FileBase PeterP-2014-02-27_dataset1 ElecNo 16 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 0.06 and 0.09 GB of RAM. Memory request: 0.03 GB would take us to total of 0.03 GB. ---------------------------------------------------------- Loaded 5805 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 5805 points ------ Starting initial clusters from distinct float masks Not enough masks (53) to generate starting clusters (300), so starting with (54) clusters instead. Assigned 54 initial classes from 53 unique masks. Deleting Class 31 (3 points): Lose 73.803897 but Gain 1408.302170 Iteration 0F (0.291566 sec): 53 clusters Score: Raw -118224.687148 + Penalty 22575.119284 = -95649.567863 nChanged 449 Deleting Class 24 (1 points): Lose 9.019006 but Gain 1007.458679 Iteration 1F (0.411069 sec): 47 clusters Score: Raw -118851.499848 + Penalty 21763.886616 = -97087.613232 nChanged 130 Deleting Class 47 (2 points): Lose 27.207755 but Gain 966.870131 Iteration 2Q (0.431258 sec): 46 clusters Score: Raw -119178.781795 + Penalty 20815.037896 = -98363.743899 nChanged 128 Deleting Class 30 (2 points): Lose 43.551739 but Gain 970.301167 Iteration 3Q (0.450998 sec): 45 clusters Score: Raw -119518.547578 + Penalty 20110.751878 = -99407.795700 nChanged 137 Deleting Class 39 (2 points): Lose 45.539169 but Gain 1111.818467 Iteration 4Q (0.470341 sec): 44 clusters Score: Raw -119725.980567 + Penalty 18981.944055 = -100744.036512 nChanged 128 Deleting Class 44 (1 points): Lose 6.446709 but Gain 923.601276 Iteration 5Q (0.488821 sec): 43 clusters Score: Raw -119857.109974 + Penalty 18034.731819 = -101822.378156 nChanged 108 Deleting Class 50 (1 points): Lose 1.952847 but Gain 774.624676 Iteration 6Q (0.508693 sec): 42 clusters Score: Raw -119938.170193 + Penalty 17238.995252 = -102699.174941 nChanged 96 Deleting Class 34 (3 points): Lose 36.882959 but Gain 757.297060 Iteration 7Q (0.525340 sec): 41 clusters Score: Raw -119957.295995 + Penalty 16506.851839 = -103450.444157 nChanged 92 Deleting Class 13 (2 points): Lose 10.504797 but Gain 692.144442 Iteration 8Q (0.542050 sec): 40 clusters Score: Raw -120024.809960 + Penalty 15857.326371 = -104167.483589 nChanged 88 Deleting Class 32 (4 points): Lose 41.239921 but Gain 684.170051 Iteration 9Q (0.558215 sec): 39 clusters Score: Raw -120061.903565 + Penalty 15227.971624 = -104833.931940 nChanged 92 Deleting Class 26 (4 points): Lose 41.103340 but Gain 642.297685 Iteration 10F (0.656951 sec): 38 clusters Score: Raw -120150.479024 + Penalty 14592.926050 = -105557.552975 nChanged 86 Deleting Class 38 (2 points): Lose 15.585482 but Gain 589.169232 Iteration 11Q (0.673751 sec): 37 clusters Score: Raw -120273.874860 + Penalty 14011.009575 = -106262.865284 nChanged 77 Deleting Class 42 (8 points): Lose 71.704683 but Gain 641.460395 Iteration 12Q (0.690048 sec): 36 clusters Score: Raw -120396.308347 + Penalty 13367.476394 = -107028.831953 nChanged 68 Deleting Class 29 (2 points): Lose 6.399300 but Gain 541.923974 Iteration 13Q (0.706104 sec): 35 clusters Score: Raw -120492.973286 + Penalty 12808.867065 = -107684.106221 nChanged 52 Deleting Class 12 (7 points): Lose 44.793911 but Gain 573.384941 Iteration 14Q (0.722080 sec): 34 clusters Score: Raw -120478.974186 + Penalty 12242.636724 = -108236.337462 nChanged 45 Deleting Class 48 (3 points): Lose 13.949126 but Gain 533.802459 Iteration 15Q (0.737493 sec): 33 clusters Score: Raw -120509.733539 + Penalty 11720.528684 = -108789.204855 nChanged 37 Deleting Class 21 (5 points): Lose 41.541378 but Gain 558.485916 Iteration 16Q (0.752941 sec): 32 clusters Score: Raw -120515.725149 + Penalty 11171.518958 = -109344.206191 nChanged 41 Deleting Class 8 (3 points): Lose 23.975540 but Gain 540.383642 Iteration 17Q (0.768171 sec): 31 clusters Score: Raw -120533.283793 + Penalty 10627.298218 = -109905.985575 nChanged 30 Deleting Class 46 (5 points): Lose 33.012406 but Gain 532.344097 Iteration 18Q (0.783203 sec): 30 clusters Score: Raw -120525.874750 + Penalty 10007.830530 = -110518.044220 nChanged 20 Deleting Class 37 (1 points): Lose 9.501550 but Gain 495.889355 Iteration 19Q (0.797708 sec): 29 clusters Score: Raw -120543.542435 + Penalty 9538.795495 = -111004.746940 nChanged 10 Writing temp clu file Memory request: 0.03 GB would take us to total of 0.06 GB. Compute initial score before splitting: Score: Raw -120543.542435 + Penalty 9538.795495 = -111004.746940Memory request: 0.01 GB would take us to total of 0.07 GB. Trying to split cluster 1 (1135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.825313 sec): 2 clusters Score: Raw -27128.392754 + Penalty 67.615811 = -27060.776943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.827482 sec): 3 clusters Score: Raw -26408.275421 + Penalty 134.350524 = -26273.924897 nChanged 530 SP:Iteration 1F (0.829608 sec): 3 clusters Score: Raw -26846.700908 + Penalty 133.725675 = -26712.975232 nChanged 55 SP:Iteration 2Q (0.831692 sec): 3 clusters Score: Raw -26875.624632 + Penalty 132.672678 = -26742.951954 nChanged 38 SP:Iteration 3Q (0.833765 sec): 3 clusters Score: Raw -26893.740168 + Penalty 131.963987 = -26761.776181 nChanged 35 SP:Iteration 4Q (0.835830 sec): 3 clusters Score: Raw -26911.735186 + Penalty 131.404545 = -26780.330641 nChanged 42 SP:Iteration 5Q (0.837884 sec): 3 clusters Score: Raw -26936.240284 + Penalty 130.598789 = -26805.641495 nChanged 44 SP:Iteration 6Q (0.839957 sec): 3 clusters Score: Raw -26954.131569 + Penalty 130.442122 = -26823.689447 nChanged 37 SP:Iteration 7Q (0.841997 sec): 3 clusters Score: Raw -26965.136632 + Penalty 129.802239 = -26835.334393 nChanged 19 SP:Iteration 8Q (0.844032 sec): 3 clusters Score: Raw -26970.034216 + Penalty 129.350876 = -26840.683340 nChanged 22 SP:Iteration 9Q (0.846079 sec): 3 clusters Score: Raw -26976.143336 + Penalty 128.508653 = -26847.634683 nChanged 24 SP:Iteration 10F (0.848250 sec): 3 clusters Score: Raw -26986.321019 + Penalty 127.573873 = -26858.747146 nChanged 22 SP:Iteration 11Q (0.850296 sec): 3 clusters Score: Raw -26993.347443 + Penalty 127.159679 = -26866.187764 nChanged 16 SP:Iteration 12Q (0.852311 sec): 3 clusters Score: Raw -26997.548842 + Penalty 126.545170 = -26871.003672 nChanged 18 SP:Iteration 13Q (0.854319 sec): 3 clusters Score: Raw -27000.971775 + Penalty 125.702635 = -26875.269140 nChanged 13 SP:Iteration 14Q (0.856325 sec): 3 clusters Score: Raw -27003.396783 + Penalty 125.494208 = -26877.902575 nChanged 8 SP:Iteration 15Q (0.858329 sec): 3 clusters Score: Raw -27004.833816 + Penalty 125.256231 = -26879.577585 nChanged 14 SP:Iteration 16Q (0.860467 sec): 3 clusters Score: Raw -27007.446414 + Penalty 125.331541 = -26882.114873 nChanged 13 SP:Iteration 17Q (0.862814 sec): 3 clusters Score: Raw -27009.320706 + Penalty 125.046539 = -26884.274167 nChanged 10 SP:Iteration 18Q (0.865188 sec): 3 clusters Score: Raw -27011.214937 + Penalty 124.552409 = -26886.662528 nChanged 12 SP:Iteration 19Q (0.867528 sec): 3 clusters Score: Raw -27013.678589 + Penalty 123.820278 = -26889.858311 nChanged 15 SP:Iteration 20F (0.869907 sec): 3 clusters Score: Raw -27017.799043 + Penalty 123.381375 = -26894.417669 nChanged 13 SP:Iteration 21Q (0.872126 sec): 3 clusters Score: Raw -27020.597849 + Penalty 122.882577 = -26897.715272 nChanged 16 SP:Iteration 22Q (0.874332 sec): 3 clusters Score: Raw -27024.789922 + Penalty 122.568045 = -26902.221877 nChanged 12 SP:Iteration 23Q (0.876500 sec): 3 clusters Score: Raw -27027.633347 + Penalty 122.425382 = -26905.207965 nChanged 11 SP:Iteration 24Q (0.878685 sec): 3 clusters Score: Raw -27029.917480 + Penalty 122.310556 = -26907.606925 nChanged 9 SP:Iteration 25Q (0.880885 sec): 3 clusters Score: Raw -27031.916327 + Penalty 121.157823 = -26910.758504 nChanged 8 SP:Iteration 26Q (0.883052 sec): 3 clusters Score: Raw -27033.353627 + Penalty 121.009318 = -26912.344309 nChanged 7 SP:Iteration 27Q (0.885186 sec): 3 clusters Score: Raw -27034.244014 + Penalty 120.363586 = -26913.880428 nChanged 8 SP:Iteration 28Q (0.887317 sec): 3 clusters Score: Raw -27036.196315 + Penalty 120.109103 = -26916.087211 nChanged 10 SP:Iteration 29Q (0.889637 sec): 3 clusters Score: Raw -27038.232412 + Penalty 119.009014 = -26919.223398 nChanged 14 SP:Iteration 30F (0.892293 sec): 3 clusters Score: Raw -27043.135738 + Penalty 118.903225 = -26924.232513 nChanged 12 SP:Iteration 31Q (0.894593 sec): 3 clusters Score: Raw -27045.774287 + Penalty 118.774378 = -26926.999909 nChanged 7 SP:Iteration 32Q (0.896912 sec): 3 clusters Score: Raw -27046.904705 + Penalty 118.689002 = -26928.215702 nChanged 10 SP:Iteration 33Q (0.899302 sec): 3 clusters Score: Raw -27049.377537 + Penalty 118.334149 = -26931.043388 nChanged 12 SP:Iteration 34Q (0.901633 sec): 3 clusters Score: Raw -27051.955905 + Penalty 117.925195 = -26934.030710 nChanged 10 SP:Iteration 35Q (0.903812 sec): 3 clusters Score: Raw -27054.606734 + Penalty 117.092751 = -26937.513983 nChanged 12 SP:Iteration 36Q (0.906028 sec): 3 clusters Score: Raw -27058.113347 + Penalty 116.631580 = -26941.481766 nChanged 10 SP:Iteration 37Q (0.908203 sec): 3 clusters Score: Raw -27060.741053 + Penalty 116.390582 = -26944.350471 nChanged 10 SP:Iteration 38Q (0.910208 sec): 3 clusters Score: Raw -27063.484375 + Penalty 115.975422 = -26947.508953 nChanged 8 SP:Iteration 39Q (0.912258 sec): 3 clusters Score: Raw -27065.822527 + Penalty 116.031520 = -26949.791008 nChanged 8 SP:Iteration 40F (0.914636 sec): 3 clusters Score: Raw -27067.710147 + Penalty 115.881486 = -26951.828661 nChanged 9 SP:Iteration 41Q (0.916705 sec): 3 clusters Score: Raw -27070.257897 + Penalty 115.781595 = -26954.476301 nChanged 9 SP:Iteration 42Q (0.918644 sec): 3 clusters Score: Raw -27072.669479 + Penalty 115.352998 = -26957.316481 nChanged 8 SP:Iteration 43Q (0.920547 sec): 3 clusters Score: Raw -27075.581430 + Penalty 114.671970 = -26960.909459 nChanged 11 SP:Iteration 44Q (0.922445 sec): 3 clusters Score: Raw -27079.893343 + Penalty 114.723401 = -26965.169942 nChanged 6 SP:Iteration 45Q (0.924328 sec): 3 clusters Score: Raw -27082.586525 + Penalty 114.405866 = -26968.180659 nChanged 9 SP:Iteration 46Q (0.926205 sec): 3 clusters Score: Raw -27086.686257 + Penalty 114.690288 = -26971.995969 nChanged 6 SP:Iteration 47Q (0.928071 sec): 3 clusters Score: Raw -27090.105576 + Penalty 115.078806 = -26975.026771 nChanged 8 SP:Iteration 48Q (0.929937 sec): 3 clusters Score: Raw -27094.941284 + Penalty 115.749962 = -26979.191323 nChanged 7 SP:Iteration 49Q (0.931787 sec): 3 clusters Score: Raw -27097.626860 + Penalty 115.578733 = -26982.048127 nChanged 3 SP:Iteration 50F (0.933969 sec): 3 clusters Score: Raw -27098.355625 + Penalty 116.031832 = -26982.323792 nChanged 3 SP:Iteration 51Q (0.935739 sec): 3 clusters Score: Raw -27099.133183 + Penalty 116.263799 = -26982.869385 nChanged 4 SP:Iteration 52Q (0.937564 sec): 3 clusters Score: Raw -27100.232913 + Penalty 116.745645 = -26983.487268 nChanged 5 SP:Iteration 53Q (0.939369 sec): 3 clusters Score: Raw -27101.269490 + Penalty 115.375222 = -26985.894268 nChanged 4 SP:Iteration 54Q (0.941178 sec): 3 clusters Score: Raw -27102.022004 + Penalty 116.217647 = -26985.804357 nChanged 6 SP:Iteration 55F (0.943335 sec): 3 clusters Score: Raw -27103.384170 + Penalty 114.907847 = -26988.476322 nChanged 4 SP:Iteration 56Q (0.945109 sec): 3 clusters Score: Raw -27104.762488 + Penalty 114.122071 = -26990.640417 nChanged 6 SP:Iteration 57Q (0.946876 sec): 3 clusters Score: Raw -27107.257130 + Penalty 114.356951 = -26992.900180 nChanged 3 SP:Iteration 58Q (0.948638 sec): 3 clusters Score: Raw -27107.934663 + Penalty 114.632445 = -26993.302218 nChanged 5 SP:Iteration 59Q (0.950369 sec): 3 clusters Score: Raw -27109.162723 + Penalty 117.276183 = -26991.886540 nChanged 7 SP:Iteration 60F (0.952475 sec): 3 clusters Score: Raw -27112.133409 + Penalty 110.187630 = -27001.945779 nChanged 8 SP:Iteration 61Q (0.954211 sec): 3 clusters Score: Raw -27116.282945 + Penalty 108.352037 = -27007.930908 nChanged 5 SP:Iteration 62Q (0.955912 sec): 3 clusters Score: Raw -27117.244784 + Penalty 110.400007 = -27006.844777 nChanged 5 SP:Iteration 63F (0.957858 sec): 3 clusters Score: Raw -27120.194874 + Penalty 67.615811 = -27052.579063 nChanged 7 SP:Iteration 64Q (0.959483 sec): 2 clusters Score: Raw -27128.392754 + Penalty 67.615811 = -27060.776943 nChanged 0 SP:Iteration 65F (0.961151 sec): 2 clusters Score: Raw -27128.392754 + Penalty 67.615811 = -27060.776943 nChanged 0 Memory request: 0.01 GB would take us to total of 0.06 GB. Trying to split cluster 2 (1014 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (0.964161 sec): 2 clusters Score: Raw -25252.576884 + Penalty 85.669437 = -25166.907447 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (0.966121 sec): 3 clusters Score: Raw -24625.510909 + Penalty 170.864071 = -24454.646839 nChanged 482 SP:Iteration 1F (0.968060 sec): 3 clusters Score: Raw -24931.623975 + Penalty 171.423861 = -24760.200114 nChanged 88 SP:Iteration 2F (0.970008 sec): 3 clusters Score: Raw -24973.403429 + Penalty 171.581942 = -24801.821486 nChanged 49 SP:Iteration 3Q (0.971906 sec): 3 clusters Score: Raw -24991.201172 + Penalty 171.478432 = -24819.722740 nChanged 45 SP:Iteration 4Q (0.973797 sec): 3 clusters Score: Raw -25009.221188 + Penalty 171.189607 = -24838.031580 nChanged 61 SP:Iteration 5F (0.975719 sec): 3 clusters Score: Raw -25049.335061 + Penalty 171.487050 = -24877.848011 nChanged 84 SP:Iteration 6F (0.977638 sec): 3 clusters Score: Raw -25123.859309 + Penalty 172.297895 = -24951.561414 nChanged 79 SP:Iteration 7F (0.979559 sec): 3 clusters Score: Raw -25172.540872 + Penalty 173.281005 = -24999.259867 nChanged 56 SP:Iteration 8F (0.981476 sec): 3 clusters Score: Raw -25196.729821 + Penalty 174.030463 = -25022.699358 nChanged 44 SP:Iteration 9Q (0.983350 sec): 3 clusters Score: Raw -25217.643959 + Penalty 174.377605 = -25043.266354 nChanged 36 SP:Iteration 10F (0.985267 sec): 3 clusters Score: Raw -25235.049421 + Penalty 174.503941 = -25060.545480 nChanged 31 SP:Iteration 11Q (0.987128 sec): 3 clusters Score: Raw -25245.592362 + Penalty 174.636449 = -25070.955913 nChanged 21 SP:Iteration 12Q (0.988991 sec): 3 clusters Score: Raw -25254.312524 + Penalty 172.356335 = -25081.956189 nChanged 22 SP:Iteration 13Q (0.990815 sec): 3 clusters Score: Raw -25263.562357 + Penalty 172.361876 = -25091.200480 nChanged 18 SP:Iteration 14Q (0.992685 sec): 3 clusters Score: Raw -25268.751863 + Penalty 172.275627 = -25096.476237 nChanged 12 SP:Iteration 15Q (0.994506 sec): 3 clusters Score: Raw -25272.701909 + Penalty 172.241415 = -25100.460494 nChanged 13 SP:Iteration 16Q (0.996295 sec): 3 clusters Score: Raw -25281.601278 + Penalty 170.690353 = -25110.910925 nChanged 13 SP:Iteration 17Q (0.998050 sec): 3 clusters Score: Raw -25291.317001 + Penalty 169.020555 = -25122.296446 nChanged 16 SP:Iteration 18Q (0.999789 sec): 3 clusters Score: Raw -25304.441818 + Penalty 168.265695 = -25136.176123 nChanged 8 SP:Iteration 19Q (1.001496 sec): 3 clusters Score: Raw -25307.205235 + Penalty 166.924719 = -25140.280516 nChanged 9 SP:Iteration 20F (1.003410 sec): 3 clusters Score: Raw -25312.091292 + Penalty 165.488482 = -25146.602810 nChanged 9 SP:Iteration 21Q (1.005131 sec): 3 clusters Score: Raw -25318.367917 + Penalty 163.059994 = -25155.307923 nChanged 10 SP:Iteration 22Q (1.006805 sec): 3 clusters Score: Raw -25325.343047 + Penalty 160.951450 = -25164.391597 nChanged 8 SP:Iteration 23Q (1.008458 sec): 3 clusters Score: Raw -25332.398729 + Penalty 160.491499 = -25171.907231 nChanged 7 SP:Iteration 24Q (1.010142 sec): 3 clusters Score: Raw -25335.106512 + Penalty 159.385893 = -25175.720620 nChanged 4 SP:Iteration 25Q (1.011795 sec): 3 clusters Score: Raw -25336.802436 + Penalty 159.500815 = -25177.301620 nChanged 3 SP:Iteration 26Q (1.013568 sec): 3 clusters Score: Raw -25338.395210 + Penalty 158.377730 = -25180.017480 nChanged 5 SP:Iteration 27Q (1.015356 sec): 3 clusters Score: Raw -25340.416045 + Penalty 158.359284 = -25182.056761 nChanged 4 SP:Iteration 28Q (1.017076 sec): 3 clusters Score: Raw -25342.682876 + Penalty 157.485165 = -25185.197711 nChanged 6 SP:Iteration 29Q (1.018735 sec): 3 clusters Score: Raw -25346.305728 + Penalty 157.598258 = -25188.707470 nChanged 4 SP:Iteration 30F (1.020763 sec): 3 clusters Score: Raw -25348.383099 + Penalty 158.430717 = -25189.952382 nChanged 5 SP:Iteration 31Q (1.022474 sec): 3 clusters Score: Raw -25350.570384 + Penalty 159.213504 = -25191.356880 nChanged 3 SP:Iteration 32Q (1.024112 sec): 3 clusters Score: Raw -25351.269894 + Penalty 159.213504 = -25192.056390 nChanged 0 SP:Iteration 33F (1.026050 sec): 3 clusters Score: Raw -25351.269894 + Penalty 159.213504 = -25192.056390 nChanged 0 Score: Raw -126002.400602 + Penalty 9630.878604 = -116371.521998 Splitting cluster 2 changes total score from -111004.746940 to -116371.521998 So it's getting split into cluster 8. Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 3 (473 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.103786 sec): 2 clusters Score: Raw -11818.221119 + Penalty 118.800196 = -11699.420923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.104813 sec): 3 clusters Score: Raw -11538.176427 + Penalty 252.187035 = -11285.989392 nChanged 191 SP:Iteration 1F (1.105818 sec): 3 clusters Score: Raw -11701.291177 + Penalty 259.733463 = -11441.557713 nChanged 46 SP:Iteration 2F (1.106837 sec): 3 clusters Score: Raw -11734.476176 + Penalty 263.576916 = -11470.899260 nChanged 24 SP:Iteration 3F (1.107850 sec): 3 clusters Score: Raw -11751.476274 + Penalty 268.431635 = -11483.044639 nChanged 19 SP:Iteration 4Q (1.108887 sec): 3 clusters Score: Raw -11770.598625 + Penalty 267.661198 = -11502.937427 nChanged 10 SP:Iteration 5Q (1.109897 sec): 3 clusters Score: Raw -11785.001979 + Penalty 266.208412 = -11518.793567 nChanged 11 SP:Iteration 6Q (1.110903 sec): 3 clusters Score: Raw -11795.509281 + Penalty 265.015249 = -11530.494032 nChanged 7 SP:Iteration 7Q (1.111858 sec): 3 clusters Score: Raw -11798.247521 + Penalty 262.359769 = -11535.887753 nChanged 4 SP:Iteration 8Q (1.112845 sec): 3 clusters Score: Raw -11799.692094 + Penalty 263.231963 = -11536.460131 nChanged 4 SP:Iteration 9Q (1.113790 sec): 3 clusters Score: Raw -11801.257522 + Penalty 259.798526 = -11541.458997 nChanged 3 SP:Iteration 10F (1.114875 sec): 3 clusters Score: Raw -11802.746766 + Penalty 260.671475 = -11542.075291 nChanged 1 SP:Iteration 11Q (1.115835 sec): 3 clusters Score: Raw -11804.329315 + Penalty 259.604062 = -11544.725254 nChanged 1 SP:Iteration 12Q (1.116803 sec): 3 clusters Score: Raw -11804.632295 + Penalty 260.179492 = -11544.452803 nChanged 2 SP:Iteration 13F (1.117865 sec): 3 clusters Score: Raw -11805.601652 + Penalty 251.201705 = -11554.399947 nChanged 2 SP:Iteration 14Q (1.118853 sec): 3 clusters Score: Raw -11808.941450 + Penalty 251.201705 = -11557.739745 nChanged 0 SP:Iteration 15F (1.119920 sec): 3 clusters Score: Raw -11808.941450 + Penalty 251.201705 = -11557.739745 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 4 (161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.121115 sec): 2 clusters Score: Raw -3756.778747 + Penalty 91.924873 = -3664.853874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.121620 sec): 3 clusters Score: Raw -3681.336890 + Penalty 199.615501 = -3481.721389 nChanged 53 SP:Iteration 1F (1.122114 sec): 3 clusters Score: Raw -3738.057422 + Penalty 212.409939 = -3525.647483 nChanged 12 SP:Iteration 2F (1.122607 sec): 3 clusters Score: Raw -3750.826554 + Penalty 226.942119 = -3523.884435 nChanged 5 SP:Iteration 3F (1.123101 sec): 3 clusters Score: Raw -3755.986994 + Penalty 234.217218 = -3521.769777 nChanged 2 SP:Iteration 4F (1.123586 sec): 3 clusters Score: Raw -3757.053878 + Penalty 239.829902 = -3517.223976 nChanged 2 SP:Iteration 5F (1.124069 sec): 3 clusters Score: Raw -3757.971041 + Penalty 242.866246 = -3515.104795 nChanged 1 SP:Iteration 6F (1.124551 sec): 3 clusters Score: Raw -3758.402707 + Penalty 251.079560 = -3507.323147 nChanged 2 SP:Iteration 7F (1.125031 sec): 3 clusters Score: Raw -3759.265454 + Penalty 260.461142 = -3498.804311 nChanged 2 SP:Iteration 8F (1.125513 sec): 3 clusters Score: Raw -3761.795115 + Penalty 276.984028 = -3484.811087 nChanged 4 SP:Iteration 9F (1.125993 sec): 3 clusters Score: Raw -3768.248265 + Penalty 282.217795 = -3486.030470 nChanged 1 SP:Iteration 10F (1.126475 sec): 3 clusters Score: Raw -3768.431914 + Penalty 282.217795 = -3486.214119 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 5 (59 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.127166 sec): 2 clusters Score: Raw -1319.118794 + Penalty 54.494508 = -1264.624286 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.127479 sec): 3 clusters Score: Raw -1300.849685 + Penalty 110.683449 = -1190.166236 nChanged 20 SP:Iteration 1F (1.127794 sec): 3 clusters Score: Raw -1317.862727 + Penalty 109.402503 = -1208.460224 nChanged 6 SP:Iteration 2F (1.128112 sec): 3 clusters Score: Raw -1322.520214 + Penalty 110.647782 = -1211.872432 nChanged 1 SP:Iteration 3Q (1.128421 sec): 3 clusters Score: Raw -1322.640491 + Penalty 110.647782 = -1211.992708 nChanged 0 SP:Iteration 4F (1.128736 sec): 3 clusters Score: Raw -1322.640491 + Penalty 110.647782 = -1211.992708 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 6 (286 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.129880 sec): 2 clusters Score: Raw -6611.472934 + Penalty 39.958621 = -6571.514313 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.130609 sec): 3 clusters Score: Raw -6438.372273 + Penalty 78.202012 = -6360.170261 nChanged 127 SP:Iteration 1F (1.131332 sec): 3 clusters Score: Raw -6554.247695 + Penalty 79.129908 = -6475.117787 nChanged 27 SP:Iteration 2F (1.132022 sec): 3 clusters Score: Raw -6580.583727 + Penalty 79.080805 = -6501.502922 nChanged 10 SP:Iteration 3Q (1.132684 sec): 3 clusters Score: Raw -6584.034126 + Penalty 79.122714 = -6504.911412 nChanged 7 SP:Iteration 4Q (1.133343 sec): 3 clusters Score: Raw -6586.043649 + Penalty 79.028121 = -6507.015528 nChanged 4 SP:Iteration 5Q (1.134001 sec): 3 clusters Score: Raw -6587.765810 + Penalty 79.632928 = -6508.132882 nChanged 2 SP:Iteration 6Q (1.134657 sec): 3 clusters Score: Raw -6588.640744 + Penalty 79.632928 = -6509.007816 nChanged 0 SP:Iteration 7F (1.135343 sec): 3 clusters Score: Raw -6588.640744 + Penalty 79.632928 = -6509.007816 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 7 (51 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.135918 sec): 2 clusters Score: Raw -1193.680247 + Penalty 154.465973 = -1039.214274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.136221 sec): 3 clusters Score: Raw -1183.592210 + Penalty 309.569056 = -874.023154 nChanged 9 SP:Iteration 1F (1.136522 sec): 3 clusters Score: Raw -1197.572941 + Penalty 309.217311 = -888.355630 nChanged 1 SP:Iteration 2Q (1.136843 sec): 3 clusters Score: Raw -1200.401159 + Penalty 309.217311 = -891.183848 nChanged 0 SP:Iteration 3F (1.137139 sec): 3 clusters Score: Raw -1200.401159 + Penalty 309.217311 = -891.183848 nChanged 0 Memory request: 0.01 GB would take us to total of 0.07 GB. Trying to split cluster 9 (1139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.142252 sec): 2 clusters Score: Raw -26832.634658 + Penalty 92.819130 = -26739.815527 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.144410 sec): 3 clusters Score: Raw -26104.467201 + Penalty 192.567995 = -25911.899206 nChanged 533 SP:Iteration 1F (1.146616 sec): 3 clusters Score: Raw -26540.917918 + Penalty 203.491906 = -26337.426012 nChanged 119 SP:Iteration 2F (1.148837 sec): 3 clusters Score: Raw -26663.723496 + Penalty 219.788918 = -26443.934578 nChanged 73 SP:Iteration 3F (1.151062 sec): 3 clusters Score: Raw -26789.006622 + Penalty 227.931698 = -26561.074924 nChanged 18 SP:Iteration 4Q (1.153089 sec): 3 clusters Score: Raw -26803.886715 + Penalty 230.314590 = -26573.572125 nChanged 11 SP:Iteration 5Q (1.154982 sec): 3 clusters Score: Raw -26810.773724 + Penalty 236.962242 = -26573.811483 nChanged 11 SP:Iteration 6Q (1.156865 sec): 3 clusters Score: Raw -26815.337350 + Penalty 244.950908 = -26570.386443 nChanged 9 SP:Iteration 7F (1.159065 sec): 3 clusters Score: Raw -26819.481872 + Penalty 254.288777 = -26565.193094 nChanged 6 SP:Iteration 8F (1.161242 sec): 3 clusters Score: Raw -26822.263938 + Penalty 265.310022 = -26556.953916 nChanged 6 SP:Iteration 9F (1.163420 sec): 3 clusters Score: Raw -26825.432173 + Penalty 278.101465 = -26547.330708 nChanged 6 SP:Iteration 10F (1.165581 sec): 3 clusters Score: Raw -26828.163741 + Penalty 284.904151 = -26543.259590 nChanged 2 SP:Iteration 11F (1.167698 sec): 3 clusters Score: Raw -26828.549645 + Penalty 280.821524 = -26547.728121 nChanged 2 SP:Iteration 12Q (1.169443 sec): 3 clusters Score: Raw -26829.025061 + Penalty 277.031420 = -26551.993640 nChanged 1 SP:Iteration 13Q (1.171183 sec): 3 clusters Score: Raw -26829.234418 + Penalty 277.031420 = -26552.202998 nChanged 0 SP:Iteration 14F (1.173298 sec): 3 clusters Score: Raw -26829.234418 + Penalty 277.031420 = -26552.202998 nChanged 0 Memory request: 0.01 GB would take us to total of 0.06 GB. Trying to split cluster 10 (1112 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.176723 sec): 2 clusters Score: Raw -25587.617093 + Penalty 139.843970 = -25447.773122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.178860 sec): 3 clusters Score: Raw -24887.775877 + Penalty 284.816326 = -24602.959550 nChanged 473 SP:Iteration 1F (1.180952 sec): 3 clusters Score: Raw -25114.209558 + Penalty 308.069734 = -24806.139824 nChanged 207 SP:Iteration 2F (1.183061 sec): 3 clusters Score: Raw -25349.784173 + Penalty 339.319382 = -25010.464791 nChanged 122 SP:Iteration 3F (1.185150 sec): 3 clusters Score: Raw -25485.240379 + Penalty 355.535780 = -25129.704600 nChanged 53 SP:Iteration 4Q (1.187240 sec): 3 clusters Score: Raw -25538.749066 + Penalty 369.766624 = -25168.982442 nChanged 24 SP:Iteration 5Q (1.189174 sec): 3 clusters Score: Raw -25557.230168 + Penalty 373.582167 = -25183.648001 nChanged 16 SP:Iteration 6Q (1.191051 sec): 3 clusters Score: Raw -25568.364593 + Penalty 373.862560 = -25194.502033 nChanged 8 SP:Iteration 7Q (1.192873 sec): 3 clusters Score: Raw -25572.732818 + Penalty 374.504093 = -25198.228726 nChanged 9 SP:Iteration 8Q (1.194702 sec): 3 clusters Score: Raw -25576.962301 + Penalty 367.144269 = -25209.818032 nChanged 8 SP:Iteration 9Q (1.196579 sec): 3 clusters Score: Raw -25581.549120 + Penalty 371.108179 = -25210.440941 nChanged 4 SP:Iteration 10F (1.198675 sec): 3 clusters Score: Raw -25583.155587 + Penalty 372.143490 = -25211.012098 nChanged 6 SP:Iteration 11Q (1.200427 sec): 3 clusters Score: Raw -25585.102352 + Penalty 379.394314 = -25205.708038 nChanged 6 SP:Iteration 12F (1.202577 sec): 3 clusters Score: Raw -25587.900657 + Penalty 391.452346 = -25196.448312 nChanged 5 SP:Iteration 13F (1.204705 sec): 3 clusters Score: Raw -25590.625669 + Penalty 399.823776 = -25190.801892 nChanged 3 SP:Iteration 14F (1.206791 sec): 3 clusters Score: Raw -25591.564139 + Penalty 399.787902 = -25191.776237 nChanged 1 SP:Iteration 15Q (1.208532 sec): 3 clusters Score: Raw -25591.751827 + Penalty 399.787902 = -25191.963926 nChanged 0 SP:Iteration 16F (1.210660 sec): 3 clusters Score: Raw -25591.751827 + Penalty 399.787902 = -25191.963926 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 11 (71 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.211487 sec): 2 clusters Score: Raw -1697.926419 + Penalty 211.881330 = -1486.045089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.211848 sec): 3 clusters Score: Raw -1695.371080 + Penalty 457.214116 = -1238.156964 nChanged 9 SP:Iteration 1F (1.212183 sec): 3 clusters Score: Raw -1711.789775 + Penalty 466.427630 = -1245.362146 nChanged 2 SP:Iteration 2Q (1.212507 sec): 3 clusters Score: Raw -1716.433485 + Penalty 475.022101 = -1241.411384 nChanged 1 SP:Iteration 3F (1.212837 sec): 3 clusters Score: Raw -1717.427079 + Penalty 475.022101 = -1242.404979 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 14 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.213285 sec): 2 clusters Score: Raw -91.109423 + Penalty 58.706466 = -32.402957 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.213479 sec): 2 clusters Score: Raw -91.109423 + Penalty 58.706466 = -32.402957 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 15 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.213920 sec): 2 clusters Score: Raw -52.302410 + Penalty 29.864600 = -22.437809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.214112 sec): 2 clusters Score: Raw -52.302410 + Penalty 29.864600 = -22.437809 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 16 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.214568 sec): 2 clusters Score: Raw -217.483656 + Penalty 129.876860 = -87.606796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.214787 sec): 3 clusters Score: Raw -223.516744 + Penalty 259.753720 = 36.236977 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 17 (118 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.215547 sec): 2 clusters Score: Raw -2493.143245 + Penalty 184.176561 = -2308.966685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.215982 sec): 3 clusters Score: Raw -2452.507345 + Penalty 379.721021 = -2072.786324 nChanged 29 SP:Iteration 1F (1.216403 sec): 3 clusters Score: Raw -2498.283343 + Penalty 419.683527 = -2078.599816 nChanged 17 SP:Iteration 2F (1.216823 sec): 3 clusters Score: Raw -2533.840830 + Penalty 469.045008 = -2064.795823 nChanged 7 SP:Iteration 3F (1.217242 sec): 3 clusters Score: Raw -2551.600799 + Penalty 501.385197 = -2050.215602 nChanged 2 SP:Iteration 4F (1.217660 sec): 3 clusters Score: Raw -2558.184725 + Penalty 513.719970 = -2044.464754 nChanged 1 SP:Iteration 5F (1.218079 sec): 3 clusters Score: Raw -2562.581563 + Penalty 533.934433 = -2028.647129 nChanged 1 SP:Iteration 6F (1.218501 sec): 3 clusters Score: Raw -2565.174907 + Penalty 533.934433 = -2031.240473 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 18 (21 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.218992 sec): 2 clusters Score: Raw -537.018342 + Penalty 210.915482 = -326.102860 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.219239 sec): 3 clusters Score: Raw -564.616968 + Penalty 420.321580 = -144.295388 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 19 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.219739 sec): 2 clusters Score: Raw -404.471497 + Penalty 161.239261 = -243.232236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.219976 sec): 3 clusters Score: Raw -410.550829 + Penalty 329.973736 = -80.577093 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 20 (105 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.220705 sec): 2 clusters Score: Raw -2218.694004 + Penalty 166.511360 = -2052.182645 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.221117 sec): 3 clusters Score: Raw -2189.884239 + Penalty 325.623152 = -1864.261087 nChanged 25 SP:Iteration 1F (1.221525 sec): 3 clusters Score: Raw -2223.575060 + Penalty 317.001463 = -1906.573597 nChanged 7 SP:Iteration 2F (1.221922 sec): 3 clusters Score: Raw -2232.963403 + Penalty 314.641636 = -1918.321768 nChanged 3 SP:Iteration 3Q (1.222316 sec): 3 clusters Score: Raw -2241.586833 + Penalty 316.273688 = -1925.313145 nChanged 2 SP:Iteration 4Q (1.222706 sec): 3 clusters Score: Raw -2243.487107 + Penalty 316.273688 = -1927.213419 nChanged 0 SP:Iteration 5F (1.223106 sec): 3 clusters Score: Raw -2243.487107 + Penalty 316.273688 = -1927.213419 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 22 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.223567 sec): 2 clusters Score: Raw -82.438347 + Penalty 62.706347 = -19.732000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.223782 sec): 3 clusters Score: Raw -80.255189 + Penalty 128.953417 = 48.698228 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 23 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.224225 sec): 2 clusters Score: Raw -114.865421 + Penalty 61.639342 = -53.226079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.224431 sec): 3 clusters Score: Raw -112.336317 + Penalty 123.278684 = 10.942367 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 27 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.224881 sec): 2 clusters Score: Raw -158.899022 + Penalty 70.150110 = -88.748912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.225095 sec): 3 clusters Score: Raw -164.122543 + Penalty 145.864578 = -18.257965 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 28 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.225535 sec): 2 clusters Score: Raw -85.365941 + Penalty 50.384979 = -34.980962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.225729 sec): 2 clusters Score: Raw -85.365941 + Penalty 50.384979 = -34.980962 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 35 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.226165 sec): 2 clusters Score: Raw -54.252432 + Penalty 23.823177 = -30.429255 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.226361 sec): 3 clusters Score: Raw -49.588571 + Penalty 47.646354 = -1.942217 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 36 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.226789 sec): 2 clusters Score: Raw -27.498196 + Penalty 0.000000 = -27.498196 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.226970 sec): 2 clusters Score: Raw -27.498196 + Penalty 0.000000 = -27.498196 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 40 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.227405 sec): 2 clusters Score: Raw -59.235123 + Penalty 36.154386 = -23.080737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.227610 sec): 2 clusters Score: Raw -59.235123 + Penalty 36.154386 = -23.080737 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 41 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.228045 sec): 2 clusters Score: Raw -58.089115 + Penalty 36.031576 = -22.057539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.228245 sec): 3 clusters Score: Raw -52.115808 + Penalty 72.063151 = 19.947343 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 43 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.228692 sec): 2 clusters Score: Raw -110.529377 + Penalty 80.774036 = -29.755341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.228899 sec): 3 clusters Score: Raw -108.732555 + Penalty 134.735233 = 26.002678 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 49 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.229340 sec): 2 clusters Score: Raw -77.524373 + Penalty 26.212483 = -51.311890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.229538 sec): 3 clusters Score: Raw -74.760808 + Penalty 55.986668 = -18.774141 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 53 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.229970 sec): 2 clusters Score: Raw -26.909200 + Penalty 0.000000 = -26.909200 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.230157 sec): 2 clusters Score: Raw -26.909200 + Penalty 0.000000 = -26.909200 nChanged 0 Deleting Class 16 (8 points): Lose 50.524946 but Gain 541.286940 Iteration 20F (1.311202 sec): 29 clusters Score: Raw -120613.826142 + Penalty 9103.879518 = -111509.946624 nChanged 31 Deleting Class 18 (21 points): Lose 114.115193 but Gain 600.387670 Iteration 21Q (1.326542 sec): 28 clusters Score: Raw -120530.618274 + Penalty 8801.273607 = -111729.344667 nChanged 43 Deleting Class 53 (1 points): Lose 3.606325 but Gain 488.848479 Iteration 22Q (1.341262 sec): 27 clusters Score: Raw -120575.070913 + Penalty 8329.899930 = -112245.170982 nChanged 18 Deleting Class 43 (4 points): Lose 22.255708 but Gain 504.962129 Iteration 23Q (1.355976 sec): 26 clusters Score: Raw -120563.352581 + Penalty 7846.893397 = -112716.459184 nChanged 18 Deleting Class 22 (3 points): Lose 27.150043 but Gain 494.663120 Iteration 24Q (1.370275 sec): 25 clusters Score: Raw -120556.551570 + Penalty 7357.998068 = -113198.553503 nChanged 15 Deleting Class 14 (3 points): Lose 6.796333 but Gain 463.109796 Iteration 25Q (1.384516 sec): 24 clusters Score: Raw -120562.777926 + Penalty 6896.565197 = -113666.212729 nChanged 12 Deleting Class 41 (2 points): Lose 5.350701 but Gain 450.505686 Iteration 26Q (1.398624 sec): 23 clusters Score: Raw -120564.466564 + Penalty 6445.162870 = -114119.303694 nChanged 8 Deleting Class 19 (15 points): Lose 64.244897 but Gain 506.958058 Iteration 27Q (1.412683 sec): 22 clusters Score: Raw -120504.655569 + Penalty 5954.050235 = -114550.605333 nChanged 18 Deleting Class 40 (2 points): Lose 21.349613 but Gain 452.041197 Iteration 28Q (1.427092 sec): 21 clusters Score: Raw -120506.272737 + Penalty 5272.737197 = -115233.535540 nChanged 12 Deleting Class 36 (1 points): Lose 6.412156 but Gain 394.324608 Iteration 29Q (1.440776 sec): 20 clusters Score: Raw -120517.227227 + Penalty 4888.824769 = -115628.402458 nChanged 10 Deleting Class 28 (3 points): Lose 31.738394 but Gain 397.465202 Iteration 30F (1.493370 sec): 19 clusters Score: Raw -120500.465917 + Penalty 4505.323438 = -115995.142479 nChanged 12 Deleting Class 23 (5 points): Lose 25.493118 but Gain 387.137580 Iteration 31Q (1.507328 sec): 18 clusters Score: Raw -120485.447591 + Penalty 4121.181691 = -116364.265900 nChanged 11 Deleting Class 15 (2 points): Lose 22.616854 but Gain 373.399498 Iteration 32Q (1.521460 sec): 17 clusters Score: Raw -120474.617587 + Penalty 3757.194514 = -116717.423073 nChanged 9 Deleting Class 7 (39 points): Lose 89.491078 but Gain 420.610221 Iteration 33Q (1.535377 sec): 16 clusters Score: Raw -120396.697653 + Penalty 3362.677121 = -117034.020532 nChanged 43 Deleting Class 27 (6 points): Lose 25.169704 but Gain 339.305680 Iteration 34Q (1.548942 sec): 15 clusters Score: Raw -120431.249994 + Penalty 3024.499561 = -117406.750432 nChanged 14 Deleting Class 35 (2 points): Lose 4.826472 but Gain 297.863096 Iteration 35Q (1.562226 sec): 14 clusters Score: Raw -120440.306669 + Penalty 2723.481580 = -117716.825089 nChanged 11 Deleting Class 11 (68 points): Lose 204.251033 but Gain 464.347781 Iteration 36Q (1.575362 sec): 13 clusters Score: Raw -120245.169906 + Penalty 2312.394637 = -117932.775269 nChanged 77 Deleting Class 49 (3 points): Lose 26.034764 but Gain 206.778887 Iteration 37Q (1.588314 sec): 12 clusters Score: Raw -120338.605841 + Penalty 2105.274218 = -118233.331624 nChanged 15 Iteration 38Q (1.601176 sec): 12 clusters Score: Raw -120347.723201 + Penalty 2107.959407 = -118239.763794 nChanged 9 Iteration 39Q (1.614150 sec): 12 clusters Score: Raw -120350.626879 + Penalty 2107.900962 = -118242.725917 nChanged 1 Iteration 40F (1.648328 sec): 12 clusters Score: Raw -120350.686404 + Penalty 2107.900962 = -118242.785442 nChanged 0 Writing temp clu file Memory request: 0.03 GB would take us to total of 0.06 GB. Compute initial score before splitting: Score: Raw -120350.686404 + Penalty 2107.900962 = -118242.785442Memory request: 0.01 GB would take us to total of 0.07 GB. Trying to split cluster 1 (1129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.662468 sec): 2 clusters Score: Raw -26996.816591 + Penalty 67.350066 = -26929.466525 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.664637 sec): 3 clusters Score: Raw -26311.375309 + Penalty 140.169326 = -26171.205984 nChanged 535 SP:Iteration 1F (1.666740 sec): 3 clusters Score: Raw -26692.481213 + Penalty 146.882705 = -26545.598508 nChanged 93 SP:Iteration 2F (1.668837 sec): 3 clusters Score: Raw -26764.049643 + Penalty 154.448602 = -26609.601041 nChanged 78 SP:Iteration 3F (1.670946 sec): 3 clusters Score: Raw -26852.393298 + Penalty 164.416008 = -26687.977291 nChanged 62 SP:Iteration 4F (1.673041 sec): 3 clusters Score: Raw -26971.662757 + Penalty 168.878941 = -26802.783816 nChanged 21 SP:Iteration 5Q (1.675114 sec): 3 clusters Score: Raw -26993.462067 + Penalty 171.570523 = -26821.891544 nChanged 14 SP:Iteration 6Q (1.677058 sec): 3 clusters Score: Raw -27002.431359 + Penalty 173.923113 = -26828.508246 nChanged 16 SP:Iteration 7Q (1.678963 sec): 3 clusters Score: Raw -27010.353829 + Penalty 174.487570 = -26835.866259 nChanged 8 SP:Iteration 8Q (1.680851 sec): 3 clusters Score: Raw -27012.046085 + Penalty 175.766058 = -26836.280027 nChanged 4 SP:Iteration 9Q (1.682725 sec): 3 clusters Score: Raw -27012.965924 + Penalty 177.381965 = -26835.583960 nChanged 5 SP:Iteration 10F (1.684819 sec): 3 clusters Score: Raw -27013.708311 + Penalty 178.501059 = -26835.207253 nChanged 5 SP:Iteration 11F (1.686910 sec): 3 clusters Score: Raw -27014.616804 + Penalty 179.894766 = -26834.722038 nChanged 5 SP:Iteration 12F (1.689000 sec): 3 clusters Score: Raw -27015.498826 + Penalty 182.076776 = -26833.422050 nChanged 6 SP:Iteration 13F (1.691095 sec): 3 clusters Score: Raw -27016.453788 + Penalty 183.537512 = -26832.916275 nChanged 4 SP:Iteration 14F (1.693188 sec): 3 clusters Score: Raw -27016.947291 + Penalty 185.502181 = -26831.445110 nChanged 6 SP:Iteration 15F (1.695279 sec): 3 clusters Score: Raw -27018.078795 + Penalty 187.035026 = -26831.043768 nChanged 5 SP:Iteration 16F (1.697373 sec): 3 clusters Score: Raw -27019.418684 + Penalty 188.457457 = -26830.961227 nChanged 5 SP:Iteration 17F (1.699492 sec): 3 clusters Score: Raw -27020.978630 + Penalty 189.600068 = -26831.378562 nChanged 8 SP:Iteration 18Q (1.701322 sec): 3 clusters Score: Raw -27023.901020 + Penalty 195.067569 = -26828.833451 nChanged 10 SP:Iteration 19F (1.703541 sec): 3 clusters Score: Raw -27028.064842 + Penalty 199.076472 = -26828.988370 nChanged 7 SP:Iteration 20F (1.705673 sec): 3 clusters Score: Raw -27030.562176 + Penalty 202.412134 = -26828.150042 nChanged 5 SP:Iteration 21F (1.707764 sec): 3 clusters Score: Raw -27031.857208 + Penalty 204.624236 = -26827.232972 nChanged 7 SP:Iteration 22F (1.709866 sec): 3 clusters Score: Raw -27033.996739 + Penalty 206.615715 = -26827.381025 nChanged 4 SP:Iteration 23Q (1.711653 sec): 3 clusters Score: Raw -27035.546915 + Penalty 209.623215 = -26825.923701 nChanged 6 SP:Iteration 24F (1.713799 sec): 3 clusters Score: Raw -27037.057320 + Penalty 209.114273 = -26827.943047 nChanged 4 SP:Iteration 25Q (1.715595 sec): 3 clusters Score: Raw -27037.956495 + Penalty 209.376675 = -26828.579820 nChanged 2 SP:Iteration 26Q (1.717357 sec): 3 clusters Score: Raw -27038.475427 + Penalty 210.505837 = -26827.969590 nChanged 2 SP:Iteration 27F (1.719571 sec): 3 clusters Score: Raw -27039.379924 + Penalty 211.525793 = -26827.854131 nChanged 1 SP:Iteration 28F (1.721701 sec): 3 clusters Score: Raw -27039.408784 + Penalty 211.525793 = -26827.882991 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 2 (129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.722548 sec): 2 clusters Score: Raw -3356.113048 + Penalty 66.289369 = -3289.823679 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.722987 sec): 3 clusters Score: Raw -3283.570243 + Penalty 132.644315 = -3150.925928 nChanged 51 SP:Iteration 1F (1.723418 sec): 3 clusters Score: Raw -3313.893687 + Penalty 134.038247 = -3179.855441 nChanged 15 SP:Iteration 2F (1.723866 sec): 3 clusters Score: Raw -3325.520861 + Penalty 134.035331 = -3191.485530 nChanged 6 SP:Iteration 3Q (1.724305 sec): 3 clusters Score: Raw -3330.974799 + Penalty 131.593579 = -3199.381220 nChanged 3 SP:Iteration 4Q (1.724743 sec): 3 clusters Score: Raw -3334.647450 + Penalty 130.390731 = -3204.256720 nChanged 3 SP:Iteration 5Q (1.725179 sec): 3 clusters Score: Raw -3338.726625 + Penalty 131.687835 = -3207.038790 nChanged 5 SP:Iteration 6Q (1.725615 sec): 3 clusters Score: Raw -3347.443220 + Penalty 133.161528 = -3214.281692 nChanged 3 SP:Iteration 7Q (1.726049 sec): 3 clusters Score: Raw -3352.405237 + Penalty 133.459781 = -3218.945456 nChanged 1 SP:Iteration 8Q (1.726477 sec): 3 clusters Score: Raw -3353.370812 + Penalty 133.459781 = -3219.911031 nChanged 0 SP:Iteration 9F (1.726912 sec): 3 clusters Score: Raw -3353.370812 + Penalty 133.459781 = -3219.911031 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 3 (479 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.729563 sec): 2 clusters Score: Raw -11906.813048 + Penalty 122.866914 = -11783.946134 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.730621 sec): 3 clusters Score: Raw -11633.915484 + Penalty 245.683014 = -11388.232470 nChanged 204 SP:Iteration 1F (1.731723 sec): 3 clusters Score: Raw -11750.993379 + Penalty 245.743319 = -11505.250061 nChanged 39 SP:Iteration 2F (1.732802 sec): 3 clusters Score: Raw -11785.519593 + Penalty 245.086124 = -11540.433469 nChanged 23 SP:Iteration 3Q (1.733858 sec): 3 clusters Score: Raw -11806.394014 + Penalty 244.537819 = -11561.856194 nChanged 18 SP:Iteration 4Q (1.734875 sec): 3 clusters Score: Raw -11820.354588 + Penalty 244.003108 = -11576.351480 nChanged 10 SP:Iteration 5Q (1.735884 sec): 3 clusters Score: Raw -11824.534754 + Penalty 243.628890 = -11580.905864 nChanged 5 SP:Iteration 6Q (1.736892 sec): 3 clusters Score: Raw -11825.331167 + Penalty 243.420730 = -11581.910436 nChanged 4 SP:Iteration 7Q (1.737898 sec): 3 clusters Score: Raw -11826.264958 + Penalty 243.220326 = -11583.044632 nChanged 6 SP:Iteration 8Q (1.738905 sec): 3 clusters Score: Raw -11827.430940 + Penalty 242.975925 = -11584.455015 nChanged 7 SP:Iteration 9Q (1.739913 sec): 3 clusters Score: Raw -11828.778633 + Penalty 242.843393 = -11585.935239 nChanged 6 SP:Iteration 10F (1.741040 sec): 3 clusters Score: Raw -11829.816477 + Penalty 242.607456 = -11587.209021 nChanged 6 SP:Iteration 11Q (1.742044 sec): 3 clusters Score: Raw -11830.747596 + Penalty 242.599802 = -11588.147793 nChanged 5 SP:Iteration 12Q (1.743050 sec): 3 clusters Score: Raw -11831.585437 + Penalty 242.810757 = -11588.774680 nChanged 5 SP:Iteration 13Q (1.744053 sec): 3 clusters Score: Raw -11832.314722 + Penalty 243.033124 = -11589.281598 nChanged 5 SP:Iteration 14Q (1.745056 sec): 3 clusters Score: Raw -11833.166698 + Penalty 242.914705 = -11590.251993 nChanged 7 SP:Iteration 15Q (1.746059 sec): 3 clusters Score: Raw -11834.863766 + Penalty 243.430670 = -11591.433096 nChanged 10 SP:Iteration 16Q (1.747082 sec): 3 clusters Score: Raw -11837.411025 + Penalty 243.698144 = -11593.712882 nChanged 11 SP:Iteration 17Q (1.748087 sec): 3 clusters Score: Raw -11839.974589 + Penalty 244.990965 = -11594.983624 nChanged 7 SP:Iteration 18Q (1.749095 sec): 3 clusters Score: Raw -11842.035830 + Penalty 245.828792 = -11596.207038 nChanged 12 SP:Iteration 19Q (1.750101 sec): 3 clusters Score: Raw -11846.812183 + Penalty 249.126587 = -11597.685597 nChanged 13 SP:Iteration 20F (1.751130 sec): 3 clusters Score: Raw -11853.779532 + Penalty 254.849850 = -11598.929682 nChanged 17 SP:Iteration 21Q (1.752126 sec): 3 clusters Score: Raw -11862.519545 + Penalty 258.165490 = -11604.354055 nChanged 12 SP:Iteration 22Q (1.753121 sec): 3 clusters Score: Raw -11868.918921 + Penalty 263.165469 = -11605.753453 nChanged 17 SP:Iteration 23Q (1.754110 sec): 3 clusters Score: Raw -11883.780514 + Penalty 271.375175 = -11612.405340 nChanged 18 SP:Iteration 24Q (1.755095 sec): 3 clusters Score: Raw -11899.645408 + Penalty 288.945570 = -11610.699839 nChanged 13 SP:Iteration 25F (1.756122 sec): 3 clusters Score: Raw -11911.661467 + Penalty 298.577683 = -11613.083783 nChanged 11 SP:Iteration 26Q (1.757069 sec): 3 clusters Score: Raw -11920.251735 + Penalty 304.653058 = -11615.598677 nChanged 6 SP:Iteration 27Q (1.758003 sec): 3 clusters Score: Raw -11924.197121 + Penalty 312.469971 = -11611.727150 nChanged 3 SP:Iteration 28F (1.759030 sec): 3 clusters Score: Raw -11926.377619 + Penalty 319.417832 = -11606.959786 nChanged 4 SP:Iteration 29F (1.760081 sec): 3 clusters Score: Raw -11933.731641 + Penalty 319.417832 = -11614.313808 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 4 (148 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.760902 sec): 2 clusters Score: Raw -3401.732560 + Penalty 107.097459 = -3294.635101 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.761372 sec): 3 clusters Score: Raw -3323.793887 + Penalty 234.200368 = -3089.593519 nChanged 46 SP:Iteration 1F (1.761836 sec): 3 clusters Score: Raw -3362.469702 + Penalty 260.243678 = -3102.226025 nChanged 22 SP:Iteration 2F (1.762299 sec): 3 clusters Score: Raw -3383.116015 + Penalty 279.928341 = -3103.187675 nChanged 7 SP:Iteration 3Q (1.762763 sec): 3 clusters Score: Raw -3395.288604 + Penalty 309.517652 = -3085.770952 nChanged 8 SP:Iteration 4F (1.763225 sec): 3 clusters Score: Raw -3413.586461 + Penalty 319.124559 = -3094.461902 nChanged 2 SP:Iteration 5Q (1.763685 sec): 3 clusters Score: Raw -3417.076395 + Penalty 319.124559 = -3097.951837 nChanged 0 SP:Iteration 6F (1.764148 sec): 3 clusters Score: Raw -3417.076395 + Penalty 319.124559 = -3097.951837 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 5 (59 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.764732 sec): 2 clusters Score: Raw -1326.093655 + Penalty 53.306904 = -1272.786751 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.765047 sec): 3 clusters Score: Raw -1300.838621 + Penalty 145.050995 = -1155.787626 nChanged 18 SP:Iteration 1F (1.765364 sec): 3 clusters Score: Raw -1323.185977 + Penalty 166.116313 = -1157.069664 nChanged 7 SP:Iteration 2F (1.765698 sec): 3 clusters Score: Raw -1335.028477 + Penalty 159.271144 = -1175.757332 nChanged 1 SP:Iteration 3Q (1.766018 sec): 3 clusters Score: Raw -1336.629774 + Penalty 159.271144 = -1177.358630 nChanged 0 SP:Iteration 4F (1.766324 sec): 3 clusters Score: Raw -1336.629774 + Penalty 159.271144 = -1177.358630 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 6 (284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.767577 sec): 2 clusters Score: Raw -6569.933061 + Penalty 40.426988 = -6529.506073 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.768306 sec): 3 clusters Score: Raw -6418.820267 + Penalty 80.672420 = -6338.147847 nChanged 126 SP:Iteration 1F (1.769023 sec): 3 clusters Score: Raw -6510.422546 + Penalty 80.679451 = -6429.743095 nChanged 15 SP:Iteration 2F (1.769718 sec): 3 clusters Score: Raw -6524.240790 + Penalty 80.736981 = -6443.503809 nChanged 12 SP:Iteration 3Q (1.770401 sec): 3 clusters Score: Raw -6535.024591 + Penalty 80.742248 = -6454.282342 nChanged 10 SP:Iteration 4Q (1.771102 sec): 3 clusters Score: Raw -6544.073134 + Penalty 80.522211 = -6463.550923 nChanged 5 SP:Iteration 5Q (1.771781 sec): 3 clusters Score: Raw -6551.886371 + Penalty 80.668670 = -6471.217701 nChanged 6 SP:Iteration 6Q (1.772451 sec): 3 clusters Score: Raw -6554.622494 + Penalty 80.844977 = -6473.777517 nChanged 5 SP:Iteration 7Q (1.773115 sec): 3 clusters Score: Raw -6556.361921 + Penalty 81.214854 = -6475.147067 nChanged 6 SP:Iteration 8Q (1.773775 sec): 3 clusters Score: Raw -6558.190429 + Penalty 81.422827 = -6476.767601 nChanged 3 SP:Iteration 9Q (1.774433 sec): 3 clusters Score: Raw -6559.534952 + Penalty 81.597619 = -6477.937333 nChanged 2 SP:Iteration 10F (1.775122 sec): 3 clusters Score: Raw -6560.479354 + Penalty 81.574831 = -6478.904523 nChanged 1 SP:Iteration 11Q (1.775781 sec): 3 clusters Score: Raw -6560.588776 + Penalty 81.669267 = -6478.919509 nChanged 1 SP:Iteration 12Q (1.776439 sec): 3 clusters Score: Raw -6560.657431 + Penalty 81.669267 = -6478.988164 nChanged 0 SP:Iteration 13F (1.777126 sec): 3 clusters Score: Raw -6560.657431 + Penalty 81.669267 = -6478.988164 nChanged 0 Memory request: 0.01 GB would take us to total of 0.06 GB. Trying to split cluster 8 (903 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.779787 sec): 2 clusters Score: Raw -22784.135519 + Penalty 85.235530 = -22698.899989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.781586 sec): 3 clusters Score: Raw -22213.772887 + Penalty 175.175134 = -22038.597753 nChanged 421 SP:Iteration 1F (1.783359 sec): 3 clusters Score: Raw -22558.956205 + Penalty 175.442769 = -22383.513436 nChanged 75 SP:Iteration 2F (1.785124 sec): 3 clusters Score: Raw -22628.986033 + Penalty 178.831903 = -22450.154130 nChanged 44 SP:Iteration 3Q (1.786857 sec): 3 clusters Score: Raw -22672.558305 + Penalty 179.667797 = -22492.890508 nChanged 33 SP:Iteration 4Q (1.788592 sec): 3 clusters Score: Raw -22721.903974 + Penalty 181.659211 = -22540.244763 nChanged 13 SP:Iteration 5Q (1.790181 sec): 3 clusters Score: Raw -22745.002632 + Penalty 185.727109 = -22559.275524 nChanged 9 SP:Iteration 6Q (1.791675 sec): 3 clusters Score: Raw -22756.556838 + Penalty 188.025672 = -22568.531166 nChanged 11 SP:Iteration 7Q (1.793144 sec): 3 clusters Score: Raw -22762.139568 + Penalty 187.418079 = -22574.721489 nChanged 3 SP:Iteration 8Q (1.794600 sec): 3 clusters Score: Raw -22763.399686 + Penalty 188.168099 = -22575.231588 nChanged 1 SP:Iteration 9Q (1.796117 sec): 3 clusters Score: Raw -22763.645842 + Penalty 189.787561 = -22573.858281 nChanged 4 SP:Iteration 10F (1.797903 sec): 3 clusters Score: Raw -22764.828013 + Penalty 192.858752 = -22571.969261 nChanged 4 SP:Iteration 11F (1.799668 sec): 3 clusters Score: Raw -22766.537139 + Penalty 196.093159 = -22570.443980 nChanged 4 SP:Iteration 12F (1.801398 sec): 3 clusters Score: Raw -22769.052744 + Penalty 206.523116 = -22562.529628 nChanged 9 SP:Iteration 13F (1.803160 sec): 3 clusters Score: Raw -22775.383581 + Penalty 204.799086 = -22570.584495 nChanged 6 SP:Iteration 14Q (1.804596 sec): 3 clusters Score: Raw -22780.180652 + Penalty 212.629777 = -22567.550875 nChanged 5 SP:Iteration 15F (1.806323 sec): 3 clusters Score: Raw -22784.044217 + Penalty 220.087523 = -22563.956694 nChanged 5 SP:Iteration 16F (1.808049 sec): 3 clusters Score: Raw -22787.030943 + Penalty 224.420672 = -22562.610271 nChanged 4 SP:Iteration 17F (1.809780 sec): 3 clusters Score: Raw -22790.321612 + Penalty 239.080608 = -22551.241004 nChanged 6 SP:Iteration 18F (1.811507 sec): 3 clusters Score: Raw -22796.637556 + Penalty 281.787972 = -22514.849584 nChanged 7 SP:Iteration 19F (1.813332 sec): 3 clusters Score: Raw -22804.236286 + Penalty 304.523482 = -22499.712804 nChanged 2 SP:Iteration 20F (1.815150 sec): 3 clusters Score: Raw -22806.238242 + Penalty 317.473240 = -22488.765001 nChanged 1 SP:Iteration 21F (1.816926 sec): 3 clusters Score: Raw -22806.467640 + Penalty 317.473240 = -22488.994399 nChanged 0 Memory request: 0.01 GB would take us to total of 0.07 GB. Trying to split cluster 9 (1122 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.820224 sec): 2 clusters Score: Raw -26466.125297 + Penalty 90.093955 = -26376.031342 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.822427 sec): 3 clusters Score: Raw -25741.864348 + Penalty 219.320459 = -25522.543889 nChanged 509 SP:Iteration 1F (1.824644 sec): 3 clusters Score: Raw -26311.138004 + Penalty 240.495891 = -26070.642113 nChanged 129 SP:Iteration 2F (1.826743 sec): 3 clusters Score: Raw -26465.617688 + Penalty 243.626716 = -26221.990972 nChanged 40 SP:Iteration 3Q (1.828779 sec): 3 clusters Score: Raw -26509.852604 + Penalty 241.315722 = -26268.536882 nChanged 15 SP:Iteration 4Q (1.830740 sec): 3 clusters Score: Raw -26512.605812 + Penalty 241.594832 = -26271.010981 nChanged 3 SP:Iteration 5Q (1.832641 sec): 3 clusters Score: Raw -26512.772451 + Penalty 241.594832 = -26271.177620 nChanged 0 SP:Iteration 6F (1.834900 sec): 3 clusters Score: Raw -26512.772451 + Penalty 241.594832 = -26271.177620 nChanged 0 Memory request: 0.01 GB would take us to total of 0.07 GB. Trying to split cluster 10 (1153 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.840688 sec): 2 clusters Score: Raw -26455.738004 + Penalty 141.044602 = -26314.693402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.842913 sec): 3 clusters Score: Raw -25735.000381 + Penalty 281.607907 = -25453.392474 nChanged 494 SP:Iteration 1F (1.845139 sec): 3 clusters Score: Raw -26071.604906 + Penalty 304.450791 = -25767.154115 nChanged 180 SP:Iteration 2F (1.847378 sec): 3 clusters Score: Raw -26245.274711 + Penalty 360.524544 = -25884.750167 nChanged 112 SP:Iteration 3F (1.849602 sec): 3 clusters Score: Raw -26388.677730 + Penalty 431.550182 = -25957.127548 nChanged 48 SP:Iteration 4Q (1.851776 sec): 3 clusters Score: Raw -26464.943722 + Penalty 443.989668 = -26020.954053 nChanged 10 SP:Iteration 5Q (1.853597 sec): 3 clusters Score: Raw -26479.320097 + Penalty 453.615249 = -26025.704847 nChanged 2 SP:Iteration 6Q (1.855369 sec): 3 clusters Score: Raw -26483.752551 + Penalty 460.351883 = -26023.400668 nChanged 3 SP:Iteration 7F (1.857540 sec): 3 clusters Score: Raw -26486.482647 + Penalty 460.351883 = -26026.130764 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 17 (181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.858611 sec): 2 clusters Score: Raw -3732.640345 + Penalty 230.423206 = -3502.217139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.859139 sec): 3 clusters Score: Raw -3675.656312 + Penalty 461.308028 = -3214.348283 nChanged 51 SP:Iteration 1F (1.859664 sec): 3 clusters Score: Raw -3745.776394 + Penalty 461.384014 = -3284.392380 nChanged 17 SP:Iteration 2F (1.860183 sec): 3 clusters Score: Raw -3780.853703 + Penalty 462.841687 = -3318.012016 nChanged 8 SP:Iteration 3Q (1.860716 sec): 3 clusters Score: Raw -3789.851660 + Penalty 463.364405 = -3326.487255 nChanged 4 SP:Iteration 4Q (1.861219 sec): 3 clusters Score: Raw -3798.314377 + Penalty 465.182976 = -3333.131402 nChanged 4 SP:Iteration 5Q (1.861722 sec): 3 clusters Score: Raw -3801.538190 + Penalty 464.422430 = -3337.115760 nChanged 2 SP:Iteration 6Q (1.862226 sec): 3 clusters Score: Raw -3802.831495 + Penalty 464.632838 = -3338.198658 nChanged 1 SP:Iteration 7Q (1.862728 sec): 3 clusters Score: Raw -3803.163369 + Penalty 464.632838 = -3338.530532 nChanged 0 SP:Iteration 8F (1.863258 sec): 3 clusters Score: Raw -3803.163369 + Penalty 464.632838 = -3338.530532 nChanged 0 Memory request: 0.00 GB would take us to total of 0.06 GB. Trying to split cluster 20 (217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.864255 sec): 2 clusters Score: Raw -4495.907225 + Penalty 222.152797 = -4273.754428 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.864861 sec): 3 clusters Score: Raw -4417.587741 + Penalty 451.648397 = -3965.939344 nChanged 59 SP:Iteration 1F (1.865451 sec): 3 clusters Score: Raw -4498.708038 + Penalty 451.549608 = -4047.158430 nChanged 19 SP:Iteration 2F (1.866030 sec): 3 clusters Score: Raw -4525.175996 + Penalty 453.254374 = -4071.921622 nChanged 7 SP:Iteration 3Q (1.866597 sec): 3 clusters Score: Raw -4530.915561 + Penalty 454.544624 = -4076.370937 nChanged 1 SP:Iteration 4Q (1.867160 sec): 3 clusters Score: Raw -4531.613124 + Penalty 455.284739 = -4076.328385 nChanged 2 SP:Iteration 5F (1.867739 sec): 3 clusters Score: Raw -4533.092378 + Penalty 455.934932 = -4077.157446 nChanged 2 SP:Iteration 6Q (1.868300 sec): 3 clusters Score: Raw -4536.519707 + Penalty 455.934932 = -4080.584775 nChanged 0 SP:Iteration 7F (1.868879 sec): 3 clusters Score: Raw -4536.519707 + Penalty 455.934932 = -4080.584775 nChanged 0 Time taken for this iteration:1.714310 seconds. 300->12 Clusters: Score -118242.785442, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 41 (time per iteration =45.775195 ms) Total iterations: 438 (time per iteration =4.284893 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 314344375.000000 (time per metric unit =5.970468ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 7858609375.000000 (time per metric unit=238.818716ps) That took 1.876783 seconds.