clusters Score: Raw -21824.075293 + Penalty 1144.905397 = -20679.169896 nChanged 14 SP:Iteration 19Q (5.140591 sec): 3 clusters Score: Raw -21835.083320 + Penalty 1149.381116 = -20685.702204 nChanged 9 SP:Iteration 20F (5.141985 sec): 3 clusters Score: Raw -21843.632023 + Penalty 1150.309352 = -20693.322672 nChanged 5 SP:Iteration 21Q (5.143315 sec): 3 clusters Score: Raw -21847.582723 + Penalty 1158.080941 = -20689.501782 nChanged 3 SP:Iteration 22F (5.144663 sec): 3 clusters Score: Raw -21851.613292 + Penalty 1158.766199 = -20692.847093 nChanged 2 SP:Iteration 23Q (5.145924 sec): 3 clusters Score: Raw -21853.092575 + Penalty 1160.830243 = -20692.262332 nChanged 1 SP:Iteration 24F (5.147248 sec): 3 clusters Score: Raw -21853.092652 + Penalty 1160.830243 = -20692.262409 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 15 (25 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.147784 sec): 2 clusters Score: Raw -824.501947 + Penalty 281.927711 = -542.574236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.148047 sec): 3 clusters Score: Raw -853.710620 + Penalty 567.421034 = -286.289586 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 16 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.148530 sec): 2 clusters Score: Raw -414.003085 + Penalty 234.354816 = -179.648269 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.148761 sec): 3 clusters Score: Raw -430.465972 + Penalty 468.709633 = 38.243661 nChanged 0 Memory request: 0.01 GB would take us to total of 0.11 GB. Trying to split cluster 17 (805 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.151414 sec): 2 clusters Score: Raw -25873.418411 + Penalty 426.952773 = -25446.465638 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.153040 sec): 3 clusters Score: Raw -25412.213082 + Penalty 853.886540 = -24558.326542 nChanged 302 SP:Iteration 1F (5.154619 sec): 3 clusters Score: Raw -25599.238950 + Penalty 853.177289 = -24746.061661 nChanged 109 SP:Iteration 2F (5.156189 sec): 3 clusters Score: Raw -25702.419021 + Penalty 853.241327 = -24849.177694 nChanged 77 SP:Iteration 3F (5.157761 sec): 3 clusters Score: Raw -25774.719416 + Penalty 854.143319 = -24920.576096 nChanged 59 SP:Iteration 4F (5.159328 sec): 3 clusters Score: Raw -25828.840181 + Penalty 854.900669 = -24973.939511 nChanged 42 SP:Iteration 5F (5.160895 sec): 3 clusters Score: Raw -25865.216938 + Penalty 853.546962 = -25011.669977 nChanged 43 SP:Iteration 6F (5.162462 sec): 3 clusters Score: Raw -25895.536136 + Penalty 849.317898 = -25046.218238 nChanged 30 SP:Iteration 7Q (5.163977 sec): 3 clusters Score: Raw -25920.948787 + Penalty 839.445545 = -25081.503242 nChanged 22 SP:Iteration 8Q (5.165528 sec): 3 clusters Score: Raw -25938.905331 + Penalty 830.969487 = -25107.935844 nChanged 19 SP:Iteration 9Q (5.167073 sec): 3 clusters Score: Raw -25951.760706 + Penalty 819.119546 = -25132.641160 nChanged 17 SP:Iteration 10F (5.168709 sec): 3 clusters Score: Raw -25966.866867 + Penalty 805.551066 = -25161.315801 nChanged 12 SP:Iteration 11Q (5.170277 sec): 3 clusters Score: Raw -25978.723142 + Penalty 806.480650 = -25172.242491 nChanged 13 SP:Iteration 12Q (5.171833 sec): 3 clusters Score: Raw -25985.863249 + Penalty 800.186263 = -25185.676986 nChanged 8 SP:Iteration 13Q (5.173317 sec): 3 clusters Score: Raw -25990.346306 + Penalty 798.670759 = -25191.675547 nChanged 2 SP:Iteration 14Q (5.174779 sec): 3 clusters Score: Raw -25990.572476 + Penalty 798.670759 = -25191.901716 nChanged 0 SP:Iteration 15F (5.176364 sec): 3 clusters Score: Raw -25990.572476 + Penalty 798.670759 = -25191.901716 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 18 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.176902 sec): 2 clusters Score: Raw -373.414232 + Penalty 79.419549 = -293.994684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.177165 sec): 3 clusters Score: Raw -372.372372 + Penalty 172.566739 = -199.805633 nChanged 1 SP:Iteration 1F (5.177408 sec): 3 clusters Score: Raw -373.972369 + Penalty 182.702185 = -191.270183 nChanged 1 SP:Iteration 2F (5.177639 sec): 3 clusters Score: Raw -376.118979 + Penalty 182.702185 = -193.416794 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 19 (87 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.178551 sec): 2 clusters Score: Raw -2891.646188 + Penalty 234.091059 = -2657.555128 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.178955 sec): 3 clusters Score: Raw -2859.781478 + Penalty 477.916039 = -2381.865439 nChanged 15 SP:Iteration 1F (5.179319 sec): 3 clusters Score: Raw -2881.387401 + Penalty 480.696728 = -2400.690673 nChanged 7 SP:Iteration 2F (5.179681 sec): 3 clusters Score: Raw -2887.919893 + Penalty 488.674318 = -2399.245575 nChanged 3 SP:Iteration 3F (5.180042 sec): 3 clusters Score: Raw -2895.565500 + Penalty 495.143757 = -2400.421743 nChanged 2 SP:Iteration 4Q (5.180395 sec): 3 clusters Score: Raw -2897.248390 + Penalty 497.300832 = -2399.947558 nChanged 1 SP:Iteration 5F (5.180758 sec): 3 clusters Score: Raw -2899.023969 + Penalty 497.300832 = -2401.723136 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 20 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.181357 sec): 2 clusters Score: Raw -400.507930 + Penalty 240.929507 = -159.578424 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.181590 sec): 3 clusters Score: Raw -423.845946 + Penalty 499.734540 = 75.888594 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 21 (213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.182667 sec): 2 clusters Score: Raw -5866.469717 + Penalty 58.983590 = -5807.486127 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.183272 sec): 3 clusters Score: Raw -5749.988308 + Penalty 119.000753 = -5630.987555 nChanged 86 SP:Iteration 1F (5.183866 sec): 3 clusters Score: Raw -5826.430282 + Penalty 120.599171 = -5705.831111 nChanged 10 SP:Iteration 2Q (5.184454 sec): 3 clusters Score: Raw -5832.231551 + Penalty 122.597318 = -5709.634233 nChanged 12 SP:Iteration 3F (5.185046 sec): 3 clusters Score: Raw -5837.918338 + Penalty 121.525512 = -5716.392826 nChanged 6 SP:Iteration 4Q (5.185624 sec): 3 clusters Score: Raw -5840.508830 + Penalty 119.766944 = -5720.741886 nChanged 2 SP:Iteration 5Q (5.186180 sec): 3 clusters Score: Raw -5841.150808 + Penalty 118.835783 = -5722.315024 nChanged 4 SP:Iteration 6Q (5.186738 sec): 3 clusters Score: Raw -5841.851234 + Penalty 118.835783 = -5723.015451 nChanged 0 SP:Iteration 7F (5.187319 sec): 3 clusters Score: Raw -5841.851234 + Penalty 118.835783 = -5723.015451 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 22 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.187851 sec): 2 clusters Score: Raw -692.999352 + Penalty 191.353459 = -501.645894 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.188123 sec): 3 clusters Score: Raw -690.595852 + Penalty 380.552731 = -310.043121 nChanged 1 SP:Iteration 1Q (5.188369 sec): 3 clusters Score: Raw -693.294165 + Penalty 376.738668 = -316.555497 nChanged 1 SP:Iteration 2Q (5.188612 sec): 3 clusters Score: Raw -695.629188 + Penalty 376.738668 = -318.890521 nChanged 0 SP:Iteration 3F (5.188853 sec): 3 clusters Score: Raw -695.629188 + Penalty 376.738668 = -318.890521 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 23 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.189299 sec): 2 clusters Score: Raw -33.790844 + Penalty 0.000000 = -33.790844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.189491 sec): 2 clusters Score: Raw -33.790844 + Penalty 0.000000 = -33.790844 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 24 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.189951 sec): 2 clusters Score: Raw -212.674601 + Penalty 134.189991 = -78.484610 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.190173 sec): 3 clusters Score: Raw -210.732453 + Penalty 268.379983 = 57.647530 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 25 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.190633 sec): 2 clusters Score: Raw -237.658365 + Penalty 172.126228 = -65.532136 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.190878 sec): 3 clusters Score: Raw -232.319624 + Penalty 337.963303 = 105.643679 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 26 (47 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.191443 sec): 2 clusters Score: Raw -1707.945745 + Penalty 543.503162 = -1164.442582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.191741 sec): 3 clusters Score: Raw -1812.389273 + Penalty 1088.063407 = -724.325866 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 27 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.192215 sec): 2 clusters Score: Raw -313.710227 + Penalty 118.551712 = -195.158515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.192446 sec): 3 clusters Score: Raw -321.389161 + Penalty 237.103423 = -84.285738 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 28 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.192898 sec): 2 clusters Score: Raw -115.599537 + Penalty 115.810429 = 0.210892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.193110 sec): 3 clusters Score: Raw -108.444199 + Penalty 242.266889 = 133.822690 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 29 (30 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.193629 sec): 2 clusters Score: Raw -1064.460510 + Penalty 401.481579 = -662.978931 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.193894 sec): 3 clusters Score: Raw -1107.701916 + Penalty 807.330582 = -300.371334 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 30 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.194390 sec): 2 clusters Score: Raw -762.324197 + Penalty 317.594897 = -444.729300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.194640 sec): 3 clusters Score: Raw -784.292026 + Penalty 633.772594 = -150.519432 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 31 (86 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.195302 sec): 2 clusters Score: Raw -2741.255885 + Penalty 571.800512 = -2169.455373 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.195671 sec): 3 clusters Score: Raw -2811.533728 + Penalty 1144.902703 = -1666.631026 nChanged 2 SP:Iteration 1Q (5.196020 sec): 3 clusters Score: Raw -2820.238224 + Penalty 1144.902703 = -1675.335521 nChanged 0 SP:Iteration 2F (5.196383 sec): 3 clusters Score: Raw -2820.238224 + Penalty 1144.902703 = -1675.335521 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 32 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.196845 sec): 2 clusters Score: Raw -242.494461 + Penalty 201.572840 = -40.921621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.197067 sec): 3 clusters Score: Raw -241.017287 + Penalty 409.818795 = 168.801508 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 33 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.197565 sec): 2 clusters Score: Raw -800.226426 + Penalty 337.367934 = -462.858493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.197815 sec): 3 clusters Score: Raw -818.255218 + Penalty 672.032955 = -146.222263 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 34 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.198319 sec): 2 clusters Score: Raw -881.184556 + Penalty 365.317510 = -515.867046 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.198575 sec): 3 clusters Score: Raw -921.211847 + Penalty 730.913783 = -190.298064 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 35 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.199058 sec): 2 clusters Score: Raw -265.057865 + Penalty 150.137839 = -114.920026 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.199282 sec): 3 clusters Score: Raw -271.081165 + Penalty 300.275678 = 29.194514 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 36 (84 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.199926 sec): 2 clusters Score: Raw -2641.225469 + Penalty 715.069161 = -1926.156308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.200291 sec): 3 clusters Score: Raw -2760.912962 + Penalty 1430.001643 = -1330.911319 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 37 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.200763 sec): 2 clusters Score: Raw -401.386902 + Penalty 259.402522 = -141.984380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.200992 sec): 3 clusters Score: Raw -400.932421 + Penalty 512.280755 = 111.348335 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 38 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.201502 sec): 2 clusters Score: Raw -822.767956 + Penalty 252.259367 = -570.508588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.201759 sec): 3 clusters Score: Raw -838.886983 + Penalty 504.518735 = -334.368248 nChanged 1 SP:Iteration 1Q (5.202008 sec): 3 clusters Score: Raw -842.418499 + Penalty 504.518735 = -337.899764 nChanged 0 SP:Iteration 2F (5.202262 sec): 3 clusters Score: Raw -842.418499 + Penalty 504.518735 = -337.899764 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 39 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.202731 sec): 2 clusters Score: Raw -362.706950 + Penalty 181.064854 = -181.642096 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.202962 sec): 3 clusters Score: Raw -374.297663 + Penalty 361.636529 = -12.661134 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 40 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.203405 sec): 2 clusters Score: Raw -35.806716 + Penalty 0.000000 = -35.806716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.203597 sec): 2 clusters Score: Raw -35.806716 + Penalty 0.000000 = -35.806716 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 41 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.204068 sec): 2 clusters Score: Raw -415.889924 + Penalty 223.734293 = -192.155630 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.204299 sec): 3 clusters Score: Raw -415.525879 + Penalty 448.804776 = 33.278897 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 42 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.204779 sec): 2 clusters Score: Raw -576.066656 + Penalty 354.644607 = -221.422049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.205014 sec): 3 clusters Score: Raw -610.954298 + Penalty 711.181766 = 100.227467 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 43 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.205488 sec): 2 clusters Score: Raw -423.720825 + Penalty 227.804944 = -195.915881 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.205723 sec): 3 clusters Score: Raw -436.039119 + Penalty 447.150323 = 11.111204 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 44 (104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.206444 sec): 2 clusters Score: Raw -3403.034161 + Penalty 628.683806 = -2774.350354 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.206851 sec): 3 clusters Score: Raw -3457.025513 + Penalty 1257.762218 = -2199.263295 nChanged 4 SP:Iteration 1Q (5.207244 sec): 3 clusters Score: Raw -3466.071787 + Penalty 1257.854623 = -2208.217165 nChanged 3 SP:Iteration 2Q (5.207631 sec): 3 clusters Score: Raw -3470.887725 + Penalty 1258.302900 = -2212.584825 nChanged 1 SP:Iteration 3Q (5.208017 sec): 3 clusters Score: Raw -3473.825223 + Penalty 1258.302900 = -2215.522323 nChanged 0 SP:Iteration 4F (5.208415 sec): 3 clusters Score: Raw -3473.825223 + Penalty 1258.302900 = -2215.522323 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 45 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.208881 sec): 2 clusters Score: Raw -244.259508 + Penalty 182.248708 = -62.010801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.209106 sec): 3 clusters Score: Raw -248.645301 + Penalty 376.101538 = 127.456237 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 46 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.209572 sec): 2 clusters Score: Raw -333.604723 + Penalty 191.353535 = -142.251188 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.209798 sec): 3 clusters Score: Raw -332.586909 + Penalty 383.790163 = 51.203254 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 47 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.210245 sec): 2 clusters Score: Raw -76.218657 + Penalty 71.435815 = -4.782842 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.210455 sec): 3 clusters Score: Raw -68.290066 + Penalty 142.871631 = 74.581565 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 48 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.210912 sec): 2 clusters Score: Raw -204.109612 + Penalty 188.664133 = -15.445480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.211129 sec): 3 clusters Score: Raw -196.626345 + Penalty 371.319854 = 174.693509 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 49 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.211639 sec): 2 clusters Score: Raw -979.367712 + Penalty 393.050840 = -586.316872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.211899 sec): 3 clusters Score: Raw -1051.154891 + Penalty 787.849725 = -263.305166 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 50 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.212365 sec): 2 clusters Score: Raw -285.046330 + Penalty 154.521703 = -130.524627 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.212593 sec): 3 clusters Score: Raw -294.547352 + Penalty 294.546155 = -0.001197 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 51 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.213042 sec): 2 clusters Score: Raw -69.463241 + Penalty 62.521761 = -6.941480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.213237 sec): 2 clusters Score: Raw -69.463241 + Penalty 62.521761 = -6.941480 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 52 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.213693 sec): 2 clusters Score: Raw -160.117462 + Penalty 101.458442 = -58.659020 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.213912 sec): 3 clusters Score: Raw -162.659888 + Penalty 220.317152 = 57.657263 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 53 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.214380 sec): 2 clusters Score: Raw -132.197604 + Penalty 93.473348 = -38.724255 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.214596 sec): 3 clusters Score: Raw -131.395323 + Penalty 185.007438 = 53.612115 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 54 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.215039 sec): 2 clusters Score: Raw -35.187445 + Penalty 0.000000 = -35.187445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.215231 sec): 2 clusters Score: Raw -35.187445 + Penalty 0.000000 = -35.187445 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 55 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.215709 sec): 2 clusters Score: Raw -498.689575 + Penalty 255.050519 = -243.639057 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.215944 sec): 3 clusters Score: Raw -514.437094 + Penalty 504.390725 = -10.046369 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 56 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.216400 sec): 2 clusters Score: Raw -184.148345 + Penalty 137.343631 = -46.804714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.216617 sec): 3 clusters Score: Raw -180.308945 + Penalty 279.633392 = 99.324447 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 57 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.217088 sec): 2 clusters Score: Raw -276.526756 + Penalty 179.641747 = -96.885009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.217316 sec): 3 clusters Score: Raw -292.231502 + Penalty 362.012787 = 69.781286 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 60 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.217765 sec): 2 clusters Score: Raw -108.254444 + Penalty 84.833932 = -23.420511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.217963 sec): 2 clusters Score: Raw -108.254444 + Penalty 84.833932 = -23.420511 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 61 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.218446 sec): 2 clusters Score: Raw -652.018889 + Penalty 338.486546 = -313.532343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.218685 sec): 3 clusters Score: Raw -675.670347 + Penalty 678.427691 = 2.757345 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 62 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.219145 sec): 2 clusters Score: Raw -221.146794 + Penalty 151.363773 = -69.783020 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.219365 sec): 3 clusters Score: Raw -219.283623 + Penalty 299.698268 = 80.414645 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 64 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.219823 sec): 2 clusters Score: Raw -215.875603 + Penalty 151.420355 = -64.455248 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.220044 sec): 3 clusters Score: Raw -221.063110 + Penalty 302.840711 = 81.777601 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 65 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.220493 sec): 2 clusters Score: Raw -115.446693 + Penalty 114.855725 = -0.590968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.220705 sec): 3 clusters Score: Raw -108.361640 + Penalty 228.482174 = 120.120534 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 67 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.221201 sec): 2 clusters Score: Raw -643.472249 + Penalty 349.921167 = -293.551081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.221442 sec): 3 clusters Score: Raw -676.652455 + Penalty 701.662453 = 25.009998 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 68 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.221890 sec): 2 clusters Score: Raw -71.700170 + Penalty 53.508989 = -18.191181 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.222097 sec): 3 clusters Score: Raw -64.973112 + Penalty 107.017979 = 42.044867 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 69 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.222548 sec): 2 clusters Score: Raw -119.000253 + Penalty 114.944228 = -4.056025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.222761 sec): 3 clusters Score: Raw -110.000736 + Penalty 224.859380 = 114.858643 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 70 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.223207 sec): 2 clusters Score: Raw -73.349546 + Penalty 75.535719 = 2.186173 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.223403 sec): 2 clusters Score: Raw -73.349546 + Penalty 75.535719 = 2.186173 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 71 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.223852 sec): 2 clusters Score: Raw -101.574904 + Penalty 60.902561 = -40.672343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.224064 sec): 3 clusters Score: Raw -96.069207 + Penalty 131.472696 = 35.403490 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 72 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.224513 sec): 2 clusters Score: Raw -119.330874 + Penalty 116.252096 = -3.078778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.224710 sec): 2 clusters Score: Raw -119.330874 + Penalty 116.252096 = -3.078778 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 73 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.225166 sec): 2 clusters Score: Raw -192.311985 + Penalty 156.595505 = -35.716480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.225384 sec): 3 clusters Score: Raw -187.142084 + Penalty 305.879113 = 118.737030 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 74 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.225846 sec): 2 clusters Score: Raw -254.712674 + Penalty 192.161620 = -62.551054 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.226068 sec): 3 clusters Score: Raw -256.447030 + Penalty 368.150598 = 111.703568 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 75 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.226517 sec): 2 clusters Score: Raw -103.162468 + Penalty 80.234769 = -22.927699 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.226729 sec): 3 clusters Score: Raw -99.174952 + Penalty 156.832649 = 57.657698 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 76 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.227185 sec): 2 clusters Score: Raw -145.519688 + Penalty 117.056060 = -28.463628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.227400 sec): 3 clusters Score: Raw -141.066590 + Penalty 234.112121 = 93.045531 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 77 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.227890 sec): 2 clusters Score: Raw -529.447245 + Penalty 317.131066 = -212.316179 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.228123 sec): 3 clusters Score: Raw -555.611548 + Penalty 636.690570 = 81.079022 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 78 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.228585 sec): 2 clusters Score: Raw -209.701010 + Penalty 160.263806 = -49.437204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.228805 sec): 3 clusters Score: Raw -210.152777 + Penalty 341.538304 = 131.385527 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 79 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.229302 sec): 2 clusters Score: Raw -851.417907 + Penalty 415.442368 = -435.975539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.229551 sec): 3 clusters Score: Raw -895.790626 + Penalty 831.199827 = -64.590798 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 80 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.229998 sec): 2 clusters Score: Raw -76.986082 + Penalty 75.817383 = -1.168700 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.230209 sec): 3 clusters Score: Raw -68.305033 + Penalty 151.634766 = 83.329732 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 81 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.230663 sec): 2 clusters Score: Raw -197.676137 + Penalty 155.218996 = -42.457140 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.230879 sec): 3 clusters Score: Raw -191.831512 + Penalty 284.203995 = 92.372483 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 82 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.231329 sec): 2 clusters Score: Raw -113.689364 + Penalty 124.148470 = 10.459106 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.231540 sec): 3 clusters Score: Raw -106.313113 + Penalty 250.085090 = 143.771978 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 83 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.232150 sec): 2 clusters Score: Raw -1563.000417 + Penalty 102.492202 = -1460.508215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.232485 sec): 3 clusters Score: Raw -1547.141558 + Penalty 220.376204 = -1326.765353 nChanged 12 SP:Iteration 1F (5.232814 sec): 3 clusters Score: Raw -1579.959888 + Penalty 237.693868 = -1342.266020 nChanged 5 SP:Iteration 2F (5.233143 sec): 3 clusters Score: Raw -1589.052118 + Penalty 247.415217 = -1341.636902 nChanged 1 SP:Iteration 3F (5.233471 sec): 3 clusters Score: Raw -1591.964778 + Penalty 247.415217 = -1344.549561 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 84 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.233920 sec): 2 clusters Score: Raw -82.619299 + Penalty 87.127105 = 4.507806 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.234116 sec): 2 clusters Score: Raw -82.619299 + Penalty 87.127105 = 4.507806 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 85 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.234594 sec): 2 clusters Score: Raw -554.826214 + Penalty 371.310030 = -183.516184 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.234832 sec): 3 clusters Score: Raw -586.885883 + Penalty 738.439479 = 151.553596 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 86 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.235294 sec): 2 clusters Score: Raw -77.185343 + Penalty 81.173021 = 3.987677 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.235505 sec): 3 clusters Score: Raw -68.390246 + Penalty 162.346041 = 93.955795 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 88 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.235952 sec): 2 clusters Score: Raw -68.810210 + Penalty 51.340004 = -17.470206 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.236159 sec): 3 clusters Score: Raw -62.519252 + Penalty 102.680009 = 40.160756 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 89 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.236620 sec): 2 clusters Score: Raw -245.657080 + Penalty 152.645382 = -93.011698 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.236843 sec): 3 clusters Score: Raw -245.200847 + Penalty 312.931298 = 67.730451 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 90 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.237299 sec): 2 clusters Score: Raw -173.798121 + Penalty 176.845770 = 3.047648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.237514 sec): 3 clusters Score: Raw -162.807732 + Penalty 364.880397 = 202.072665 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 91 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.237960 sec): 2 clusters Score: Raw -74.013447 + Penalty 79.485894 = 5.472448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.238155 sec): 2 clusters Score: Raw -74.013447 + Penalty 79.485894 = 5.472448 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 92 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.238652 sec): 2 clusters Score: Raw -824.850818 + Penalty 423.091358 = -401.759460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.238903 sec): 3 clusters Score: Raw -881.519911 + Penalty 846.863258 = -34.656653 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 93 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.239347 sec): 2 clusters Score: Raw -35.400788 + Penalty 0.000000 = -35.400788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.239540 sec): 2 clusters Score: Raw -35.400788 + Penalty 0.000000 = -35.400788 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 94 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.239992 sec): 2 clusters Score: Raw -168.813359 + Penalty 176.214444 = 7.401085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.240207 sec): 3 clusters Score: Raw -160.234337 + Penalty 362.435211 = 202.200874 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 96 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.240680 sec): 2 clusters Score: Raw -474.310591 + Penalty 266.725511 = -207.585080 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.240915 sec): 3 clusters Score: Raw -481.220428 + Penalty 535.556920 = 54.336492 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 97 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.241389 sec): 2 clusters Score: Raw -499.203647 + Penalty 271.769807 = -227.433840 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.241624 sec): 3 clusters Score: Raw -506.216178 + Penalty 556.470082 = 50.253904 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 98 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.242089 sec): 2 clusters Score: Raw -171.881707 + Penalty 173.521319 = 1.639612 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.242304 sec): 3 clusters Score: Raw -159.463700 + Penalty 345.829076 = 186.365376 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 99 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.242763 sec): 2 clusters Score: Raw -240.494021 + Penalty 201.091665 = -39.402355 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.242982 sec): 3 clusters Score: Raw -239.928163 + Penalty 402.183331 = 162.255168 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 100 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.243440 sec): 2 clusters Score: Raw -246.555646 + Penalty 219.962303 = -26.593344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.243660 sec): 3 clusters Score: Raw -243.353768 + Penalty 439.924605 = 196.570837 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 101 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.244121 sec): 2 clusters Score: Raw -243.337434 + Penalty 205.169670 = -38.167764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.244345 sec): 3 clusters Score: Raw -239.847529 + Penalty 410.339341 = 170.491812 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 102 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.244798 sec): 2 clusters Score: Raw -126.265417 + Penalty 139.013890 = 12.748474 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.245011 sec): 3 clusters Score: Raw -115.753563 + Penalty 275.719305 = 159.965742 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 104 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.245456 sec): 2 clusters Score: Raw -32.973225 + Penalty 0.000000 = -32.973225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.245649 sec): 2 clusters Score: Raw -32.973225 + Penalty 0.000000 = -32.973225 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 105 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.246101 sec): 2 clusters Score: Raw -114.931248 + Penalty 123.237442 = 8.306194 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.246316 sec): 3 clusters Score: Raw -107.140760 + Penalty 243.583686 = 136.442926 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 106 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.246769 sec): 2 clusters Score: Raw -154.195053 + Penalty 141.927039 = -12.268015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.246988 sec): 3 clusters Score: Raw -146.509392 + Penalty 272.848961 = 126.339569 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 107 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.247446 sec): 2 clusters Score: Raw -202.227956 + Penalty 118.289560 = -83.938396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.247666 sec): 3 clusters Score: Raw -199.413953 + Penalty 235.628073 = 36.214119 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 108 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.248115 sec): 2 clusters Score: Raw -110.441903 + Penalty 85.787403 = -24.654500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.248327 sec): 3 clusters Score: Raw -103.275286 + Penalty 173.816384 = 70.541098 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 109 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.248783 sec): 2 clusters Score: Raw -35.013182 + Penalty 0.000000 = -35.013182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.248977 sec): 2 clusters Score: Raw -35.013182 + Penalty 0.000000 = -35.013182 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 111 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.249417 sec): 2 clusters Score: Raw -34.721952 + Penalty 0.000000 = -34.721952 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.249611 sec): 2 clusters Score: Raw -34.721952 + Penalty 0.000000 = -34.721952 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 114 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.250056 sec): 2 clusters Score: Raw -75.733126 + Penalty 68.029182 = -7.703945 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.250263 sec): 3 clusters Score: Raw -67.416426 + Penalty 136.058363 = 68.641938 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 115 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.250715 sec): 2 clusters Score: Raw -141.166147 + Penalty 125.986373 = -15.179774 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.250930 sec): 3 clusters Score: Raw -139.306184 + Penalty 251.972746 = 112.666562 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 116 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.251376 sec): 2 clusters Score: Raw -78.582975 + Penalty 74.104823 = -4.478152 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.251584 sec): 3 clusters Score: Raw -69.316370 + Penalty 148.209645 = 78.893275 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 117 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.252034 sec): 2 clusters Score: Raw -113.252866 + Penalty 117.853593 = 4.600727 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.252243 sec): 3 clusters Score: Raw -106.891206 + Penalty 220.385503 = 113.494297 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 118 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.252692 sec): 2 clusters Score: Raw -115.120405 + Penalty 100.652483 = -14.467922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.252904 sec): 3 clusters Score: Raw -107.045922 + Penalty 192.022921 = 84.976999 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 119 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.253349 sec): 2 clusters Score: Raw -80.124760 + Penalty 84.507183 = 4.382423 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.253544 sec): 2 clusters Score: Raw -80.124760 + Penalty 84.507183 = 4.382423 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 122 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.253989 sec): 2 clusters Score: Raw -74.066769 + Penalty 65.296565 = -8.770203 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.254183 sec): 2 clusters Score: Raw -74.066769 + Penalty 65.296565 = -8.770203 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 124 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.254633 sec): 2 clusters Score: Raw -161.457944 + Penalty 149.502306 = -11.955638 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.254832 sec): 2 clusters Score: Raw -161.457944 + Penalty 149.502306 = -11.955638 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 127 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.255295 sec): 2 clusters Score: Raw -145.767865 + Penalty 97.893511 = -47.874353 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.255494 sec): 2 clusters Score: Raw -145.767865 + Penalty 97.893511 = -47.874353 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 128 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.255946 sec): 2 clusters Score: Raw -158.634298 + Penalty 156.267966 = -2.366331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.256163 sec): 3 clusters Score: Raw -151.508736 + Penalty 317.493520 = 165.984785 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 131 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.256604 sec): 2 clusters Score: Raw -35.307546 + Penalty 0.000000 = -35.307546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.256796 sec): 2 clusters Score: Raw -35.307546 + Penalty 0.000000 = -35.307546 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 133 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.257244 sec): 2 clusters Score: Raw -75.676641 + Penalty 66.888826 = -8.787815 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.257440 sec): 2 clusters Score: Raw -75.676641 + Penalty 66.888826 = -8.787815 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 135 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.257896 sec): 2 clusters Score: Raw -218.691118 + Penalty 204.562221 = -14.128897 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.258096 sec): 2 clusters Score: Raw -218.691118 + Penalty 204.562221 = -14.128897 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 136 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.258538 sec): 2 clusters Score: Raw -34.254354 + Penalty 0.000000 = -34.254354 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.258729 sec): 2 clusters Score: Raw -34.254354 + Penalty 0.000000 = -34.254354 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 138 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.259166 sec): 2 clusters Score: Raw -32.314441 + Penalty 0.000000 = -32.314441 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.259353 sec): 2 clusters Score: Raw -32.314441 + Penalty 0.000000 = -32.314441 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 139 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.259796 sec): 2 clusters Score: Raw -35.218859 + Penalty 0.000000 = -35.218859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.259988 sec): 2 clusters Score: Raw -35.218859 + Penalty 0.000000 = -35.218859 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 143 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.260428 sec): 2 clusters Score: Raw -34.270344 + Penalty 0.000000 = -34.270344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.260619 sec): 2 clusters Score: Raw -34.270344 + Penalty 0.000000 = -34.270344 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 144 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.261061 sec): 2 clusters Score: Raw -34.792128 + Penalty 0.000000 = -34.792128 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.261252 sec): 2 clusters Score: Raw -34.792128 + Penalty 0.000000 = -34.792128 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 145 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.261698 sec): 2 clusters Score: Raw -75.775941 + Penalty 76.324553 = 0.548612 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.261921 sec): 3 clusters Score: Raw -67.662574 + Penalty 152.649106 = 84.986532 nChanged 0 Deleting Class 131 (1 points): Lose 4.350612 but Gain 1192.631759 Iteration 20F (5.861120 sec): 122 clusters Score: Raw -300764.502916 + Penalty 107530.149975 = -193234.352940 nChanged 19 Deleting Class 85 (14 points): Lose 124.520765 but Gain 1308.336504 Iteration 21Q (5.908455 sec): 121 clusters Score: Raw -300658.849664 + Penalty 106245.939831 = -194412.909833 nChanged 35 Deleting Class 92 (21 points): Lose 126.135797 but Gain 1292.250112 Iteration 22Q (5.955972 sec): 120 clusters Score: Raw -300591.636492 + Penalty 104983.958031 = -195607.678461 nChanged 41 Deleting Class 84 (2 points): Lose 11.296456 but Gain 1168.851740 Iteration 23Q (6.003892 sec): 119 clusters Score: Raw -300628.515744 + Penalty 103825.152002 = -196803.363742 nChanged 25 Deleting Class 102 (3 points): Lose 26.193434 but Gain 1176.644712 Iteration 24Q (6.050864 sec): 118 clusters Score: Raw -300618.808687 + Penalty 102639.489053 = -197979.319634 nChanged 18 Deleting Class 79 (22 points): Lose 146.992045 but Gain 1295.504290 Iteration 25Q (6.097661 sec): 117 clusters Score: Raw -300485.652938 + Penalty 101382.436412 = -199103.216526 nChanged 34 Deleting Class 94 (4 points): Lose 41.522183 but Gain 1182.000472 Iteration 26Q (6.145177 sec): 116 clusters Score: Raw -300498.501780 + Penalty 100216.146739 = -200282.355041 nChanged 24 Deleting Class 135 (5 points): Lose 46.917403 but Gain 1181.905643 Iteration 27Q (6.191521 sec): 115 clusters Score: Raw -300483.642508 + Penalty 99026.193331 = -201457.449176 nChanged 22 Deleting Class 119 (2 points): Lose 11.253701 but Gain 1133.704227 Iteration 28Q (6.237770 sec): 114 clusters Score: Raw -300491.952626 + Penalty 97902.097059 = -202589.855567 nChanged 19 Deleting Class 90 (4 points): Lose 64.895018 but Gain 1186.235241 Iteration 29Q (6.284186 sec): 113 clusters Score: Raw -300443.147521 + Penalty 96883.354250 = -203559.793271 nChanged 17 Deleting Class 26 (49 points): Lose 193.432810 but Gain 1314.521117 Iteration 30F (6.827281 sec): 112 clusters Score: Raw -300297.785251 + Penalty 95632.315677 = -204665.469574 nChanged 61 Deleting Class 98 (4 points): Lose 43.170148 but Gain 1163.935691 Iteration 31Q (6.874946 sec): 111 clusters Score: Raw -300363.850939 + Penalty 94512.090359 = -205851.760580 nChanged 24 Deleting Class 4 (16 points): Lose 91.033946 but Gain 1207.701459 Iteration 32Q (6.920875 sec): 110 clusters Score: Raw -300299.900662 + Penalty 93317.980803 = -206981.919859 nChanged 22 Deleting Class 93 (1 points): Lose 0.014380 but Gain 1114.993408 Iteration 33Q (6.965854 sec): 109 clusters Score: Raw -300327.404118 + Penalty 92202.600818 = -208124.803301 nChanged 8 Deleting Class 42 (14 points): Lose 140.564645 but Gain 1249.614738 Iteration 34Q (7.011720 sec): 108 clusters Score: Raw -300190.179142 + Penalty 91052.650919 = -209137.528224 nChanged 20 Deleting Class 100 (6 points): Lose 41.862406 but Gain 1141.563704 Iteration 35Q (7.056322 sec): 107 clusters Score: Raw -300207.086463 + Penalty 89939.295999 = -210267.790464 nChanged 19 Deleting Class 86 (2 points): Lose 8.526101 but Gain 1088.974847 Iteration 36Q (7.101296 sec): 106 clusters Score: Raw -300226.314308 + Penalty 88858.323035 = -211367.991274 nChanged 10 Deleting Class 77 (14 points): Lose 80.695737 but Gain 1156.185790 Iteration 37Q (7.144955 sec): 105 clusters Score: Raw -300157.453899 + Penalty 87715.597389 = -212441.856510 nChanged 18 Deleting Class 80 (3 points): Lose 37.016712 but Gain 1111.021986 Iteration 38Q (7.189365 sec): 104 clusters Score: Raw -300140.265005 + Penalty 86904.091983 = -213236.173022 nChanged 10 Deleting Class 61 (17 points): Lose 83.166638 but Gain 1149.092568 Iteration 39Q (7.232930 sec): 103 clusters Score: Raw -300088.518076 + Penalty 85736.619777 = -214351.898299 nChanged 25 Deleting Class 54 (1 points): Lose 4.995443 but Gain 1065.906091 Iteration 40F (7.728333 sec): 102 clusters Score: Raw -300113.789241 + Penalty 84671.013816 = -215442.775425 nChanged 11 Deleting Class 91 (2 points): Lose 7.694816 but Gain 1066.341243 Iteration 41Q (7.771719 sec): 101 clusters Score: Raw -300111.198778 + Penalty 83605.913300 = -216505.285478 nChanged 11 Deleting Class 48 (5 points): Lose 37.225966 but Gain 1090.050752 Iteration 42Q (7.815535 sec): 100 clusters Score: Raw -300080.376116 + Penalty 82517.957847 = -217562.418270 nChanged 8 Deleting Class 40 (1 points): Lose 1.674756 but Gain 1053.933830 Iteration 43Q (7.859072 sec): 99 clusters Score: Raw -300086.447042 + Penalty 81468.145785 = -218618.301257 nChanged 8 Deleting Class 67 (16 points): Lose 123.249596 but Gain 1173.589905 Iteration 44Q (7.902689 sec): 98 clusters Score: Raw -299966.596001 + Penalty 80450.541763 = -219516.054238 nChanged 20 Deleting Class 139 (1 points): Lose 12.454275 but Gain 1057.988909 Iteration 45Q (7.946538 sec): 97 clusters Score: Raw -300011.583175 + Penalty 79393.738707 = -220617.844467 nChanged 6 Deleting Class 143 (1 points): Lose 6.714369 but Gain 1046.289182 Iteration 46Q (7.989170 sec): 96 clusters Score: Raw -300013.537688 + Penalty 78378.540739 = -221634.996949 nChanged 9 Deleting Class 101 (6 points): Lose 33.718696 but Gain 1064.792677 Iteration 47Q (8.031946 sec): 95 clusters Score: Raw -300000.952406 + Penalty 77318.488625 = -222682.463781 nChanged 12 Deleting Class 49 (27 points): Lose 92.524638 but Gain 1118.437387 Iteration 48Q (8.074097 sec): 94 clusters Score: Raw -299924.836274 + Penalty 76201.063201 = -223723.773072 nChanged 33 Deleting Class 82 (3 points): Lose 25.025201 but Gain 1050.820464 Iteration 49Q (8.117579 sec): 93 clusters Score: Raw -299941.846859 + Penalty 75226.387333 = -224715.459526 nChanged 7 Deleting Class 105 (3 points): Lose 23.769896 but Gain 1043.109317 Iteration 50F (8.574514 sec): 92 clusters Score: Raw -299932.957828 + Penalty 74209.002272 = -225723.955556 nChanged 6 Deleting Class 99 (7 points): Lose 75.023615 but Gain 1088.540221 Iteration 51Q (8.616422 sec): 91 clusters Score: Raw -299866.708282 + Penalty 73241.199482 = -226625.508800 nChanged 8 Deleting Class 145 (2 points): Lose 13.190951 but Gain 1023.930338 Iteration 52Q (8.658193 sec): 90 clusters Score: Raw -299884.662688 + Penalty 72218.098388 = -227666.564300 nChanged 7 Deleting Class 128 (4 points): Lose 38.313435 but Gain 1048.204710 Iteration 53Q (8.699991 sec): 89 clusters Score: Raw -299852.974421 + Penalty 71165.198452 = -228687.775969 nChanged 11 Deleting Class 109 (1 points): Lose 3.662435 but Gain 1009.854948 Iteration 54Q (8.742092 sec): 88 clusters Score: Raw -299866.273951 + Penalty 70144.523116 = -229721.750835 nChanged 7 Deleting Class 37 (10 points): Lose 48.910598 but Gain 1047.587018 Iteration 55Q (8.783435 sec): 87 clusters Score: Raw -299823.737784 + Penalty 69115.808073 = -230707.929710 nChanged 14 Deleting Class 70 (2 points): Lose 17.757771 but Gain 1013.347755 Iteration 56Q (8.824979 sec): 86 clusters Score: Raw -299829.714158 + Penalty 68113.372704 = -231716.341454 nChanged 15 Deleting Class 32 (6 points): Lose 51.624853 but Gain 1046.125790 Iteration 57Q (8.866656 sec): 85 clusters Score: Raw -299792.068476 + Penalty 67057.629462 = -232734.439015 nChanged 18 Deleting Class 29 (31 points): Lose 149.904680 but Gain 1142.254900 Iteration 58Q (8.908178 sec): 84 clusters Score: Raw -299654.245717 + Penalty 65969.525958 = -233684.719760 nChanged 39 Deleting Class 124 (4 points): Lose 11.422600 but Gain 1002.822429 Iteration 59Q (8.951837 sec): 83 clusters Score: Raw -299696.939311 + Penalty 64969.835642 = -234727.103669 nChanged 17 Deleting Class 111 (1 points): Lose 2.362825 but Gain 993.684620 Iteration 60F (9.359403 sec): 82 clusters Score: Raw -299702.919910 + Penalty 63980.333501 = -235722.586409 nChanged 9 Deleting Class 9 (5 points): Lose 30.318855 but Gain 1018.877108 Iteration 61Q (9.401100 sec): 81 clusters Score: Raw -299676.307243 + Penalty 62967.445977 = -236708.861266 nChanged 14 Deleting Class 116 (2 points): Lose 7.754546 but Gain 994.151595 Iteration 62Q (9.443083 sec): 80 clusters Score: Raw -299676.616966 + Penalty 61974.540823 = -237702.076143 nChanged 9 Deleting Class 11 (84 points): Lose 424.027362 but Gain 1406.801482 Iteration 63Q (9.484801 sec): 79 clusters Score: Raw -299257.076223 + Penalty 60646.271563 = -238610.804661 nChanged 98 Deleting Class 33 (21 points): Lose 80.019287 but Gain 1061.092868 Iteration 64Q (9.529270 sec): 78 clusters Score: Raw -299417.572841 + Penalty 59615.478176 = -239802.094665 nChanged 44 Deleting Class 104 (2 points): Lose 26.791478 but Gain 1007.518461 Iteration 65Q (9.571466 sec): 77 clusters Score: Raw -299440.145352 + Penalty 58615.088373 = -240825.056979 nChanged 14 Deleting Class 34 (25 points): Lose 114.571908 but Gain 1089.166367 Iteration 66Q (9.611376 sec): 76 clusters Score: Raw -299333.767621 + Penalty 57594.030187 = -241739.737433 nChanged 43 Deleting Class 28 (3 points): Lose 16.236340 but Gain 980.245415 Iteration 67Q (9.652632 sec): 75 clusters Score: Raw -299387.333447 + Penalty 56633.720823 = -242753.612625 nChanged 33 Deleting Class 144 (1 points): Lose 10.605608 but Gain 971.150179 Iteration 68Q (9.693139 sec): 74 clusters Score: Raw -299410.162610 + Penalty 55697.318174 = -243712.844436 nChanged 28 Deleting Class 122 (3 points): Lose 25.585712 but Gain 984.779644 Iteration 69Q (9.732996 sec): 73 clusters Score: Raw -299409.939647 + Penalty 54690.512787 = -244719.426859 nChanged 27 Deleting Class 72 (3 points): Lose 25.610591 but Gain 983.983782 Iteration 70F (10.087050 sec): 72 clusters Score: Raw -299402.988692 + Penalty 53708.046911 = -245694.941782 nChanged 24 Deleting Class 117 (3 points): Lose 40.641725 but Gain 997.539213 Iteration 71Q (10.127308 sec): 71 clusters Score: Raw -299376.967790 + Penalty 52775.166798 = -246601.800992 nChanged 30 Deleting Class 47 (2 points): Lose 2.588341 but Gain 958.345588 Iteration 72Q (10.167396 sec): 70 clusters Score: Raw -299399.225090 + Penalty 51807.062901 = -247592.162188 nChanged 23 Deleting Class 69 (3 points): Lose 21.405271 but Gain 972.913699 Iteration 73Q (10.207708 sec): 69 clusters Score: Raw -299401.848228 + Penalty 50856.710621 = -248545.137606 nChanged 30 Deleting Class 65 (3 points): Lose 21.442087 but Gain 972.164586 Iteration 74Q (10.247271 sec): 68 clusters Score: Raw -299398.207597 + Penalty 49912.804671 = -249485.402926 nChanged 35 Deleting Class 136 (1 points): Lose 4.001795 but Gain 949.984741 Iteration 75Q (10.287379 sec): 67 clusters Score: Raw -299417.020593 + Penalty 48966.644600 = -250450.375993 nChanged 33 Deleting Class 96 (12 points): Lose 52.614049 but Gain 998.127637 Iteration 76Q (10.327199 sec): 66 clusters Score: Raw -299375.593544 + Penalty 47986.176067 = -251389.417477 nChanged 43 Deleting Class 74 (9 points): Lose 27.850677 but Gain 956.744610 Iteration 77Q (10.366909 sec): 65 clusters Score: Raw -299371.019143 + Penalty 47032.192581 = -252338.826561 nChanged 32 Deleting Class 106 (4 points): Lose 30.812866 but Gain 952.009511 Iteration 78Q (10.406667 sec): 64 clusters Score: Raw -299355.931096 + Penalty 46080.473614 = -253275.457482 nChanged 17 Deleting Class 97 (14 points): Lose 88.702612 but Gain 1010.056044 Iteration 79Q (10.445275 sec): 63 clusters Score: Raw -299275.751232 + Penalty 45080.238780 = -254195.512452 nChanged 27 Deleting Class 23 (1 points): Lose 0.264453 but Gain 921.395681 Iteration 80F (10.754750 sec): 62 clusters Score: Raw -299307.828406 + Penalty 44170.036330 = -255137.792076 nChanged 20 Deleting Class 30 (22 points): Lose 90.303305 but Gain 1010.885944 Iteration 81Q (10.793881 sec): 61 clusters Score: Raw -299227.717885 + Penalty 43177.043197 = -256050.674688 nChanged 31 Deleting Class 44 (97 points): Lose 365.115905 but Gain 1284.080177 Iteration 82Q (10.832428 sec): 60 clusters Score: Raw -298897.881816 + Penalty 41907.429815 = -256990.452001 nChanged 115 Deleting Class 114 (2 points): Lose 18.511025 but Gain 912.643969 Iteration 83Q (10.872894 sec): 59 clusters Score: Raw -299129.281548 + Penalty 40980.674758 = -258148.606790 nChanged 25 Deleting Class 133 (2 points): Lose 5.797677 but Gain 897.345559 Iteration 84Q (10.911820 sec): 58 clusters Score: Raw -299155.132624 + Penalty 40095.600705 = -259059.531919 nChanged 15 Deleting Class 73 (5 points): Lose 21.782077 but Gain 904.766821 Iteration 85Q (10.949816 sec): 57 clusters Score: Raw -299147.847479 + Penalty 39201.520757 = -259946.326722 nChanged 13 Deleting Class 81 (5 points): Lose 28.857620 but Gain 896.813724 Iteration 86Q (10.987299 sec): 56 clusters Score: Raw -299128.924476 + Penalty 38304.636718 = -260824.287759 nChanged 16 Deleting Class 7 (55 points): Lose 283.489601 but Gain 1144.846532 Iteration 87Q (11.024129 sec): 55 clusters Score: Raw -298862.283403 + Penalty 37163.913422 = -261698.369981 nChanged 69 Deleting Class 25 (6 points): Lose 37.180067 but Gain 893.303318 Iteration 88Q (11.062458 sec): 54 clusters Score: Raw -298961.547772 + Penalty 36291.478255 = -262670.069516 nChanged 38 Deleting Class 55 (14 points): Lose 69.548331 but Gain 922.608783 Iteration 89Q (11.100022 sec): 53 clusters Score: Raw -298919.415625 + Penalty 35403.422096 = -263515.993529 nChanged 40 Deleting Class 16 (14 points): Lose 68.803641 but Gain 909.740144 Iteration 90F (11.358170 sec): 52 clusters Score: Raw -298884.332325 + Penalty 34512.824014 = -264371.508311 nChanged 38 Deleting Class 20 (12 points): Lose 63.234433 but Gain 899.357151 Iteration 91Q (11.396349 sec): 51 clusters Score: Raw -298848.892337 + Penalty 33606.969809 = -265241.922529 nChanged 36 Deleting Class 51 (2 points): Lose 5.597377 but Gain 838.759292 Iteration 92Q (11.432617 sec): 50 clusters Score: Raw -298877.533452 + Penalty 32776.755481 = -266100.777971 nChanged 15 Deleting Class 43 (13 points): Lose 45.689973 but Gain 878.646372 Iteration 93Q (11.468630 sec): 49 clusters Score: Raw -298837.663481 + Penalty 31900.150710 = -266937.512771 nChanged 23 Deleting Class 118 (3 points): Lose 20.341463 but Gain 851.945165 Iteration 94Q (11.504678 sec): 48 clusters Score: Raw -298835.837259 + Penalty 31047.141272 = -267788.695987 nChanged 11 Deleting Class 41 (12 points): Lose 49.199020 but Gain 872.450632 Iteration 95Q (11.540041 sec): 47 clusters Score: Raw -298793.971344 + Penalty 30189.533048 = -268604.438296 nChanged 21 Deleting Class 115 (4 points): Lose 26.574741 but Gain 845.083689 Iteration 96Q (11.575377 sec): 46 clusters Score: Raw -298790.911246 + Penalty 29350.468396 = -269440.442850 nChanged 16 Deleting Class 31 (114 points): Lose 443.879032 but Gain 1253.299224 Iteration 97Q (11.610459 sec): 45 clusters Score: Raw -298357.564226 + Penalty 28092.799365 = -270264.764861 nChanged 120 Deleting Class 78 (6 points): Lose 34.969922 but Gain 831.739540 Iteration 98Q (11.647023 sec): 44 clusters Score: Raw -298592.972552 + Penalty 27269.326532 = -271323.646021 nChanged 36 Deleting Class 13 (7 points): Lose 29.696705 but Gain 823.933963 Iteration 99Q (11.681690 sec): 43 clusters Score: Raw -298584.625884 + Penalty 26456.015053 = -272128.610831 nChanged 40 Deleting Class 45 (6 points): Lose 52.454995 but Gain 833.057991 Iteration 100F (11.894044 sec): 42 clusters Score: Raw -298557.454788 + Penalty 25636.941941 = -272920.512847 nChanged 35 Deleting Class 56 (5 points): Lose 21.275764 but Gain 793.534660 Iteration 101Q (11.928811 sec): 41 clusters Score: Raw -298559.773542 + Penalty 24868.564464 = -273691.209078 nChanged 28 Deleting Class 24 (6 points): Lose 26.630926 but Gain 795.743414 Iteration 102Q (11.963563 sec): 40 clusters Score: Raw -298554.308050 + Penalty 24097.503362 = -274456.804688 nChanged 30 Deleting Class 62 (6 points): Lose 18.184906 but Gain 785.550014 Iteration 103Q (11.998417 sec): 39 clusters Score: Raw -298561.128221 + Penalty 23316.618858 = -275244.509364 nChanged 21 Deleting Class 46 (9 points): Lose 45.993561 but Gain 809.829598 Iteration 104Q (12.032521 sec): 38 clusters Score: Raw -298527.180016 + Penalty 22516.277143 = -276010.902873 nChanged 21 Deleting Class 64 (5 points): Lose 30.837877 but Gain 787.355033 Iteration 105Q (12.065949 sec): 37 clusters Score: Raw -298510.650403 + Penalty 21728.733782 = -276781.916620 nChanged 18 Deleting Class 76 (6 points): Lose 33.124779 but Gain 783.740838 Iteration 106Q (12.099699 sec): 36 clusters Score: Raw -298507.521846 + Penalty 20957.874470 = -277549.647376 nChanged 19 Deleting Class 57 (10 points): Lose 49.570790 but Gain 794.937735 Iteration 107Q (12.133137 sec): 35 clusters Score: Raw -298471.791121 + Penalty 20174.422829 = -278297.368292 nChanged 22 Deleting Class 89 (9 points): Lose 47.780053 but Gain 787.562980 Iteration 108Q (12.165785 sec): 34 clusters Score: Raw -298443.740733 + Penalty 19393.386197 = -279050.354535 nChanged 18 Deleting Class 15 (23 points): Lose 69.786508 but Gain 800.203786 Iteration 109Q (12.198672 sec): 33 clusters Score: Raw -298387.122945 + Penalty 18591.138634 = -279795.984311 nChanged 30 Deleting Class 108 (3 points): Lose 8.993060 but Gain 726.123802 Iteration 110F (12.363248 sec): 32 clusters Score: Raw -298409.982939 + Penalty 17869.371723 = -280540.611216 nChanged 13 Deleting Class 68 (2 points): Lose 4.483187 but Gain 717.848655 Iteration 111Q (12.395570 sec): 31 clusters Score: Raw -298413.790896 + Penalty 17153.630974 = -281260.159923 nChanged 9 Deleting Class 60 (3 points): Lose 21.810467 but Gain 718.053410 Iteration 112Q (12.428135 sec): 30 clusters Score: Raw -298395.783037 + Penalty 16460.413602 = -281935.369435 nChanged 10 Deleting Class 88 (2 points): Lose 3.705960 but Gain 688.750686 Iteration 113Q (12.460156 sec): 29 clusters Score: Raw -298401.388019 + Penalty 15772.903178 = -282628.484842 nChanged 8 Deleting Class 75 (3 points): Lose 7.761222 but Gain 679.125057 Iteration 114Q (12.492157 sec): 28 clusters Score: Raw -298397.622141 + Penalty 15094.484858 = -283303.137283 nChanged 7 Deleting Class 39 (11 points): Lose 41.826301 but Gain 702.159133 Iteration 115Q (12.524743 sec): 27 clusters Score: Raw -298360.301398 + Penalty 14394.124174 = -283966.177224 nChanged 17 Deleting Class 35 (8 points): Lose 28.319932 but Gain 671.390278 Iteration 116Q (12.556157 sec): 26 clusters Score: Raw -298346.029915 + Penalty 13724.773779 = -284621.256136 nChanged 14 Deleting Class 127 (4 points): Lose 21.533698 but Gain 656.644109 Iteration 117Q (12.587386 sec): 25 clusters Score: Raw -298334.395545 + Penalty 13071.971531 = -285262.424014 nChanged 9 Deleting Class 50 (9 points): Lose 41.925530 but Gain 653.953157 Iteration 118Q (12.618898 sec): 24 clusters Score: Raw -298298.232351 + Penalty 12418.681164 = -285879.551187 nChanged 12 Writing temp clu file Memory request: 0.05 GB would take us to total of 0.10 GB. Compute initial score before splitting: Score: Raw -298298.232351 + Penalty 12418.681164 = -285879.551187Memory request: 0.01 GB would take us to total of 0.11 GB. Trying to split cluster 1 (1151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.643754 sec): 2 clusters Score: Raw -35724.581628 + Penalty 93.695411 = -35630.886217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.645943 sec): 3 clusters Score: Raw -34987.925757 + Penalty 192.656238 = -34795.269519 nChanged 528 SP:Iteration 1F (12.648085 sec): 3 clusters Score: Raw -35358.540352 + Penalty 197.479841 = -35161.060511 nChanged 120 SP:Iteration 2F (12.650226 sec): 3 clusters Score: Raw -35434.578504 + Penalty 204.387362 = -35230.191142 nChanged 102 SP:Iteration 3F (12.652392 sec): 3 clusters Score: Raw -35531.212319 + Penalty 211.252592 = -35319.959726 nChanged 89 SP:Iteration 4F (12.654528 sec): 3 clusters Score: Raw -35632.939885 + Penalty 212.284571 = -35420.655314 nChanged 40 SP:Iteration 5Q (12.656616 sec): 3 clusters Score: Raw -35664.134112 + Penalty 213.751753 = -35450.382359 nChanged 19 SP:Iteration 6Q (12.658625 sec): 3 clusters Score: Raw -35674.998486 + Penalty 215.059463 = -35459.939022 nChanged 16 SP:Iteration 7Q (12.660608 sec): 3 clusters Score: Raw -35681.267719 + Penalty 215.630994 = -35465.636724 nChanged 17 SP:Iteration 8Q (12.662674 sec): 3 clusters Score: Raw -35685.868814 + Penalty 217.748015 = -35468.120799 nChanged 12 SP:Iteration 9Q (12.664621 sec): 3 clusters Score: Raw -35688.743125 + Penalty 219.433856 = -35469.309270 nChanged 8 SP:Iteration 10F (12.666752 sec): 3 clusters Score: Raw -35690.512914 + Penalty 220.729631 = -35469.783283 nChanged 10 SP:Iteration 11Q (12.668723 sec): 3 clusters Score: Raw -35693.305141 + Penalty 221.682990 = -35471.622151 nChanged 7 SP:Iteration 12Q (12.670790 sec): 3 clusters Score: Raw -35694.576021 + Penalty 223.022829 = -35471.553192 nChanged 6 SP:Iteration 13F (12.673109 sec): 3 clusters Score: Raw -35698.123239 + Penalty 226.906362 = -35471.216878 nChanged 12 SP:Iteration 14F (12.675235 sec): 3 clusters Score: Raw -35705.670747 + Penalty 230.689770 = -35474.980978 nChanged 13 SP:Iteration 15Q (12.677155 sec): 3 clusters Score: Raw -35714.553515 + Penalty 233.370454 = -35481.183061 nChanged 11 SP:Iteration 16Q (12.679041 sec): 3 clusters Score: Raw -35723.054861 + Penalty 236.808902 = -35486.245959 nChanged 9 SP:Iteration 17Q (12.680904 sec): 3 clusters Score: Raw -35729.222634 + Penalty 240.525792 = -35488.696841 nChanged 10 SP:Iteration 18Q (12.682749 sec): 3 clusters Score: Raw -35733.274746 + Penalty 243.816675 = -35489.458071 nChanged 9 SP:Iteration 19Q (12.684579 sec): 3 clusters Score: Raw -35735.800786 + Penalty 247.138492 = -35488.662294 nChanged 7 SP:Iteration 20F (12.686709 sec): 3 clusters Score: Raw -35737.814548 + Penalty 248.479425 = -35489.335123 nChanged 3 SP:Iteration 21Q (12.688529 sec): 3 clusters Score: Raw -35738.249075 + Penalty 249.860342 = -35488.388733 nChanged 2 SP:Iteration 22F (12.690726 sec): 3 clusters Score: Raw -35738.423189 + Penalty 248.852981 = -35489.570208 nChanged 2 SP:Iteration 23Q (12.692586 sec): 3 clusters Score: Raw -35738.759310 + Penalty 247.359371 = -35491.399939 nChanged 5 SP:Iteration 24Q (12.694406 sec): 3 clusters Score: Raw -35740.706912 + Penalty 248.865144 = -35491.841768 nChanged 5 SP:Iteration 25Q (12.696206 sec): 3 clusters Score: Raw -35742.349275 + Penalty 244.476972 = -35497.872303 nChanged 5 SP:Iteration 26Q (12.698007 sec): 3 clusters Score: Raw -35744.696973 + Penalty 245.395368 = -35499.301605 nChanged 1 SP:Iteration 27Q (12.699784 sec): 3 clusters Score: Raw -35744.718932 + Penalty 245.395368 = -35499.323565 nChanged 0 SP:Iteration 28F (12.701962 sec): 3 clusters Score: Raw -35744.718932 + Penalty 245.395368 = -35499.323565 nChanged 0 Memory request: 0.02 GB would take us to total of 0.12 GB. Trying to split cluster 2 (4176 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.720798 sec): 2 clusters Score: Raw -118423.333212 + Penalty 254.415596 = -118168.917617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.728568 sec): 3 clusters Score: Raw -115715.117889 + Penalty 477.281816 = -115237.836073 nChanged 1890 SP:Iteration 1F (12.736166 sec): 3 clusters Score: Raw -116966.360868 + Penalty 466.560811 = -116499.800057 nChanged 520 SP:Iteration 2F (12.743760 sec): 3 clusters Score: Raw -117309.776685 + Penalty 471.799071 = -116837.977614 nChanged 211 SP:Iteration 3F (12.751272 sec): 3 clusters Score: Raw -117383.313762 + Penalty 479.249131 = -116904.064630 nChanged 122 SP:Iteration 4Q (12.758901 sec): 3 clusters Score: Raw -117413.859413 + Penalty 488.390799 = -116925.468613 nChanged 85 SP:Iteration 5Q (12.766603 sec): 3 clusters Score: Raw -117436.380004 + Penalty 498.622212 = -116937.757792 nChanged 86 SP:Iteration 6Q (12.774405 sec): 3 clusters Score: Raw -117458.960621 + Penalty 509.966559 = -116948.994063 nChanged 91 SP:Iteration 7Q (12.782218 sec): 3 clusters Score: Raw -117481.610569 + Penalty 520.714271 = -116960.896298 nChanged 84 SP:Iteration 8Q (12.789952 sec): 3 clusters Score: Raw -117502.960604 + Penalty 533.643474 = -116969.317130 nChanged 99 SP:Iteration 9Q (12.797546 sec): 3 clusters Score: Raw -117532.083547 + Penalty 547.566610 = -116984.516936 nChanged 106 SP:Iteration 10F (12.805109 sec): 3 clusters Score: Raw -117562.004750 + Penalty 558.749210 = -117003.255540 nChanged 88 SP:Iteration 11Q (12.812779 sec): 3 clusters Score: Raw -117585.372326 + Penalty 571.179175 = -117014.193150 nChanged 98 SP:Iteration 12Q (12.820705 sec): 3 clusters Score: Raw -117614.561346 + Penalty 584.847343 = -117029.714003 nChanged 106 SP:Iteration 13Q (12.828636 sec): 3 clusters Score: Raw -117650.878686 + Penalty 600.049907 = -117050.828779 nChanged 115 SP:Iteration 14Q (12.836246 sec): 3 clusters Score: Raw -117695.497838 + Penalty 614.383021 = -117081.114817 nChanged 112 SP:Iteration 15Q (12.843810 sec): 3 clusters Score: Raw -117736.772169 + Penalty 628.297783 = -117108.474386 nChanged 110 SP:Iteration 16Q (12.851234 sec): 3 clusters Score: Raw -117783.194446 + Penalty 643.782270 = -117139.412176 nChanged 117 SP:Iteration 17Q (12.858839 sec): 3 clusters Score: Raw -117827.477237 + Penalty 658.885754 = -117168.591483 nChanged 110 SP:Iteration 18Q (12.866470 sec): 3 clusters Score: Raw -117877.840035 + Penalty 675.214236 = -117202.625800 nChanged 119 SP:Iteration 19Q (12.873695 sec): 3 clusters Score: Raw -117933.628212 + Penalty 685.954764 = -117247.673448 nChanged 115 SP:Iteration 20F (12.881221 sec): 3 clusters Score: Raw -117986.545118 + Penalty 696.253394 = -117290.291723 nChanged 110 SP:Iteration 21Q (12.888645 sec): 3 clusters Score: Raw -118045.214847 + Penalty 710.219377 = -117334.995470 nChanged 111 SP:Iteration 22Q (12.896222 sec): 3 clusters Score: Raw -118118.427734 + Penalty 723.369565 = -117395.058170 nChanged 115 SP:Iteration 23Q (12.903704 sec): 3 clusters Score: Raw -118205.229949 + Penalty 734.355761 = -117470.874188 nChanged 95 SP:Iteration 24Q (12.911232 sec): 3 clusters Score: Raw -118270.021993 + Penalty 756.589490 = -117513.432502 nChanged 71 SP:Iteration 25Q (12.917580 sec): 3 clusters Score: Raw -118318.631807 + Penalty 783.298254 = -117535.333553 nChanged 55 SP:Iteration 26Q (12.924057 sec): 3 clusters Score: Raw -118360.498017 + Penalty 815.645239 = -117544.852778 nChanged 42 SP:Iteration 27Q (12.930365 sec): 3 clusters Score: Raw -118395.272570 + Penalty 862.257016 = -117533.015554 nChanged 34 SP:Iteration 28F (12.937904 sec): 3 clusters Score: Raw -118431.074540 + Penalty 916.654703 = -117514.419837 nChanged 20 SP:Iteration 29F (12.946324 sec): 3 clusters Score: Raw -118450.350013 + Penalty 958.626244 = -117491.723769 nChanged 12 SP:Iteration 30F (12.953892 sec): 3 clusters Score: Raw -118458.981890 + Penalty 974.780618 = -117484.201272 nChanged 5 SP:Iteration 31F (12.961381 sec): 3 clusters Score: Raw -118462.579936 + Penalty 978.690947 = -117483.888989 nChanged 1 SP:Iteration 32F (12.968939 sec): 3 clusters Score: Raw -118463.794557 + Penalty 978.690947 = -117485.103610 nChanged 0 Memory request: 0.01 GB would take us to total of 0.11 GB. Trying to split cluster 3 (1432 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.978239 sec): 2 clusters Score: Raw -45437.916701 + Penalty 782.543527 = -44655.373174 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.981244 sec): 3 clusters Score: Raw -44743.739414 + Penalty 1565.198560 = -43178.540855 nChanged 509 SP:Iteration 1F (12.984124 sec): 3 clusters Score: Raw -45044.805012 + Penalty 1565.213850 = -43479.591162 nChanged 115 SP:Iteration 2F (12.986794 sec): 3 clusters Score: Raw -45126.429384 + Penalty 1565.064220 = -43561.365164 nChanged 76 SP:Iteration 3F (12.989522 sec): 3 clusters Score: Raw -45174.962433 + Penalty 1564.908312 = -43610.054121 nChanged 64 SP:Iteration 4Q (12.992214 sec): 3 clusters Score: Raw -45210.986925 + Penalty 1564.923682 = -43646.063242 nChanged 47 SP:Iteration 5Q (12.994855 sec): 3 clusters Score: Raw -45233.104281 + Penalty 1564.603180 = -43668.501101 nChanged 34 SP:Iteration 6Q (12.997487 sec): 3 clusters Score: Raw -45255.948761 + Penalty 1565.167403 = -43690.781358 nChanged 40 SP:Iteration 7Q (13.000116 sec): 3 clusters Score: Raw -45279.926474 + Penalty 1566.363834 = -43713.562640 nChanged 37 SP:Iteration 8Q (13.002745 sec): 3 clusters Score: Raw -45300.516124 + Penalty 1567.761269 = -43732.754855 nChanged 34 SP:Iteration 9Q (13.005460 sec): 3 clusters Score: Raw -45319.181821 + Penalty 1569.873445 = -43749.308376 nChanged 32 SP:Iteration 10F (13.008174 sec): 3 clusters Score: Raw -45340.433491 + Penalty 1572.743566 = -43767.689925 nChanged 33 SP:Iteration 11Q (13.010851 sec): 3 clusters Score: Raw -45356.701819 + Penalty 1577.992360 = -43778.709459 nChanged 39 SP:Iteration 12Q (13.013473 sec): 3 clusters Score: Raw -45379.405152 + Penalty 1585.506302 = -43793.898850 nChanged 43 SP:Iteration 13Q (13.016092 sec): 3 clusters Score: Raw -45408.904608 + Penalty 1595.150167 = -43813.754441 nChanged 40 SP:Iteration 14Q (13.018745 sec): 3 clusters Score: Raw -45438.757782 + Penalty 1606.515431 = -43832.242352 nChanged 36 SP:Iteration 15Q (13.021422 sec): 3 clusters Score: Raw -45458.017564 + Penalty 1616.129676 = -43841.887888 nChanged 25 SP:Iteration 16Q (13.024189 sec): 3 clusters Score: Raw -45477.039955 + Penalty 1625.492594 = -43851.547361 nChanged 25 SP:Iteration 17Q (13.026958 sec): 3 clusters Score: Raw -45491.850888 + Penalty 1633.502908 = -43858.347980 nChanged 23 SP:Iteration 18Q (13.029822 sec): 3 clusters Score: Raw -45507.468961 + Penalty 1639.783453 = -43867.685508 nChanged 14 SP:Iteration 19Q (13.032652 sec): 3 clusters Score: Raw -45518.282659 + Penalty 1641.971509 = -43876.311150 nChanged 7 SP:Iteration 20F (13.035297 sec): 3 clusters Score: Raw -45521.687150 + Penalty 1644.070093 = -43877.617057 nChanged 4 SP:Iteration 21Q (13.037912 sec): 3 clusters Score: Raw -45522.701470 + Penalty 1644.392004 = -43878.309466 nChanged 2 SP:Iteration 22Q (13.040523 sec): 3 clusters Score: Raw -45523.119156 + Penalty 1645.693981 = -43877.425175 nChanged 4 SP:Iteration 23F (13.043157 sec): 3 clusters Score: Raw -45524.639567 + Penalty 1647.048409 = -43877.591158 nChanged 6 SP:Iteration 24Q (13.045879 sec): 3 clusters Score: Raw -45528.239077 + Penalty 1647.910158 = -43880.328920 nChanged 10 SP:Iteration 25Q (13.048530 sec): 3 clusters Score: Raw -45534.717473 + Penalty 1649.804792 = -43884.912680 nChanged 9 SP:Iteration 26Q (13.051236 sec): 3 clusters Score: Raw -45539.841656 + Penalty 1652.030786 = -43887.810870 nChanged 9 SP:Iteration 27Q (13.053869 sec): 3 clusters Score: Raw -45545.824130 + Penalty 1655.735084 = -43890.089047 nChanged 11 SP:Iteration 28Q (13.056472 sec): 3 clusters Score: Raw -45554.877460 + Penalty 1662.895780 = -43891.981680 nChanged 16 SP:Iteration 29Q (13.059067 sec): 3 clusters Score: Raw -45571.055152 + Penalty 1669.566346 = -43901.488806 nChanged 12 SP:Iteration 30F (13.061702 sec): 3 clusters Score: Raw -45580.238586 + Penalty 1672.021610 = -43908.216976 nChanged 9 SP:Iteration 31Q (13.064277 sec): 3 clusters Score: Raw -45584.484159 + Penalty 1672.897023 = -43911.587137 nChanged 7 SP:Iteration 32Q (13.066847 sec): 3 clusters Score: Raw -45590.796029 + Penalty 1674.936016 = -43915.860013 nChanged 12 SP:Iteration 33Q (13.069413 sec): 3 clusters Score: Raw -45597.752269 + Penalty 1678.489535 = -43919.262734 nChanged 9 SP:Iteration 34Q (13.071979 sec): 3 clusters Score: Raw -45603.277546 + Penalty 1680.718814 = -43922.558732 nChanged 3 SP:Iteration 35Q (13.074550 sec): 3 clusters Score: Raw -45604.573779 + Penalty 1680.718814 = -43923.854966 nChanged 0 SP:Iteration 36F (13.077190 sec): 3 clusters Score: Raw -45604.573779 + Penalty 1680.718814 = -43923.854966 nChanged 0 Memory request: 0.01 GB would take us to total of 0.11 GB. Trying to split cluster 5 (699 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.082130 sec): 2 clusters Score: Raw -23146.674406 + Penalty 410.408461 = -22736.265944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.083553 sec): 3 clusters Score: Raw -22770.522104 + Penalty 855.457626 = -21915.064479 nChanged 246 SP:Iteration 1F (13.084974 sec): 3 clusters Score: Raw -22972.274442 + Penalty 888.198061 = -22084.076381 nChanged 89 SP:Iteration 2F (13.086389 sec): 3 clusters Score: Raw -23063.606386 + Penalty 921.905650 = -22141.700736 nChanged 49 SP:Iteration 3F (13.087787 sec): 3 clusters Score: Raw -23123.377517 + Penalty 995.293198 = -22128.084318 nChanged 28 SP:Iteration 4F (13.089177 sec): 3 clusters Score: Raw -23164.857449 + Penalty 1044.432342 = -22120.425106 nChanged 16 SP:Iteration 5F (13.090631 sec): 3 clusters Score: Raw -23191.612374 + Penalty 1087.754247 = -22103.858127 nChanged 6 SP:Iteration 6F (13.092044 sec): 3 clusters Score: Raw -23204.075982 + Penalty 1107.839924 = -22096.236058 nChanged 3 SP:Iteration 7F (13.093452 sec): 3 clusters Score: Raw -23209.917128 + Penalty 1107.839924 = -22102.077205 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 6 (475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.097116 sec): 2 clusters Score: Raw -13565.980231 + Penalty 46.378894 = -13519.601338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.098162 sec): 3 clusters Score: Raw -13278.869646 + Penalty 86.287635 = -13192.582012 nChanged 206 SP:Iteration 1F (13.099179 sec): 3 clusters Score: Raw -13476.360860 + Penalty 86.165001 = -13390.195859 nChanged 16 SP:Iteration 2Q (13.100159 sec): 3 clusters Score: Raw -13485.654233 + Penalty 86.292111 = -13399.362122 nChanged 17 SP:Iteration 3Q (13.101124 sec): 3 clusters Score: Raw -13495.331982 + Penalty 87.531206 = -13407.800775 nChanged 20 SP:Iteration 4Q (13.102089 sec): 3 clusters Score: Raw -13513.473801 + Penalty 89.102634 = -13424.371167 nChanged 22 SP:Iteration 5Q (13.103059 sec): 3 clusters Score: Raw -13542.660496 + Penalty 94.115738 = -13448.544758 nChanged 18 SP:Iteration 6Q (13.103985 sec): 3 clusters Score: Raw -13561.847169 + Penalty 101.909712 = -13459.937457 nChanged 10 SP:Iteration 7Q (13.104900 sec): 3 clusters Score: Raw -13572.249457 + Penalty 117.366567 = -13454.882890 nChanged 8 SP:Iteration 8F (13.106035 sec): 3 clusters Score: Raw -13579.556566 + Penalty 124.935808 = -13454.620758 nChanged 2 SP:Iteration 9F (13.107165 sec): 3 clusters Score: Raw -13580.551358 + Penalty 124.935808 = -13455.615549 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 8 (90 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.107996 sec): 2 clusters Score: Raw -2625.242202 + Penalty 41.273919 = -2583.968283 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.108371 sec): 3 clusters Score: Raw -2586.887899 + Penalty 85.380354 = -2501.507545 nChanged 30 SP:Iteration 1F (13.108739 sec): 3 clusters Score: Raw -2614.816104 + Penalty 82.747936 = -2532.068168 nChanged 1 SP:Iteration 2Q (13.109102 sec): 3 clusters Score: Raw -2617.972247 + Penalty 83.479080 = -2534.493167 nChanged 1 SP:Iteration 3Q (13.109460 sec): 3 clusters Score: Raw -2624.245103 + Penalty 83.041902 = -2541.203201 nChanged 1 SP:Iteration 4Q (13.109836 sec): 3 clusters Score: Raw -2625.551687 + Penalty 82.664540 = -2542.887147 nChanged 1 SP:Iteration 5Q (13.110198 sec): 3 clusters Score: Raw -2626.188013 + Penalty 82.664540 = -2543.523472 nChanged 0 SP:Iteration 6F (13.110568 sec): 3 clusters Score: Raw -2626.188013 + Penalty 82.664540 = -2543.523472 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 10 (242 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.112129 sec): 2 clusters Score: Raw -6947.207422 + Penalty 54.858754 = -6892.348668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.112785 sec): 3 clusters Score: Raw -6806.233706 + Penalty 103.645616 = -6702.588089 nChanged 107 SP:Iteration 1F (13.113418 sec): 3 clusters Score: Raw -6864.284059 + Penalty 101.330913 = -6762.953146 nChanged 25 SP:Iteration 2F (13.114041 sec): 3 clusters Score: Raw -6899.843179 + Penalty 102.511237 = -6797.331943 nChanged 16 SP:Iteration 3F (13.114664 sec): 3 clusters Score: Raw -6911.816614 + Penalty 103.334438 = -6808.482176 nChanged 8 SP:Iteration 4Q (13.115269 sec): 3 clusters Score: Raw -6916.359381 + Penalty 104.716969 = -6811.642412 nChanged 6 SP:Iteration 5Q (13.115872 sec): 3 clusters Score: Raw -6920.028731 + Penalty 105.856932 = -6814.171799 nChanged 5 SP:Iteration 6Q (13.116475 sec): 3 clusters Score: Raw -6921.854415 + Penalty 106.047346 = -6815.807069 nChanged 1 SP:Iteration 7Q (13.117106 sec): 3 clusters Score: Raw -6922.118869 + Penalty 106.345710 = -6815.773159 nChanged 1 SP:Iteration 8F (13.117732 sec): 3 clusters Score: Raw -6922.202482 + Penalty 106.567738 = -6815.634744 nChanged 1 SP:Iteration 9F (13.118353 sec): 3 clusters Score: Raw -6922.480346 + Penalty 107.340218 = -6815.140128 nChanged 4 SP:Iteration 10F (13.118976 sec): 3 clusters Score: Raw -6924.037400 + Penalty 107.849780 = -6816.187621 nChanged 2 SP:Iteration 11Q (13.119579 sec): 3 clusters Score: Raw -6924.641939 + Penalty 108.274349 = -6816.367590 nChanged 2 SP:Iteration 12Q (13.120181 sec): 3 clusters Score: Raw -6925.046586 + Penalty 108.274349 = -6816.772238 nChanged 0 SP:Iteration 13F (13.120801 sec): 3 clusters Score: Raw -6925.046586 + Penalty 108.274349 = -6816.772238 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 12 (136 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.121695 sec): 2 clusters Score: Raw -4800.798076 + Penalty 520.150657 = -4280.647419 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.122152 sec): 3 clusters Score: Raw -4787.845144 + Penalty 1037.982912 = -3749.862233 nChanged 15 SP:Iteration 1F (13.122600 sec): 3 clusters Score: Raw -4807.773810 + Penalty 1035.664944 = -3772.108867 nChanged 7 SP:Iteration 2F (13.123047 sec): 3 clusters Score: Raw -4827.810783 + Penalty 1038.261688 = -3789.549095 nChanged 8 SP:Iteration 3F (13.123494 sec): 3 clusters Score: Raw -4842.382399 + Penalty 1039.217003 = -3803.165396 nChanged 6 SP:Iteration 4Q (13.123942 sec): 3 clusters Score: Raw -4850.584960 + Penalty 1039.384567 = -3811.200393 nChanged 1 SP:Iteration 5Q (13.124403 sec): 3 clusters Score: Raw -4851.869192 + Penalty 1039.384567 = -3812.484625 nChanged 0 SP:Iteration 6F (13.124858 sec): 3 clusters Score: Raw -4851.869192 + Penalty 1039.384567 = -3812.484625 nChanged 0 Memory request: 0.01 GB would take us to total of 0.11 GB. Trying to split cluster 14 (580 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.127019 sec): 2 clusters Score: Raw -21067.517290 + Penalty 560.921725 = -20506.595565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.128314 sec): 3 clusters Score: Raw -20808.813669 + Penalty 1121.244328 = -19687.569342 nChanged 167 SP:Iteration 1F (13.129608 sec): 3 clusters Score: Raw -20939.248879 + Penalty 1123.584256 = -19815.664623 nChanged 52 SP:Iteration 2F (13.130873 sec): 3 clusters Score: Raw -20979.800913 + Penalty 1126.273605 = -19853.527308 nChanged 30 SP:Iteration 3F (13.132141 sec): 3 clusters Score: Raw -21000.412108 + Penalty 1129.754720 = -19870.657388 nChanged 20 SP:Iteration 4Q (13.133378 sec): 3 clusters Score: Raw -21018.462826 + Penalty 1131.440913 = -19887.021913 nChanged 21 SP:Iteration 5Q (13.134589 sec): 3 clusters Score: Raw -21040.191041 + Penalty 1134.223594 = -19905.967447 nChanged 21 SP:Iteration 6Q (13.135779 sec): 3 clusters Score: Raw -21058.706592 + Penalty 1136.470838 = -19922.235754 nChanged 11 SP:Iteration 7Q (13.136967 sec): 3 clusters Score: Raw -21068.401917 + Penalty 1138.098475 = -19930.303442 nChanged 9 SP:Iteration 8Q (13.138156 sec): 3 clusters Score: Raw -21077.027491 + Penalty 1140.430744 = -19936.596747 nChanged 11 SP:Iteration 9Q (13.139343 sec): 3 clusters Score: Raw -21088.047779 + Penalty 1140.480312 = -19947.567467 nChanged 9 SP:Iteration 10F (13.140543 sec): 3 clusters Score: Raw -21094.149758 + Penalty 1141.329108 = -19952.820649 nChanged 4 SP:Iteration 11Q (13.141730 sec): 3 clusters Score: Raw -21095.676877 + Penalty 1141.978414 = -19953.698463 nChanged 2 SP:Iteration 12Q (13.142913 sec): 3 clusters Score: Raw -21096.441615 + Penalty 1141.833029 = -19954.608586 nChanged 2 SP:Iteration 13Q (13.144093 sec): 3 clusters Score: Raw -21097.383175 + Penalty 1141.833029 = -19955.550145 nChanged 0 SP:Iteration 14F (13.145290 sec): 3 clusters Score: Raw -21097.383175 + Penalty 1141.833029 = -19955.550145 nChanged 0 Memory request: 0.01 GB would take us to total of 0.11 GB. Trying to split cluster 17 (1261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.149458 sec): 2 clusters Score: Raw -40132.194038 + Penalty 535.908955 = -39596.285083 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.151914 sec): 3 clusters Score: Raw -39416.727251 + Penalty 1069.554846 = -38347.172405 nChanged 471 SP:Iteration 1F (13.154368 sec): 3 clusters Score: Raw -39715.838604 + Penalty 1071.718062 = -38644.120542 nChanged 178 SP:Iteration 2F (13.156832 sec): 3 clusters Score: Raw -39845.140996 + Penalty 1073.003007 = -38772.137990 nChanged 86 SP:Iteration 3F (13.159230 sec): 3 clusters Score: Raw -39893.897775 + Penalty 1075.893883 = -38818.003893 nChanged 50 SP:Iteration 4Q (13.161626 sec): 3 clusters Score: Raw -39934.040327 + Penalty 1079.901063 = -38854.139264 nChanged 52 SP:Iteration 5Q (13.164015 sec): 3 clusters Score: Raw -39970.971657 + Penalty 1084.345447 = -38886.626211 nChanged 49 SP:Iteration 6Q (13.166397 sec): 3 clusters Score: Raw -40003.323043 + Penalty 1089.123527 = -38914.199516 nChanged 42 SP:Iteration 7Q (13.168793 sec): 3 clusters Score: Raw -40024.627606 + Penalty 1094.744742 = -38929.882865 nChanged 26 SP:Iteration 8Q (13.171228 sec): 3 clusters Score: Raw -40038.204730 + Penalty 1099.419351 = -38938.785379 nChanged 22 SP:Iteration 9Q (13.173646 sec): 3 clusters Score: Raw -40047.995064 + Penalty 1103.136235 = -38944.858830 nChanged 15 SP:Iteration 10F (13.176032 sec): 3 clusters Score: Raw -40053.348412 + Penalty 1108.536108 = -38944.812304 nChanged 18 SP:Iteration 11F (13.178469 sec): 3 clusters Score: Raw -40061.546080 + Penalty 1114.151688 = -38947.394392 nChanged 18 SP:Iteration 12Q (13.180892 sec): 3 clusters Score: Raw -40070.732760 + Penalty 1117.458273 = -38953.274487 nChanged 15 SP:Iteration 13Q (13.183247 sec): 3 clusters Score: Raw -40078.862645 + Penalty 1121.987914 = -38956.874731 nChanged 21 SP:Iteration 14Q (13.185590 sec): 3 clusters Score: Raw -40090.517665 + Penalty 1124.265201 = -38966.252464 nChanged 8 SP:Iteration 15Q (13.187920 sec): 3 clusters Score: Raw -40094.787096 + Penalty 1126.070783 = -38968.716312 nChanged 8 SP:Iteration 16Q (13.190268 sec): 3 clusters Score: Raw -40098.607315 + Penalty 1125.721123 = -38972.886192 nChanged 6 SP:Iteration 17Q (13.192623 sec): 3 clusters Score: Raw -40100.906628 + Penalty 1126.992629 = -38973.913998 nChanged 5 SP:Iteration 18Q (13.194941 sec): 3 clusters Score: Raw -40102.147781 + Penalty 1127.312385 = -38974.835396 nChanged 4 SP:Iteration 19Q (13.197247 sec): 3 clusters Score: Raw -40103.019639 + Penalty 1127.301716 = -38975.717923 nChanged 1 SP:Iteration 20F (13.199624 sec): 3 clusters Score: Raw -40103.361269 + Penalty 1127.301716 = -38976.059553 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 18 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.200175 sec): 2 clusters Score: Raw -373.414232 + Penalty 79.419549 = -293.994684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.200433 sec): 3 clusters Score: Raw -371.767531 + Penalty 186.298691 = -185.468840 nChanged 1 SP:Iteration 1F (13.200666 sec): 3 clusters Score: Raw -374.615527 + Penalty 186.298691 = -188.316836 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 19 (52 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.201258 sec): 2 clusters Score: Raw -1697.693093 + Penalty 247.202737 = -1450.490356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.201569 sec): 3 clusters Score: Raw -1705.697179 + Penalty 505.175490 = -1200.521690 nChanged 6 SP:Iteration 1F (13.201875 sec): 3 clusters Score: Raw -1716.821501 + Penalty 508.532997 = -1208.288504 nChanged 1 SP:Iteration 2Q (13.202173 sec): 3 clusters Score: Raw -1718.921915 + Penalty 508.532997 = -1210.388918 nChanged 0 SP:Iteration 3F (13.202476 sec): 3 clusters Score: Raw -1718.921915 + Penalty 508.532997 = -1210.388918 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 21 (214 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.203490 sec): 2 clusters Score: Raw -5897.113128 + Penalty 62.238954 = -5834.874174 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.204097 sec): 3 clusters Score: Raw -5777.732955 + Penalty 127.587581 = -5650.145375 nChanged 87 SP:Iteration 1F (13.204694 sec): 3 clusters Score: Raw -5861.319703 + Penalty 131.136693 = -5730.183010 nChanged 27 SP:Iteration 2F (13.205287 sec): 3 clusters Score: Raw -5919.911541 + Penalty 131.030751 = -5788.880790 nChanged 16 SP:Iteration 3F (13.205914 sec): 3 clusters Score: Raw -5962.496619 + Penalty 129.493893 = -5833.002726 nChanged 8 SP:Iteration 4Q (13.206486 sec): 3 clusters Score: Raw -5972.854593 + Penalty 130.246947 = -5842.607645 nChanged 5 SP:Iteration 5Q (13.207050 sec): 3 clusters Score: Raw -5975.947515 + Penalty 130.246947 = -5845.700568 nChanged 0 SP:Iteration 6F (13.207644 sec): 3 clusters Score: Raw -5975.947515 + Penalty 130.246947 = -5845.700568 nChanged 0 Score: Raw -308969.157759 + Penalty 12536.534759 = -296432.623000 Splitting cluster 21 changes total score from -285879.551187 to -296432.623000 So it's getting split into cluster 4. Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 22 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.333520 sec): 2 clusters Score: Raw -751.726454 + Penalty 212.766328 = -538.960126 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.333777 sec): 3 clusters Score: Raw -757.305546 + Penalty 431.563573 = -325.741974 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 27 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.334265 sec): 2 clusters Score: Raw -433.296353 + Penalty 162.912924 = -270.383429 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.334508 sec): 3 clusters Score: Raw -441.958799 + Penalty 312.054849 = -129.903950 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 36 (150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.335365 sec): 2 clusters Score: Raw -4422.639190 + Penalty 774.041025 = -3648.598165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.335863 sec): 3 clusters Score: Raw -4502.474496 + Penalty 1547.757972 = -2954.716524 nChanged 6 SP:Iteration 1Q (13.336332 sec): 3 clusters Score: Raw -4520.181390 + Penalty 1547.757972 = -2972.423418 nChanged 2 SP:Iteration 2Q (13.336795 sec): 3 clusters Score: Raw -4525.648039 + Penalty 1547.757972 = -2977.890067 nChanged 0 SP:Iteration 3F (13.337280 sec): 3 clusters Score: Raw -4525.648039 + Penalty 1547.757972 = -2977.890067 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 38 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.337836 sec): 2 clusters Score: Raw -1093.211057 + Penalty 314.288826 = -778.922231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.338120 sec): 3 clusters Score: Raw -1125.438357 + Penalty 626.579684 = -498.858673 nChanged 2 SP:Iteration 1F (13.338398 sec): 3 clusters Score: Raw -1130.426679 + Penalty 626.579684 = -503.846995 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 52 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.338856 sec): 2 clusters Score: Raw -160.117462 + Penalty 101.458442 = -58.659020 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.339074 sec): 3 clusters Score: Raw -164.888903 + Penalty 191.372420 = 26.483517 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 53 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.339530 sec): 2 clusters Score: Raw -165.696675 + Penalty 107.617345 = -58.079330 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.339778 sec): 3 clusters Score: Raw -167.209931 + Penalty 197.658903 = 30.448972 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 71 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.340229 sec): 2 clusters Score: Raw -101.574904 + Penalty 60.902561 = -40.672343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.340440 sec): 3 clusters Score: Raw -96.664617 + Penalty 116.270677 = 19.606060 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 83 (162 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.341328 sec): 2 clusters Score: Raw -4065.707016 + Penalty 180.497788 = -3885.209227 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.341853 sec): 3 clusters Score: Raw -4007.301341 + Penalty 353.682985 = -3653.618356 nChanged 55 SP:Iteration 1F (13.342362 sec): 3 clusters Score: Raw -4094.447361 + Penalty 357.970412 = -3736.476949 nChanged 12 SP:Iteration 2F (13.342871 sec): 3 clusters Score: Raw -4109.622441 + Penalty 355.380495 = -3754.241946 nChanged 4 SP:Iteration 3Q (13.343361 sec): 3 clusters Score: Raw -4115.436880 + Penalty 353.514816 = -3761.922064 nChanged 3 SP:Iteration 4Q (13.343849 sec): 3 clusters Score: Raw -4117.629945 + Penalty 353.514816 = -3764.115129 nChanged 0 SP:Iteration 5F (13.344355 sec): 3 clusters Score: Raw -4117.629945 + Penalty 353.514816 = -3764.115129 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 107 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.344817 sec): 2 clusters Score: Raw -202.227956 + Penalty 118.289560 = -83.938396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.345036 sec): 3 clusters Score: Raw -201.930556 + Penalty 234.516751 = 32.586195 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 138 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13.345480 sec): 2 clusters Score: Raw -69.871170 + Penalty 41.944111 = -27.927060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13.345671 sec): 2 clusters Score: Raw -69.871170 + Penalty 41.944111 = -27.927060 nChanged 0 Deleting Class 53 (5 points): Lose 20.694777 but Gain 621.784153 Iteration 119Q (13.384391 sec): 24 clusters Score: Raw -298372.895778 + Penalty 11920.387004 = -286452.508775 nChanged 10 Deleting Class 38 (37 points): Lose 214.812308 but Gain 809.362219 Iteration 120F (13.508000 sec): 23 clusters Score: Raw -298168.336748 + Penalty 11130.848906 = -287037.487842 nChanged 41 Deleting Class 107 (6 points): Lose 26.599586 but Gain 613.900956 Iteration 121Q (13.538751 sec): 22 clusters Score: Raw -298209.516751 + Penalty 10518.633106 = -287690.883645 nChanged 42 Deleting Class 22 (22 points): Lose 85.114829 but Gain 640.073036 Iteration 122Q (13.568628 sec): 21 clusters Score: Raw -298141.340763 + Penalty 9868.222807 = -288273.117956 nChanged 50 Deleting Class 52 (5 points): Lose 31.584345 but Gain 586.199664 Iteration 123Q (13.598536 sec): 20 clusters Score: Raw -298152.869602 + Penalty 9291.373011 = -288861.496591 nChanged 25 Deleting Class 138 (2 points): Lose 37.074676 but Gain 562.700281 Iteration 124Q (13.628537 sec): 19 clusters Score: Raw -298127.803708 + Penalty 8727.057102 = -289400.746607 nChanged 13 Deleting Class 27 (15 points): Lose 61.356332 but Gain 568.285414 Iteration 125Q (13.657734 sec): 18 clusters Score: Raw -298075.193401 + Penalty 8158.017873 = -289917.175528 nChanged 25 Deleting Class 12 (136 points): Lose 480.092614 but Gain 984.565239 Iteration 126Q (13.687142 sec): 17 clusters Score: Raw -297618.937124 + Penalty 7205.940132 = -290412.996992 nChanged 144 Deleting Class 71 (3 points): Lose 13.667866 but Gain 515.492918 Iteration 127Q (13.716757 sec): 16 clusters Score: Raw -297893.833677 + Penalty 6690.518487 = -291203.315190 nChanged 56 Deleting Class 19 (57 points): Lose 172.854006 but Gain 573.752584 Iteration 128Q (13.744825 sec): 15 clusters Score: Raw -297743.484873 + Penalty 6118.007336 = -291625.477537 nChanged 90 Deleting Class 18 (12 points): Lose 39.056645 but Gain 297.200092 Iteration 129Q (13.773131 sec): 14 clusters Score: Raw -297811.410182 + Penalty 5827.217887 = -291984.192295 nChanged 66 Deleting Class 36 (152 points): Lose 1296.041264 but Gain 1430.786517 Iteration 130F (13.848198 sec): 13 clusters Score: Raw -296545.625394 + Penalty 5940.989614 = -290604.635780 nChanged 190 Iteration 131F (13.917870 sec): 13 clusters Score: Raw -297281.963280 + Penalty 4457.369100 = -292824.594180 nChanged 70 Iteration 132Q (13.945898 sec): 13 clusters Score: Raw -297319.435863 + Penalty 4465.107131 = -292854.328733 nChanged 49 Iteration 133Q (13.974066 sec): 13 clusters Score: Raw -297338.226826 + Penalty 4468.379601 = -292869.847225 nChanged 52 Iteration 134Q (14.002661 sec): 13 clusters Score: Raw -297356.256739 + Penalty 4477.224474 = -292879.032265 nChanged 45 Iteration 135Q (14.030562 sec): 13 clusters Score: Raw -297369.798070 + Penalty 4481.396696 = -292888.401373 nChanged 35 Iteration 136Q (14.059046 sec): 13 clusters Score: Raw -297381.225644 + Penalty 4485.058881 = -292896.166763 nChanged 36 Iteration 137Q (14.086804 sec): 13 clusters Score: Raw -297395.272212 + Penalty 4491.076134 = -292904.196078 nChanged 38 Iteration 138Q (14.114706 sec): 13 clusters Score: Raw -297408.946077 + Penalty 4497.504587 = -292911.441490 nChanged 40 Iteration 139Q (14.141480 sec): 13 clusters Score: Raw -297426.292762 + Penalty 4502.794151 = -292923.498611 nChanged 37 Iteration 140F (14.210861 sec): 13 clusters Score: Raw -297440.136435 + Penalty 4506.008045 = -292934.128390 nChanged 29 Iteration 141Q (14.238183 sec): 13 clusters Score: Raw -297448.821598 + Penalty 4508.733619 = -292940.087979 nChanged 26 Iteration 142Q (14.265595 sec): 13 clusters Score: Raw -297455.167682 + Penalty 4511.816181 = -292943.351501 nChanged 15 Iteration 143Q (14.292438 sec): 13 clusters Score: Raw -297459.096050 + Penalty 4514.302216 = -292944.793834 nChanged 16 Iteration 144Q (14.319507 sec): 13 clusters Score: Raw -297462.901968 + Penalty 4514.035746 = -292948.866222 nChanged 9 Iteration 145Q (14.346681 sec): 13 clusters Score: Raw -297464.481812 + Penalty 4513.996611 = -292950.485202 nChanged 8 Iteration 146Q (14.375093 sec): 13 clusters Score: Raw -297465.775208 + Penalty 4513.967294 = -292951.807913 nChanged 9 Iteration 147Q (14.403093 sec): 13 clusters Score: Raw -297468.355516 + Penalty 4515.599286 = -292952.756230 nChanged 13 Iteration 148Q (14.430929 sec): 13 clusters Score: Raw -297471.055786 + Penalty 4518.138011 = -292952.917775 nChanged 15 Iteration 149Q (14.458869 sec): 13 clusters Score: Raw -297475.358170 + Penalty 4521.652908 = -292953.705262 nChanged 22 Iteration 150F (14.529329 sec): 13 clusters Score: Raw -297482.070296 + Penalty 4525.097188 = -292956.973108 nChanged 21 Iteration 151Q (14.557405 sec): 13 clusters Score: Raw -297489.661268 + Penalty 4528.010096 = -292961.651171 nChanged 29 Iteration 152Q (14.585782 sec): 13 clusters Score: Raw -297501.890109 + Penalty 4532.175248 = -292969.714861 nChanged 31 Iteration 153Q (14.613716 sec): 13 clusters Score: Raw -297517.394991 + Penalty 4537.319803 = -292980.075189 nChanged 42 Iteration 154Q (14.641755 sec): 13 clusters Score: Raw -297532.227717 + Penalty 4542.973449 = -292989.254268 nChanged 37 Iteration 155Q (14.669936 sec): 13 clusters Score: Raw -297543.875313 + Penalty 4548.223943 = -292995.651370 nChanged 29 Iteration 156Q (14.697799 sec): 13 clusters Score: Raw -297552.169830 + Penalty 4553.036281 = -292999.133549 nChanged 27 Iteration 157Q (14.725773 sec): 13 clusters Score: Raw -297562.014187 + Penalty 4559.625411 = -293002.388776 nChanged 32 Iteration 158Q (14.753491 sec): 13 clusters Score: Raw -297570.036494 + Penalty 4562.789476 = -293007.247019 nChanged 19 Iteration 159Q (14.781650 sec): 13 clusters Score: Raw -297574.595130 + Penalty 4564.908457 = -293009.686673 nChanged 19 Iteration 160F (14.851240 sec): 13 clusters Score: Raw -297578.558441 + Penalty 4567.800646 = -293010.757795 nChanged 14 Iteration 161Q (14.879538 sec): 13 clusters Score: Raw -297581.451037 + Penalty 4570.443600 = -293011.007437 nChanged 14 Iteration 162Q (14.907275 sec): 13 clusters Score: Raw -297584.701780 + Penalty 4572.354150 = -293012.347630 nChanged 14 Iteration 163Q (14.935322 sec): 13 clusters Score: Raw -297588.419306 + Penalty 4573.629959 = -293014.789347 nChanged 19 Iteration 164Q (14.963001 sec): 13 clusters Score: Raw -297591.604124 + Penalty 4572.430510 = -293019.173614 nChanged 12 Iteration 165Q (14.991334 sec): 13 clusters Score: Raw -297594.126730 + Penalty 4573.662709 = -293020.464021 nChanged 10 Iteration 166Q (15.021300 sec): 13 clusters Score: Raw -297596.396137 + Penalty 4575.418915 = -293020.977223 nChanged 9 Iteration 167Q (15.049424 sec): 13 clusters Score: Raw -297598.739994 + Penalty 4575.764790 = -293022.975203 nChanged 5 Iteration 168Q (15.077062 sec): 13 clusters Score: Raw -297599.847678 + Penalty 4575.883855 = -293023.963823 nChanged 3 Iteration 169Q (15.104649 sec): 13 clusters Score: Raw -297600.225143 + Penalty 4576.577094 = -293023.648049 nChanged 4 Iteration 170F (15.174315 sec): 13 clusters Score: Raw -297601.137265 + Penalty 4577.233515 = -293023.903750 nChanged 2 Iteration 171Q (15.202485 sec): 13 clusters Score: Raw -297601.955833 + Penalty 4578.658444 = -293023.297389 nChanged 6 Iteration 172F (15.272250 sec): 13 clusters Score: Raw -297604.026053 + Penalty 4580.712435 = -293023.313619 nChanged 9 Iteration 173Q (15.300474 sec): 13 clusters Score: Raw -297609.112977 + Penalty 4581.330574 = -293027.782402 nChanged 11 Iteration 174Q (15.328506 sec): 13 clusters Score: Raw -297611.334337 + Penalty 4582.186695 = -293029.147642 nChanged 5 Iteration 175Q (15.356299 sec): 13 clusters Score: Raw -297612.308535 + Penalty 4582.444980 = -293029.863554 nChanged 1 Iteration 176Q (15.384298 sec): 13 clusters Score: Raw -297612.598505 + Penalty 4582.725327 = -293029.873179 nChanged 1 Iteration 177Q (15.412065 sec): 13 clusters Score: Raw -297612.724563 + Penalty 4583.227556 = -293029.497007 nChanged 2 Iteration 178F (15.481728 sec): 13 clusters Score: Raw -297612.955366 + Penalty 4583.227556 = -293029.727810 nChanged 0 Writing temp clu file Memory request: 0.05 GB would take us to total of 0.10 GB. Compute initial score before splitting: Score: Raw -297612.955366 + Penalty 4583.227556 = -293029.727810Memory request: 0.01 GB would take us to total of 0.11 GB. Trying to split cluster 1 (1150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.507013 sec): 2 clusters Score: Raw -35691.278211 + Penalty 93.661286 = -35597.616925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.509199 sec): 3 clusters Score: Raw -34953.196811 + Penalty 189.319560 = -34763.877251 nChanged 541 SP:Iteration 1F (15.511343 sec): 3 clusters Score: Raw -35333.141658 + Penalty 198.630152 = -35134.511507 nChanged 109 SP:Iteration 2F (15.513528 sec): 3 clusters Score: Raw -35435.409341 + Penalty 207.343816 = -35228.065526 nChanged 65 SP:Iteration 3F (15.515718 sec): 3 clusters Score: Raw -35548.278597 + Penalty 213.136583 = -35335.142014 nChanged 39 SP:Iteration 4Q (15.517787 sec): 3 clusters Score: Raw -35594.582551 + Penalty 215.961814 = -35378.620736 nChanged 23 SP:Iteration 5Q (15.519800 sec): 3 clusters Score: Raw -35611.185791 + Penalty 217.436619 = -35393.749172 nChanged 13 SP:Iteration 6Q (15.521769 sec): 3 clusters Score: Raw -35617.290784 + Penalty 218.329590 = -35398.961194 nChanged 17 SP:Iteration 7Q (15.523680 sec): 3 clusters Score: Raw -35627.501997 + Penalty 220.853091 = -35406.648906 nChanged 17 SP:Iteration 8Q (15.525571 sec): 3 clusters Score: Raw -35637.730989 + Penalty 223.917806 = -35413.813183 nChanged 14 SP:Iteration 9Q (15.527438 sec): 3 clusters Score: Raw -35646.109750 + Penalty 230.071883 = -35416.037867 nChanged 18 SP:Iteration 10F (15.529573 sec): 3 clusters Score: Raw -35656.339824 + Penalty 235.595328 = -35420.744496 nChanged 19 SP:Iteration 11Q (15.531438 sec): 3 clusters Score: Raw -35669.207768 + Penalty 240.802289 = -35428.405479 nChanged 13 SP:Iteration 12Q (15.533251 sec): 3 clusters Score: Raw -35676.213593 + Penalty 244.016887 = -35432.196706 nChanged 10 SP:Iteration 13Q (15.535051 sec): 3 clusters Score: Raw -35681.533419 + Penalty 254.853975 = -35426.679445 nChanged 10 SP:Iteration 14F (15.537194 sec): 3 clusters Score: Raw -35685.234757 + Penalty 252.712994 = -35432.521764 nChanged 6 SP:Iteration 15Q (15.538978 sec): 3 clusters Score: Raw -35688.544605 + Penalty 260.559692 = -35427.984913 nChanged 6 SP:Iteration 16F (15.541118 sec): 3 clusters Score: Raw -35689.538187 + Penalty 254.942545 = -35434.595642 nChanged 5 SP:Iteration 17Q (15.542959 sec): 3 clusters Score: Raw -35690.893442 + Penalty 260.527189 = -35430.366254 nChanged 4 SP:Iteration 18F (15.545149 sec): 3 clusters Score: Raw -35691.636951 + Penalty 258.172560 = -35433.464391 nChanged 3 SP:Iteration 19Q (15.546927 sec): 3 clusters Score: Raw -35693.087707 + Penalty 259.805867 = -35433.281839 nChanged 1 SP:Iteration 20F (15.549063 sec): 3 clusters Score: Raw -35693.062444 + Penalty 260.443550 = -35432.618894 nChanged 1 SP:Iteration 21F (15.551265 sec): 3 clusters Score: Raw -35693.161414 + Penalty 260.443550 = -35432.717864 nChanged 0 Memory request: 0.02 GB would take us to total of 0.13 GB. Trying to split cluster 2 (4344 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.570925 sec): 2 clusters Score: Raw -123186.028583 + Penalty 264.638271 = -122921.390312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.578945 sec): 3 clusters Score: Raw -120325.954828 + Penalty 566.829527 = -119759.125301 nChanged 1992 SP:Iteration 1F (15.587117 sec): 3 clusters Score: Raw -121690.422554 + Penalty 655.297094 = -121035.125461 nChanged 752 SP:Iteration 2F (15.595071 sec): 3 clusters Score: Raw -122476.768584 + Penalty 724.703144 = -121752.065441 nChanged 366 SP:Iteration 3F (15.602946 sec): 3 clusters Score: Raw -122845.527322 + Penalty 768.459611 = -122077.067711 nChanged 200 SP:Iteration 4Q (15.610430 sec): 3 clusters Score: Raw -123036.597139 + Penalty 812.169920 = -122224.427219 nChanged 107 SP:Iteration 5Q (15.617357 sec): 3 clusters Score: Raw -123138.520146 + Penalty 834.216581 = -122304.303565 nChanged 49 SP:Iteration 6Q (15.624071 sec): 3 clusters Score: Raw -123183.370198 + Penalty 865.805416 = -122317.564782 nChanged 22 SP:Iteration 7Q (15.630397 sec): 3 clusters Score: Raw -123203.868489 + Penalty 884.708870 = -122319.159619 nChanged 11 SP:Iteration 8Q (15.636613 sec): 3 clusters Score: Raw -123216.411489 + Penalty 951.924608 = -122264.486880 nChanged 7 SP:Iteration 9F (15.644575 sec): 3 clusters Score: Raw -123228.780784 + Penalty 1026.942070 = -122201.838714 nChanged 5 SP:Iteration 10F (15.652515 sec): 3 clusters Score: Raw -123246.932778 + Penalty 1026.942070 = -122219.990708 nChanged 0 Memory request: 0.01 GB would take us to total of 0.11 GB. Trying to split cluster 3 (1021 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.657844 sec): 2 clusters Score: Raw -30227.130758 + Penalty 830.903678 = -29396.227081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.659816 sec): 3 clusters Score: Raw -29799.707358 + Penalty 1678.821491 = -28120.885867 nChanged 332 SP:Iteration 1F (15.661755 sec): 3 clusters Score: Raw -30204.470845 + Penalty 1703.250863 = -28501.219982 nChanged 130 SP:Iteration 2F (15.663689 sec): 3 clusters Score: Raw -30384.719571 + Penalty 1722.006404 = -28662.713167 nChanged 70 SP:Iteration 3F (15.665628 sec): 3 clusters Score: Raw -30479.765301 + Penalty 1737.619070 = -28742.146232 nChanged 46 SP:Iteration 4Q (15.667558 sec): 3 clusters Score: Raw -30526.459023 + Penalty 1742.675339 = -28783.783684 nChanged 19 SP:Iteration 5Q (15.669517 sec): 3 clusters Score: Raw -30545.422233 + Penalty 1747.793812 = -28797.628421 nChanged 12 SP:Iteration 6Q (15.671458 sec): 3 clusters Score: Raw -30559.747703 + Penalty 1750.782621 = -28808.965082 nChanged 10 SP:Iteration 7Q (15.673396 sec): 3 clusters Score: Raw -30566.978865 + Penalty 1751.165600 = -28815.813265 nChanged 1 SP:Iteration 8Q (15.675287 sec): 3 clusters Score: Raw -30567.371965 + Penalty 1751.281852 = -28816.090113 nChanged 1 SP:Iteration 9Q (15.677192 sec): 3 clusters Score: Raw -30568.070917 + Penalty 1751.281852 = -28816.789064 nChanged 0 SP:Iteration 10F (15.679122 sec): 3 clusters Score: Raw -30568.070917 + Penalty 1751.281852 = -28816.789064 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 4 (128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.679924 sec): 2 clusters Score: Raw -3775.804877 + Penalty 43.255839 = -3732.549037 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.680368 sec): 3 clusters Score: Raw -3705.443845 + Penalty 90.410084 = -3615.033761 nChanged 51 SP:Iteration 1F (15.680798 sec): 3 clusters Score: Raw -3738.884779 + Penalty 89.074183 = -3649.810596 nChanged 5 SP:Iteration 2Q (15.681228 sec): 3 clusters Score: Raw -3742.218656 + Penalty 88.092838 = -3654.125818 nChanged 6 SP:Iteration 3Q (15.681654 sec): 3 clusters Score: Raw -3746.952563 + Penalty 87.397475 = -3659.555088 nChanged 5 SP:Iteration 4Q (15.682082 sec): 3 clusters Score: Raw -3759.844545 + Penalty 87.739435 = -3672.105110 nChanged 3 SP:Iteration 5Q (15.682510 sec): 3 clusters Score: Raw -3770.177686 + Penalty 88.240054 = -3681.937632 nChanged 4 SP:Iteration 6Q (15.682948 sec): 3 clusters Score: Raw -3772.951574 + Penalty 87.861424 = -3685.090149 nChanged 1 SP:Iteration 7Q (15.683374 sec): 3 clusters Score: Raw -3773.056671 + Penalty 87.861424 = -3685.195247 nChanged 0 SP:Iteration 8F (15.683809 sec): 3 clusters Score: Raw -3773.056671 + Penalty 87.861424 = -3685.195247 nChanged 0 Memory request: 0.01 GB would take us to total of 0.11 GB. Trying to split cluster 5 (642 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.686333 sec): 2 clusters Score: Raw -20880.171124 + Penalty 415.400914 = -20464.770210 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.687748 sec): 3 clusters Score: Raw -20538.043731 + Penalty 831.502417 = -19706.541314 nChanged 213 SP:Iteration 1F (15.689135 sec): 3 clusters Score: Raw -20696.910341 + Penalty 842.854861 = -19854.055480 nChanged 73 SP:Iteration 2F (15.690520 sec): 3 clusters Score: Raw -20772.239491 + Penalty 865.330355 = -19906.909136 nChanged 45 SP:Iteration 3F (15.691902 sec): 3 clusters Score: Raw -20818.168957 + Penalty 905.273554 = -19912.895403 nChanged 36 SP:Iteration 4F (15.693284 sec): 3 clusters Score: Raw -20867.434953 + Penalty 947.491180 = -19919.943773 nChanged 24 SP:Iteration 5Q (15.694628 sec): 3 clusters Score: Raw -20902.594951 + Penalty 973.663844 = -19928.931107 nChanged 11 SP:Iteration 6Q (15.695915 sec): 3 clusters Score: Raw -20917.607099 + Penalty 988.602043 = -19929.005056 nChanged 5 SP:Iteration 7Q (15.697133 sec): 3 clusters Score: Raw -20922.330640 + Penalty 988.939348 = -19933.391292 nChanged 1 SP:Iteration 8Q (15.698338 sec): 3 clusters Score: Raw -20924.131994 + Penalty 988.939348 = -19935.192646 nChanged 0 SP:Iteration 9F (15.699665 sec): 3 clusters Score: Raw -20924.131994 + Penalty 988.939348 = -19935.192646 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 6 (475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.701273 sec): 2 clusters Score: Raw -13565.980231 + Penalty 46.378894 = -13519.601338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.702304 sec): 3 clusters Score: Raw -13280.161559 + Penalty 95.706762 = -13184.454797 nChanged 211 SP:Iteration 1F (15.703317 sec): 3 clusters Score: Raw -13388.114237 + Penalty 97.137444 = -13290.976793 nChanged 44 SP:Iteration 2F (15.704330 sec): 3 clusters Score: Raw -13432.945776 + Penalty 102.741141 = -13330.204635 nChanged 50 SP:Iteration 3F (15.705342 sec): 3 clusters Score: Raw -13493.323506 + Penalty 125.718977 = -13367.604529 nChanged 43 SP:Iteration 4F (15.706391 sec): 3 clusters Score: Raw -13551.850615 + Penalty 249.997724 = -13301.852891 nChanged 15 SP:Iteration 5F (15.707401 sec): 3 clusters Score: Raw -13575.676469 + Penalty 259.733432 = -13315.943037 nChanged 2 SP:Iteration 6Q (15.708236 sec): 3 clusters Score: Raw -13579.222335 + Penalty 232.211546 = -13347.010789 nChanged 1 SP:Iteration 7Q (15.709065 sec): 3 clusters Score: Raw -13584.153453 + Penalty 209.837615 = -13374.315838 nChanged 1 SP:Iteration 8Q (15.709888 sec): 3 clusters Score: Raw -13584.702279 + Penalty 209.837615 = -13374.864664 nChanged 0 SP:Iteration 9F (15.710897 sec): 3 clusters Score: Raw -13584.702279 + Penalty 209.837615 = -13374.864664 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 8 (90 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.711720 sec): 2 clusters Score: Raw -2625.242202 + Penalty 41.273919 = -2583.968283 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.712096 sec): 3 clusters Score: Raw -2574.707744 + Penalty 83.442321 = -2491.265423 nChanged 34 SP:Iteration 1F (15.712464 sec): 3 clusters Score: Raw -2597.510916 + Penalty 82.870675 = -2514.640240 nChanged 11 SP:Iteration 2F (15.712831 sec): 3 clusters Score: Raw -2607.034477 + Penalty 83.185718 = -2523.848759 nChanged 9 SP:Iteration 3F (15.713198 sec): 3 clusters Score: Raw -2615.006931 + Penalty 82.719017 = -2532.287913 nChanged 5 SP:Iteration 4F (15.713565 sec): 3 clusters Score: Raw -2618.580976 + Penalty 82.229321 = -2536.351655 nChanged 7 SP:Iteration 5F (15.713952 sec): 3 clusters Score: Raw -2624.057399 + Penalty 81.782866 = -2542.274533 nChanged 4 SP:Iteration 6Q (15.714314 sec): 3 clusters Score: Raw -2626.571799 + Penalty 81.921954 = -2544.649846 nChanged 1 SP:Iteration 7Q (15.714676 sec): 3 clusters Score: Raw -2627.021588 + Penalty 82.094455 = -2544.927133 nChanged 1 SP:Iteration 8Q (15.715060 sec): 3 clusters Score: Raw -2627.224947 + Penalty 82.094455 = -2545.130492 nChanged 0 SP:Iteration 9F (15.715430 sec): 3 clusters Score: Raw -2627.224947 + Penalty 82.094455 = -2545.130492 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 10 (242 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.716902 sec): 2 clusters Score: Raw -6947.207422 + Penalty 54.858754 = -6892.348668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.717556 sec): 3 clusters Score: Raw -6808.902234 + Penalty 109.854510 = -6699.047724 nChanged 94 SP:Iteration 1F (15.718195 sec): 3 clusters Score: Raw -6868.375430 + Penalty 108.818402 = -6759.557028 nChanged 18 SP:Iteration 2F (15.718833 sec): 3 clusters Score: Raw -6877.135288 + Penalty 108.298355 = -6768.836933 nChanged 13 SP:Iteration 3F (15.719471 sec): 3 clusters Score: Raw -6881.286218 + Penalty 107.736283 = -6773.549935 nChanged 3 SP:Iteration 4Q (15.720103 sec): 3 clusters Score: Raw -6881.908028 + Penalty 107.736283 = -6774.171745 nChanged 0 SP:Iteration 5F (15.720719 sec): 3 clusters Score: Raw -6881.908028 + Penalty 107.736283 = -6774.171745 nChanged 0 Memory request: 0.01 GB would take us to total of 0.11 GB. Trying to split cluster 14 (929 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.724258 sec): 2 clusters Score: Raw -33251.386290 + Penalty 631.172538 = -32620.213752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.726083 sec): 3 clusters Score: Raw -32811.813899 + Penalty 1263.298547 = -31548.515352 nChanged 263 SP:Iteration 1F (15.727862 sec): 3 clusters Score: Raw -32962.842323 + Penalty 1263.929695 = -31698.912628 nChanged 75 SP:Iteration 2F (15.729642 sec): 3 clusters Score: Raw -33013.616565 + Penalty 1264.885697 = -31748.730868 nChanged 52 SP:Iteration 3F (15.731417 sec): 3 clusters Score: Raw -33046.361722 + Penalty 1266.351153 = -31780.010569 nChanged 32 SP:Iteration 4Q (15.733198 sec): 3 clusters Score: Raw -33062.697276 + Penalty 1266.020511 = -31796.676765 nChanged 19 SP:Iteration 5Q (15.735013 sec): 3 clusters Score: Raw -33073.571635 + Penalty 1267.146664 = -31806.424971 nChanged 18 SP:Iteration 6Q (15.736798 sec): 3 clusters Score: Raw -33082.933321 + Penalty 1269.132342 = -31813.800978 nChanged 13 SP:Iteration 7Q (15.738578 sec): 3 clusters Score: Raw -33092.553213 + Penalty 1271.723408 = -31820.829805 nChanged 18 SP:Iteration 8Q (15.740415 sec): 3 clusters Score: Raw -33103.945296 + Penalty 1272.822660 = -31831.122637 nChanged 13 SP:Iteration 9Q (15.742248 sec): 3 clusters Score: Raw -33111.093694 + Penalty 1273.922991 = -31837.170703 nChanged 20 SP:Iteration 10F (15.744062 sec): 3 clusters Score: Raw -33124.062781 + Penalty 1273.973429 = -31850.089352 nChanged 13 SP:Iteration 11Q (15.745892 sec): 3 clusters Score: Raw -33131.890559 + Penalty 1273.324429 = -31858.566130 nChanged 12 SP:Iteration 12Q (15.747722 sec): 3 clusters Score: Raw -33139.508193 + Penalty 1276.443998 = -31863.064195 nChanged 9 SP:Iteration 13Q (15.749503 sec): 3 clusters Score: Raw -33143.183073 + Penalty 1277.159941 = -31866.023132 nChanged 4 SP:Iteration 14Q (15.751277 sec): 3 clusters Score: Raw -33146.034719 + Penalty 1278.079335 = -31867.955384 nChanged 3 SP:Iteration 15Q (15.753048 sec): 3 clusters Score: Raw -33147.542108 + Penalty 1279.465450 = -31868.076658 nChanged 4 SP:Iteration 16Q (15.754846 sec): 3 clusters Score: Raw -33149.075872 + Penalty 1281.531437 = -31867.544435 nChanged 6 SP:Iteration 17F (15.756632 sec): 3 clusters Score: Raw -33152.373271 + Penalty 1284.093564 = -31868.279707 nChanged 9 SP:Iteration 18Q (15.758443 sec): 3 clusters Score: Raw -33157.891972 + Penalty 1287.024928 = -31870.867045 nChanged 12 SP:Iteration 19Q (15.760248 sec): 3 clusters Score: Raw -33168.775163 + Penalty 1294.010344 = -31874.764819 nChanged 10 SP:Iteration 20F (15.762014 sec): 3 clusters Score: Raw -33179.094299 + Penalty 1298.428459 = -31880.665840 nChanged 10 SP:Iteration 21Q (15.763772 sec): 3 clusters Score: Raw -33187.924014 + Penalty 1306.741802 = -31881.182212 nChanged 11 SP:Iteration 22Q (15.765520 sec): 3 clusters Score: Raw -33196.186794 + Penalty 1312.700489 = -31883.486305 nChanged 11 SP:Iteration 23Q (15.767358 sec): 3 clusters Score: Raw -33206.191696 + Penalty 1318.577421 = -31887.614275 nChanged 16 SP:Iteration 24Q (15.769174 sec): 3 clusters Score: Raw -33227.335979 + Penalty 1324.545571 = -31902.790408 nChanged 10 SP:Iteration 25Q (15.770931 sec): 3 clusters Score: Raw -33241.645120 + Penalty 1332.047859 = -31909.597261 nChanged 13 SP:Iteration 26Q (15.772647 sec): 3 clusters Score: Raw -33257.789371 + Penalty 1336.949730 = -31920.839642 nChanged 7 SP:Iteration 27Q (15.774377 sec): 3 clusters Score: Raw -33266.706439 + Penalty 1342.472934 = -31924.233505 nChanged 7 SP:Iteration 28Q (15.776094 sec): 3 clusters Score: Raw -33273.306804 + Penalty 1344.596185 = -31928.710618 nChanged 5 SP:Iteration 29Q (15.777750 sec): 3 clusters Score: Raw -33275.590161 + Penalty 1347.923791 = -31927.666370 nChanged 5 SP:Iteration 30F (15.779553 sec): 3 clusters Score: Raw -33281.897605 + Penalty 1348.748193 = -31933.149412 nChanged 3 SP:Iteration 31Q (15.781200 sec): 3 clusters Score: Raw -33286.177459 + Penalty 1347.910936 = -31938.266523 nChanged 1 SP:Iteration 32Q (15.782833 sec): 3 clusters Score: Raw -33288.576946 + Penalty 1346.868938 = -31941.708008 nChanged 1 SP:Iteration 33Q (15.784464 sec): 3 clusters Score: Raw -33289.614414 + Penalty 1346.868938 = -31942.745476 nChanged 0 SP:Iteration 34F (15.786330 sec): 3 clusters Score: Raw -33289.614414 + Penalty 1346.868938 = -31942.745476 nChanged 0 Memory request: 0.01 GB would take us to total of 0.11 GB. Trying to split cluster 17 (1625 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.794836 sec): 2 clusters Score: Raw -51544.914394 + Penalty 595.855910 = -50949.058485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.797991 sec): 3 clusters Score: Raw -50596.739089 + Penalty 1192.616578 = -49404.122511 nChanged 632 SP:Iteration 1F (15.801031 sec): 3 clusters Score: Raw -50904.820580 + Penalty 1202.993718 = -49701.826861 nChanged 239 SP:Iteration 2F (15.804030 sec): 3 clusters Score: Raw -51119.342937 + Penalty 1226.969141 = -49892.373796 nChanged 188 SP:Iteration 3F (15.807018 sec): 3 clusters Score: Raw -51305.578655 + Penalty 1256.667842 = -50048.910813 nChanged 129 SP:Iteration 4F (15.810013 sec): 3 clusters Score: Raw -51425.369002 + Penalty 1280.570064 = -50144.798937 nChanged 90 SP:Iteration 5F (15.812985 sec): 3 clusters Score: Raw -51492.423547 + Penalty 1299.715860 = -50192.707686 nChanged 56 SP:Iteration 6Q (15.815988 sec): 3 clusters Score: Raw -51536.294029 + Penalty 1323.015420 = -50213.278609 nChanged 50 SP:Iteration 7Q (15.819045 sec): 3 clusters Score: Raw -51572.671455 + Penalty 1333.934677 = -50238.736778 nChanged 31 SP:Iteration 8Q (15.821990 sec): 3 clusters Score: Raw -51593.691763 + Penalty 1342.392782 = -50251.298982 nChanged 23 SP:Iteration 9Q (15.824881 sec): 3 clusters Score: Raw -51612.242073 + Penalty 1351.843529 = -50260.398544 nChanged 22 SP:Iteration 10F (15.827854 sec): 3 clusters Score: Raw -51629.556074 + Penalty 1358.658204 = -50270.897870 nChanged 21 SP:Iteration 11Q (15.830690 sec): 3 clusters Score: Raw -51641.206625 + Penalty 1362.659833 = -50278.546791 nChanged 13 SP:Iteration 12Q (15.833496 sec): 3 clusters Score: Raw -51646.921065 + Penalty 1366.545614 = -50280.375450 nChanged 10 SP:Iteration 13Q (15.836313 sec): 3 clusters Score: Raw -51651.628344 + Penalty 1372.861456 = -50278.766888 nChanged 13 SP:Iteration 14F (15.839370 sec): 3 clusters Score: Raw -51657.270600 + Penalty 1378.442450 = -50278.828150 nChanged 14 SP:Iteration 15Q (15.842160 sec): 3 clusters Score: Raw -51662.718344 + Penalty 1380.383898 = -50282.334446 nChanged 6 SP:Iteration 16Q (15.845073 sec): 3 clusters Score: Raw -51664.348352 + Penalty 1381.948167 = -50282.400184 nChanged 4 SP:Iteration 17Q (15.847928 sec): 3 clusters Score: Raw -51666.039585 + Penalty 1382.666308 = -50283.373277 nChanged 7 SP:Iteration 18Q (15.850730 sec): 3 clusters Score: Raw -51671.373292 + Penalty 1383.675830 = -50287.697463 nChanged 9 SP:Iteration 19Q (15.853497 sec): 3 clusters Score: Raw -51678.374529 + Penalty 1394.052146 = -50284.322383 nChanged 11 SP:Iteration 20F (15.856515 sec): 3 clusters Score: Raw -51683.917207 + Penalty 1401.722007 = -50282.195200 nChanged 8 SP:Iteration 21F (15.859581 sec): 3 clusters Score: Raw -51688.898952 + Penalty 1401.579806 = -50287.319146 nChanged 7 SP:Iteration 22Q (15.862337 sec): 3 clusters Score: Raw -51691.198612 + Penalty 1401.899866 = -50289.298746 nChanged 4 SP:Iteration 23Q (15.865068 sec): 3 clusters Score: Raw -51692.758298 + Penalty 1404.404512 = -50288.353786 nChanged 4 SP:Iteration 24F (15.868066 sec): 3 clusters Score: Raw -51695.493625 + Penalty 1404.635376 = -50290.858249 nChanged 3 SP:Iteration 25Q (15.870881 sec): 3 clusters Score: Raw -51696.728983 + Penalty 1405.224718 = -50291.504265 nChanged 1 SP:Iteration 26Q (15.873648 sec): 3 clusters Score: Raw -51697.437875 + Penalty 1405.224718 = -50292.213157 nChanged 0 SP:Iteration 27F (15.876637 sec): 3 clusters Score: Raw -51697.437875 + Penalty 1405.224718 = -50292.213157 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 21 (93 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.880155 sec): 2 clusters Score: Raw -2560.481548 + Penalty 75.411200 = -2485.070349 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.880548 sec): 3 clusters Score: Raw -2524.547463 + Penalty 148.915427 = -2375.632036 nChanged 31 SP:Iteration 1F (15.880929 sec): 3 clusters Score: Raw -2557.054195 + Penalty 152.980165 = -2404.074030 nChanged 5 SP:Iteration 2F (15.881301 sec): 3 clusters Score: Raw -2559.434408 + Penalty 154.795827 = -2404.638581 nChanged 1 SP:Iteration 3Q (15.881668 sec): 3 clusters Score: Raw -2559.646813 + Penalty 154.795827 = -2404.850986 nChanged 0 SP:Iteration 4F (15.882038 sec): 3 clusters Score: Raw -2559.646813 + Penalty 154.795827 = -2404.850986 nChanged 0 Memory request: 0.00 GB would take us to total of 0.11 GB. Trying to split cluster 83 (187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.883292 sec): 2 clusters Score: Raw -4626.424986 + Penalty 202.015031 = -4424.409955 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.883835 sec): 3 clusters Score: Raw -4559.836542 + Penalty 400.040590 = -4159.795953 nChanged 56 SP:Iteration 1F (15.884367 sec): 3 clusters Score: Raw -4639.481694 + Penalty 405.895306 = -4233.586388 nChanged 16 SP:Iteration 2F (15.884899 sec): 3 clusters Score: Raw -4667.438391 + Penalty 413.027021 = -4254.411370 nChanged 8 SP:Iteration 3Q (15.885417 sec): 3 clusters Score: Raw -4677.543287 + Penalty 420.829902 = -4256.713386 nChanged 3 SP:Iteration 4Q (15.885934 sec): 3 clusters Score: Raw -4679.916726 + Penalty 430.855083 = -4249.061643 nChanged 4 SP:Iteration 5F (15.886465 sec): 3 clusters Score: Raw -4687.892954 + Penalty 436.330218 = -4251.562735 nChanged 1 SP:Iteration 6Q (15.886973 sec): 3 clusters Score: Raw -4689.184204 + Penalty 439.861106 = -4249.323098 nChanged 2 SP:Iteration 7F (15.887502 sec): 3 clusters Score: Raw -4691.659286 + Penalty 439.861106 = -4251.798180 nChanged 0 Time taken for this iteration:15.589013 seconds. 300->13 Clusters: Score -293029.727810, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 179 (time per iteration =88.830888 ms) Total iterations: 1059 (time per iteration =15.014853 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 1661680000.000000 (time per metric unit =9.569068ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 41542000000.000000 (time per metric unit=382.762722ps) That took 15.900729 seconds.