FileBase PeterP-2014-02-27_dataset1 ElecNo 10 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 0.31 and 0.47 GB of RAM. Memory request: 0.16 GB would take us to total of 0.16 GB. ---------------------------------------------------------- Loaded 34143 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 34143 points ------ Starting initial clusters from distinct float masks Not enough masks (168) to generate starting clusters (300), so starting with (169) clusters instead. Assigned 169 initial classes from 168 unique masks. Deleting Class 151 (1 points): Lose 9.504057 but Gain 1688.323226 Iteration 0F (3.661151 sec): 168 clusters Score: Raw -955808.473018 + Penalty 162834.267350 = -792974.205668 nChanged 5221 Deleting Class 103 (1 points): Lose 11.175983 but Gain 1674.007653 Iteration 1F (6.243862 sec): 164 clusters Score: Raw -963361.691949 + Penalty 161850.690875 = -801511.001074 nChanged 1946 Deleting Class 168 (1 points): Lose 8.608355 but Gain 1629.048650 Iteration 2F (8.843138 sec): 163 clusters Score: Raw -965659.695779 + Penalty 160310.480804 = -805349.214975 nChanged 1394 Deleting Class 153 (1 points): Lose 6.415823 but Gain 1624.940020 Iteration 3Q (9.171154 sec): 162 clusters Score: Raw -966925.228499 + Penalty 158904.030772 = -808021.197727 nChanged 979 Deleting Class 99 (1 points): Lose 3.154206 but Gain 1615.527470 Iteration 4Q (9.450071 sec): 161 clusters Score: Raw -967726.399042 + Penalty 157400.940466 = -810325.458576 nChanged 699 Deleting Class 112 (1 points): Lose 7.101452 but Gain 1575.364628 Iteration 5Q (9.700675 sec): 160 clusters Score: Raw -968196.059966 + Penalty 155179.640236 = -813016.419729 nChanged 510 Deleting Class 47 (7 points): Lose 174.685620 but Gain 1696.225841 Iteration 6Q (9.932722 sec): 158 clusters Score: Raw -968332.196983 + Penalty 153937.043834 = -814395.153148 nChanged 409 Deleting Class 165 (1 points): Lose 14.761586 but Gain 1473.295653 Iteration 7Q (10.151397 sec): 157 clusters Score: Raw -968623.525523 + Penalty 152414.193726 = -816209.331797 nChanged 357 Deleting Class 118 (1 points): Lose 10.826511 but Gain 1467.332968 Iteration 8Q (10.364173 sec): 156 clusters Score: Raw -968829.342626 + Penalty 150848.597510 = -817980.745116 nChanged 291 Deleting Class 122 (5 points): Lose 98.402664 but Gain 1541.047617 Iteration 9Q (10.570298 sec): 155 clusters Score: Raw -968905.405981 + Penalty 149439.050666 = -819466.355314 nChanged 264 Deleting Class 141 (1 points): Lose 4.039162 but Gain 1441.114852 Iteration 10F (13.005829 sec): 154 clusters Score: Raw -969092.883830 + Penalty 148003.231281 = -821089.652549 nChanged 283 Deleting Class 125 (4 points): Lose 71.948393 but Gain 1479.153859 Iteration 11Q (13.212815 sec): 153 clusters Score: Raw -969194.841399 + Penalty 146596.392270 = -822598.449130 nChanged 269 Deleting Class 135 (2 points): Lose 15.171073 but Gain 1421.333678 Iteration 12Q (13.414789 sec): 152 clusters Score: Raw -969346.431968 + Penalty 145176.731247 = -824169.700721 nChanged 285 Deleting Class 152 (2 points): Lose 45.695654 but Gain 1448.245033 Iteration 13Q (13.617129 sec): 151 clusters Score: Raw -969476.123442 + Penalty 143729.063922 = -825747.059520 nChanged 277 Deleting Class 158 (2 points): Lose 28.850865 but Gain 1421.709221 Iteration 14Q (13.819947 sec): 150 clusters Score: Raw -969661.142470 + Penalty 142276.987300 = -827384.155170 nChanged 317 Deleting Class 161 (1 points): Lose 8.247961 but Gain 1385.405373 Iteration 15Q (14.026114 sec): 149 clusters Score: Raw -969942.614162 + Penalty 140871.752888 = -829070.861275 nChanged 347 Deleting Class 120 (6 points): Lose 115.443386 but Gain 1490.902793 Iteration 16Q (14.231898 sec): 148 clusters Score: Raw -970150.664826 + Penalty 139396.493823 = -830754.171003 nChanged 383 Deleting Class 116 (2 points): Lose 37.465840 but Gain 1401.203384 Iteration 17Q (14.440543 sec): 147 clusters Score: Raw -970552.380561 + Penalty 138214.667754 = -832337.712808 nChanged 373 Deleting Class 60 (6 points): Lose 138.684012 but Gain 1469.433032 Iteration 18Q (14.647235 sec): 146 clusters Score: Raw -970763.637474 + Penalty 136896.482344 = -833867.155130 nChanged 320 Deleting Class 144 (1 points): Lose 1.474497 but Gain 1328.661055 Iteration 19Q (14.848527 sec): 145 clusters Score: Raw -971060.845453 + Penalty 135564.143873 = -835496.701580 nChanged 279 Writing temp clu file Memory request: 0.16 GB would take us to total of 0.31 GB. Compute initial score before splitting: Score: Raw -971060.845453 + Penalty 135564.143873 = -835496.701580Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 1 (2632 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14.985513 sec): 2 clusters Score: Raw -87540.251904 + Penalty 239.674796 = -87300.577107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14.990440 sec): 3 clusters Score: Raw -85894.573886 + Penalty 478.984449 = -85415.589436 nChanged 1174 SP:Iteration 1F (14.995495 sec): 3 clusters Score: Raw -86794.881009 + Penalty 478.986563 = -86315.894446 nChanged 279 SP:Iteration 2F (15.000516 sec): 3 clusters Score: Raw -87037.073029 + Penalty 479.470887 = -86557.602142 nChanged 146 SP:Iteration 3F (15.005569 sec): 3 clusters Score: Raw -87127.383163 + Penalty 479.911228 = -86647.471935 nChanged 91 SP:Iteration 4Q (15.010590 sec): 3 clusters Score: Raw -87172.989025 + Penalty 480.446316 = -86692.542709 nChanged 73 SP:Iteration 5Q (15.015579 sec): 3 clusters Score: Raw -87204.232683 + Penalty 481.262412 = -86722.970271 nChanged 50 SP:Iteration 6Q (15.020631 sec): 3 clusters Score: Raw -87222.061342 + Penalty 482.080050 = -86739.981292 nChanged 42 SP:Iteration 7Q (15.025515 sec): 3 clusters Score: Raw -87232.723598 + Penalty 483.015179 = -86749.708419 nChanged 35 SP:Iteration 8Q (15.030591 sec): 3 clusters Score: Raw -87238.885012 + Penalty 483.711925 = -86755.173086 nChanged 27 SP:Iteration 9Q (15.035687 sec): 3 clusters Score: Raw -87244.968310 + Penalty 484.276931 = -86760.691378 nChanged 32 SP:Iteration 10F (15.040674 sec): 3 clusters Score: Raw -87251.503510 + Penalty 484.946622 = -86766.556888 nChanged 23 SP:Iteration 11Q (15.045647 sec): 3 clusters Score: Raw -87258.282747 + Penalty 485.910082 = -86772.372665 nChanged 31 SP:Iteration 12Q (15.050563 sec): 3 clusters Score: Raw -87265.475880 + Penalty 486.984551 = -86778.491329 nChanged 30 SP:Iteration 13Q (15.055567 sec): 3 clusters Score: Raw -87272.676102 + Penalty 488.000283 = -86784.675818 nChanged 22 SP:Iteration 14Q (15.060410 sec): 3 clusters Score: Raw -87276.715961 + Penalty 488.785693 = -86787.930268 nChanged 23 SP:Iteration 15Q (15.065232 sec): 3 clusters Score: Raw -87280.806558 + Penalty 490.128506 = -86790.678052 nChanged 26 SP:Iteration 16Q (15.070153 sec): 3 clusters Score: Raw -87289.733136 + Penalty 491.797909 = -86797.935227 nChanged 31 SP:Iteration 17Q (15.074936 sec): 3 clusters Score: Raw -87297.436717 + Penalty 493.570681 = -86803.866036 nChanged 29 SP:Iteration 18Q (15.079693 sec): 3 clusters Score: Raw -87304.549410 + Penalty 496.073325 = -86808.476085 nChanged 36 SP:Iteration 19Q (15.084624 sec): 3 clusters Score: Raw -87319.440225 + Penalty 499.823891 = -86819.616334 nChanged 41 SP:Iteration 20F (15.089548 sec): 3 clusters Score: Raw -87343.289767 + Penalty 503.857136 = -86839.432631 nChanged 45 SP:Iteration 21Q (15.094425 sec): 3 clusters Score: Raw -87370.137858 + Penalty 508.203122 = -86861.934737 nChanged 50 SP:Iteration 22Q (15.099107 sec): 3 clusters Score: Raw -87398.974716 + Penalty 513.249769 = -86885.724946 nChanged 57 SP:Iteration 23Q (15.104071 sec): 3 clusters Score: Raw -87433.305328 + Penalty 518.923557 = -86914.381771 nChanged 59 SP:Iteration 24Q (15.108815 sec): 3 clusters Score: Raw -87473.638396 + Penalty 522.004580 = -86951.633817 nChanged 47 SP:Iteration 25Q (15.113421 sec): 3 clusters Score: Raw -87503.242186 + Penalty 525.087402 = -86978.154784 nChanged 34 SP:Iteration 26Q (15.117961 sec): 3 clusters Score: Raw -87527.611920 + Penalty 528.165409 = -86999.446511 nChanged 35 SP:Iteration 27Q (15.122438 sec): 3 clusters Score: Raw -87555.260909 + Penalty 531.468046 = -87023.792862 nChanged 49 SP:Iteration 28Q (15.126841 sec): 3 clusters Score: Raw -87595.087693 + Penalty 531.430682 = -87063.657011 nChanged 54 SP:Iteration 29Q (15.131243 sec): 3 clusters Score: Raw -87626.216157 + Penalty 531.858556 = -87094.357601 nChanged 40 SP:Iteration 30F (15.136481 sec): 3 clusters Score: Raw -87643.887038 + Penalty 531.448122 = -87112.438916 nChanged 34 SP:Iteration 31Q (15.140817 sec): 3 clusters Score: Raw -87655.632072 + Penalty 530.899782 = -87124.732289 nChanged 28 SP:Iteration 32Q (15.145152 sec): 3 clusters Score: Raw -87661.595835 + Penalty 530.143996 = -87131.451838 nChanged 9 SP:Iteration 33Q (15.149451 sec): 3 clusters Score: Raw -87662.964448 + Penalty 530.281922 = -87132.682526 nChanged 6 SP:Iteration 34Q (15.153744 sec): 3 clusters Score: Raw -87664.100455 + Penalty 530.151901 = -87133.948554 nChanged 7 SP:Iteration 35Q (15.158073 sec): 3 clusters Score: Raw -87665.612673 + Penalty 529.895240 = -87135.717433 nChanged 7 SP:Iteration 36Q (15.162373 sec): 3 clusters Score: Raw -87668.064984 + Penalty 529.211088 = -87138.853896 nChanged 7 SP:Iteration 37Q (15.166676 sec): 3 clusters Score: Raw -87669.208506 + Penalty 528.728189 = -87140.480317 nChanged 5 SP:Iteration 38Q (15.170982 sec): 3 clusters Score: Raw -87670.453980 + Penalty 528.808968 = -87141.645011 nChanged 8 SP:Iteration 39Q (15.175260 sec): 3 clusters Score: Raw -87671.319607 + Penalty 527.567726 = -87143.751881 nChanged 12 SP:Iteration 40F (15.180113 sec): 3 clusters Score: Raw -87673.041583 + Penalty 526.892079 = -87146.149504 nChanged 10 SP:Iteration 41Q (15.184395 sec): 3 clusters Score: Raw -87674.782489 + Penalty 526.000691 = -87148.781798 nChanged 7 SP:Iteration 42Q (15.188673 sec): 3 clusters Score: Raw -87675.561712 + Penalty 525.781419 = -87149.780294 nChanged 2 SP:Iteration 43Q (15.193024 sec): 3 clusters Score: Raw -87675.693981 + Penalty 525.781419 = -87149.912562 nChanged 0 SP:Iteration 44F (15.197906 sec): 3 clusters Score: Raw -87675.693981 + Penalty 525.781419 = -87149.912562 nChanged 0 Memory request: 0.04 GB would take us to total of 0.35 GB. Trying to split cluster 2 (8597 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.236208 sec): 2 clusters Score: Raw -284405.891229 + Penalty 402.345351 = -284003.545878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.252378 sec): 3 clusters Score: Raw -279083.399890 + Penalty 821.888546 = -278261.511343 nChanged 3935 SP:Iteration 1F (15.267919 sec): 3 clusters Score: Raw -282132.746409 + Penalty 833.624904 = -281299.121505 nChanged 846 SP:Iteration 2F (15.283274 sec): 3 clusters Score: Raw -282855.475457 + Penalty 849.006248 = -282006.469209 nChanged 621 SP:Iteration 3F (15.298728 sec): 3 clusters Score: Raw -283468.695254 + Penalty 859.006933 = -282609.688321 nChanged 332 SP:Iteration 4Q (15.314049 sec): 3 clusters Score: Raw -283795.247062 + Penalty 864.536001 = -282930.711061 nChanged 218 SP:Iteration 5Q (15.329069 sec): 3 clusters Score: Raw -283979.263536 + Penalty 864.555324 = -283114.708211 nChanged 159 SP:Iteration 6Q (15.343574 sec): 3 clusters Score: Raw -284084.483940 + Penalty 864.096324 = -283220.387615 nChanged 107 SP:Iteration 7Q (15.357214 sec): 3 clusters Score: Raw -284148.510808 + Penalty 865.577765 = -283282.933043 nChanged 87 SP:Iteration 8Q (15.370770 sec): 3 clusters Score: Raw -284199.014962 + Penalty 867.609837 = -283331.405126 nChanged 76 SP:Iteration 9Q (15.384046 sec): 3 clusters Score: Raw -284244.130764 + Penalty 868.747860 = -283375.382904 nChanged 72 SP:Iteration 10F (15.399416 sec): 3 clusters Score: Raw -284288.069994 + Penalty 870.948518 = -283417.121476 nChanged 62 SP:Iteration 11Q (15.412377 sec): 3 clusters Score: Raw -284319.779336 + Penalty 873.618788 = -283446.160549 nChanged 54 SP:Iteration 12Q (15.425400 sec): 3 clusters Score: Raw -284345.905086 + Penalty 876.396776 = -283469.508311 nChanged 58 SP:Iteration 13Q (15.438182 sec): 3 clusters Score: Raw -284379.405008 + Penalty 877.346545 = -283502.058463 nChanged 45 SP:Iteration 14Q (15.451505 sec): 3 clusters Score: Raw -284404.435535 + Penalty 879.530739 = -283524.904795 nChanged 29 SP:Iteration 15Q (15.464080 sec): 3 clusters Score: Raw -284426.638604 + Penalty 874.661295 = -283551.977309 nChanged 25 SP:Iteration 16Q (15.476554 sec): 3 clusters Score: Raw -284461.214539 + Penalty 868.458579 = -283592.755960 nChanged 35 SP:Iteration 17Q (15.488948 sec): 3 clusters Score: Raw -284507.501136 + Penalty 863.510979 = -283643.990157 nChanged 23 SP:Iteration 18Q (15.501316 sec): 3 clusters Score: Raw -284534.665314 + Penalty 857.983536 = -283676.681778 nChanged 21 SP:Iteration 19Q (15.513588 sec): 3 clusters Score: Raw -284544.349874 + Penalty 855.265863 = -283689.084011 nChanged 14 SP:Iteration 20F (15.529356 sec): 3 clusters Score: Raw -284549.320113 + Penalty 853.246285 = -283696.073828 nChanged 16 SP:Iteration 21Q (15.542506 sec): 3 clusters Score: Raw -284557.303820 + Penalty 849.588023 = -283707.715797 nChanged 15 SP:Iteration 22Q (15.555433 sec): 3 clusters Score: Raw -284562.751366 + Penalty 848.869691 = -283713.881675 nChanged 9 SP:Iteration 23Q (15.568228 sec): 3 clusters Score: Raw -284565.965222 + Penalty 848.455315 = -283717.509906 nChanged 10 SP:Iteration 24Q (15.581187 sec): 3 clusters Score: Raw -284568.796318 + Penalty 846.247436 = -283722.548882 nChanged 10 SP:Iteration 25Q (15.594136 sec): 3 clusters Score: Raw -284572.357703 + Penalty 844.974474 = -283727.383229 nChanged 8 SP:Iteration 26Q (15.607036 sec): 3 clusters Score: Raw -284573.097666 + Penalty 844.446261 = -283728.651405 nChanged 3 SP:Iteration 27Q (15.619816 sec): 3 clusters Score: Raw -284573.442672 + Penalty 844.301142 = -283729.141530 nChanged 2 SP:Iteration 28Q (15.632824 sec): 3 clusters Score: Raw -284573.767227 + Penalty 843.705644 = -283730.061583 nChanged 2 SP:Iteration 29Q (15.645898 sec): 3 clusters Score: Raw -284573.999794 + Penalty 842.272340 = -283731.727455 nChanged 4 SP:Iteration 30F (15.661892 sec): 3 clusters Score: Raw -284574.449991 + Penalty 840.996707 = -283733.453284 nChanged 5 SP:Iteration 31Q (15.675139 sec): 3 clusters Score: Raw -284575.058960 + Penalty 839.693948 = -283735.365012 nChanged 5 SP:Iteration 32Q (15.688011 sec): 3 clusters Score: Raw -284575.704291 + Penalty 838.637158 = -283737.067133 nChanged 3 SP:Iteration 33Q (15.701145 sec): 3 clusters Score: Raw -284576.039911 + Penalty 838.243795 = -283737.796116 nChanged 3 SP:Iteration 34Q (15.714012 sec): 3 clusters Score: Raw -284576.396244 + Penalty 837.399829 = -283738.996416 nChanged 6 SP:Iteration 35Q (15.727049 sec): 3 clusters Score: Raw -284577.135801 + Penalty 836.719246 = -283740.416555 nChanged 4 SP:Iteration 36Q (15.739980 sec): 3 clusters Score: Raw -284577.714382 + Penalty 836.114270 = -283741.600111 nChanged 3 SP:Iteration 37Q (15.753424 sec): 3 clusters Score: Raw -284578.055489 + Penalty 835.975689 = -283742.079800 nChanged 3 SP:Iteration 38Q (15.766424 sec): 3 clusters Score: Raw -284578.429183 + Penalty 835.504476 = -283742.924707 nChanged 1 SP:Iteration 39Q (15.779501 sec): 3 clusters Score: Raw -284578.632679 + Penalty 835.242957 = -283743.389722 nChanged 1 SP:Iteration 40F (15.795769 sec): 3 clusters Score: Raw -284579.241500 + Penalty 834.895651 = -283744.345849 nChanged 1 SP:Iteration 41Q (15.809167 sec): 3 clusters Score: Raw -284579.663918 + Penalty 834.895651 = -283744.768266 nChanged 0 SP:Iteration 42F (15.824948 sec): 3 clusters Score: Raw -284579.663918 + Penalty 834.895651 = -283744.768266 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 3 (371 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.831877 sec): 2 clusters Score: Raw -11027.355910 + Penalty 471.794986 = -10555.560924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.832735 sec): 3 clusters Score: Raw -10890.622579 + Penalty 943.699176 = -9946.923403 nChanged 93 SP:Iteration 1F (15.833583 sec): 3 clusters Score: Raw -10999.703232 + Penalty 944.014499 = -10055.688733 nChanged 36 SP:Iteration 2F (15.834421 sec): 3 clusters Score: Raw -11082.920712 + Penalty 944.458734 = -10138.461978 nChanged 22 SP:Iteration 3F (15.835259 sec): 3 clusters Score: Raw -11125.421564 + Penalty 945.245550 = -10180.176013 nChanged 12 SP:Iteration 4Q (15.836058 sec): 3 clusters Score: Raw -11143.570932 + Penalty 946.762162 = -10196.808770 nChanged 10 SP:Iteration 5Q (15.836851 sec): 3 clusters Score: Raw -11168.899089 + Penalty 949.686159 = -10219.212929 nChanged 17 SP:Iteration 6Q (15.837654 sec): 3 clusters Score: Raw -11210.000017 + Penalty 954.184631 = -10255.815386 nChanged 16 SP:Iteration 7Q (15.838433 sec): 3 clusters Score: Raw -11249.672703 + Penalty 954.725350 = -10294.947353 nChanged 8 SP:Iteration 8Q (15.839199 sec): 3 clusters Score: Raw -11256.787565 + Penalty 954.567708 = -10302.219858 nChanged 1 SP:Iteration 9Q (15.839957 sec): 3 clusters Score: Raw -11257.232099 + Penalty 954.359431 = -10302.872668 nChanged 1 SP:Iteration 10F (15.840798 sec): 3 clusters Score: Raw -11257.585650 + Penalty 954.359431 = -10303.226219 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 4 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.841964 sec): 2 clusters Score: Raw -878.687182 + Penalty 251.579491 = -627.107692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.842230 sec): 3 clusters Score: Raw -891.422100 + Penalty 498.398822 = -393.023279 nChanged 0 Memory request: 0.03 GB would take us to total of 0.34 GB. Trying to split cluster 5 (5370 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15.859402 sec): 2 clusters Score: Raw -174825.376216 + Penalty 199.483837 = -174625.892379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15.869677 sec): 3 clusters Score: Raw -171403.320700 + Penalty 419.258288 = -170984.062412 nChanged 2526 SP:Iteration 1F (15.879260 sec): 3 clusters Score: Raw -173662.438656 + Penalty 434.449093 = -173227.989563 nChanged 489 SP:Iteration 2F (15.888795 sec): 3 clusters Score: Raw -174147.565732 + Penalty 442.783737 = -173704.781995 nChanged 334 SP:Iteration 3F (15.898494 sec): 3 clusters Score: Raw -174734.024748 + Penalty 441.611002 = -174292.413746 nChanged 362 SP:Iteration 4F (15.908060 sec): 3 clusters Score: Raw -175756.646067 + Penalty 437.093656 = -175319.552411 nChanged 272 SP:Iteration 5F (15.917540 sec): 3 clusters Score: Raw -176508.090192 + Penalty 435.302777 = -176072.787415 nChanged 123 SP:Iteration 6Q (15.925449 sec): 3 clusters Score: Raw -176736.889632 + Penalty 433.806082 = -176303.083550 nChanged 64 SP:Iteration 7Q (15.933331 sec): 3 clusters Score: Raw -176801.605110 + Penalty 432.544274 = -176369.060836 nChanged 33 SP:Iteration 8Q (15.941081 sec): 3 clusters Score: Raw -176818.146104 + Penalty 432.066535 = -176386.079569 nChanged 14 SP:Iteration 9Q (15.948762 sec): 3 clusters Score: Raw -176824.322816 + Penalty 432.059354 = -176392.263462 nChanged 7 SP:Iteration 10F (15.958470 sec): 3 clusters Score: Raw -176826.662601 + Penalty 432.019571 = -176394.643031 nChanged 5 SP:Iteration 11Q (15.966401 sec): 3 clusters Score: Raw -176828.332031 + Penalty 431.985484 = -176396.346548 nChanged 5 SP:Iteration 12Q (15.974387 sec): 3 clusters Score: Raw -176829.436888 + Penalty 431.985484 = -176397.451404 nChanged 0 SP:Iteration 13F (15.983918 sec): 3 clusters Score: Raw -176829.436888 + Penalty 431.985484 = -176397.451404 nChanged 0 Score: Raw -1000903.990200 + Penalty 135846.719576 = -865057.270624 Splitting cluster 5 changes total score from -835496.701580 to -865057.270624 So it's getting split into cluster 47. Memory request: 0.04 GB would take us to total of 0.35 GB. Trying to split cluster 6 (8074 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.318448 sec): 2 clusters Score: Raw -233802.538236 + Penalty 177.677676 = -233624.860560 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.333868 sec): 3 clusters Score: Raw -228428.868463 + Penalty 376.159352 = -228052.709111 nChanged 3801 SP:Iteration 1F (18.348709 sec): 3 clusters Score: Raw -231094.109954 + Penalty 405.269195 = -230688.840760 nChanged 1207 SP:Iteration 2F (18.363546 sec): 3 clusters Score: Raw -232213.827222 + Penalty 419.668323 = -231794.158899 nChanged 736 SP:Iteration 3F (18.378219 sec): 3 clusters Score: Raw -232954.601068 + Penalty 395.193732 = -232559.407335 nChanged 467 SP:Iteration 4F (18.392665 sec): 3 clusters Score: Raw -233446.831991 + Penalty 358.450097 = -233088.381894 nChanged 239 SP:Iteration 5Q (18.406983 sec): 3 clusters Score: Raw -233668.504532 + Penalty 353.457283 = -233315.047249 nChanged 98 SP:Iteration 6Q (18.419310 sec): 3 clusters Score: Raw -233745.568834 + Penalty 339.876695 = -233405.692138 nChanged 44 SP:Iteration 7Q (18.431088 sec): 3 clusters Score: Raw -233772.589738 + Penalty 317.560100 = -233455.029638 nChanged 26 SP:Iteration 8Q (18.442732 sec): 3 clusters Score: Raw -233789.233973 + Penalty 305.469653 = -233483.764320 nChanged 22 SP:Iteration 9Q (18.454281 sec): 3 clusters Score: Raw -233806.256101 + Penalty 289.541100 = -233516.715001 nChanged 10 SP:Iteration 10F (18.468783 sec): 3 clusters Score: Raw -233834.667649 + Penalty 271.144729 = -233563.522920 nChanged 8 SP:Iteration 11Q (18.480106 sec): 3 clusters Score: Raw -233870.313051 + Penalty 265.803041 = -233604.510010 nChanged 11 SP:Iteration 12Q (18.491426 sec): 3 clusters Score: Raw -233875.861208 + Penalty 267.093212 = -233608.767996 nChanged 10 SP:Iteration 13Q (18.502591 sec): 3 clusters Score: Raw -233879.233073 + Penalty 272.457419 = -233606.775654 nChanged 5 SP:Iteration 14F (18.517370 sec): 3 clusters Score: Raw -233880.901379 + Penalty 273.594412 = -233607.306967 nChanged 5 SP:Iteration 15Q (18.528709 sec): 3 clusters Score: Raw -233882.271799 + Penalty 274.607618 = -233607.664181 nChanged 4 SP:Iteration 16Q (18.540066 sec): 3 clusters Score: Raw -233884.228348 + Penalty 275.718734 = -233608.509614 nChanged 9 SP:Iteration 17Q (18.551255 sec): 3 clusters Score: Raw -233886.985730 + Penalty 274.592791 = -233612.392939 nChanged 4 SP:Iteration 18Q (18.562489 sec): 3 clusters Score: Raw -233887.602468 + Penalty 275.942677 = -233611.659791 nChanged 2 SP:Iteration 19F (18.576902 sec): 3 clusters Score: Raw -233888.121278 + Penalty 280.757294 = -233607.363984 nChanged 4 SP:Iteration 20F (18.591447 sec): 3 clusters Score: Raw -233888.759122 + Penalty 280.662125 = -233608.096997 nChanged 4 SP:Iteration 21Q (18.602702 sec): 3 clusters Score: Raw -233889.080205 + Penalty 283.349006 = -233605.731199 nChanged 2 SP:Iteration 22F (18.617529 sec): 3 clusters Score: Raw -233889.458073 + Penalty 282.860610 = -233606.597463 nChanged 1 SP:Iteration 23Q (18.628746 sec): 3 clusters Score: Raw -233889.540144 + Penalty 282.013791 = -233607.526353 nChanged 2 SP:Iteration 24Q (18.640060 sec): 3 clusters Score: Raw -233889.761095 + Penalty 284.779019 = -233604.982075 nChanged 1 SP:Iteration 25F (18.654675 sec): 3 clusters Score: Raw -233889.976162 + Penalty 284.779019 = -233605.197142 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 7 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.659252 sec): 2 clusters Score: Raw -745.395130 + Penalty 189.751984 = -555.643146 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.659518 sec): 3 clusters Score: Raw -754.394504 + Penalty 378.007954 = -376.386550 nChanged 2 SP:Iteration 1F (18.659782 sec): 3 clusters Score: Raw -758.523056 + Penalty 376.744822 = -381.778234 nChanged 1 SP:Iteration 2Q (18.660031 sec): 3 clusters Score: Raw -761.669194 + Penalty 373.344700 = -388.324494 nChanged 2 SP:Iteration 3F (18.660282 sec): 3 clusters Score: Raw -768.333438 + Penalty 368.208919 = -400.124519 nChanged 1 SP:Iteration 4Q (18.660525 sec): 3 clusters Score: Raw -770.087562 + Penalty 368.208919 = -401.878643 nChanged 0 SP:Iteration 5F (18.660776 sec): 3 clusters Score: Raw -770.087562 + Penalty 368.208919 = -401.878643 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 8 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.661300 sec): 2 clusters Score: Raw -741.161811 + Penalty 227.545177 = -513.616634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.661550 sec): 3 clusters Score: Raw -749.674871 + Penalty 455.318653 = -294.356218 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 9 (85 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.662235 sec): 2 clusters Score: Raw -2980.361915 + Penalty 439.805230 = -2540.556685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.662598 sec): 3 clusters Score: Raw -3029.123374 + Penalty 875.941203 = -2153.182172 nChanged 3 SP:Iteration 1Q (18.662944 sec): 3 clusters Score: Raw -3035.171940 + Penalty 875.941203 = -2159.230737 nChanged 0 SP:Iteration 2F (18.663300 sec): 3 clusters Score: Raw -3035.171940 + Penalty 875.941203 = -2159.230737 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 10 (1392 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.670114 sec): 2 clusters Score: Raw -40902.716908 + Penalty 294.550837 = -40608.166072 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.672893 sec): 3 clusters Score: Raw -40100.956598 + Penalty 584.798806 = -39516.157792 nChanged 600 SP:Iteration 1F (18.675586 sec): 3 clusters Score: Raw -40576.305889 + Penalty 576.086538 = -40000.219352 nChanged 156 SP:Iteration 2F (18.678279 sec): 3 clusters Score: Raw -40711.090690 + Penalty 564.621915 = -40146.468775 nChanged 119 SP:Iteration 3F (18.681011 sec): 3 clusters Score: Raw -40809.718018 + Penalty 555.974998 = -40253.743020 nChanged 64 SP:Iteration 4Q (18.683754 sec): 3 clusters Score: Raw -40848.791191 + Penalty 547.626459 = -40301.164733 nChanged 41 SP:Iteration 5Q (18.686529 sec): 3 clusters Score: Raw -40882.946401 + Penalty 542.156124 = -40340.790277 nChanged 31 SP:Iteration 6Q (18.689281 sec): 3 clusters Score: Raw -40916.289060 + Penalty 534.234618 = -40382.054443 nChanged 26 SP:Iteration 7Q (18.692001 sec): 3 clusters Score: Raw -40950.208248 + Penalty 527.449251 = -40422.758997 nChanged 16 SP:Iteration 8Q (18.694622 sec): 3 clusters Score: Raw -40981.278438 + Penalty 527.083655 = -40454.194783 nChanged 16 SP:Iteration 9Q (18.697116 sec): 3 clusters Score: Raw -41016.595466 + Penalty 528.178889 = -40488.416577 nChanged 11 SP:Iteration 10F (18.699842 sec): 3 clusters Score: Raw -41032.093275 + Penalty 531.450572 = -40500.642704 nChanged 11 SP:Iteration 11Q (18.702207 sec): 3 clusters Score: Raw -41042.319198 + Penalty 533.592053 = -40508.727145 nChanged 13 SP:Iteration 12Q (18.704543 sec): 3 clusters Score: Raw -41053.772198 + Penalty 535.658443 = -40518.113755 nChanged 14 SP:Iteration 13Q (18.706868 sec): 3 clusters Score: Raw -41066.110797 + Penalty 538.251151 = -40527.859646 nChanged 15 SP:Iteration 14Q (18.709219 sec): 3 clusters Score: Raw -41078.176112 + Penalty 535.930090 = -40542.246022 nChanged 15 SP:Iteration 15Q (18.711598 sec): 3 clusters Score: Raw -41087.085815 + Penalty 539.117271 = -40547.968545 nChanged 6 SP:Iteration 16Q (18.713966 sec): 3 clusters Score: Raw -41092.634541 + Penalty 539.043320 = -40553.591221 nChanged 7 SP:Iteration 17Q (18.716387 sec): 3 clusters Score: Raw -41095.632092 + Penalty 539.134353 = -40556.497739 nChanged 10 SP:Iteration 18Q (18.718880 sec): 3 clusters Score: Raw -41100.746032 + Penalty 538.730509 = -40562.015522 nChanged 12 SP:Iteration 19Q (18.721205 sec): 3 clusters Score: Raw -41106.141213 + Penalty 538.955974 = -40567.185239 nChanged 9 SP:Iteration 20F (18.723916 sec): 3 clusters Score: Raw -41110.123772 + Penalty 540.417468 = -40569.706304 nChanged 10 SP:Iteration 21Q (18.726235 sec): 3 clusters Score: Raw -41114.897990 + Penalty 544.028278 = -40570.869712 nChanged 9 SP:Iteration 22Q (18.728643 sec): 3 clusters Score: Raw -41118.579946 + Penalty 544.553538 = -40574.026408 nChanged 7 SP:Iteration 23Q (18.730964 sec): 3 clusters Score: Raw -41120.725435 + Penalty 545.629228 = -40575.096207 nChanged 2 SP:Iteration 24Q (18.733280 sec): 3 clusters Score: Raw -41121.188420 + Penalty 546.499162 = -40574.689259 nChanged 1 SP:Iteration 25F (18.736020 sec): 3 clusters Score: Raw -41121.483478 + Penalty 546.499162 = -40574.984316 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 11 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.737481 sec): 2 clusters Score: Raw -1021.275169 + Penalty 157.225749 = -864.049420 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.737759 sec): 3 clusters Score: Raw -1020.140616 + Penalty 331.628695 = -688.511921 nChanged 2 SP:Iteration 1F (18.738026 sec): 3 clusters Score: Raw -1023.266672 + Penalty 331.628695 = -691.637977 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 12 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.738520 sec): 2 clusters Score: Raw -398.006141 + Penalty 257.034612 = -140.971530 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.738750 sec): 3 clusters Score: Raw -414.256183 + Penalty 495.710954 = 81.454771 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 13 (1424 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.745471 sec): 2 clusters Score: Raw -42327.840066 + Penalty 60.592380 = -42267.247687 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.748210 sec): 3 clusters Score: Raw -41440.640503 + Penalty 129.974058 = -41310.666445 nChanged 645 SP:Iteration 1F (18.750933 sec): 3 clusters Score: Raw -41860.332352 + Penalty 135.056915 = -41725.275437 nChanged 139 SP:Iteration 2F (18.753664 sec): 3 clusters Score: Raw -41945.379220 + Penalty 139.042644 = -41806.336576 nChanged 108 SP:Iteration 3F (18.756404 sec): 3 clusters Score: Raw -42041.340576 + Penalty 145.285659 = -41896.054917 nChanged 101 SP:Iteration 4F (18.759191 sec): 3 clusters Score: Raw -42149.536345 + Penalty 144.991906 = -42004.544439 nChanged 85 SP:Iteration 5F (18.762041 sec): 3 clusters Score: Raw -42248.085061 + Penalty 146.045743 = -42102.039318 nChanged 51 SP:Iteration 6Q (18.764871 sec): 3 clusters Score: Raw -42308.259878 + Penalty 137.901106 = -42170.358772 nChanged 17 SP:Iteration 7Q (18.767499 sec): 3 clusters Score: Raw -42325.558455 + Penalty 164.111604 = -42161.446851 nChanged 5 SP:Iteration 8F (18.770191 sec): 3 clusters Score: Raw -42332.998055 + Penalty 180.935830 = -42152.062225 nChanged 1 SP:Iteration 9F (18.772918 sec): 3 clusters Score: Raw -42334.667712 + Penalty 180.935830 = -42153.731882 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 14 (891 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.777475 sec): 2 clusters Score: Raw -25648.702495 + Penalty 83.419595 = -25565.282900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.779308 sec): 3 clusters Score: Raw -25163.075797 + Penalty 169.272325 = -24993.803471 nChanged 426 SP:Iteration 1F (18.781109 sec): 3 clusters Score: Raw -25663.541266 + Penalty 181.749994 = -25481.791272 nChanged 93 SP:Iteration 2F (18.782913 sec): 3 clusters Score: Raw -25748.366269 + Penalty 189.512049 = -25558.854221 nChanged 42 SP:Iteration 3Q (18.784781 sec): 3 clusters Score: Raw -25780.710034 + Penalty 198.369430 = -25582.340604 nChanged 26 SP:Iteration 4Q (18.786606 sec): 3 clusters Score: Raw -25796.310253 + Penalty 203.461806 = -25592.848447 nChanged 20 SP:Iteration 5Q (18.788400 sec): 3 clusters Score: Raw -25804.921888 + Penalty 203.909745 = -25601.012143 nChanged 11 SP:Iteration 6Q (18.790236 sec): 3 clusters Score: Raw -25809.509712 + Penalty 201.815616 = -25607.694095 nChanged 10 SP:Iteration 7Q (18.792085 sec): 3 clusters Score: Raw -25813.083719 + Penalty 204.011846 = -25609.071873 nChanged 8 SP:Iteration 8Q (18.793920 sec): 3 clusters Score: Raw -25815.146624 + Penalty 203.205096 = -25611.941528 nChanged 3 SP:Iteration 9Q (18.795718 sec): 3 clusters Score: Raw -25815.508531 + Penalty 202.765229 = -25612.743303 nChanged 3 SP:Iteration 10F (18.797530 sec): 3 clusters Score: Raw -25816.115445 + Penalty 201.355804 = -25614.759641 nChanged 2 SP:Iteration 11Q (18.799340 sec): 3 clusters Score: Raw -25816.450639 + Penalty 200.359197 = -25616.091442 nChanged 4 SP:Iteration 12Q (18.801154 sec): 3 clusters Score: Raw -25817.629481 + Penalty 200.651103 = -25616.978379 nChanged 10 SP:Iteration 13Q (18.802967 sec): 3 clusters Score: Raw -25821.760488 + Penalty 204.560393 = -25617.200095 nChanged 6 SP:Iteration 14Q (18.804781 sec): 3 clusters Score: Raw -25823.883881 + Penalty 196.871352 = -25627.012530 nChanged 6 SP:Iteration 15Q (18.806633 sec): 3 clusters Score: Raw -25826.086386 + Penalty 198.734434 = -25627.351952 nChanged 4 SP:Iteration 16Q (18.808463 sec): 3 clusters Score: Raw -25826.906470 + Penalty 198.033686 = -25628.872784 nChanged 4 SP:Iteration 17Q (18.810308 sec): 3 clusters Score: Raw -25828.089042 + Penalty 198.701018 = -25629.388024 nChanged 1 SP:Iteration 18Q (18.812167 sec): 3 clusters Score: Raw -25828.185551 + Penalty 199.546045 = -25628.639505 nChanged 1 SP:Iteration 19F (18.814132 sec): 3 clusters Score: Raw -25828.278222 + Penalty 199.546045 = -25628.732177 nChanged 0 Score: Raw -1001083.567401 + Penalty 136025.179935 = -865058.387467 Splitting cluster 14 changes total score from -835496.701580 to -865058.387467 So it's getting split into cluster 60. Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 15 (857 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.104004 sec): 2 clusters Score: Raw -25066.940980 + Penalty 135.000836 = -24931.940144 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.105788 sec): 3 clusters Score: Raw -24553.185313 + Penalty 270.527829 = -24282.657484 nChanged 372 SP:Iteration 1F (21.107521 sec): 3 clusters Score: Raw -24746.392193 + Penalty 270.276690 = -24476.115502 nChanged 68 SP:Iteration 2F (21.109248 sec): 3 clusters Score: Raw -24783.071510 + Penalty 269.703753 = -24513.367757 nChanged 55 SP:Iteration 3F (21.110949 sec): 3 clusters Score: Raw -24826.544801 + Penalty 268.489948 = -24558.054853 nChanged 58 SP:Iteration 4F (21.112672 sec): 3 clusters Score: Raw -24859.580248 + Penalty 267.806069 = -24591.774179 nChanged 42 SP:Iteration 5Q (21.114396 sec): 3 clusters Score: Raw -24891.312323 + Penalty 265.727060 = -24625.585264 nChanged 46 SP:Iteration 6F (21.116116 sec): 3 clusters Score: Raw -24963.637209 + Penalty 264.173899 = -24699.463309 nChanged 40 SP:Iteration 7Q (21.117795 sec): 3 clusters Score: Raw -25022.219377 + Penalty 262.430128 = -24759.789250 nChanged 32 SP:Iteration 8Q (21.119478 sec): 3 clusters Score: Raw -25049.789576 + Penalty 260.761950 = -24789.027626 nChanged 27 SP:Iteration 9Q (21.121581 sec): 3 clusters Score: Raw -25076.175437 + Penalty 260.079048 = -24816.096388 nChanged 25 SP:Iteration 10F (21.123321 sec): 3 clusters Score: Raw -25100.092066 + Penalty 261.381662 = -24838.710404 nChanged 20 SP:Iteration 11Q (21.124930 sec): 3 clusters Score: Raw -25122.751103 + Penalty 262.645616 = -24860.105487 nChanged 24 SP:Iteration 12Q (21.126504 sec): 3 clusters Score: Raw -25145.475436 + Penalty 263.072401 = -24882.403035 nChanged 19 SP:Iteration 13Q (21.128067 sec): 3 clusters Score: Raw -25163.094026 + Penalty 263.358341 = -24899.735685 nChanged 16 SP:Iteration 14Q (21.129617 sec): 3 clusters Score: Raw -25174.331247 + Penalty 263.570836 = -24910.760411 nChanged 10 SP:Iteration 15Q (21.131230 sec): 3 clusters Score: Raw -25182.929879 + Penalty 263.784919 = -24919.144960 nChanged 7 SP:Iteration 16Q (21.132803 sec): 3 clusters Score: Raw -25187.048006 + Penalty 263.721289 = -24923.326717 nChanged 4 SP:Iteration 17Q (21.134345 sec): 3 clusters Score: Raw -25187.468537 + Penalty 263.870474 = -24923.598063 nChanged 1 SP:Iteration 18Q (21.135871 sec): 3 clusters Score: Raw -25187.513100 + Penalty 263.870474 = -24923.642626 nChanged 0 SP:Iteration 19F (21.137612 sec): 3 clusters Score: Raw -25187.513100 + Penalty 263.870474 = -24923.642626 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 16 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.138228 sec): 2 clusters Score: Raw -1187.183001 + Penalty 366.066657 = -821.116344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.138504 sec): 3 clusters Score: Raw -1230.595988 + Penalty 727.566649 = -503.029340 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 17 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.139029 sec): 2 clusters Score: Raw -756.829902 + Penalty 234.009574 = -522.820328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.139281 sec): 3 clusters Score: Raw -771.674348 + Penalty 464.242833 = -307.431515 nChanged 0 Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 18 (2440 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.150790 sec): 2 clusters Score: Raw -81068.460388 + Penalty 309.335256 = -80759.125133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.155663 sec): 3 clusters Score: Raw -79554.416491 + Penalty 614.609274 = -78939.807217 nChanged 1133 SP:Iteration 1F (21.160797 sec): 3 clusters Score: Raw -80374.164578 + Penalty 612.788658 = -79761.375920 nChanged 280 SP:Iteration 2F (21.165727 sec): 3 clusters Score: Raw -80559.558641 + Penalty 612.390698 = -79947.167942 nChanged 146 SP:Iteration 3F (21.170563 sec): 3 clusters Score: Raw -80660.649457 + Penalty 612.323444 = -80048.326013 nChanged 103 SP:Iteration 4Q (21.175523 sec): 3 clusters Score: Raw -80714.325479 + Penalty 612.342846 = -80101.982633 nChanged 85 SP:Iteration 5Q (21.180347 sec): 3 clusters Score: Raw -80752.393077 + Penalty 612.146354 = -80140.246722 nChanged 64 SP:Iteration 6Q (21.185206 sec): 3 clusters Score: Raw -80772.176026 + Penalty 611.409940 = -80160.766086 nChanged 47 SP:Iteration 7Q (21.189899 sec): 3 clusters Score: Raw -80786.408371 + Penalty 610.560252 = -80175.848119 nChanged 43 SP:Iteration 8Q (21.194722 sec): 3 clusters Score: Raw -80798.292209 + Penalty 610.358759 = -80187.933451 nChanged 35 SP:Iteration 9Q (21.199427 sec): 3 clusters Score: Raw -80808.048361 + Penalty 610.474352 = -80197.574009 nChanged 31 SP:Iteration 10F (21.204274 sec): 3 clusters Score: Raw -80815.011706 + Penalty 610.497423 = -80204.514283 nChanged 22 SP:Iteration 11Q (21.208998 sec): 3 clusters Score: Raw -80820.133037 + Penalty 610.985182 = -80209.147855 nChanged 28 SP:Iteration 12Q (21.213744 sec): 3 clusters Score: Raw -80828.391879 + Penalty 611.588391 = -80216.803488 nChanged 26 SP:Iteration 13Q (21.218497 sec): 3 clusters Score: Raw -80835.922416 + Penalty 612.432637 = -80223.489779 nChanged 30 SP:Iteration 14Q (21.223194 sec): 3 clusters Score: Raw -80845.577678 + Penalty 614.158923 = -80231.418755 nChanged 36 SP:Iteration 15Q (21.228013 sec): 3 clusters Score: Raw -80860.438100 + Penalty 615.523056 = -80244.915044 nChanged 36 SP:Iteration 16Q (21.232829 sec): 3 clusters Score: Raw -80871.214957 + Penalty 617.492659 = -80253.722298 nChanged 31 SP:Iteration 17Q (21.237511 sec): 3 clusters Score: Raw -80879.907196 + Penalty 620.141449 = -80259.765746 nChanged 30 SP:Iteration 18Q (21.242099 sec): 3 clusters Score: Raw -80892.727476 + Penalty 624.240435 = -80268.487041 nChanged 49 SP:Iteration 19Q (21.246674 sec): 3 clusters Score: Raw -80915.403126 + Penalty 629.251071 = -80286.152056 nChanged 51 SP:Iteration 20F (21.251515 sec): 3 clusters Score: Raw -80949.074212 + Penalty 637.861236 = -80311.212977 nChanged 60 SP:Iteration 21Q (21.256303 sec): 3 clusters Score: Raw -80993.146893 + Penalty 645.337069 = -80347.809824 nChanged 48 SP:Iteration 22Q (21.260861 sec): 3 clusters Score: Raw -81019.249087 + Penalty 650.406510 = -80368.842577 nChanged 39 SP:Iteration 23Q (21.265358 sec): 3 clusters Score: Raw -81037.066156 + Penalty 656.952065 = -80380.114091 nChanged 36 SP:Iteration 24Q (21.269816 sec): 3 clusters Score: Raw -81054.878151 + Penalty 661.483925 = -80393.394227 nChanged 27 SP:Iteration 25Q (21.274261 sec): 3 clusters Score: Raw -81061.648686 + Penalty 665.058400 = -80396.590286 nChanged 13 SP:Iteration 26Q (21.278762 sec): 3 clusters Score: Raw -81064.460497 + Penalty 666.501735 = -80397.958762 nChanged 14 SP:Iteration 27Q (21.283380 sec): 3 clusters Score: Raw -81066.184895 + Penalty 667.506605 = -80398.678291 nChanged 5 SP:Iteration 28Q (21.287805 sec): 3 clusters Score: Raw -81066.436093 + Penalty 667.506605 = -80398.929488 nChanged 0 SP:Iteration 29F (21.292676 sec): 3 clusters Score: Raw -81066.436093 + Penalty 667.506605 = -80398.929488 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 19 (59 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.297528 sec): 2 clusters Score: Raw -1813.069141 + Penalty 221.687234 = -1591.381907 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.297849 sec): 3 clusters Score: Raw -1795.821798 + Penalty 443.693637 = -1352.128160 nChanged 4 SP:Iteration 1F (21.298170 sec): 3 clusters Score: Raw -1800.948370 + Penalty 444.659453 = -1356.288917 nChanged 1 SP:Iteration 2Q (21.298480 sec): 3 clusters Score: Raw -1802.481068 + Penalty 444.659453 = -1357.821615 nChanged 0 SP:Iteration 3F (21.298790 sec): 3 clusters Score: Raw -1802.481068 + Penalty 444.659453 = -1357.821615 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 20 (76 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.299486 sec): 2 clusters Score: Raw -2777.571825 + Penalty 354.428604 = -2423.143221 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.299846 sec): 3 clusters Score: Raw -2787.019613 + Penalty 710.434083 = -2076.585530 nChanged 11 SP:Iteration 1F (21.300200 sec): 3 clusters Score: Raw -2809.787537 + Penalty 709.978191 = -2099.809346 nChanged 2 SP:Iteration 2Q (21.300547 sec): 3 clusters Score: Raw -2812.852501 + Penalty 710.333865 = -2102.518636 nChanged 2 SP:Iteration 3Q (21.300898 sec): 3 clusters Score: Raw -2818.309947 + Penalty 710.333865 = -2107.976082 nChanged 0 SP:Iteration 4F (21.301252 sec): 3 clusters Score: Raw -2818.309947 + Penalty 710.333865 = -2107.976082 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 21 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.301724 sec): 2 clusters Score: Raw -141.002336 + Penalty 90.265491 = -50.736845 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.301937 sec): 3 clusters Score: Raw -135.681235 + Penalty 241.925668 = 106.244433 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 22 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.302478 sec): 2 clusters Score: Raw -624.736290 + Penalty 271.622272 = -353.114018 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.302723 sec): 3 clusters Score: Raw -671.862041 + Penalty 542.152608 = -129.709433 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 23 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.303216 sec): 2 clusters Score: Raw -454.344462 + Penalty 231.086833 = -223.257630 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.303448 sec): 3 clusters Score: Raw -479.384259 + Penalty 462.801155 = -16.583104 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 24 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.303981 sec): 2 clusters Score: Raw -896.128560 + Penalty 341.874731 = -554.253829 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.304241 sec): 3 clusters Score: Raw -955.871965 + Penalty 683.749463 = -272.122502 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 25 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.304774 sec): 2 clusters Score: Raw -913.899620 + Penalty 260.923967 = -652.975653 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.305036 sec): 3 clusters Score: Raw -940.611925 + Penalty 522.132751 = -418.479174 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 26 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.305552 sec): 2 clusters Score: Raw -839.325293 + Penalty 350.531717 = -488.793576 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.305803 sec): 3 clusters Score: Raw -928.245158 + Penalty 706.216087 = -222.029070 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 27 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.306318 sec): 2 clusters Score: Raw -684.667779 + Penalty 310.040633 = -374.627145 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.306564 sec): 3 clusters Score: Raw -783.976518 + Penalty 622.033636 = -161.942882 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 28 (147 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.307729 sec): 2 clusters Score: Raw -4541.496931 + Penalty 387.105956 = -4154.390975 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.308230 sec): 3 clusters Score: Raw -4500.309805 + Penalty 774.961332 = -3725.348473 nChanged 29 SP:Iteration 1F (21.308725 sec): 3 clusters Score: Raw -4522.923194 + Penalty 774.723105 = -3748.200090 nChanged 7 SP:Iteration 2Q (21.309218 sec): 3 clusters Score: Raw -4532.248875 + Penalty 777.685204 = -3754.563672 nChanged 7 SP:Iteration 3Q (21.309711 sec): 3 clusters Score: Raw -4545.604239 + Penalty 779.845207 = -3765.759032 nChanged 2 SP:Iteration 4Q (21.310191 sec): 3 clusters Score: Raw -4547.374307 + Penalty 780.148136 = -3767.226171 nChanged 2 SP:Iteration 5Q (21.310671 sec): 3 clusters Score: Raw -4549.816842 + Penalty 781.109488 = -3768.707354 nChanged 1 SP:Iteration 6Q (21.311134 sec): 3 clusters Score: Raw -4550.585548 + Penalty 782.490681 = -3768.094867 nChanged 1 SP:Iteration 7F (21.311617 sec): 3 clusters Score: Raw -4552.594411 + Penalty 782.490681 = -3770.103731 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 29 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.312335 sec): 2 clusters Score: Raw -549.526397 + Penalty 267.156351 = -282.370046 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.312575 sec): 3 clusters Score: Raw -586.736483 + Penalty 527.655190 = -59.081293 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 30 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.313077 sec): 2 clusters Score: Raw -122.363304 + Penalty 115.136575 = -7.226729 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.313294 sec): 3 clusters Score: Raw -113.627086 + Penalty 229.613075 = 115.985990 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 31 (103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.314034 sec): 2 clusters Score: Raw -3170.389820 + Penalty 435.489803 = -2734.900017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.314457 sec): 3 clusters Score: Raw -3194.531437 + Penalty 881.392732 = -2313.138705 nChanged 15 SP:Iteration 1F (21.314875 sec): 3 clusters Score: Raw -3235.744510 + Penalty 883.249522 = -2352.494989 nChanged 4 SP:Iteration 2Q (21.315258 sec): 3 clusters Score: Raw -3249.853671 + Penalty 883.249522 = -2366.604149 nChanged 0 SP:Iteration 3F (21.315656 sec): 3 clusters Score: Raw -3249.853671 + Penalty 883.249522 = -2366.604149 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 32 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.316155 sec): 2 clusters Score: Raw -432.091446 + Penalty 203.335241 = -228.756205 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.316389 sec): 3 clusters Score: Raw -449.476911 + Penalty 406.670483 = -42.806428 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 33 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.316855 sec): 2 clusters Score: Raw -81.849695 + Penalty 87.060726 = 5.211031 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.317049 sec): 2 clusters Score: Raw -81.849695 + Penalty 87.060726 = 5.211031 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 34 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.317603 sec): 2 clusters Score: Raw -1145.589387 + Penalty 279.038083 = -866.551304 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.317880 sec): 3 clusters Score: Raw -1150.457356 + Penalty 555.501434 = -594.955922 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 35 (210 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.319302 sec): 2 clusters Score: Raw -6313.266573 + Penalty 224.578114 = -6088.688459 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.319884 sec): 3 clusters Score: Raw -6224.462646 + Penalty 452.466808 = -5771.995838 nChanged 71 SP:Iteration 1F (21.320474 sec): 3 clusters Score: Raw -6273.722977 + Penalty 464.611327 = -5809.111649 nChanged 20 SP:Iteration 2F (21.321048 sec): 3 clusters Score: Raw -6296.116911 + Penalty 476.287985 = -5819.828926 nChanged 12 SP:Iteration 3F (21.321615 sec): 3 clusters Score: Raw -6309.588890 + Penalty 478.835861 = -5830.753028 nChanged 11 SP:Iteration 4F (21.322182 sec): 3 clusters Score: Raw -6330.310602 + Penalty 486.957368 = -5843.353234 nChanged 9 SP:Iteration 5Q (21.322743 sec): 3 clusters Score: Raw -6342.388718 + Penalty 490.509928 = -5851.878789 nChanged 2 SP:Iteration 6Q (21.323298 sec): 3 clusters Score: Raw -6347.525525 + Penalty 492.567849 = -5854.957675 nChanged 3 SP:Iteration 7Q (21.323854 sec): 3 clusters Score: Raw -6350.302941 + Penalty 493.782098 = -5856.520843 nChanged 1 SP:Iteration 8Q (21.324408 sec): 3 clusters Score: Raw -6352.421221 + Penalty 492.581633 = -5859.839587 nChanged 2 SP:Iteration 9Q (21.324960 sec): 3 clusters Score: Raw -6356.226755 + Penalty 493.286172 = -5862.940583 nChanged 2 SP:Iteration 10F (21.325532 sec): 3 clusters Score: Raw -6357.384589 + Penalty 490.668656 = -5866.715933 nChanged 2 SP:Iteration 11Q (21.326083 sec): 3 clusters Score: Raw -6358.593813 + Penalty 488.465842 = -5870.127971 nChanged 1 SP:Iteration 12Q (21.326657 sec): 3 clusters Score: Raw -6358.886239 + Penalty 488.465842 = -5870.420398 nChanged 0 SP:Iteration 13F (21.327222 sec): 3 clusters Score: Raw -6358.886239 + Penalty 488.465842 = -5870.420398 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 36 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.328303 sec): 2 clusters Score: Raw -1033.395641 + Penalty 471.228363 = -562.167278 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.328573 sec): 3 clusters Score: Raw -1189.060079 + Penalty 942.543062 = -246.517017 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 37 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.329132 sec): 2 clusters Score: Raw -1264.138638 + Penalty 319.122329 = -945.016310 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.329412 sec): 3 clusters Score: Raw -1319.766396 + Penalty 637.448809 = -682.317587 nChanged 1 SP:Iteration 1Q (21.329682 sec): 3 clusters Score: Raw -1322.791566 + Penalty 637.448809 = -685.342757 nChanged 0 SP:Iteration 2F (21.329963 sec): 3 clusters Score: Raw -1322.791566 + Penalty 637.448809 = -685.342757 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 38 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.330527 sec): 2 clusters Score: Raw -1401.785971 + Penalty 223.702715 = -1178.083256 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.330814 sec): 3 clusters Score: Raw -1395.806629 + Penalty 447.405431 = -948.401198 nChanged 2 SP:Iteration 1F (21.331090 sec): 3 clusters Score: Raw -1398.698395 + Penalty 448.201607 = -950.496788 nChanged 1 SP:Iteration 2Q (21.331365 sec): 3 clusters Score: Raw -1400.361544 + Penalty 448.840408 = -951.521136 nChanged 1 SP:Iteration 3Q (21.331638 sec): 3 clusters Score: Raw -1404.969859 + Penalty 447.627559 = -957.342301 nChanged 1 SP:Iteration 4Q (21.331908 sec): 3 clusters Score: Raw -1409.104182 + Penalty 447.405431 = -961.698751 nChanged 1 SP:Iteration 5Q (21.332187 sec): 3 clusters Score: Raw -1411.340934 + Penalty 447.552570 = -963.788364 nChanged 1 SP:Iteration 6Q (21.332459 sec): 3 clusters Score: Raw -1414.617285 + Penalty 447.405431 = -967.211854 nChanged 1 SP:Iteration 7Q (21.332730 sec): 3 clusters Score: Raw -1416.291550 + Penalty 447.405431 = -968.886119 nChanged 0 SP:Iteration 8F (21.333010 sec): 3 clusters Score: Raw -1416.291550 + Penalty 447.405431 = -968.886119 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 39 (100 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.333738 sec): 2 clusters Score: Raw -2960.166332 + Penalty 254.610010 = -2705.556322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.334133 sec): 3 clusters Score: Raw -2935.125515 + Penalty 515.552430 = -2419.573085 nChanged 15 SP:Iteration 1F (21.334529 sec): 3 clusters Score: Raw -2948.162558 + Penalty 519.503142 = -2428.659416 nChanged 5 SP:Iteration 2Q (21.334915 sec): 3 clusters Score: Raw -2956.035299 + Penalty 514.550489 = -2441.484811 nChanged 5 SP:Iteration 3Q (21.335297 sec): 3 clusters Score: Raw -2965.162486 + Penalty 510.229554 = -2454.932932 nChanged 1 SP:Iteration 4Q (21.335677 sec): 3 clusters Score: Raw -2967.621318 + Penalty 510.229554 = -2457.391764 nChanged 0 SP:Iteration 5F (21.336062 sec): 3 clusters Score: Raw -2967.621318 + Penalty 510.229554 = -2457.391764 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 40 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.336595 sec): 2 clusters Score: Raw -832.313419 + Penalty 232.377319 = -599.936100 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.336858 sec): 3 clusters Score: Raw -856.212163 + Penalty 466.029974 = -390.182189 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 41 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.337374 sec): 2 clusters Score: Raw -360.662831 + Penalty 209.370533 = -151.292297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.337602 sec): 3 clusters Score: Raw -370.695322 + Penalty 396.195549 = 25.500227 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 42 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.338136 sec): 2 clusters Score: Raw -903.552648 + Penalty 370.179898 = -533.372750 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.338398 sec): 3 clusters Score: Raw -970.582150 + Penalty 751.211708 = -219.370442 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 43 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.338897 sec): 2 clusters Score: Raw -422.302001 + Penalty 178.742886 = -243.559115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.339129 sec): 3 clusters Score: Raw -440.417702 + Penalty 351.727080 = -88.690621 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 44 (39 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.339691 sec): 2 clusters Score: Raw -1269.107284 + Penalty 428.988187 = -840.119097 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.339973 sec): 3 clusters Score: Raw -1342.016508 + Penalty 859.565146 = -482.451362 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 45 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.340491 sec): 2 clusters Score: Raw -605.455928 + Penalty 216.280554 = -389.175374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.340734 sec): 3 clusters Score: Raw -632.601033 + Penalty 432.286015 = -200.315018 nChanged 1 SP:Iteration 1F (21.340979 sec): 3 clusters Score: Raw -635.003422 + Penalty 432.286015 = -202.717407 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 46 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.341479 sec): 2 clusters Score: Raw -517.516249 + Penalty 233.863971 = -283.652278 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.341717 sec): 3 clusters Score: Raw -544.391156 + Penalty 459.385423 = -85.005733 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 48 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.342226 sec): 2 clusters Score: Raw -618.004168 + Penalty 269.877544 = -348.126623 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.342467 sec): 3 clusters Score: Raw -680.787055 + Penalty 534.725041 = -146.062014 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 49 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.342966 sec): 2 clusters Score: Raw -467.931316 + Penalty 264.173073 = -203.758243 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.343200 sec): 3 clusters Score: Raw -489.972328 + Penalty 528.346147 = 38.373819 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 50 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.343689 sec): 2 clusters Score: Raw -367.706818 + Penalty 227.308924 = -140.397894 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.343923 sec): 3 clusters Score: Raw -396.773057 + Penalty 454.617848 = 57.844791 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 51 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.344414 sec): 2 clusters Score: Raw -399.597127 + Penalty 251.848133 = -147.748994 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.344661 sec): 3 clusters Score: Raw -424.597264 + Penalty 506.811635 = 82.214370 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 52 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.345135 sec): 2 clusters Score: Raw -144.558417 + Penalty 106.736931 = -37.821486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.345345 sec): 3 clusters Score: Raw -141.047818 + Penalty 185.912779 = 44.864961 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 53 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.345815 sec): 2 clusters Score: Raw -109.003560 + Penalty 77.937327 = -31.066233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.346027 sec): 3 clusters Score: Raw -104.520464 + Penalty 155.967538 = 51.447074 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 54 (43 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.346597 sec): 2 clusters Score: Raw -1319.985613 + Penalty 271.202533 = -1048.783080 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.346888 sec): 3 clusters Score: Raw -1328.753166 + Penalty 546.725933 = -782.027233 nChanged 2 SP:Iteration 1Q (21.347170 sec): 3 clusters Score: Raw -1337.169122 + Penalty 546.725933 = -790.443189 nChanged 0 SP:Iteration 2F (21.347454 sec): 3 clusters Score: Raw -1337.169122 + Penalty 546.725933 = -790.443189 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 55 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.347995 sec): 2 clusters Score: Raw -1073.321046 + Penalty 300.293348 = -773.027698 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.348261 sec): 3 clusters Score: Raw -1112.492751 + Penalty 599.481232 = -513.011519 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 56 (78 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.348946 sec): 2 clusters Score: Raw -2423.313933 + Penalty 318.519692 = -2104.794241 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.349311 sec): 3 clusters Score: Raw -2414.063250 + Penalty 652.345897 = -1761.717353 nChanged 9 SP:Iteration 1F (21.349667 sec): 3 clusters Score: Raw -2429.049379 + Penalty 662.075800 = -1766.973579 nChanged 5 SP:Iteration 2F (21.350021 sec): 3 clusters Score: Raw -2438.865697 + Penalty 670.659691 = -1768.206006 nChanged 4 SP:Iteration 3F (21.350374 sec): 3 clusters Score: Raw -2451.137252 + Penalty 669.863997 = -1781.273255 nChanged 1 SP:Iteration 4Q (21.350716 sec): 3 clusters Score: Raw -2452.879654 + Penalty 669.863997 = -1783.015657 nChanged 0 SP:Iteration 5F (21.351072 sec): 3 clusters Score: Raw -2452.879654 + Penalty 669.863997 = -1783.015657 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 57 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.351554 sec): 2 clusters Score: Raw -295.797328 + Penalty 208.778035 = -87.019293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.351778 sec): 3 clusters Score: Raw -304.471510 + Penalty 431.249099 = 126.777589 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 58 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.352279 sec): 2 clusters Score: Raw -540.021132 + Penalty 321.206935 = -218.814197 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.352513 sec): 3 clusters Score: Raw -578.357832 + Penalty 642.413869 = 64.056037 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 59 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.353027 sec): 2 clusters Score: Raw -656.511384 + Penalty 248.432085 = -408.079299 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.353290 sec): 3 clusters Score: Raw -695.640322 + Penalty 496.864170 = -198.776152 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 61 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.353761 sec): 2 clusters Score: Raw -107.667212 + Penalty 84.984971 = -22.682240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.353973 sec): 3 clusters Score: Raw -104.957814 + Penalty 182.028966 = 77.071153 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 62 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.354441 sec): 2 clusters Score: Raw -105.705376 + Penalty 64.249138 = -41.456239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.354638 sec): 2 clusters Score: Raw -105.705376 + Penalty 64.249138 = -41.456239 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 63 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.355108 sec): 2 clusters Score: Raw -142.857764 + Penalty 106.919405 = -35.938359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.355317 sec): 3 clusters Score: Raw -139.898852 + Penalty 195.682696 = 55.783844 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 64 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.355814 sec): 2 clusters Score: Raw -463.285848 + Penalty 240.716660 = -222.569188 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.356047 sec): 3 clusters Score: Raw -481.160892 + Penalty 485.855862 = 4.694970 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 65 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.356516 sec): 2 clusters Score: Raw -106.272773 + Penalty 75.366019 = -30.906754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.356712 sec): 2 clusters Score: Raw -106.272773 + Penalty 75.366019 = -30.906754 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 66 (42 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.357284 sec): 2 clusters Score: Raw -1326.263706 + Penalty 423.846862 = -902.416844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.357572 sec): 3 clusters Score: Raw -1390.138934 + Penalty 845.507587 = -544.631347 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 67 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.358050 sec): 2 clusters Score: Raw -224.671918 + Penalty 144.072526 = -80.599392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.358270 sec): 3 clusters Score: Raw -219.459263 + Penalty 292.528811 = 73.069548 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 68 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.358737 sec): 2 clusters Score: Raw -106.727861 + Penalty 86.806952 = -19.920908 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.358950 sec): 3 clusters Score: Raw -101.267467 + Penalty 182.803788 = 81.536320 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 69 (39 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.359511 sec): 2 clusters Score: Raw -1356.049373 + Penalty 457.075701 = -898.973672 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.359793 sec): 3 clusters Score: Raw -1468.195658 + Penalty 914.400169 = -553.795489 nChanged 1 SP:Iteration 1Q (21.360061 sec): 3 clusters Score: Raw -1475.839979 + Penalty 914.400169 = -561.439810 nChanged 0 SP:Iteration 2F (21.360337 sec): 3 clusters Score: Raw -1475.839979 + Penalty 914.400169 = -561.439810 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 70 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.360846 sec): 2 clusters Score: Raw -221.617104 + Penalty 137.555006 = -84.062097 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.361067 sec): 3 clusters Score: Raw -221.125499 + Penalty 275.110013 = 53.984514 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 71 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.361551 sec): 2 clusters Score: Raw -298.620010 + Penalty 185.786096 = -112.833914 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.361774 sec): 3 clusters Score: Raw -297.536561 + Penalty 373.851935 = 76.315374 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 72 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.362268 sec): 2 clusters Score: Raw -404.290866 + Penalty 180.528482 = -223.762384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.362498 sec): 3 clusters Score: Raw -419.145133 + Penalty 364.756963 = -54.388170 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 73 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.362970 sec): 2 clusters Score: Raw -155.819734 + Penalty 120.771821 = -35.047913 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.363167 sec): 2 clusters Score: Raw -155.819734 + Penalty 120.771821 = -35.047913 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 74 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.363648 sec): 2 clusters Score: Raw -281.739536 + Penalty 182.605761 = -99.133775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.363866 sec): 3 clusters Score: Raw -277.968634 + Penalty 339.312876 = 61.344242 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 75 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.364331 sec): 2 clusters Score: Raw -77.618994 + Penalty 71.775204 = -5.843790 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.364541 sec): 3 clusters Score: Raw -69.233883 + Penalty 143.550408 = 74.316525 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 76 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.365012 sec): 2 clusters Score: Raw -186.646448 + Penalty 182.914740 = -3.731708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.365209 sec): 2 clusters Score: Raw -186.646448 + Penalty 182.914740 = -3.731708 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 77 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.365673 sec): 2 clusters Score: Raw -73.098449 + Penalty 65.932370 = -7.166079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.365867 sec): 2 clusters Score: Raw -73.098449 + Penalty 65.932370 = -7.166079 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 78 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.366333 sec): 2 clusters Score: Raw -126.063206 + Penalty 127.102294 = 1.039088 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.366550 sec): 3 clusters Score: Raw -116.224368 + Penalty 235.263913 = 119.039544 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 79 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.367015 sec): 2 clusters Score: Raw -75.014320 + Penalty 73.618565 = -1.395756 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.367224 sec): 3 clusters Score: Raw -67.774235 + Penalty 147.237130 = 79.462894 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 80 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.367722 sec): 2 clusters Score: Raw -306.318645 + Penalty 264.304180 = -42.014465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.367942 sec): 3 clusters Score: Raw -310.474503 + Penalty 529.138534 = 218.664031 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 81 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.368434 sec): 2 clusters Score: Raw -478.115023 + Penalty 318.422596 = -159.692426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.368663 sec): 3 clusters Score: Raw -493.463027 + Penalty 633.195859 = 139.732832 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 82 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.369138 sec): 2 clusters Score: Raw -235.498624 + Penalty 204.768394 = -30.730230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.369359 sec): 3 clusters Score: Raw -239.759837 + Penalty 409.536789 = 169.776952 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 83 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.369836 sec): 2 clusters Score: Raw -279.116154 + Penalty 239.933537 = -39.182617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.370057 sec): 3 clusters Score: Raw -266.966891 + Penalty 479.867074 = 212.900183 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 84 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.370534 sec): 2 clusters Score: Raw -293.199423 + Penalty 239.727422 = -53.472001 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.370757 sec): 3 clusters Score: Raw -289.612859 + Penalty 495.688213 = 206.075354 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 85 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.371227 sec): 2 clusters Score: Raw -158.604284 + Penalty 135.654192 = -22.950092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.371441 sec): 3 clusters Score: Raw -151.829257 + Penalty 274.187961 = 122.358704 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 86 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.371911 sec): 2 clusters Score: Raw -159.955285 + Penalty 153.497238 = -6.458047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.372124 sec): 3 clusters Score: Raw -155.117109 + Penalty 310.476406 = 155.359297 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 87 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.372606 sec): 2 clusters Score: Raw -303.664809 + Penalty 243.307489 = -60.357319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.372827 sec): 3 clusters Score: Raw -297.847480 + Penalty 489.842578 = 191.995098 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 88 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.373293 sec): 2 clusters Score: Raw -70.564997 + Penalty 71.590244 = 1.025246 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.373487 sec): 2 clusters Score: Raw -70.564997 + Penalty 71.590244 = 1.025246 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 89 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.373966 sec): 2 clusters Score: Raw -198.999466 + Penalty 148.375774 = -50.623692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.374178 sec): 3 clusters Score: Raw -193.632699 + Penalty 261.351667 = 67.718968 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 90 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.374688 sec): 2 clusters Score: Raw -461.090564 + Penalty 209.580333 = -251.510231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.374923 sec): 3 clusters Score: Raw -474.827898 + Penalty 402.022907 = -72.804991 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 91 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.375386 sec): 2 clusters Score: Raw -69.964965 + Penalty 60.557842 = -9.407123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.375594 sec): 3 clusters Score: Raw -64.833119 + Penalty 121.115684 = 56.282564 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 92 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.376064 sec): 2 clusters Score: Raw -152.721567 + Penalty 123.660349 = -29.061219 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.376278 sec): 3 clusters Score: Raw -148.225049 + Penalty 253.482430 = 105.257381 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 93 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.376759 sec): 2 clusters Score: Raw -216.224263 + Penalty 136.486470 = -79.737793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.376979 sec): 3 clusters Score: Raw -216.212120 + Penalty 272.972940 = 56.760820 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 94 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.377460 sec): 2 clusters Score: Raw -310.794832 + Penalty 174.395327 = -136.399505 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.377682 sec): 3 clusters Score: Raw -306.534886 + Penalty 348.790654 = 42.255768 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 95 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.378154 sec): 2 clusters Score: Raw -109.384515 + Penalty 94.870526 = -14.513989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.378364 sec): 3 clusters Score: Raw -104.244627 + Penalty 193.286431 = 89.041804 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 96 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.378830 sec): 2 clusters Score: Raw -68.732929 + Penalty 69.104629 = 0.371700 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.379024 sec): 2 clusters Score: Raw -68.732929 + Penalty 69.104629 = 0.371700 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 97 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.379493 sec): 2 clusters Score: Raw -178.007362 + Penalty 180.169316 = 2.161954 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.379704 sec): 3 clusters Score: Raw -166.886193 + Penalty 346.232358 = 179.346165 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 98 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.380168 sec): 2 clusters Score: Raw -80.766285 + Penalty 82.002643 = 1.236358 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.380377 sec): 3 clusters Score: Raw -71.607999 + Penalty 164.005285 = 92.397286 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 100 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.380855 sec): 2 clusters Score: Raw -207.228566 + Penalty 156.837717 = -50.390848 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.381069 sec): 3 clusters Score: Raw -201.519500 + Penalty 314.123925 = 112.604425 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 101 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.381545 sec): 2 clusters Score: Raw -35.942198 + Penalty 0.000000 = -35.942198 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.381737 sec): 2 clusters Score: Raw -35.942198 + Penalty 0.000000 = -35.942198 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 102 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.382200 sec): 2 clusters Score: Raw -78.513853 + Penalty 80.979695 = 2.465841 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.382407 sec): 3 clusters Score: Raw -70.351886 + Penalty 161.959389 = 91.607503 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 104 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.382877 sec): 2 clusters Score: Raw -130.526840 + Penalty 140.063423 = 9.536584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.383090 sec): 3 clusters Score: Raw -119.940076 + Penalty 276.323158 = 156.383082 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 105 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.383555 sec): 2 clusters Score: Raw -71.002433 + Penalty 78.822163 = 7.819730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.383765 sec): 3 clusters Score: Raw -66.967392 + Penalty 157.644326 = 90.676934 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 106 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.384234 sec): 2 clusters Score: Raw -161.616130 + Penalty 141.242948 = -20.373182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.384448 sec): 3 clusters Score: Raw -153.640135 + Penalty 286.129219 = 132.489084 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 107 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.384918 sec): 2 clusters Score: Raw -146.205102 + Penalty 114.886401 = -31.318702 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.385116 sec): 2 clusters Score: Raw -146.205102 + Penalty 114.886401 = -31.318702 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 108 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.385579 sec): 2 clusters Score: Raw -82.891466 + Penalty 86.955630 = 4.064164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.385788 sec): 3 clusters Score: Raw -74.113945 + Penalty 173.911260 = 99.797316 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 109 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.386252 sec): 2 clusters Score: Raw -78.135199 + Penalty 62.916216 = -15.218983 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.386446 sec): 2 clusters Score: Raw -78.135199 + Penalty 62.916216 = -15.218983 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 110 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.386926 sec): 2 clusters Score: Raw -288.322107 + Penalty 173.461326 = -114.860781 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.387149 sec): 3 clusters Score: Raw -290.268289 + Penalty 328.882500 = 38.614211 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 111 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.387640 sec): 2 clusters Score: Raw -440.710364 + Penalty 297.501303 = -143.209061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.387870 sec): 3 clusters Score: Raw -458.130256 + Penalty 587.916683 = 129.786427 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 113 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.388349 sec): 2 clusters Score: Raw -70.958551 + Penalty 35.849465 = -35.109086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.388544 sec): 2 clusters Score: Raw -70.958551 + Penalty 35.849465 = -35.109086 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 114 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.389022 sec): 2 clusters Score: Raw -315.443645 + Penalty 250.243977 = -65.199668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.389244 sec): 3 clusters Score: Raw -309.426009 + Penalty 500.042903 = 190.616894 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 115 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.389708 sec): 2 clusters Score: Raw -72.608923 + Penalty 43.052550 = -29.556373 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.389912 sec): 3 clusters Score: Raw -66.006429 + Penalty 86.105100 = 20.098671 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 117 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.390402 sec): 2 clusters Score: Raw -340.548609 + Penalty 171.665033 = -168.883576 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.390629 sec): 3 clusters Score: Raw -339.145552 + Penalty 342.510795 = 3.365243 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 119 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.391111 sec): 2 clusters Score: Raw -168.548451 + Penalty 145.622347 = -22.926103 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.391330 sec): 3 clusters Score: Raw -169.899381 + Penalty 293.226345 = 123.326964 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 121 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.391801 sec): 2 clusters Score: Raw -120.495322 + Penalty 116.088925 = -4.406396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.392014 sec): 3 clusters Score: Raw -112.791271 + Penalty 233.923434 = 121.132163 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 123 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.392482 sec): 2 clusters Score: Raw -115.861256 + Penalty 95.554108 = -20.307148 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.392690 sec): 3 clusters Score: Raw -109.643608 + Penalty 189.220199 = 79.576591 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 124 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.393158 sec): 2 clusters Score: Raw -118.618962 + Penalty 97.528638 = -21.090324 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.393354 sec): 2 clusters Score: Raw -118.618962 + Penalty 97.528638 = -21.090324 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 126 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.393818 sec): 2 clusters Score: Raw -74.569833 + Penalty 63.421624 = -11.148209 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.394027 sec): 3 clusters Score: Raw -67.891663 + Penalty 126.843248 = 58.951586 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 127 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.394538 sec): 2 clusters Score: Raw -684.085594 + Penalty 350.846173 = -333.239421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.394794 sec): 3 clusters Score: Raw -730.061108 + Penalty 700.908616 = -29.152492 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 128 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.395260 sec): 2 clusters Score: Raw -74.680006 + Penalty 63.972003 = -10.708003 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.395454 sec): 2 clusters Score: Raw -74.680006 + Penalty 63.972003 = -10.708003 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 129 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.395917 sec): 2 clusters Score: Raw -71.345285 + Penalty 42.068943 = -29.276342 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.396112 sec): 2 clusters Score: Raw -71.345285 + Penalty 42.068943 = -29.276342 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 130 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.396579 sec): 2 clusters Score: Raw -113.694310 + Penalty 93.168584 = -20.525726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.396774 sec): 2 clusters Score: Raw -113.694310 + Penalty 93.168584 = -20.525726 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 131 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.397239 sec): 2 clusters Score: Raw -75.542409 + Penalty 75.263753 = -0.278656 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.397432 sec): 2 clusters Score: Raw -75.542409 + Penalty 75.263753 = -0.278656 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 132 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.397895 sec): 2 clusters Score: Raw -72.804985 + Penalty 54.823681 = -17.981304 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.398090 sec): 2 clusters Score: Raw -72.804985 + Penalty 54.823681 = -17.981304 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 133 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.398553 sec): 2 clusters Score: Raw -77.999062 + Penalty 75.402276 = -2.596786 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.398761 sec): 3 clusters Score: Raw -69.651522 + Penalty 150.804553 = 81.153031 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 134 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.399239 sec): 2 clusters Score: Raw -243.859915 + Penalty 136.347964 = -107.511951 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.399460 sec): 3 clusters Score: Raw -246.867820 + Penalty 269.374559 = 22.506738 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 136 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.399918 sec): 2 clusters Score: Raw -33.734051 + Penalty 0.000000 = -33.734051 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.400108 sec): 2 clusters Score: Raw -33.734051 + Penalty 0.000000 = -33.734051 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 138 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.400576 sec): 2 clusters Score: Raw -119.725831 + Penalty 127.773210 = 8.047379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.400791 sec): 3 clusters Score: Raw -112.464513 + Penalty 264.028004 = 151.563491 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 139 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.401251 sec): 2 clusters Score: Raw -35.292837 + Penalty 0.000000 = -35.292837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.401453 sec): 2 clusters Score: Raw -35.292837 + Penalty 0.000000 = -35.292837 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 140 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.401914 sec): 2 clusters Score: Raw -36.365943 + Penalty 0.000000 = -36.365943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.402106 sec): 2 clusters Score: Raw -36.365943 + Penalty 0.000000 = -36.365943 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 142 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.402575 sec): 2 clusters Score: Raw -138.426079 + Penalty 69.665940 = -68.760139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.402787 sec): 3 clusters Score: Raw -135.121519 + Penalty 114.191434 = -20.930086 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 143 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.403251 sec): 2 clusters Score: Raw -78.724067 + Penalty 66.469155 = -12.254912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.403445 sec): 2 clusters Score: Raw -78.724067 + Penalty 66.469155 = -12.254912 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 145 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.403909 sec): 2 clusters Score: Raw -76.518956 + Penalty 76.836417 = 0.317462 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.404115 sec): 3 clusters Score: Raw -69.469000 + Penalty 153.672835 = 84.203835 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 146 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.404575 sec): 2 clusters Score: Raw -37.693728 + Penalty 0.000000 = -37.693728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.404765 sec): 2 clusters Score: Raw -37.693728 + Penalty 0.000000 = -37.693728 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 147 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.405246 sec): 2 clusters Score: Raw -259.736789 + Penalty 157.464741 = -102.272048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.405471 sec): 3 clusters Score: Raw -266.765123 + Penalty 334.591054 = 67.825931 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 148 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.405931 sec): 2 clusters Score: Raw -36.458037 + Penalty 0.000000 = -36.458037 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.406122 sec): 2 clusters Score: Raw -36.458037 + Penalty 0.000000 = -36.458037 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 149 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.406592 sec): 2 clusters Score: Raw -119.792018 + Penalty 136.822405 = 17.030387 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.406805 sec): 3 clusters Score: Raw -114.006292 + Penalty 260.640663 = 146.634371 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 150 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.407265 sec): 2 clusters Score: Raw -36.518394 + Penalty 0.000000 = -36.518394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.407455 sec): 2 clusters Score: Raw -36.518394 + Penalty 0.000000 = -36.518394 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 154 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.407913 sec): 2 clusters Score: Raw -34.918449 + Penalty 0.000000 = -34.918449 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.408102 sec): 2 clusters Score: Raw -34.918449 + Penalty 0.000000 = -34.918449 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 155 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.408579 sec): 2 clusters Score: Raw -82.783878 + Penalty 85.836189 = 3.052311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.408774 sec): 2 clusters Score: Raw -82.783878 + Penalty 85.836189 = 3.052311 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 156 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.409242 sec): 2 clusters Score: Raw -83.279780 + Penalty 85.746048 = 2.466267 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.409450 sec): 3 clusters Score: Raw -73.515188 + Penalty 171.492096 = 97.976908 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 160 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.409914 sec): 2 clusters Score: Raw -76.224488 + Penalty 82.117589 = 5.893101 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.410122 sec): 3 clusters Score: Raw -69.205632 + Penalty 164.235179 = 95.029547 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 163 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.410582 sec): 2 clusters Score: Raw -33.812115 + Penalty 0.000000 = -33.812115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.410777 sec): 2 clusters Score: Raw -33.812115 + Penalty 0.000000 = -33.812115 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 164 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.411239 sec): 2 clusters Score: Raw -80.351523 + Penalty 72.989738 = -7.361785 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.411433 sec): 2 clusters Score: Raw -80.351523 + Penalty 72.989738 = -7.361785 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 166 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.411892 sec): 2 clusters Score: Raw -34.238621 + Penalty 0.000000 = -34.238621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.412084 sec): 2 clusters Score: Raw -34.238621 + Penalty 0.000000 = -34.238621 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 167 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.412547 sec): 2 clusters Score: Raw -67.901788 + Penalty 59.647522 = -8.254266 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.412756 sec): 3 clusters Score: Raw -62.850116 + Penalty 119.295044 = 56.444928 nChanged 0 Deleting Class 83 (6 points): Lose 81.583590 but Gain 1397.788804 Iteration 20F (23.746362 sec): 146 clusters Score: Raw -973582.813055 + Penalty 134694.202631 = -838888.610424 nChanged 502 Deleting Class 76 (4 points): Lose 67.737311 but Gain 1377.284174 Iteration 21Q (23.967228 sec): 145 clusters Score: Raw -973790.369760 + Penalty 133384.181265 = -840406.188495 nChanged 289 Deleting Class 104 (3 points): Lose 31.442693 but Gain 1330.793264 Iteration 22Q (24.174447 sec): 144 clusters Score: Raw -973925.002496 + Penalty 132290.144646 = -841634.857850 nChanged 237 Deleting Class 33 (2 points): Lose 12.799219 but Gain 1311.073779 Iteration 23Q (24.369593 sec): 143 clusters Score: Raw -974015.437718 + Penalty 130950.807951 = -843064.629767 nChanged 222 Deleting Class 97 (4 points): Lose 61.676772 but Gain 1356.612089 Iteration 24Q (24.563391 sec): 142 clusters Score: Raw -974044.129628 + Penalty 129616.936703 = -844427.192925 nChanged 191 Deleting Class 80 (7 points): Lose 126.428899 but Gain 1417.788855 Iteration 25Q (24.751184 sec): 141 clusters Score: Raw -973998.755330 + Penalty 129701.376218 = -844297.379112 nChanged 155 Deleting Class 108 (2 points): Lose 27.496431 but Gain 1309.491112 Iteration 26F (26.957969 sec): 140 clusters Score: Raw -974033.416482 + Penalty 128377.146920 = -845656.269562 nChanged 120 Deleting Class 146 (1 points): Lose 14.116959 but Gain 1290.090456 Iteration 27Q (27.141674 sec): 139 clusters Score: Raw -974060.443569 + Penalty 127072.981044 = -846987.462526 nChanged 89 Deleting Class 156 (2 points): Lose 18.251551 but Gain 1291.275647 Iteration 28Q (27.321912 sec): 138 clusters Score: Raw -974064.067929 + Penalty 125788.844265 = -848275.223664 nChanged 84 Deleting Class 155 (2 points): Lose 31.200229 but Gain 1292.633114 Iteration 29Q (27.499866 sec): 137 clusters Score: Raw -974058.912062 + Penalty 124482.474748 = -849576.437313 nChanged 72 Deleting Class 149 (3 points): Lose 58.273191 but Gain 1299.999175 Iteration 30F (29.637463 sec): 136 clusters Score: Raw -974015.672963 + Penalty 123182.312054 = -850833.360909 nChanged 53 Deleting Class 87 (7 points): Lose 76.862071 but Gain 1305.157741 Iteration 31Q (29.812821 sec): 135 clusters Score: Raw -973955.095161 + Penalty 121943.067060 = -852012.028101 nChanged 46 Deleting Class 114 (7 points): Lose 117.798822 but Gain 1342.366670 Iteration 32Q (29.985751 sec): 134 clusters Score: Raw -973872.290104 + Penalty 120633.254385 = -853239.035719 nChanged 40 Deleting Class 36 (29 points): Lose 240.798851 but Gain 1460.765353 Iteration 33Q (30.158175 sec): 133 clusters Score: Raw -973720.798683 + Penalty 119323.282117 = -854397.516566 nChanged 64 Deleting Class 84 (7 points): Lose 71.159522 but Gain 1285.953433 Iteration 34Q (30.331661 sec): 132 clusters Score: Raw -973788.640997 + Penalty 118103.989981 = -855684.651016 nChanged 53 Deleting Class 98 (2 points): Lose 20.654328 but Gain 1234.902578 Iteration 35Q (30.503039 sec): 131 clusters Score: Raw -973842.076164 + Penalty 116891.452386 = -856950.623778 nChanged 40 Deleting Class 81 (12 points): Lose 179.882220 but Gain 1392.884576 Iteration 36Q (30.672760 sec): 130 clusters Score: Raw -973679.200014 + Penalty 115576.908868 = -858102.291146 nChanged 42 Deleting Class 140 (1 points): Lose 2.465523 but Gain 1205.964938 Iteration 37Q (30.843418 sec): 129 clusters Score: Raw -973751.101316 + Penalty 114395.535161 = -859355.566155 nChanged 33 Deleting Class 150 (1 points): Lose 4.339079 but Gain 1203.789248 Iteration 38Q (31.011179 sec): 128 clusters Score: Raw -973772.173252 + Penalty 113206.280987 = -860565.892265 nChanged 24 Deleting Class 101 (1 points): Lose 10.805394 but Gain 1209.982548 Iteration 39Q (31.178877 sec): 127 clusters Score: Raw -973773.751871 + Penalty 112035.659301 = -861738.092570 nChanged 24 Deleting Class 128 (1 points): Lose 7.549379 but Gain 1198.191356 Iteration 40F (33.167813 sec): 126 clusters Score: Raw -973787.207506 + Penalty 109293.667230 = -864493.540276 nChanged 20 Deleting Class 148 (1 points): Lose 7.134336 but Gain 1195.057936 Iteration 41Q (33.334082 sec): 125 clusters Score: Raw -973809.810742 + Penalty 108097.955040 = -865711.855701 nChanged 22 Deleting Class 102 (2 points): Lose 35.061760 but Gain 1219.497692 Iteration 42Q (33.500434 sec): 124 clusters Score: Raw -973785.199869 + Penalty 106955.023681 = -866830.176188 nChanged 19 Deleting Class 78 (3 points): Lose 24.801895 but Gain 1207.644881 Iteration 43Q (33.665819 sec): 123 clusters Score: Raw -973793.428157 + Penalty 105778.265332 = -868015.162825 nChanged 16 Deleting Class 138 (3 points): Lose 36.291024 but Gain 1214.019497 Iteration 44Q (33.830074 sec): 122 clusters Score: Raw -973768.547053 + Penalty 104603.362399 = -869165.184654 nChanged 16 Deleting Class 105 (2 points): Lose 11.596171 but Gain 1187.006776 Iteration 45Q (33.992960 sec): 121 clusters Score: Raw -973772.653004 + Penalty 103421.837879 = -870350.815125 nChanged 13 Deleting Class 160 (4 points): Lose 70.822325 but Gain 1236.273157 Iteration 46Q (34.158193 sec): 120 clusters Score: Raw -973707.731812 + Penalty 103399.809209 = -870307.922603 nChanged 16 Deleting Class 127 (21 points): Lose 129.071854 but Gain 1293.204576 Iteration 47F (36.042961 sec): 119 clusters Score: Raw -973594.752578 + Penalty 101105.578682 = -872489.173896 nChanged 32 Deleting Class 58 (15 points): Lose 128.356660 but Gain 1288.047872 Iteration 48Q (36.206342 sec): 118 clusters Score: Raw -973555.464951 + Penalty 99976.468825 = -873578.996126 nChanged 28 Deleting Class 111 (12 points): Lose 138.411598 but Gain 1297.173036 Iteration 49Q (36.367659 sec): 117 clusters Score: Raw -973494.961981 + Penalty 98729.284743 = -874765.677238 nChanged 22 Deleting Class 131 (3 points): Lose 31.286499 but Gain 1187.020502 Iteration 50F (38.237538 sec): 116 clusters Score: Raw -973517.841840 + Penalty 97574.994481 = -875942.847359 nChanged 12 Deleting Class 82 (6 points): Lose 55.754990 but Gain 1192.926061 Iteration 51Q (38.398289 sec): 115 clusters Score: Raw -973499.249203 + Penalty 96431.971438 = -877067.277765 nChanged 14 Deleting Class 145 (2 points): Lose 21.473425 but Gain 1157.102831 Iteration 52Q (38.557867 sec): 114 clusters Score: Raw -973499.546501 + Penalty 95344.387550 = -878155.158951 nChanged 11 Deleting Class 133 (2 points): Lose 8.012911 but Gain 1135.505667 Iteration 53Q (38.715921 sec): 113 clusters Score: Raw -973506.743356 + Penalty 94192.097983 = -879314.645373 nChanged 6 Deleting Class 75 (3 points): Lose 50.180183 but Gain 1177.634040 Iteration 54Q (38.872745 sec): 112 clusters Score: Raw -973464.685579 + Penalty 93023.357275 = -880441.328304 nChanged 3 Deleting Class 86 (6 points): Lose 75.920763 but Gain 1185.342599 Iteration 55Q (39.029796 sec): 111 clusters Score: Raw -973398.078546 + Penalty 91895.993511 = -881502.085034 nChanged 7 Deleting Class 166 (1 points): Lose 0.701124 but Gain 1092.910516 Iteration 56Q (39.187158 sec): 110 clusters Score: Raw -973435.925024 + Penalty 90812.824304 = -882623.100719 nChanged 3 Deleting Class 12 (10 points): Lose 74.187740 but Gain 1165.215437 Iteration 57Q (39.342767 sec): 109 clusters Score: Raw -973366.817186 + Penalty 89653.625754 = -883713.191432 nChanged 10 Deleting Class 79 (2 points): Lose 19.151088 but Gain 1108.644215 Iteration 58Q (39.497284 sec): 108 clusters Score: Raw -973361.155678 + Penalty 88563.455375 = -884797.700302 nChanged 3 Deleting Class 121 (3 points): Lose 29.507353 but Gain 1103.002884 Iteration 59Q (39.650528 sec): 107 clusters Score: Raw -973339.800865 + Penalty 87474.742476 = -885865.058389 nChanged 3 Deleting Class 164 (2 points): Lose 25.794325 but Gain 1099.174526 Iteration 60F (41.398177 sec): 106 clusters Score: Raw -973320.003450 + Penalty 86380.146568 = -886939.856882 nChanged 2 Deleting Class 69 (43 points): Lose 254.614019 but Gain 1318.257914 Iteration 61Q (41.551252 sec): 105 clusters Score: Raw -973070.318394 + Penalty 85162.556269 = -887907.762125 nChanged 44 Deleting Class 30 (3 points): Lose 33.602362 but Gain 1093.954256 Iteration 62Q (41.706497 sec): 104 clusters Score: Raw -973151.036158 + Penalty 84067.243025 = -889083.793133 nChanged 12 Deleting Class 88 (2 points): Lose 32.250558 but Gain 1078.099114 Iteration 63Q (41.859742 sec): 103 clusters Score: Raw -973131.652595 + Penalty 82998.021967 = -890133.630628 nChanged 11 Deleting Class 26 (23 points): Lose 152.396733 but Gain 1189.674215 Iteration 64Q (42.011537 sec): 102 clusters Score: Raw -972992.473228 + Penalty 81827.981407 = -891164.491821 nChanged 36 Deleting Class 106 (4 points): Lose 30.941654 but Gain 1063.510121 Iteration 65Q (42.163588 sec): 101 clusters Score: Raw -973028.294029 + Penalty 80762.901255 = -892265.392774 nChanged 26 Deleting Class 51 (12 points): Lose 92.797802 but Gain 1123.581348 Iteration 66Q (42.314873 sec): 100 clusters Score: Raw -972976.018949 + Penalty 79655.234359 = -893320.784590 nChanged 25 Deleting Class 42 (39 points): Lose 262.330280 but Gain 1287.810442 Iteration 67Q (42.466795 sec): 99 clusters Score: Raw -972749.898879 + Penalty 78746.834808 = -894003.064070 nChanged 54 Deleting Class 16 (50 points): Lose 224.785990 but Gain 1248.772366 Iteration 68Q (42.618000 sec): 98 clusters Score: Raw -972706.535732 + Penalty 77738.166474 = -894968.369258 nChanged 72 Deleting Class 154 (1 points): Lose 4.816510 but Gain 1020.657980 Iteration 69Q (42.768803 sec): 97 clusters Score: Raw -972869.593682 + Penalty 76765.844250 = -896103.749432 nChanged 28 Deleting Class 91 (3 points): Lose 37.358534 but Gain 1044.676409 Iteration 70F (44.308705 sec): 96 clusters Score: Raw -972867.693492 + Penalty 75731.465359 = -897136.228133 nChanged 28 Deleting Class 96 (2 points): Lose 36.040627 but Gain 1040.667496 Iteration 71Q (44.458928 sec): 95 clusters Score: Raw -972876.305263 + Penalty 74765.949456 = -898110.355807 nChanged 16 Deleting Class 77 (3 points): Lose 45.771993 but Gain 1069.400436 Iteration 72Q (44.605164 sec): 94 clusters Score: Raw -972875.647745 + Penalty 73697.244177 = -899178.403568 nChanged 18 Deleting Class 44 (45 points): Lose 271.128152 but Gain 1268.619078 Iteration 73Q (44.752249 sec): 93 clusters Score: Raw -972631.558814 + Penalty 72621.958762 = -900009.600052 nChanged 62 Deleting Class 74 (9 points): Lose 72.386743 but Gain 1064.663558 Iteration 74Q (44.901543 sec): 92 clusters Score: Raw -972724.833472 + Penalty 71574.398140 = -901150.435332 nChanged 39 Deleting Class 139 (1 points): Lose 8.630748 but Gain 1000.568681 Iteration 75Q (45.048390 sec): 91 clusters Score: Raw -972759.209918 + Penalty 70577.795477 = -902181.414440 nChanged 22 Deleting Class 100 (5 points): Lose 29.637623 but Gain 1017.200571 Iteration 76Q (45.192775 sec): 90 clusters Score: Raw -972741.945448 + Penalty 69572.505655 = -903169.439793 nChanged 21 Deleting Class 57 (8 points): Lose 62.802232 but Gain 1048.017175 Iteration 77Q (45.336451 sec): 89 clusters Score: Raw -972695.857602 + Penalty 68426.767399 = -904269.090203 nChanged 23 Deleting Class 49 (19 points): Lose 110.893226 but Gain 1116.153291 Iteration 78Q (45.479747 sec): 88 clusters Score: Raw -972615.120151 + Penalty 67375.937276 = -905239.182875 nChanged 29 Deleting Class 143 (2 points): Lose 17.843853 but Gain 1000.979094 Iteration 79Q (45.622552 sec): 87 clusters Score: Raw -972642.911651 + Penalty 66381.951852 = -906260.959799 nChanged 8 Deleting Class 85 (4 points): Lose 38.146537 but Gain 1021.428733 Iteration 80F (47.000644 sec): 86 clusters Score: Raw -972609.358962 + Penalty 65398.174790 = -907211.184172 nChanged 8 Deleting Class 66 (43 points): Lose 280.941258 but Gain 1249.984551 Iteration 81Q (47.141444 sec): 85 clusters Score: Raw -972341.792159 + Penalty 64262.954927 = -908078.837232 nChanged 48 Deleting Class 29 (15 points): Lose 88.675640 but Gain 1048.265623 Iteration 82Q (47.285723 sec): 84 clusters Score: Raw -972401.188923 + Penalty 63247.243022 = -909153.945901 nChanged 23 Deleting Class 119 (6 points): Lose 59.981788 but Gain 1002.108831 Iteration 83Q (47.428499 sec): 83 clusters Score: Raw -972377.847532 + Penalty 62269.261848 = -910108.585684 nChanged 14 Deleting Class 50 (10 points): Lose 93.331245 but Gain 1030.459926 Iteration 84Q (47.568135 sec): 82 clusters Score: Raw -972302.751777 + Penalty 61245.335539 = -911057.416238 nChanged 17 Deleting Class 24 (33 points): Lose 174.508811 but Gain 1108.591651 Iteration 85Q (47.707068 sec): 81 clusters Score: Raw -972152.285463 + Penalty 60174.933954 = -911977.351509 nChanged 39 Deleting Class 109 (2 points): Lose 15.273031 but Gain 947.474306 Iteration 86Q (47.847017 sec): 80 clusters Score: Raw -972220.274897 + Penalty 59238.502763 = -912981.772133 nChanged 16 Deleting Class 64 (13 points): Lose 52.631661 but Gain 979.620045 Iteration 87Q (47.984434 sec): 79 clusters Score: Raw -972182.710404 + Penalty 58275.947848 = -913906.762555 nChanged 22 Deleting Class 126 (2 points): Lose 28.597596 but Gain 955.085405 Iteration 88Q (48.121806 sec): 78 clusters Score: Raw -972179.122372 + Penalty 57322.636673 = -914856.485698 nChanged 13 Deleting Class 89 (5 points): Lose 36.685010 but Gain 962.319040 Iteration 89Q (48.257638 sec): 77 clusters Score: Raw -972170.947621 + Penalty 56372.525984 = -915798.421636 nChanged 23 Deleting Class 41 (10 points): Lose 35.350114 but Gain 949.139789 Iteration 90F (49.482896 sec): 76 clusters Score: Raw -972157.192341 + Penalty 55446.032985 = -916711.159356 nChanged 23 Deleting Class 27 (22 points): Lose 172.159473 but Gain 1085.183163 Iteration 91Q (49.625197 sec): 75 clusters Score: Raw -972002.585516 + Penalty 54414.870869 = -917587.714647 nChanged 27 Deleting Class 25 (33 points): Lose 138.036205 but Gain 1039.792247 Iteration 92Q (49.763649 sec): 74 clusters Score: Raw -971928.852185 + Penalty 53378.192845 = -918550.659340 nChanged 39 Deleting Class 107 (5 points): Lose 32.083092 but Gain 931.681883 Iteration 93Q (49.900837 sec): 73 clusters Score: Raw -971965.349615 + Penalty 52468.805608 = -919496.544007 nChanged 18 Deleting Class 92 (4 points): Lose 31.861304 but Gain 931.119281 Iteration 94Q (50.033603 sec): 72 clusters Score: Raw -971949.501161 + Penalty 51553.002968 = -920396.498193 nChanged 9 Deleting Class 48 (17 points): Lose 97.863505 but Gain 994.300782 Iteration 95Q (50.169863 sec): 71 clusters Score: Raw -971860.163705 + Penalty 50578.115765 = -921282.047941 nChanged 19 Deleting Class 46 (15 points): Lose 78.962426 but Gain 973.629942 Iteration 96Q (50.305117 sec): 70 clusters Score: Raw -971806.049232 + Penalty 49627.138782 = -922178.910450 nChanged 16 Deleting Class 22 (21 points): Lose 93.825843 but Gain 988.200886 Iteration 97Q (50.436621 sec): 69 clusters Score: Raw -971742.826505 + Penalty 48647.422653 = -923095.403852 nChanged 23 Deleting Class 95 (3 points): Lose 10.158714 but Gain 901.399192 Iteration 98Q (50.571245 sec): 68 clusters Score: Raw -971762.721318 + Penalty 47747.162978 = -924015.558340 nChanged 5 Deleting Class 167 (2 points): Lose 10.136440 but Gain 898.250059 Iteration 99Q (50.702171 sec): 67 clusters Score: Raw -971757.673646 + Penalty 46854.110126 = -924903.563520 nChanged 4 Deleting Class 124 (3 points): Lose 37.792612 but Gain 926.654877 Iteration 100F (51.767711 sec): 66 clusters Score: Raw -971724.349850 + Penalty 45945.715776 = -925778.634074 nChanged 5 Deleting Class 23 (13 points): Lose 53.399465 but Gain 940.430521 Iteration 101Q (51.899805 sec): 65 clusters Score: Raw -971679.613344 + Penalty 45017.335551 = -926662.277793 nChanged 16 Deleting Class 71 (8 points): Lose 48.560761 but Gain 932.602989 Iteration 102Q (52.029348 sec): 64 clusters Score: Raw -971654.241357 + Penalty 44096.784995 = -927557.456362 nChanged 10 Deleting Class 90 (16 points): Lose 50.716224 but Gain 931.647054 Iteration 103Q (52.156740 sec): 63 clusters Score: Raw -971618.694008 + Penalty 43200.852082 = -928417.841926 nChanged 17 Deleting Class 123 (3 points): Lose 29.447436 but Gain 907.894151 Iteration 104Q (52.284437 sec): 62 clusters Score: Raw -971614.111022 + Penalty 42302.888806 = -929311.222216 nChanged 6 Deleting Class 67 (7 points): Lose 23.897174 but Gain 889.565038 Iteration 105Q (52.412680 sec): 61 clusters Score: Raw -971601.424532 + Penalty 41420.806120 = -930180.618412 nChanged 10 Deleting Class 73 (4 points): Lose 45.413984 but Gain 909.369675 Iteration 106Q (52.540670 sec): 60 clusters Score: Raw -971566.412437 + Penalty 40516.478881 = -931049.933556 nChanged 5 Deleting Class 130 (3 points): Lose 24.233340 but Gain 885.228429 Iteration 107Q (52.667863 sec): 59 clusters Score: Raw -971552.065426 + Penalty 39629.420322 = -931922.645104 nChanged 10 Deleting Class 110 (10 points): Lose 41.985054 but Gain 896.849124 Iteration 108Q (52.793003 sec): 58 clusters Score: Raw -971518.454805 + Penalty 38744.433567 = -932774.021238 nChanged 17 Deleting Class 94 (8 points): Lose 37.677871 but Gain 875.423977 Iteration 109Q (52.918031 sec): 57 clusters Score: Raw -971501.151581 + Penalty 37860.068045 = -933641.083536 nChanged 15 Deleting Class 132 (2 points): Lose 8.666148 but Gain 825.606375 Iteration 110F (53.842245 sec): 56 clusters Score: Raw -971507.243070 + Penalty 37029.021637 = -934478.221433 nChanged 12 Deleting Class 147 (9 points): Lose 43.957973 but Gain 859.480029 Iteration 111Q (53.965053 sec): 55 clusters Score: Raw -971470.267620 + Penalty 36202.731352 = -935267.536268 nChanged 14 Deleting Class 55 (34 points): Lose 125.154262 but Gain 938.748884 Iteration 112Q (54.086592 sec): 54 clusters Score: Raw -971364.002750 + Penalty 35299.014336 = -936064.988414 nChanged 42 Deleting Class 163 (1 points): Lose 8.434548 but Gain 809.362016 Iteration 113Q (54.209538 sec): 53 clusters Score: Raw -971417.356120 + Penalty 34501.873843 = -936915.482277 nChanged 10 Deleting Class 37 (47 points): Lose 256.532342 but Gain 1051.354882 Iteration 114Q (54.330028 sec): 52 clusters Score: Raw -971167.565509 + Penalty 33524.556384 = -937643.009125 nChanged 53 Deleting Class 52 (4 points): Lose 14.049321 but Gain 803.691850 Iteration 115Q (54.454210 sec): 51 clusters Score: Raw -971266.580188 + Penalty 32698.326561 = -938568.253627 nChanged 22 Deleting Class 63 (4 points): Lose 18.928725 but Gain 805.065812 Iteration 116Q (54.576570 sec): 50 clusters Score: Raw -971278.078707 + Penalty 31883.591124 = -939394.487584 nChanged 13 Deleting Class 32 (13 points): Lose 66.780726 but Gain 850.369169 Iteration 117Q (54.694764 sec): 49 clusters Score: Raw -971221.108189 + Penalty 31060.091184 = -940161.017005 nChanged 19 Deleting Class 61 (3 points): Lose 31.291927 but Gain 807.472962 Iteration 118Q (54.815593 sec): 48 clusters Score: Raw -971221.983469 + Penalty 30258.052910 = -940963.930559 nChanged 12 Writing temp clu file Memory request: 0.16 GB would take us to total of 0.31 GB. Compute initial score before splitting: Score: Raw -971221.983469 + Penalty 30258.052910 = -940963.930559Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 1 (1727 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.930895 sec): 2 clusters Score: Raw -59257.476881 + Penalty 241.493149 = -59015.983732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.934112 sec): 3 clusters Score: Raw -58155.681547 + Penalty 482.993267 = -57672.688280 nChanged 763 SP:Iteration 1F (54.937265 sec): 3 clusters Score: Raw -58680.914574 + Penalty 483.059653 = -58197.854921 nChanged 267 SP:Iteration 2F (54.940447 sec): 3 clusters Score: Raw -58931.821053 + Penalty 485.447614 = -58446.373439 nChanged 178 SP:Iteration 3F (54.943708 sec): 3 clusters Score: Raw -59099.248801 + Penalty 491.029269 = -58608.219531 nChanged 102 SP:Iteration 4F (54.946948 sec): 3 clusters Score: Raw -59191.082646 + Penalty 496.620945 = -58694.461701 nChanged 68 SP:Iteration 5Q (54.950126 sec): 3 clusters Score: Raw -59242.422739 + Penalty 501.974245 = -58740.448493 nChanged 61 SP:Iteration 6Q (54.953232 sec): 3 clusters Score: Raw -59278.186442 + Penalty 505.563296 = -58772.623146 nChanged 38 SP:Iteration 7Q (54.956287 sec): 3 clusters Score: Raw -59295.131253 + Penalty 509.492821 = -58785.638432 nChanged 36 SP:Iteration 8Q (54.959312 sec): 3 clusters Score: Raw -59309.433461 + Penalty 511.038542 = -58798.394919 nChanged 20 SP:Iteration 9Q (54.962249 sec): 3 clusters Score: Raw -59316.409193 + Penalty 512.578451 = -58803.830741 nChanged 16 SP:Iteration 10F (54.965555 sec): 3 clusters Score: Raw -59321.231394 + Penalty 513.236198 = -58807.995196 nChanged 14 SP:Iteration 11Q (54.968512 sec): 3 clusters Score: Raw -59325.075237 + Penalty 513.994534 = -58811.080703 nChanged 13 SP:Iteration 12Q (54.971371 sec): 3 clusters Score: Raw -59329.813664 + Penalty 515.355904 = -58814.457760 nChanged 13 SP:Iteration 13Q (54.974304 sec): 3 clusters Score: Raw -59334.848148 + Penalty 515.739982 = -58819.108166 nChanged 8 SP:Iteration 14Q (54.977233 sec): 3 clusters Score: Raw -59336.944831 + Penalty 516.071533 = -58820.873299 nChanged 7 SP:Iteration 15Q (54.980127 sec): 3 clusters Score: Raw -59338.869663 + Penalty 516.578361 = -58822.291303 nChanged 9 SP:Iteration 16Q (54.983041 sec): 3 clusters Score: Raw -59341.929406 + Penalty 517.625603 = -58824.303802 nChanged 7 SP:Iteration 17Q (54.985962 sec): 3 clusters Score: Raw -59343.678011 + Penalty 518.097140 = -58825.580870 nChanged 6 SP:Iteration 18Q (54.988873 sec): 3 clusters Score: Raw -59344.620330 + Penalty 518.354133 = -58826.266197 nChanged 1 SP:Iteration 19Q (54.991720 sec): 3 clusters Score: Raw -59344.710039 + Penalty 518.563745 = -58826.146294 nChanged 1 SP:Iteration 20F (54.994864 sec): 3 clusters Score: Raw -59344.752247 + Penalty 518.616632 = -58826.135615 nChanged 1 SP:Iteration 21F (54.998221 sec): 3 clusters Score: Raw -59344.806925 + Penalty 518.616632 = -58826.190293 nChanged 0 Memory request: 0.04 GB would take us to total of 0.35 GB. Trying to split cluster 2 (8538 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55.038018 sec): 2 clusters Score: Raw -282706.343814 + Penalty 402.380523 = -282303.963290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.053847 sec): 3 clusters Score: Raw -277375.591429 + Penalty 803.576946 = -276572.014483 nChanged 3908 SP:Iteration 1F (55.069531 sec): 3 clusters Score: Raw -279667.444020 + Penalty 802.862688 = -278864.581332 nChanged 554 SP:Iteration 2F (55.084749 sec): 3 clusters Score: Raw -279912.780367 + Penalty 802.174882 = -279110.605484 nChanged 501 SP:Iteration 3F (55.100163 sec): 3 clusters Score: Raw -280219.926915 + Penalty 801.304238 = -279418.622676 nChanged 520 SP:Iteration 4F (55.115795 sec): 3 clusters Score: Raw -280586.698212 + Penalty 799.969964 = -279786.728249 nChanged 553 SP:Iteration 5F (55.131294 sec): 3 clusters Score: Raw -281001.843640 + Penalty 799.258930 = -280202.584710 nChanged 449 SP:Iteration 6F (55.146555 sec): 3 clusters Score: Raw -281252.878418 + Penalty 798.595956 = -280454.282462 nChanged 329 SP:Iteration 7Q (55.161986 sec): 3 clusters Score: Raw -281373.424775 + Penalty 798.215650 = -280575.209126 nChanged 202 SP:Iteration 8Q (55.177169 sec): 3 clusters Score: Raw -281424.068040 + Penalty 797.650709 = -280626.417331 nChanged 140 SP:Iteration 9Q (55.192190 sec): 3 clusters Score: Raw -281465.029342 + Penalty 796.902054 = -280668.127288 nChanged 146 SP:Iteration 10F (55.207522 sec): 3 clusters Score: Raw -281511.419866 + Penalty 795.958438 = -280715.461427 nChanged 152 SP:Iteration 11Q (55.222514 sec): 3 clusters Score: Raw -281565.118287 + Penalty 794.580550 = -280770.537738 nChanged 154 SP:Iteration 12Q (55.237685 sec): 3 clusters Score: Raw -281620.699183 + Penalty 793.624312 = -280827.074871 nChanged 165 SP:Iteration 13Q (55.252473 sec): 3 clusters Score: Raw -281679.895766 + Penalty 792.859570 = -280887.036197 nChanged 158 SP:Iteration 14Q (55.267361 sec): 3 clusters Score: Raw -281736.742142 + Penalty 792.494109 = -280944.248033 nChanged 171 SP:Iteration 15Q (55.282640 sec): 3 clusters Score: Raw -281809.384343 + Penalty 792.081593 = -281017.302750 nChanged 173 SP:Iteration 16Q (55.297825 sec): 3 clusters Score: Raw -281886.350852 + Penalty 791.867206 = -281094.483646 nChanged 198 SP:Iteration 17Q (55.312953 sec): 3 clusters Score: Raw -282006.204234 + Penalty 792.489737 = -281213.714497 nChanged 260 SP:Iteration 18Q (55.327896 sec): 3 clusters Score: Raw -282234.204921 + Penalty 794.028346 = -281440.176574 nChanged 322 SP:Iteration 19Q (55.342857 sec): 3 clusters Score: Raw -282647.900470 + Penalty 796.623719 = -281851.276751 nChanged 402 SP:Iteration 20F (55.358678 sec): 3 clusters Score: Raw -283336.476974 + Penalty 798.994055 = -282537.482920 nChanged 378 SP:Iteration 21Q (55.373040 sec): 3 clusters Score: Raw -284018.027114 + Penalty 800.720905 = -283217.306209 nChanged 292 SP:Iteration 22Q (55.387401 sec): 3 clusters Score: Raw -284411.737494 + Penalty 801.461541 = -283610.275954 nChanged 176 SP:Iteration 23Q (55.400724 sec): 3 clusters Score: Raw -284590.828895 + Penalty 801.576559 = -283789.252336 nChanged 88 SP:Iteration 24Q (55.413808 sec): 3 clusters Score: Raw -284635.575508 + Penalty 801.558206 = -283834.017302 nChanged 38 SP:Iteration 25Q (55.426609 sec): 3 clusters Score: Raw -284644.497276 + Penalty 801.700307 = -283842.796969 nChanged 19 SP:Iteration 26Q (55.439983 sec): 3 clusters Score: Raw -284646.992406 + Penalty 801.741632 = -283845.250774 nChanged 11 SP:Iteration 27Q (55.452835 sec): 3 clusters Score: Raw -284647.967635 + Penalty 801.713173 = -283846.254462 nChanged 5 SP:Iteration 28Q (55.465876 sec): 3 clusters Score: Raw -284648.181255 + Penalty 801.722868 = -283846.458387 nChanged 1 SP:Iteration 29Q (55.478636 sec): 3 clusters Score: Raw -284648.192220 + Penalty 801.722868 = -283846.469352 nChanged 0 SP:Iteration 30F (55.494280 sec): 3 clusters Score: Raw -284648.192220 + Penalty 801.722868 = -283846.469352 nChanged 0 Score: Raw -1000222.100436 + Penalty 30718.540144 = -969503.560292 Splitting cluster 2 changes total score from -940963.930559 to -969503.560292 So it's getting split into cluster 12. Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 3 (346 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.273608 sec): 2 clusters Score: Raw -9974.641283 + Penalty 507.147774 = -9467.493509 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.274426 sec): 3 clusters Score: Raw -9882.001071 + Penalty 1013.774460 = -8868.226611 nChanged 91 SP:Iteration 1F (56.275250 sec): 3 clusters Score: Raw -9982.353043 + Penalty 1015.546697 = -8966.806346 nChanged 25 SP:Iteration 2F (56.276052 sec): 3 clusters Score: Raw -10029.084743 + Penalty 1017.139653 = -9011.945090 nChanged 11 SP:Iteration 3Q (56.276839 sec): 3 clusters Score: Raw -10084.657409 + Penalty 1016.118945 = -9068.538464 nChanged 11 SP:Iteration 4Q (56.277618 sec): 3 clusters Score: Raw -10111.232207 + Penalty 1013.436017 = -9097.796190 nChanged 12 SP:Iteration 5Q (56.278397 sec): 3 clusters Score: Raw -10129.613144 + Penalty 1013.663319 = -9115.949824 nChanged 6 SP:Iteration 6Q (56.279167 sec): 3 clusters Score: Raw -10139.172708 + Penalty 1013.768352 = -9125.404356 nChanged 8 SP:Iteration 7Q (56.279935 sec): 3 clusters Score: Raw -10153.289288 + Penalty 1013.862834 = -9139.426454 nChanged 10 SP:Iteration 8Q (56.280699 sec): 3 clusters Score: Raw -10167.168276 + Penalty 1014.412400 = -9152.755876 nChanged 9 SP:Iteration 9Q (56.281462 sec): 3 clusters Score: Raw -10180.409691 + Penalty 1014.755017 = -9165.654673 nChanged 5 SP:Iteration 10F (56.282263 sec): 3 clusters Score: Raw -10187.315242 + Penalty 1015.166693 = -9172.148549 nChanged 7 SP:Iteration 11Q (56.283025 sec): 3 clusters Score: Raw -10197.593460 + Penalty 1015.148921 = -9182.444539 nChanged 5 SP:Iteration 12Q (56.283782 sec): 3 clusters Score: Raw -10203.966720 + Penalty 1016.063635 = -9187.903085 nChanged 7 SP:Iteration 13Q (56.284538 sec): 3 clusters Score: Raw -10213.551198 + Penalty 1016.572481 = -9196.978717 nChanged 5 SP:Iteration 14Q (56.285287 sec): 3 clusters Score: Raw -10217.618491 + Penalty 1018.291862 = -9199.326630 nChanged 7 SP:Iteration 15Q (56.286036 sec): 3 clusters Score: Raw -10224.009299 + Penalty 1019.095871 = -9204.913428 nChanged 3 SP:Iteration 16Q (56.286785 sec): 3 clusters Score: Raw -10225.700143 + Penalty 1020.797965 = -9204.902178 nChanged 3 SP:Iteration 17F (56.287586 sec): 3 clusters Score: Raw -10228.554877 + Penalty 1021.812076 = -9206.742801 nChanged 4 SP:Iteration 18Q (56.288337 sec): 3 clusters Score: Raw -10231.605172 + Penalty 1023.761728 = -9207.843444 nChanged 5 SP:Iteration 19Q (56.289085 sec): 3 clusters Score: Raw -10236.735648 + Penalty 1026.336376 = -9210.399272 nChanged 6 SP:Iteration 20F (56.289888 sec): 3 clusters Score: Raw -10241.752648 + Penalty 1029.898558 = -9211.854090 nChanged 6 SP:Iteration 21Q (56.290636 sec): 3 clusters Score: Raw -10248.009699 + Penalty 1032.181848 = -9215.827851 nChanged 5 SP:Iteration 22Q (56.291388 sec): 3 clusters Score: Raw -10258.035880 + Penalty 1032.617795 = -9225.418085 nChanged 2 SP:Iteration 23Q (56.292124 sec): 3 clusters Score: Raw -10261.884842 + Penalty 1031.867259 = -9230.017583 nChanged 2 SP:Iteration 24Q (56.292856 sec): 3 clusters Score: Raw -10265.271848 + Penalty 1031.946457 = -9233.325391 nChanged 2 SP:Iteration 25Q (56.293583 sec): 3 clusters Score: Raw -10268.092500 + Penalty 1032.264427 = -9235.828073 nChanged 1 SP:Iteration 26Q (56.294310 sec): 3 clusters Score: Raw -10271.365647 + Penalty 1032.197369 = -9239.168278 nChanged 1 SP:Iteration 27Q (56.295086 sec): 3 clusters Score: Raw -10272.841779 + Penalty 1033.101789 = -9239.739990 nChanged 2 SP:Iteration 28Q (56.295843 sec): 3 clusters Score: Raw -10276.412354 + Penalty 1035.077336 = -9241.335018 nChanged 1 SP:Iteration 29Q (56.296628 sec): 3 clusters Score: Raw -10280.366038 + Penalty 1035.077336 = -9245.288702 nChanged 0 SP:Iteration 30F (56.297464 sec): 3 clusters Score: Raw -10280.366038 + Penalty 1035.077336 = -9245.288702 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 4 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.298034 sec): 2 clusters Score: Raw -1005.117258 + Penalty 281.436808 = -723.680450 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.298308 sec): 3 clusters Score: Raw -1013.183174 + Penalty 559.169277 = -454.013897 nChanged 0 Memory request: 0.02 GB would take us to total of 0.33 GB. Trying to split cluster 5 (3701 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.315122 sec): 2 clusters Score: Raw -124358.711177 + Penalty 164.831528 = -124193.879650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.322036 sec): 3 clusters Score: Raw -122049.970760 + Penalty 327.343229 = -121722.627531 nChanged 1703 SP:Iteration 1F (56.328621 sec): 3 clusters Score: Raw -123311.265710 + Penalty 325.961028 = -122985.304683 nChanged 274 SP:Iteration 2F (56.335163 sec): 3 clusters Score: Raw -123603.048131 + Penalty 327.812204 = -123275.235927 nChanged 241 SP:Iteration 3F (56.341695 sec): 3 clusters Score: Raw -123854.464699 + Penalty 328.881386 = -123525.583313 nChanged 155 SP:Iteration 4Q (56.347985 sec): 3 clusters Score: Raw -123982.001994 + Penalty 329.002423 = -123652.999572 nChanged 104 SP:Iteration 5Q (56.354030 sec): 3 clusters Score: Raw -124053.073145 + Penalty 329.857610 = -123723.215536 nChanged 89 SP:Iteration 6Q (56.359974 sec): 3 clusters Score: Raw -124106.409182 + Penalty 331.276197 = -123775.132985 nChanged 57 SP:Iteration 7Q (56.365763 sec): 3 clusters Score: Raw -124135.621514 + Penalty 331.815749 = -123803.805766 nChanged 57 SP:Iteration 8Q (56.371497 sec): 3 clusters Score: Raw -124162.309570 + Penalty 332.766843 = -123829.542727 nChanged 50 SP:Iteration 9Q (56.377314 sec): 3 clusters Score: Raw -124187.127769 + Penalty 331.263949 = -123855.863820 nChanged 51 SP:Iteration 10F (56.383840 sec): 3 clusters Score: Raw -124214.524200 + Penalty 330.642264 = -123883.881937 nChanged 43 SP:Iteration 11Q (56.389403 sec): 3 clusters Score: Raw -124241.230780 + Penalty 331.375563 = -123909.855217 nChanged 45 SP:Iteration 12Q (56.394915 sec): 3 clusters Score: Raw -124272.391460 + Penalty 333.651130 = -123938.740330 nChanged 31 SP:Iteration 13Q (56.400570 sec): 3 clusters Score: Raw -124289.848645 + Penalty 336.479564 = -123953.369081 nChanged 30 SP:Iteration 14Q (56.406282 sec): 3 clusters Score: Raw -124308.147861 + Penalty 341.905031 = -123966.242830 nChanged 23 SP:Iteration 15Q (56.411676 sec): 3 clusters Score: Raw -124318.902059 + Penalty 346.617553 = -123972.284506 nChanged 20 SP:Iteration 16Q (56.417031 sec): 3 clusters Score: Raw -124329.022083 + Penalty 349.516850 = -123979.505233 nChanged 15 SP:Iteration 17Q (56.422369 sec): 3 clusters Score: Raw -124335.212824 + Penalty 356.465985 = -123978.746839 nChanged 13 SP:Iteration 18F (56.429128 sec): 3 clusters Score: Raw -124339.167091 + Penalty 357.899634 = -123981.267456 nChanged 13 SP:Iteration 19Q (56.434369 sec): 3 clusters Score: Raw -124344.068147 + Penalty 346.754823 = -123997.313324 nChanged 9 SP:Iteration 20F (56.440528 sec): 3 clusters Score: Raw -124346.167634 + Penalty 345.978507 = -124000.189128 nChanged 6 SP:Iteration 21Q (56.445799 sec): 3 clusters Score: Raw -124347.303122 + Penalty 357.228677 = -123990.074446 nChanged 7 SP:Iteration 22F (56.452544 sec): 3 clusters Score: Raw -124351.448739 + Penalty 462.087969 = -123889.360770 nChanged 6 SP:Iteration 23F (56.458965 sec): 3 clusters Score: Raw -124356.705955 + Penalty 164.831528 = -124191.874428 nChanged 1 SP:Iteration 24Q (56.464074 sec): 2 clusters Score: Raw -124358.711177 + Penalty 164.831528 = -124193.879650 nChanged 0 SP:Iteration 25F (56.469074 sec): 2 clusters Score: Raw -124358.711177 + Penalty 164.831528 = -124193.879650 nChanged 0 Memory request: 0.04 GB would take us to total of 0.36 GB. Trying to split cluster 6 (8916 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.511475 sec): 2 clusters Score: Raw -258441.502713 + Penalty 182.799506 = -258258.703207 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.527951 sec): 3 clusters Score: Raw -252457.055104 + Penalty 366.106341 = -252090.948763 nChanged 4176 SP:Iteration 1F (56.544309 sec): 3 clusters Score: Raw -254585.410159 + Penalty 371.855907 = -254213.554253 nChanged 1515 SP:Iteration 2F (56.561101 sec): 3 clusters Score: Raw -255407.720879 + Penalty 382.742528 = -255024.978350 nChanged 709 SP:Iteration 3F (56.577261 sec): 3 clusters Score: Raw -255815.477950 + Penalty 392.853592 = -255422.624358 nChanged 436 SP:Iteration 4Q (56.593707 sec): 3 clusters Score: Raw -256066.116196 + Penalty 401.387531 = -255664.728664 nChanged 428 SP:Iteration 5Q (56.610820 sec): 3 clusters Score: Raw -256399.543915 + Penalty 406.572383 = -255992.971533 nChanged 446 SP:Iteration 6F (56.627093 sec): 3 clusters Score: Raw -256852.863006 + Penalty 400.318006 = -256452.545001 nChanged 396 SP:Iteration 7Q (56.643468 sec): 3 clusters Score: Raw -257322.979934 + Penalty 383.883340 = -256939.096593 nChanged 293 SP:Iteration 8Q (56.659323 sec): 3 clusters Score: Raw -257670.695991 + Penalty 369.383745 = -257301.312246 nChanged 224 SP:Iteration 9Q (56.673200 sec): 3 clusters Score: Raw -257879.535134 + Penalty 353.978423 = -257525.556712 nChanged 207 SP:Iteration 10F (56.689275 sec): 3 clusters Score: Raw -258057.401053 + Penalty 343.934797 = -257713.466256 nChanged 165 SP:Iteration 11Q (56.703366 sec): 3 clusters Score: Raw -258187.452729 + Penalty 334.657931 = -257852.794799 nChanged 135 SP:Iteration 12Q (56.716934 sec): 3 clusters Score: Raw -258279.489728 + Penalty 330.684145 = -257948.805584 nChanged 83 SP:Iteration 13Q (56.730284 sec): 3 clusters Score: Raw -258318.400426 + Penalty 324.091046 = -257994.309380 nChanged 70 SP:Iteration 14Q (56.743611 sec): 3 clusters Score: Raw -258342.601677 + Penalty 320.103649 = -258022.498028 nChanged 42 SP:Iteration 15Q (56.756940 sec): 3 clusters Score: Raw -258354.778704 + Penalty 318.157633 = -258036.621070 nChanged 39 SP:Iteration 16Q (56.770039 sec): 3 clusters Score: Raw -258366.298497 + Penalty 317.030994 = -258049.267503 nChanged 36 SP:Iteration 17Q (56.783135 sec): 3 clusters Score: Raw -258375.781910 + Penalty 317.666329 = -258058.115581 nChanged 38 SP:Iteration 18Q (56.796146 sec): 3 clusters Score: Raw -258384.812880 + Penalty 318.346598 = -258066.466283 nChanged 30 SP:Iteration 19Q (56.810031 sec): 3 clusters Score: Raw -258391.922140 + Penalty 319.086438 = -258072.835702 nChanged 28 SP:Iteration 20F (56.826465 sec): 3 clusters Score: Raw -258396.866834 + Penalty 320.955489 = -258075.911345 nChanged 21 SP:Iteration 21Q (56.839602 sec): 3 clusters Score: Raw -258400.864038 + Penalty 320.412820 = -258080.451218 nChanged 25 SP:Iteration 22Q (56.852477 sec): 3 clusters Score: Raw -258405.994645 + Penalty 321.220668 = -258084.773978 nChanged 23 SP:Iteration 23Q (56.865573 sec): 3 clusters Score: Raw -258409.966469 + Penalty 322.076008 = -258087.890461 nChanged 16 SP:Iteration 24Q (56.878389 sec): 3 clusters Score: Raw -258412.216996 + Penalty 323.469314 = -258088.747683 nChanged 12 SP:Iteration 25Q (56.891232 sec): 3 clusters Score: Raw -258414.115554 + Penalty 320.830102 = -258093.285452 nChanged 18 SP:Iteration 26Q (56.904110 sec): 3 clusters Score: Raw -258416.728752 + Penalty 321.709032 = -258095.019720 nChanged 7 SP:Iteration 27Q (56.917417 sec): 3 clusters Score: Raw -258417.351692 + Penalty 321.698189 = -258095.653503 nChanged 7 SP:Iteration 28Q (56.930217 sec): 3 clusters Score: Raw -258418.095087 + Penalty 322.283629 = -258095.811458 nChanged 11 SP:Iteration 29Q (56.943091 sec): 3 clusters Score: Raw -258419.673968 + Penalty 322.387479 = -258097.286489 nChanged 13 SP:Iteration 30F (56.959266 sec): 3 clusters Score: Raw -258421.813843 + Penalty 321.729439 = -258100.084404 nChanged 16 SP:Iteration 31Q (56.972345 sec): 3 clusters Score: Raw -258425.933784 + Penalty 322.029599 = -258103.904185 nChanged 17 SP:Iteration 32Q (56.985172 sec): 3 clusters Score: Raw -258429.264218 + Penalty 319.294392 = -258109.969826 nChanged 14 SP:Iteration 33Q (56.997910 sec): 3 clusters Score: Raw -258432.371662 + Penalty 317.177321 = -258115.194340 nChanged 15 SP:Iteration 34Q (57.011944 sec): 3 clusters Score: Raw -258436.135015 + Penalty 319.076945 = -258117.058071 nChanged 15 SP:Iteration 35Q (57.024819 sec): 3 clusters Score: Raw -258439.013322 + Penalty 320.064269 = -258118.949052 nChanged 11 SP:Iteration 36Q (57.037516 sec): 3 clusters Score: Raw -258440.671467 + Penalty 319.611380 = -258121.060087 nChanged 10 SP:Iteration 37Q (57.050026 sec): 3 clusters Score: Raw -258442.570135 + Penalty 318.892477 = -258123.677658 nChanged 11 SP:Iteration 38Q (57.062741 sec): 3 clusters Score: Raw -258444.618127 + Penalty 318.516401 = -258126.101727 nChanged 9 SP:Iteration 39Q (57.075384 sec): 3 clusters Score: Raw -258446.078910 + Penalty 317.611959 = -258128.466950 nChanged 7 SP:Iteration 40F (57.091209 sec): 3 clusters Score: Raw -258447.419153 + Penalty 314.296257 = -258133.122897 nChanged 10 SP:Iteration 41Q (57.103672 sec): 3 clusters Score: Raw -258449.732426 + Penalty 313.927757 = -258135.804670 nChanged 9 SP:Iteration 42Q (57.116470 sec): 3 clusters Score: Raw -258451.242189 + Penalty 314.887915 = -258136.354274 nChanged 6 SP:Iteration 43Q (57.128957 sec): 3 clusters Score: Raw -258451.934355 + Penalty 311.290664 = -258140.643691 nChanged 7 SP:Iteration 44Q (57.141778 sec): 3 clusters Score: Raw -258453.677936 + Penalty 311.740087 = -258141.937848 nChanged 8 SP:Iteration 45Q (57.154387 sec): 3 clusters Score: Raw -258455.322903 + Penalty 313.623231 = -258141.699672 nChanged 8 SP:Iteration 46F (57.170592 sec): 3 clusters Score: Raw -258457.028347 + Penalty 315.739173 = -258141.289173 nChanged 8 SP:Iteration 47F (57.186315 sec): 3 clusters Score: Raw -258459.263195 + Penalty 316.303126 = -258142.960069 nChanged 9 SP:Iteration 48Q (57.200075 sec): 3 clusters Score: Raw -258460.859721 + Penalty 315.529134 = -258145.330586 nChanged 4 SP:Iteration 49Q (57.213657 sec): 3 clusters Score: Raw -258461.426846 + Penalty 313.798347 = -258147.628499 nChanged 7 SP:Iteration 50F (57.230084 sec): 3 clusters Score: Raw -258463.202269 + Penalty 309.795409 = -258153.406860 nChanged 5 SP:Iteration 51Q (57.242540 sec): 3 clusters Score: Raw -258464.205119 + Penalty 308.476384 = -258155.728735 nChanged 2 SP:Iteration 52Q (57.255223 sec): 3 clusters Score: Raw -258464.430879 + Penalty 306.669595 = -258157.761284 nChanged 4 SP:Iteration 53Q (57.267801 sec): 3 clusters Score: Raw -258465.048115 + Penalty 306.724642 = -258158.323474 nChanged 1 SP:Iteration 54Q (57.280307 sec): 3 clusters Score: Raw -258465.087845 + Penalty 306.724642 = -258158.363203 nChanged 0 SP:Iteration 55F (57.296187 sec): 3 clusters Score: Raw -258465.087845 + Penalty 306.724642 = -258158.363203 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 7 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.304082 sec): 2 clusters Score: Raw -806.153710 + Penalty 206.715830 = -599.437880 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.304356 sec): 3 clusters Score: Raw -820.300868 + Penalty 413.150660 = -407.150208 nChanged 2 SP:Iteration 1F (57.304619 sec): 3 clusters Score: Raw -826.173325 + Penalty 413.150660 = -413.022665 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 8 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.305152 sec): 2 clusters Score: Raw -842.238494 + Penalty 246.058476 = -596.180019 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.305409 sec): 3 clusters Score: Raw -851.271396 + Penalty 486.012580 = -365.258816 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 9 (107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.306207 sec): 2 clusters Score: Raw -3671.342310 + Penalty 491.262510 = -3180.079800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.306629 sec): 3 clusters Score: Raw -3698.729185 + Penalty 982.740751 = -2715.988434 nChanged 6 SP:Iteration 1F (57.307043 sec): 3 clusters Score: Raw -3718.241492 + Penalty 982.805234 = -2735.436259 nChanged 2 SP:Iteration 2Q (57.307448 sec): 3 clusters Score: Raw -3723.258420 + Penalty 982.761879 = -2740.496541 nChanged 1 SP:Iteration 3Q (57.307853 sec): 3 clusters Score: Raw -3728.290465 + Penalty 982.761879 = -2745.528586 nChanged 0 SP:Iteration 4F (57.308271 sec): 3 clusters Score: Raw -3728.290465 + Penalty 982.761879 = -2745.528586 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 10 (1486 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.316045 sec): 2 clusters Score: Raw -43632.971450 + Penalty 306.700840 = -43326.270609 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.318986 sec): 3 clusters Score: Raw -42750.054737 + Penalty 605.447078 = -42144.607659 nChanged 650 SP:Iteration 1F (57.321932 sec): 3 clusters Score: Raw -43281.596396 + Penalty 596.731309 = -42684.865087 nChanged 136 SP:Iteration 2F (57.324875 sec): 3 clusters Score: Raw -43443.569115 + Penalty 591.202960 = -42852.366155 nChanged 83 SP:Iteration 3F (57.327584 sec): 3 clusters Score: Raw -43547.470982 + Penalty 590.554372 = -42956.916611 nChanged 77 SP:Iteration 4F (57.330296 sec): 3 clusters Score: Raw -43664.846056 + Penalty 589.124465 = -43075.721591 nChanged 70 SP:Iteration 5Q (57.332874 sec): 3 clusters Score: Raw -43739.936714 + Penalty 588.142539 = -43151.794175 nChanged 59 SP:Iteration 6Q (57.335420 sec): 3 clusters Score: Raw -43809.092426 + Penalty 588.954677 = -43220.137749 nChanged 51 SP:Iteration 7Q (57.337940 sec): 3 clusters Score: Raw -43861.538617 + Penalty 590.706278 = -43270.832339 nChanged 40 SP:Iteration 8Q (57.340514 sec): 3 clusters Score: Raw -43893.938626 + Penalty 591.617777 = -43302.320849 nChanged 26 SP:Iteration 9Q (57.343036 sec): 3 clusters Score: Raw -43907.737764 + Penalty 591.822259 = -43315.915505 nChanged 17 SP:Iteration 10F (57.345748 sec): 3 clusters Score: Raw -43915.746770 + Penalty 591.055697 = -43324.691074 nChanged 16 SP:Iteration 11Q (57.348247 sec): 3 clusters Score: Raw -43922.033054 + Penalty 590.998382 = -43331.034672 nChanged 10 SP:Iteration 12Q (57.350810 sec): 3 clusters Score: Raw -43924.195034 + Penalty 591.147506 = -43333.047529 nChanged 3 SP:Iteration 13Q (57.353321 sec): 3 clusters Score: Raw -43924.772302 + Penalty 591.323371 = -43333.448932 nChanged 3 SP:Iteration 14Q (57.355798 sec): 3 clusters Score: Raw -43925.274482 + Penalty 590.983897 = -43334.290585 nChanged 4 SP:Iteration 15Q (57.358275 sec): 3 clusters Score: Raw -43925.944319 + Penalty 590.851235 = -43335.093084 nChanged 3 SP:Iteration 16Q (57.360835 sec): 3 clusters Score: Raw -43926.094144 + Penalty 590.851235 = -43335.242910 nChanged 0 SP:Iteration 17F (57.363672 sec): 3 clusters Score: Raw -43926.094144 + Penalty 590.851235 = -43335.242910 nChanged 0 Score: Raw -1000515.222899 + Penalty 31124.634666 = -969390.588233 Splitting cluster 10 changes total score from -940963.930559 to -969390.588233 So it's getting split into cluster 16. Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 11 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.151180 sec): 2 clusters Score: Raw -1153.137769 + Penalty 171.716554 = -981.421215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.151464 sec): 3 clusters Score: Raw -1157.888980 + Penalty 346.948470 = -810.940510 nChanged 4 SP:Iteration 1F (58.151742 sec): 3 clusters Score: Raw -1169.742291 + Penalty 346.948470 = -822.793821 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 13 (1440 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.156624 sec): 2 clusters Score: Raw -42751.489540 + Penalty 64.562587 = -42686.926953 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.159323 sec): 3 clusters Score: Raw -41846.773299 + Penalty 131.176873 = -41715.596426 nChanged 655 SP:Iteration 1F (58.161995 sec): 3 clusters Score: Raw -42220.694751 + Penalty 132.470004 = -42088.224747 nChanged 89 SP:Iteration 2F (58.164698 sec): 3 clusters Score: Raw -42286.177904 + Penalty 133.160735 = -42153.017169 nChanged 104 SP:Iteration 3F (58.167352 sec): 3 clusters Score: Raw -42382.499824 + Penalty 132.626067 = -42249.873757 nChanged 103 SP:Iteration 4F (58.169979 sec): 3 clusters Score: Raw -42469.820021 + Penalty 133.103480 = -42336.716541 nChanged 104 SP:Iteration 5F (58.172734 sec): 3 clusters Score: Raw -42561.431370 + Penalty 139.305794 = -42422.125576 nChanged 88 SP:Iteration 6F (58.175441 sec): 3 clusters Score: Raw -42637.960605 + Penalty 140.707610 = -42497.252996 nChanged 50 SP:Iteration 7Q (58.177864 sec): 3 clusters Score: Raw -42678.138565 + Penalty 146.926416 = -42531.212150 nChanged 38 SP:Iteration 8Q (58.180182 sec): 3 clusters Score: Raw -42710.010333 + Penalty 148.775182 = -42561.235151 nChanged 21 SP:Iteration 9Q (58.182406 sec): 3 clusters Score: Raw -42725.110923 + Penalty 156.717321 = -42568.393602 nChanged 18 SP:Iteration 10F (58.185042 sec): 3 clusters Score: Raw -42736.163460 + Penalty 166.256271 = -42569.907190 nChanged 15 SP:Iteration 11Q (58.187182 sec): 3 clusters Score: Raw -42746.800215 + Penalty 179.208567 = -42567.591647 nChanged 8 SP:Iteration 12F (58.189980 sec): 3 clusters Score: Raw -42752.621691 + Penalty 196.988644 = -42555.633046 nChanged 9 SP:Iteration 13F (58.192776 sec): 3 clusters Score: Raw -42759.747097 + Penalty 230.382330 = -42529.364768 nChanged 7 SP:Iteration 14F (58.195399 sec): 3 clusters Score: Raw -42766.490575 + Penalty 262.542236 = -42503.948339 nChanged 5 SP:Iteration 15F (58.197988 sec): 3 clusters Score: Raw -42770.395498 + Penalty 303.143465 = -42467.252033 nChanged 2 SP:Iteration 16F (58.200580 sec): 3 clusters Score: Raw -42771.485725 + Penalty 332.152541 = -42439.333183 nChanged 1 SP:Iteration 17F (58.203194 sec): 3 clusters Score: Raw -42771.398383 + Penalty 370.837669 = -42400.560714 nChanged 1 SP:Iteration 18F (58.205786 sec): 3 clusters Score: Raw -42771.506270 + Penalty 370.837669 = -42400.668601 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 14 (846 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.208664 sec): 2 clusters Score: Raw -24787.676431 + Penalty 83.048435 = -24704.627996 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.210370 sec): 3 clusters Score: Raw -24242.276438 + Penalty 165.148257 = -24077.128181 nChanged 374 SP:Iteration 1F (58.212051 sec): 3 clusters Score: Raw -24437.232764 + Penalty 163.487074 = -24273.745690 nChanged 78 SP:Iteration 2F (58.213706 sec): 3 clusters Score: Raw -24495.043587 + Penalty 162.673603 = -24332.369984 nChanged 73 SP:Iteration 3F (58.215326 sec): 3 clusters Score: Raw -24559.910449 + Penalty 161.687676 = -24398.222773 nChanged 53 SP:Iteration 4F (58.216948 sec): 3 clusters Score: Raw -24635.062588 + Penalty 163.351620 = -24471.710968 nChanged 81 SP:Iteration 5F (58.218607 sec): 3 clusters Score: Raw -24751.383750 + Penalty 165.185357 = -24586.198392 nChanged 62 SP:Iteration 6F (58.220265 sec): 3 clusters Score: Raw -24818.789645 + Penalty 165.627098 = -24653.162547 nChanged 20 SP:Iteration 7Q (58.221832 sec): 3 clusters Score: Raw -24824.563753 + Penalty 165.861728 = -24658.702024 nChanged 5 SP:Iteration 8Q (58.223362 sec): 3 clusters Score: Raw -24825.470008 + Penalty 166.018788 = -24659.451220 nChanged 2 SP:Iteration 9Q (58.224896 sec): 3 clusters Score: Raw -24825.577065 + Penalty 166.018788 = -24659.558277 nChanged 0 SP:Iteration 10F (58.226562 sec): 3 clusters Score: Raw -24825.577065 + Penalty 166.018788 = -24659.558277 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 15 (606 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.228831 sec): 2 clusters Score: Raw -17641.939664 + Penalty 127.975377 = -17513.964287 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.230096 sec): 3 clusters Score: Raw -17288.951493 + Penalty 255.558498 = -17033.392995 nChanged 245 SP:Iteration 1F (58.231340 sec): 3 clusters Score: Raw -17464.577307 + Penalty 254.459516 = -17210.117791 nChanged 72 SP:Iteration 2F (58.232581 sec): 3 clusters Score: Raw -17512.816368 + Penalty 253.155516 = -17259.660852 nChanged 46 SP:Iteration 3F (58.233818 sec): 3 clusters Score: Raw -17541.789073 + Penalty 251.756329 = -17290.032744 nChanged 30 SP:Iteration 4Q (58.235022 sec): 3 clusters Score: Raw -17563.933679 + Penalty 248.298308 = -17315.635371 nChanged 33 SP:Iteration 5F (58.236284 sec): 3 clusters Score: Raw -17602.576217 + Penalty 243.758657 = -17358.817561 nChanged 27 SP:Iteration 6Q (58.237515 sec): 3 clusters Score: Raw -17662.800740 + Penalty 241.019020 = -17421.781720 nChanged 18 SP:Iteration 7Q (58.238709 sec): 3 clusters Score: Raw -17706.405982 + Penalty 239.480946 = -17466.925036 nChanged 12 SP:Iteration 8Q (58.239864 sec): 3 clusters Score: Raw -17711.463081 + Penalty 238.436251 = -17473.026830 nChanged 3 SP:Iteration 9Q (58.241083 sec): 3 clusters Score: Raw -17713.097597 + Penalty 238.029385 = -17475.068212 nChanged 3 SP:Iteration 10F (58.242386 sec): 3 clusters Score: Raw -17716.844018 + Penalty 237.640871 = -17479.203147 nChanged 4 SP:Iteration 11Q (58.243558 sec): 3 clusters Score: Raw -17720.582749 + Penalty 237.640871 = -17482.941878 nChanged 0 SP:Iteration 12F (58.244783 sec): 3 clusters Score: Raw -17720.582749 + Penalty 237.640871 = -17482.941878 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 17 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.245386 sec): 2 clusters Score: Raw -810.954077 + Penalty 247.939567 = -563.014510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.245646 sec): 3 clusters Score: Raw -827.958210 + Penalty 479.779229 = -348.178980 nChanged 0 Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 18 (2295 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.256361 sec): 2 clusters Score: Raw -76390.633466 + Penalty 281.593324 = -76109.040143 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.260591 sec): 3 clusters Score: Raw -74967.572946 + Penalty 563.267604 = -74404.305343 nChanged 1024 SP:Iteration 1F (58.264775 sec): 3 clusters Score: Raw -75713.634949 + Penalty 565.365315 = -75148.269635 nChanged 240 SP:Iteration 2F (58.268962 sec): 3 clusters Score: Raw -75831.898200 + Penalty 567.185995 = -75264.712205 nChanged 107 SP:Iteration 3Q (58.273173 sec): 3 clusters Score: Raw -75891.623062 + Penalty 569.177896 = -75322.445166 nChanged 112 SP:Iteration 4Q (58.277444 sec): 3 clusters Score: Raw -75952.045349 + Penalty 571.634617 = -75380.410732 nChanged 99 SP:Iteration 5Q (58.281618 sec): 3 clusters Score: Raw -76003.287346 + Penalty 575.876239 = -75427.411108 nChanged 91 SP:Iteration 6Q (58.285677 sec): 3 clusters Score: Raw -76052.157699 + Penalty 580.494804 = -75471.662895 nChanged 75 SP:Iteration 7Q (58.289728 sec): 3 clusters Score: Raw -76089.546573 + Penalty 584.645016 = -75504.901557 nChanged 62 SP:Iteration 8Q (58.293747 sec): 3 clusters Score: Raw -76120.539034 + Penalty 590.331141 = -75530.207893 nChanged 59 SP:Iteration 9Q (58.297698 sec): 3 clusters Score: Raw -76148.859337 + Penalty 592.990250 = -75555.869087 nChanged 51 SP:Iteration 10F (58.301864 sec): 3 clusters Score: Raw -76172.509838 + Penalty 596.545714 = -75575.964123 nChanged 43 SP:Iteration 11Q (58.305846 sec): 3 clusters Score: Raw -76191.277322 + Penalty 603.237348 = -75588.039974 nChanged 39 SP:Iteration 12Q (58.309718 sec): 3 clusters Score: Raw -76209.471701 + Penalty 607.442267 = -75602.029434 nChanged 39 SP:Iteration 13Q (58.313640 sec): 3 clusters Score: Raw -76225.609443 + Penalty 614.878024 = -75610.731418 nChanged 36 SP:Iteration 14Q (58.317425 sec): 3 clusters Score: Raw -76243.566464 + Penalty 622.544141 = -75621.022323 nChanged 32 SP:Iteration 15Q (58.321174 sec): 3 clusters Score: Raw -76261.151578 + Penalty 627.460680 = -75633.690898 nChanged 29 SP:Iteration 16Q (58.324875 sec): 3 clusters Score: Raw -76278.035215 + Penalty 631.984962 = -75646.050253 nChanged 30 SP:Iteration 17Q (58.328575 sec): 3 clusters Score: Raw -76293.830448 + Penalty 633.967289 = -75659.863159 nChanged 23 SP:Iteration 18Q (58.332327 sec): 3 clusters Score: Raw -76305.427248 + Penalty 639.820430 = -75665.606818 nChanged 21 SP:Iteration 19Q (58.335981 sec): 3 clusters Score: Raw -76314.243910 + Penalty 647.676439 = -75666.567471 nChanged 19 SP:Iteration 20F (58.340183 sec): 3 clusters Score: Raw -76321.817207 + Penalty 650.892684 = -75670.924523 nChanged 19 SP:Iteration 21Q (58.343964 sec): 3 clusters Score: Raw -76329.889051 + Penalty 661.090675 = -75668.798376 nChanged 18 SP:Iteration 22F (58.348221 sec): 3 clusters Score: Raw -76336.285976 + Penalty 667.532946 = -75668.753030 nChanged 13 SP:Iteration 23F (58.352375 sec): 3 clusters Score: Raw -76340.167841 + Penalty 672.733964 = -75667.433877 nChanged 9 SP:Iteration 24F (58.356576 sec): 3 clusters Score: Raw -76343.792210 + Penalty 676.945041 = -75666.847169 nChanged 9 SP:Iteration 25F (58.360738 sec): 3 clusters Score: Raw -76347.274119 + Penalty 682.769022 = -75664.505097 nChanged 6 SP:Iteration 26F (58.365033 sec): 3 clusters Score: Raw -76349.135690 + Penalty 686.191451 = -75662.944239 nChanged 8 SP:Iteration 27F (58.369232 sec): 3 clusters Score: Raw -76351.049289 + Penalty 690.014500 = -75661.034789 nChanged 5 SP:Iteration 28F (58.373427 sec): 3 clusters Score: Raw -76352.040288 + Penalty 696.926604 = -75655.113684 nChanged 9 SP:Iteration 29F (58.377738 sec): 3 clusters Score: Raw -76355.725115 + Penalty 707.492434 = -75648.232681 nChanged 13 SP:Iteration 30F (58.382033 sec): 3 clusters Score: Raw -76360.142567 + Penalty 715.775986 = -75644.366581 nChanged 12 SP:Iteration 31F (58.386189 sec): 3 clusters Score: Raw -76364.905692 + Penalty 726.574453 = -75638.331239 nChanged 13 SP:Iteration 32F (58.390385 sec): 3 clusters Score: Raw -76369.929035 + Penalty 727.778799 = -75642.150236 nChanged 5 SP:Iteration 33Q (58.394049 sec): 3 clusters Score: Raw -76371.212501 + Penalty 735.483213 = -75635.729289 nChanged 7 SP:Iteration 34F (58.398203 sec): 3 clusters Score: Raw -76374.169439 + Penalty 742.252460 = -75631.916979 nChanged 8 SP:Iteration 35F (58.402357 sec): 3 clusters Score: Raw -76377.372572 + Penalty 752.038208 = -75625.334364 nChanged 9 SP:Iteration 36F (58.406530 sec): 3 clusters Score: Raw -76380.609201 + Penalty 751.675267 = -75628.933933 nChanged 5 SP:Iteration 37Q (58.409993 sec): 3 clusters Score: Raw -76383.317754 + Penalty 752.569669 = -75630.748084 nChanged 5 SP:Iteration 38Q (58.413476 sec): 3 clusters Score: Raw -76387.026487 + Penalty 754.844628 = -75632.181859 nChanged 5 SP:Iteration 39Q (58.416926 sec): 3 clusters Score: Raw -76388.576672 + Penalty 759.177394 = -75629.399278 nChanged 6 SP:Iteration 40F (58.421081 sec): 3 clusters Score: Raw -76390.293605 + Penalty 766.609528 = -75623.684077 nChanged 6 SP:Iteration 41F (58.425226 sec): 3 clusters Score: Raw -76392.896710 + Penalty 778.127943 = -75614.768767 nChanged 12 SP:Iteration 42F (58.429447 sec): 3 clusters Score: Raw -76399.566737 + Penalty 790.005458 = -75609.561279 nChanged 10 SP:Iteration 43F (58.433665 sec): 3 clusters Score: Raw -76405.446158 + Penalty 791.240605 = -75614.205553 nChanged 8 SP:Iteration 44Q (58.437066 sec): 3 clusters Score: Raw -76409.744712 + Penalty 803.603341 = -75606.141372 nChanged 7 SP:Iteration 45F (58.441263 sec): 3 clusters Score: Raw -76414.768860 + Penalty 818.445814 = -75596.323045 nChanged 7 SP:Iteration 46F (58.445590 sec): 3 clusters Score: Raw -76418.623917 + Penalty 833.838885 = -75584.785032 nChanged 5 SP:Iteration 47F (58.449856 sec): 3 clusters Score: Raw -76422.127753 + Penalty 834.855961 = -75587.271792 nChanged 5 SP:Iteration 48Q (58.453347 sec): 3 clusters Score: Raw -76425.109700 + Penalty 837.696998 = -75587.412702 nChanged 1 SP:Iteration 49Q (58.456816 sec): 3 clusters Score: Raw -76425.066443 + Penalty 843.061422 = -75582.005021 nChanged 2 SP:Iteration 50F (58.461122 sec): 3 clusters Score: Raw -76426.343319 + Penalty 858.698187 = -75567.645131 nChanged 3 SP:Iteration 51F (58.465444 sec): 3 clusters Score: Raw -76428.357798 + Penalty 864.991862 = -75563.365936 nChanged 3 SP:Iteration 52F (58.469664 sec): 3 clusters Score: Raw -76431.361599 + Penalty 866.172303 = -75565.189295 nChanged 1 SP:Iteration 53Q (58.473088 sec): 3 clusters Score: Raw -76431.888062 + Penalty 866.172303 = -75565.715758 nChanged 0 SP:Iteration 54F (58.477361 sec): 3 clusters Score: Raw -76431.888062 + Penalty 866.172303 = -75565.715758 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 19 (71 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.482589 sec): 2 clusters Score: Raw -2114.289035 + Penalty 275.385205 = -1838.903830 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.482943 sec): 3 clusters Score: Raw -2102.155508 + Penalty 555.255915 = -1546.899593 nChanged 7 SP:Iteration 1F (58.483282 sec): 3 clusters Score: Raw -2109.933583 + Penalty 555.941659 = -1553.991924 nChanged 2 SP:Iteration 2Q (58.483617 sec): 3 clusters Score: Raw -2111.498062 + Penalty 555.941659 = -1555.556403 nChanged 0 SP:Iteration 3F (58.483951 sec): 3 clusters Score: Raw -2111.498062 + Penalty 555.941659 = -1555.556403 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 20 (106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.484714 sec): 2 clusters Score: Raw -3716.941347 + Penalty 414.489375 = -3302.451972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.485116 sec): 3 clusters Score: Raw -3709.560939 + Penalty 834.316521 = -2875.244418 nChanged 10 SP:Iteration 1F (58.485514 sec): 3 clusters Score: Raw -3726.132288 + Penalty 847.438737 = -2878.693551 nChanged 9 SP:Iteration 2F (58.485909 sec): 3 clusters Score: Raw -3740.788209 + Penalty 858.665900 = -2882.122309 nChanged 3 SP:Iteration 3Q (58.486303 sec): 3 clusters Score: Raw -3745.297846 + Penalty 861.253383 = -2884.044463 nChanged 1 SP:Iteration 4Q (58.486694 sec): 3 clusters Score: Raw -3746.514492 + Penalty 861.253383 = -2885.261110 nChanged 0 SP:Iteration 5F (58.487090 sec): 3 clusters Score: Raw -3746.514492 + Penalty 861.253383 = -2885.261110 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 21 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.487564 sec): 2 clusters Score: Raw -141.002336 + Penalty 90.265491 = -50.736845 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.487778 sec): 3 clusters Score: Raw -135.538868 + Penalty 90.265491 = -45.273377 nChanged 1 SP:Iteration 1F (58.487970 sec): 2 clusters Score: Raw -141.002336 + Penalty 90.265491 = -50.736845 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 28 (463 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.489780 sec): 2 clusters Score: Raw -13794.320029 + Penalty 569.869855 = -13224.450173 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.490837 sec): 3 clusters Score: Raw -13600.633098 + Penalty 1143.183680 = -12457.449418 nChanged 130 SP:Iteration 1F (58.491846 sec): 3 clusters Score: Raw -13738.686546 + Penalty 1153.502166 = -12585.184380 nChanged 62 SP:Iteration 2F (58.492857 sec): 3 clusters Score: Raw -13819.751309 + Penalty 1161.906210 = -12657.845099 nChanged 24 SP:Iteration 3F (58.493894 sec): 3 clusters Score: Raw -13854.557134 + Penalty 1176.199214 = -12678.357920 nChanged 17 SP:Iteration 4Q (58.494887 sec): 3 clusters Score: Raw -13886.088983 + Penalty 1193.163782 = -12692.925202 nChanged 17 SP:Iteration 5Q (58.495867 sec): 3 clusters Score: Raw -13904.472523 + Penalty 1217.963127 = -12686.509396 nChanged 14 SP:Iteration 6F (58.496866 sec): 3 clusters Score: Raw -13925.598204 + Penalty 1234.376737 = -12691.221467 nChanged 8 SP:Iteration 7Q (58.497820 sec): 3 clusters Score: Raw -13940.275812 + Penalty 1257.528210 = -12682.747603 nChanged 8 SP:Iteration 8F (58.498825 sec): 3 clusters Score: Raw -13954.029327 + Penalty 1270.169625 = -12683.859702 nChanged 6 SP:Iteration 9Q (58.499755 sec): 3 clusters Score: Raw -13963.140312 + Penalty 1287.935865 = -12675.204447 nChanged 4 SP:Iteration 10F (58.500756 sec): 3 clusters Score: Raw -13973.564505 + Penalty 1308.741154 = -12664.823352 nChanged 4 SP:Iteration 11F (58.501756 sec): 3 clusters Score: Raw -13984.459084 + Penalty 1322.230114 = -12662.228970 nChanged 3 SP:Iteration 12F (58.502755 sec): 3 clusters Score: Raw -13994.705779 + Penalty 1324.058961 = -12670.646818 nChanged 1 SP:Iteration 13Q (58.503633 sec): 3 clusters Score: Raw -14003.118594 + Penalty 1324.058961 = -12679.059633 nChanged 0 SP:Iteration 14F (58.504635 sec): 3 clusters Score: Raw -14003.118594 + Penalty 1324.058961 = -12679.059633 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 31 (302 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.506493 sec): 2 clusters Score: Raw -8974.194664 + Penalty 544.426736 = -8429.767928 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.507234 sec): 3 clusters Score: Raw -8923.567625 + Penalty 1092.262997 = -7831.304628 nChanged 75 SP:Iteration 1F (58.507964 sec): 3 clusters Score: Raw -9036.360669 + Penalty 1091.815745 = -7944.544924 nChanged 25 SP:Iteration 2F (58.508696 sec): 3 clusters Score: Raw -9083.427930 + Penalty 1090.017094 = -7993.410836 nChanged 13 SP:Iteration 3Q (58.509395 sec): 3 clusters Score: Raw -9104.966509 + Penalty 1087.642633 = -8017.323876 nChanged 13 SP:Iteration 4Q (58.510087 sec): 3 clusters Score: Raw -9119.092145 + Penalty 1087.182807 = -8031.909338 nChanged 5 SP:Iteration 5Q (58.510775 sec): 3 clusters Score: Raw -9129.407978 + Penalty 1087.042327 = -8042.365652 nChanged 1 SP:Iteration 6Q (58.511465 sec): 3 clusters Score: Raw -9129.626510 + Penalty 1086.769066 = -8042.857443 nChanged 2 SP:Iteration 7Q (58.512154 sec): 3 clusters Score: Raw -9131.402422 + Penalty 1086.557970 = -8044.844452 nChanged 1 SP:Iteration 8Q (58.512837 sec): 3 clusters Score: Raw -9132.136614 + Penalty 1085.954496 = -8046.182118 nChanged 2 SP:Iteration 9Q (58.513522 sec): 3 clusters Score: Raw -9135.775039 + Penalty 1085.950817 = -8049.824222 nChanged 1 SP:Iteration 10F (58.514245 sec): 3 clusters Score: Raw -9136.220129 + Penalty 1085.624563 = -8050.595566 nChanged 1 SP:Iteration 11Q (58.514929 sec): 3 clusters Score: Raw -9136.728077 + Penalty 1085.624563 = -8051.103514 nChanged 0 SP:Iteration 12F (58.515653 sec): 3 clusters Score: Raw -9136.728077 + Penalty 1085.624563 = -8051.103514 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 34 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.516250 sec): 2 clusters Score: Raw -839.055688 + Penalty 265.703105 = -573.352582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.516516 sec): 3 clusters Score: Raw -874.125078 + Penalty 536.126068 = -337.999010 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 35 (385 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.518006 sec): 2 clusters Score: Raw -11293.944721 + Penalty 263.258402 = -11030.686319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.518894 sec): 3 clusters Score: Raw -11133.664348 + Penalty 520.448633 = -10613.215714 nChanged 127 SP:Iteration 1F (58.519796 sec): 3 clusters Score: Raw -11262.888557 + Penalty 516.306971 = -10746.581586 nChanged 31 SP:Iteration 2F (58.520668 sec): 3 clusters Score: Raw -11297.086336 + Penalty 517.947942 = -10779.138394 nChanged 22 SP:Iteration 3F (58.521535 sec): 3 clusters Score: Raw -11330.223588 + Penalty 519.685573 = -10810.538015 nChanged 20 SP:Iteration 4F (58.522402 sec): 3 clusters Score: Raw -11356.375130 + Penalty 523.611067 = -10832.764063 nChanged 17 SP:Iteration 5Q (58.523220 sec): 3 clusters Score: Raw -11382.907876 + Penalty 526.302074 = -10856.605802 nChanged 11 SP:Iteration 6Q (58.524035 sec): 3 clusters Score: Raw -11392.593564 + Penalty 528.076773 = -10864.516792 nChanged 4 SP:Iteration 7Q (58.524845 sec): 3 clusters Score: Raw -11394.399110 + Penalty 528.462798 = -10865.936313 nChanged 1 SP:Iteration 8Q (58.525652 sec): 3 clusters Score: Raw -11395.091891 + Penalty 528.462798 = -10866.629093 nChanged 0 SP:Iteration 9F (58.526518 sec): 3 clusters Score: Raw -11395.091891 + Penalty 528.462798 = -10866.629093 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 38 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.527126 sec): 2 clusters Score: Raw -1282.377530 + Penalty 214.835549 = -1067.541981 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.527408 sec): 3 clusters Score: Raw -1275.261308 + Penalty 432.482070 = -842.779238 nChanged 1 SP:Iteration 1Q (58.527680 sec): 3 clusters Score: Raw -1276.443751 + Penalty 435.504998 = -840.938753 nChanged 1 SP:Iteration 2F (58.527955 sec): 3 clusters Score: Raw -1277.499455 + Penalty 438.209668 = -839.289787 nChanged 1 SP:Iteration 3F (58.528224 sec): 3 clusters Score: Raw -1279.246487 + Penalty 438.209668 = -841.036820 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 39 (210 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.529243 sec): 2 clusters Score: Raw -5901.242382 + Penalty 378.360078 = -5522.882304 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.529840 sec): 3 clusters Score: Raw -5831.269909 + Penalty 761.964266 = -5069.305643 nChanged 51 SP:Iteration 1F (58.530426 sec): 3 clusters Score: Raw -5875.729123 + Penalty 766.046123 = -5109.683001 nChanged 8 SP:Iteration 2Q (58.531011 sec): 3 clusters Score: Raw -5887.321428 + Penalty 772.407999 = -5114.913429 nChanged 7 SP:Iteration 3Q (58.531591 sec): 3 clusters Score: Raw -5895.316142 + Penalty 773.451542 = -5121.864601 nChanged 1 SP:Iteration 4Q (58.532170 sec): 3 clusters Score: Raw -5896.263546 + Penalty 776.459924 = -5119.803622 nChanged 2 SP:Iteration 5F (58.532742 sec): 3 clusters Score: Raw -5897.217553 + Penalty 777.517266 = -5119.700287 nChanged 1 SP:Iteration 6F (58.533311 sec): 3 clusters Score: Raw -5898.271158 + Penalty 777.517266 = -5120.753892 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 40 (69 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.533967 sec): 2 clusters Score: Raw -2173.903151 + Penalty 375.463580 = -1798.439571 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.534301 sec): 3 clusters Score: Raw -2200.747794 + Penalty 753.173046 = -1447.574747 nChanged 5 SP:Iteration 1F (58.534629 sec): 3 clusters Score: Raw -2215.575938 + Penalty 753.173046 = -1462.402891 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 43 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.535170 sec): 2 clusters Score: Raw -866.429179 + Penalty 225.229322 = -641.199857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.535433 sec): 3 clusters Score: Raw -890.387308 + Penalty 448.815330 = -441.571978 nChanged 1 SP:Iteration 1Q (58.535676 sec): 3 clusters Score: Raw -896.874293 + Penalty 448.815330 = -448.058963 nChanged 0 SP:Iteration 2F (58.535951 sec): 3 clusters Score: Raw -896.874293 + Penalty 448.815330 = -448.058963 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 45 (24 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.536475 sec): 2 clusters Score: Raw -767.969392 + Penalty 255.603798 = -512.365594 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.536726 sec): 3 clusters Score: Raw -794.258840 + Penalty 514.818841 = -279.439999 nChanged 1 SP:Iteration 1Q (58.536969 sec): 3 clusters Score: Raw -796.241968 + Penalty 514.818841 = -281.423127 nChanged 0 SP:Iteration 2F (58.537216 sec): 3 clusters Score: Raw -796.241968 + Penalty 514.818841 = -281.423127 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 47 (1916 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.543458 sec): 2 clusters Score: Raw -65245.447775 + Penalty 254.821762 = -64990.626013 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.547086 sec): 3 clusters Score: Raw -64053.921052 + Penalty 510.094191 = -63543.826860 nChanged 848 SP:Iteration 1F (58.550750 sec): 3 clusters Score: Raw -64525.138666 + Penalty 511.456359 = -64013.682307 nChanged 187 SP:Iteration 2F (58.554364 sec): 3 clusters Score: Raw -64621.277277 + Penalty 513.349082 = -64107.928195 nChanged 136 SP:Iteration 3F (58.558182 sec): 3 clusters Score: Raw -64687.968258 + Penalty 515.496723 = -64172.471534 nChanged 96 SP:Iteration 4F (58.561673 sec): 3 clusters Score: Raw -64731.756656 + Penalty 517.826968 = -64213.929688 nChanged 82 SP:Iteration 5Q (58.565145 sec): 3 clusters Score: Raw -64776.833817 + Penalty 520.262946 = -64256.570871 nChanged 87 SP:Iteration 6Q (58.568623 sec): 3 clusters Score: Raw -64834.124115 + Penalty 522.006137 = -64312.117978 nChanged 89 SP:Iteration 7Q (58.572079 sec): 3 clusters Score: Raw -64904.817764 + Penalty 522.826366 = -64381.991398 nChanged 83 SP:Iteration 8Q (58.575627 sec): 3 clusters Score: Raw -64953.149768 + Penalty 523.111391 = -64430.038377 nChanged 54 SP:Iteration 9Q (58.579182 sec): 3 clusters Score: Raw -64979.310223 + Penalty 523.323070 = -64455.987153 nChanged 44 SP:Iteration 10F (58.582772 sec): 3 clusters Score: Raw -64991.535096 + Penalty 524.686081 = -64466.849016 nChanged 25 SP:Iteration 11Q (58.586122 sec): 3 clusters Score: Raw -64998.328688 + Penalty 525.633554 = -64472.695134 nChanged 16 SP:Iteration 12Q (58.589465 sec): 3 clusters Score: Raw -65004.966760 + Penalty 526.631783 = -64478.334977 nChanged 22 SP:Iteration 13Q (58.592804 sec): 3 clusters Score: Raw -65013.085154 + Penalty 527.599174 = -64485.485980 nChanged 25 SP:Iteration 14Q (58.596113 sec): 3 clusters Score: Raw -65020.673298 + Penalty 528.262690 = -64492.410609 nChanged 18 SP:Iteration 15Q (58.599404 sec): 3 clusters Score: Raw -65024.538462 + Penalty 529.446734 = -64495.091728 nChanged 14 SP:Iteration 16Q (58.602798 sec): 3 clusters Score: Raw -65029.840593 + Penalty 530.465574 = -64499.375019 nChanged 20 SP:Iteration 17Q (58.606188 sec): 3 clusters Score: Raw -65034.981994 + Penalty 531.783331 = -64503.198663 nChanged 18 SP:Iteration 18Q (58.609522 sec): 3 clusters Score: Raw -65039.700443 + Penalty 532.503482 = -64507.196961 nChanged 15 SP:Iteration 19Q (58.612778 sec): 3 clusters Score: Raw -65042.385711 + Penalty 533.016048 = -64509.369663 nChanged 9 SP:Iteration 20F (58.616250 sec): 3 clusters Score: Raw -65043.796725 + Penalty 533.373755 = -64510.422970 nChanged 9 SP:Iteration 21Q (58.619489 sec): 3 clusters Score: Raw -65045.196215 + Penalty 534.101696 = -64511.094519 nChanged 9 SP:Iteration 22Q (58.622719 sec): 3 clusters Score: Raw -65046.640041 + Penalty 534.164224 = -64512.475818 nChanged 6 SP:Iteration 23Q (58.625939 sec): 3 clusters Score: Raw -65047.486474 + Penalty 534.408944 = -64513.077530 nChanged 4 SP:Iteration 24Q (58.629205 sec): 3 clusters Score: Raw -65047.620944 + Penalty 534.578261 = -64513.042683 nChanged 2 SP:Iteration 25F (58.632750 sec): 3 clusters Score: Raw -65047.723918 + Penalty 534.869859 = -64512.854059 nChanged 4 SP:Iteration 26F (58.636324 sec): 3 clusters Score: Raw -65048.024178 + Penalty 535.005801 = -64513.018377 nChanged 4 SP:Iteration 27Q (58.639680 sec): 3 clusters Score: Raw -65048.365041 + Penalty 535.302888 = -64513.062153 nChanged 4 SP:Iteration 28Q (58.642898 sec): 3 clusters Score: Raw -65048.655428 + Penalty 535.487656 = -64513.167772 nChanged 3 SP:Iteration 29Q (58.646158 sec): 3 clusters Score: Raw -65048.873392 + Penalty 536.044985 = -64512.828407 nChanged 4 SP:Iteration 30F (58.649740 sec): 3 clusters Score: Raw -65049.052383 + Penalty 536.394674 = -64512.657709 nChanged 4 SP:Iteration 31F (58.653401 sec): 3 clusters Score: Raw -65049.456722 + Penalty 537.108115 = -64512.348607 nChanged 8 SP:Iteration 32F (58.657001 sec): 3 clusters Score: Raw -65050.574451 + Penalty 537.128545 = -64513.445905 nChanged 8 SP:Iteration 33Q (58.660299 sec): 3 clusters Score: Raw -65051.886955 + Penalty 538.369056 = -64513.517899 nChanged 8 SP:Iteration 34Q (58.663591 sec): 3 clusters Score: Raw -65052.824984 + Penalty 538.800731 = -64514.024253 nChanged 4 SP:Iteration 35Q (58.666784 sec): 3 clusters Score: Raw -65053.287755 + Penalty 538.400613 = -64514.887142 nChanged 3 SP:Iteration 36Q (58.670133 sec): 3 clusters Score: Raw -65053.924671 + Penalty 538.647805 = -64515.276866 nChanged 2 SP:Iteration 37Q (58.673378 sec): 3 clusters Score: Raw -65054.025968 + Penalty 538.848585 = -64515.177384 nChanged 2 SP:Iteration 38F (58.676838 sec): 3 clusters Score: Raw -65054.033494 + Penalty 538.718019 = -64515.315475 nChanged 2 SP:Iteration 39Q (58.680258 sec): 3 clusters Score: Raw -65054.246767 + Penalty 538.788265 = -64515.458502 nChanged 2 SP:Iteration 40F (58.683875 sec): 3 clusters Score: Raw -65054.297567 + Penalty 538.769090 = -64515.528478 nChanged 3 SP:Iteration 41Q (58.687064 sec): 3 clusters Score: Raw -65054.451392 + Penalty 538.872902 = -64515.578491 nChanged 5 SP:Iteration 42Q (58.690263 sec): 3 clusters Score: Raw -65054.885279 + Penalty 539.727537 = -64515.157743 nChanged 5 SP:Iteration 43F (58.693750 sec): 3 clusters Score: Raw -65055.432594 + Penalty 540.070787 = -64515.361807 nChanged 4 SP:Iteration 44Q (58.697007 sec): 3 clusters Score: Raw -65056.202208 + Penalty 540.634921 = -64515.567287 nChanged 8 SP:Iteration 45Q (58.700233 sec): 3 clusters Score: Raw -65057.407673 + Penalty 539.731067 = -64517.676606 nChanged 10 SP:Iteration 46Q (58.703531 sec): 3 clusters Score: Raw -65059.082558 + Penalty 540.793122 = -64518.289436 nChanged 9 SP:Iteration 47Q (58.706757 sec): 3 clusters Score: Raw -65059.968341 + Penalty 541.354320 = -64518.614021 nChanged 5 SP:Iteration 48Q (58.709924 sec): 3 clusters Score: Raw -65060.756857 + Penalty 541.179520 = -64519.577337 nChanged 5 SP:Iteration 49Q (58.713076 sec): 3 clusters Score: Raw -65061.204563 + Penalty 541.068753 = -64520.135810 nChanged 3 SP:Iteration 50F (58.716538 sec): 3 clusters Score: Raw -65061.363401 + Penalty 541.607879 = -64519.755523 nChanged 2 SP:Iteration 51F (58.720094 sec): 3 clusters Score: Raw -65061.704966 + Penalty 541.632909 = -64520.072057 nChanged 2 SP:Iteration 52Q (58.723248 sec): 3 clusters Score: Raw -65061.932248 + Penalty 541.374388 = -64520.557860 nChanged 2 SP:Iteration 53Q (58.726393 sec): 3 clusters Score: Raw -65062.634000 + Penalty 541.381178 = -64521.252822 nChanged 5 SP:Iteration 54Q (58.729591 sec): 3 clusters Score: Raw -65064.296923 + Penalty 541.844190 = -64522.452733 nChanged 11 SP:Iteration 55Q (58.732833 sec): 3 clusters Score: Raw -65068.484844 + Penalty 541.408181 = -64527.076664 nChanged 15 SP:Iteration 56Q (58.735997 sec): 3 clusters Score: Raw -65074.849247 + Penalty 543.400147 = -64531.449100 nChanged 16 SP:Iteration 57Q (58.739117 sec): 3 clusters Score: Raw -65081.102218 + Penalty 545.015410 = -64536.086808 nChanged 16 SP:Iteration 58Q (58.742237 sec): 3 clusters Score: Raw -65085.857931 + Penalty 546.201004 = -64539.656927 nChanged 11 SP:Iteration 59Q (58.745355 sec): 3 clusters Score: Raw -65088.663911 + Penalty 546.460412 = -64542.203499 nChanged 10 SP:Iteration 60F (58.748896 sec): 3 clusters Score: Raw -65091.364423 + Penalty 545.212844 = -64546.151579 nChanged 13 SP:Iteration 61Q (58.751972 sec): 3 clusters Score: Raw -65098.656451 + Penalty 542.630993 = -64556.025458 nChanged 10 SP:Iteration 62Q (58.755338 sec): 3 clusters Score: Raw -65104.440729 + Penalty 540.771252 = -64563.669477 nChanged 10 SP:Iteration 63Q (58.758494 sec): 3 clusters Score: Raw -65112.844232 + Penalty 537.777089 = -64575.067144 nChanged 17 SP:Iteration 64Q (58.761578 sec): 3 clusters Score: Raw -65129.677629 + Penalty 535.784259 = -64593.893369 nChanged 17 SP:Iteration 65Q (58.764621 sec): 3 clusters Score: Raw -65143.977306 + Penalty 534.235141 = -64609.742165 nChanged 15 SP:Iteration 66Q (58.767648 sec): 3 clusters Score: Raw -65154.557395 + Penalty 534.647067 = -64619.910328 nChanged 18 SP:Iteration 67Q (58.770645 sec): 3 clusters Score: Raw -65166.776781 + Penalty 533.426503 = -64633.350278 nChanged 19 SP:Iteration 68Q (58.773631 sec): 3 clusters Score: Raw -65175.192303 + Penalty 528.950468 = -64646.241835 nChanged 18 SP:Iteration 69Q (58.776613 sec): 3 clusters Score: Raw -65185.988843 + Penalty 527.177417 = -64658.811426 nChanged 13 SP:Iteration 70F (58.780343 sec): 3 clusters Score: Raw -65189.600179 + Penalty 527.061221 = -64662.538958 nChanged 6 SP:Iteration 71Q (58.783429 sec): 3 clusters Score: Raw -65193.182966 + Penalty 525.350062 = -64667.832904 nChanged 5 SP:Iteration 72Q (58.786380 sec): 3 clusters Score: Raw -65195.106653 + Penalty 526.108759 = -64668.997894 nChanged 5 SP:Iteration 73Q (58.789316 sec): 3 clusters Score: Raw -65196.680533 + Penalty 525.269776 = -64671.410757 nChanged 5 SP:Iteration 74Q (58.792258 sec): 3 clusters Score: Raw -65198.262953 + Penalty 523.276706 = -64674.986247 nChanged 4 SP:Iteration 75Q (58.795213 sec): 3 clusters Score: Raw -65199.613581 + Penalty 522.876866 = -64676.736714 nChanged 2 SP:Iteration 76Q (58.798206 sec): 3 clusters Score: Raw -65199.911844 + Penalty 522.451058 = -64677.460787 nChanged 1 SP:Iteration 77Q (58.801180 sec): 3 clusters Score: Raw -65199.975500 + Penalty 522.832366 = -64677.143134 nChanged 1 SP:Iteration 78F (58.804838 sec): 3 clusters Score: Raw -65200.144504 + Penalty 522.182346 = -64677.962157 nChanged 2 SP:Iteration 79Q (58.807823 sec): 3 clusters Score: Raw -65200.388398 + Penalty 522.193946 = -64678.194451 nChanged 1 SP:Iteration 80F (58.811323 sec): 3 clusters Score: Raw -65200.520859 + Penalty 522.193946 = -64678.326913 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 53 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.813031 sec): 2 clusters Score: Raw -138.532533 + Penalty 80.213115 = -58.319418 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.813254 sec): 3 clusters Score: Raw -134.620395 + Penalty 147.969806 = 13.349411 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 54 (58 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.813884 sec): 2 clusters Score: Raw -1754.642417 + Penalty 332.162842 = -1422.479575 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.814202 sec): 3 clusters Score: Raw -1763.439160 + Penalty 664.199126 = -1099.240034 nChanged 3 SP:Iteration 1F (58.814511 sec): 3 clusters Score: Raw -1767.581078 + Penalty 664.199126 = -1103.381951 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 56 (125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.815316 sec): 2 clusters Score: Raw -3688.604484 + Penalty 435.221614 = -3253.382870 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.815755 sec): 3 clusters Score: Raw -3676.084655 + Penalty 870.801443 = -2805.283212 nChanged 17 SP:Iteration 1F (58.816185 sec): 3 clusters Score: Raw -3703.867073 + Penalty 871.635715 = -2832.231358 nChanged 4 SP:Iteration 2Q (58.816639 sec): 3 clusters Score: Raw -3708.229283 + Penalty 871.834646 = -2836.394637 nChanged 1 SP:Iteration 3Q (58.817062 sec): 3 clusters Score: Raw -3708.820986 + Penalty 871.834646 = -2836.986340 nChanged 0 SP:Iteration 4F (58.817493 sec): 3 clusters Score: Raw -3708.820986 + Penalty 871.834646 = -2836.986340 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 59 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.818047 sec): 2 clusters Score: Raw -1000.623925 + Penalty 301.996112 = -698.627813 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.818317 sec): 3 clusters Score: Raw -1051.650090 + Penalty 603.809197 = -447.840893 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 60 (74 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.818976 sec): 2 clusters Score: Raw -1994.887588 + Penalty 119.388919 = -1875.498669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.819323 sec): 3 clusters Score: Raw -1968.943537 + Penalty 223.456444 = -1745.487093 nChanged 20 SP:Iteration 1F (58.819662 sec): 3 clusters Score: Raw -2011.797121 + Penalty 203.594972 = -1808.202149 nChanged 16 SP:Iteration 2F (58.820000 sec): 3 clusters Score: Raw -2050.782637 + Penalty 201.531305 = -1849.251332 nChanged 1 SP:Iteration 3Q (58.820314 sec): 3 clusters Score: Raw -2052.742825 + Penalty 201.531305 = -1851.211520 nChanged 0 SP:Iteration 4F (58.820651 sec): 3 clusters Score: Raw -2052.742825 + Penalty 201.531305 = -1851.211520 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 62 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.821116 sec): 2 clusters Score: Raw -67.516728 + Penalty 27.167138 = -40.349590 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.821315 sec): 3 clusters Score: Raw -62.105818 + Penalty 54.334275 = -7.771543 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 65 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.821784 sec): 2 clusters Score: Raw -106.272773 + Penalty 75.366019 = -30.906754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.821995 sec): 3 clusters Score: Raw -100.385268 + Penalty 164.415911 = 64.030643 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 68 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.822458 sec): 2 clusters Score: Raw -68.220669 + Penalty 49.200935 = -19.019734 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.822665 sec): 3 clusters Score: Raw -63.190601 + Penalty 98.401870 = 35.211269 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 70 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.823143 sec): 2 clusters Score: Raw -221.617104 + Penalty 137.555006 = -84.062097 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.823361 sec): 3 clusters Score: Raw -218.397019 + Penalty 278.107700 = 59.710680 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 72 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.823858 sec): 2 clusters Score: Raw -470.886100 + Penalty 207.607515 = -263.278585 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.824093 sec): 3 clusters Score: Raw -485.972221 + Penalty 384.234613 = -101.737608 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 93 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.824567 sec): 2 clusters Score: Raw -216.224263 + Penalty 136.486470 = -79.737793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.824785 sec): 3 clusters Score: Raw -216.780872 + Penalty 273.052430 = 56.271558 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 113 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.825267 sec): 2 clusters Score: Raw -70.958551 + Penalty 35.849465 = -35.109086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.825465 sec): 3 clusters Score: Raw -64.434495 + Penalty 71.698930 = 7.264434 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 115 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.825930 sec): 2 clusters Score: Raw -72.608923 + Penalty 43.052550 = -29.556373 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.826124 sec): 2 clusters Score: Raw -72.608923 + Penalty 43.052550 = -29.556373 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 117 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.826612 sec): 2 clusters Score: Raw -340.548609 + Penalty 171.665033 = -168.883576 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.826838 sec): 3 clusters Score: Raw -335.859276 + Penalty 341.469126 = 5.609851 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 129 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.827301 sec): 2 clusters Score: Raw -71.345285 + Penalty 42.068943 = -29.276342 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.827493 sec): 2 clusters Score: Raw -71.345285 + Penalty 42.068943 = -29.276342 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 134 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.827965 sec): 2 clusters Score: Raw -176.695680 + Penalty 111.473259 = -65.222422 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.828182 sec): 3 clusters Score: Raw -176.305005 + Penalty 218.049689 = 41.744684 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 136 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.828641 sec): 2 clusters Score: Raw -33.734051 + Penalty 0.000000 = -33.734051 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.828831 sec): 2 clusters Score: Raw -33.734051 + Penalty 0.000000 = -33.734051 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 142 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.829300 sec): 2 clusters Score: Raw -138.426079 + Penalty 69.665940 = -68.760139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.829510 sec): 3 clusters Score: Raw -136.863707 + Penalty 183.423561 = 46.559854 nChanged 0 Deleting Class 117 (9 points): Lose 41.384884 but Gain 815.525798 Iteration 119Q (59.065209 sec): 49 clusters Score: Raw -973575.459200 + Penalty 30301.145355 = -943274.313845 nChanged 182 Deleting Class 70 (6 points): Lose 27.445992 but Gain 801.358785 Iteration 120F (59.861127 sec): 48 clusters Score: Raw -973659.775235 + Penalty 29529.360085 = -944130.415151 nChanged 144 Deleting Class 45 (24 points): Lose 73.626975 but Gain 839.530277 Iteration 121Q (59.986755 sec): 47 clusters Score: Raw -973637.749894 + Penalty 28762.028809 = -944875.721085 nChanged 81 Deleting Class 4 (34 points): Lose 77.554543 but Gain 842.321830 Iteration 122Q (60.108259 sec): 46 clusters Score: Raw -973625.799976 + Penalty 27942.276752 = -945683.523224 nChanged 71 Deleting Class 59 (29 points): Lose 169.921828 but Gain 930.975891 Iteration 123Q (60.229185 sec): 45 clusters Score: Raw -973531.787249 + Penalty 27036.980444 = -946494.806805 nChanged 65 Deleting Class 93 (6 points): Lose 38.814181 but Gain 795.133779 Iteration 124Q (60.348427 sec): 44 clusters Score: Raw -973561.044378 + Penalty 26267.869218 = -947293.175160 nChanged 34 Deleting Class 34 (27 points): Lose 90.153430 but Gain 841.513781 Iteration 125Q (60.468046 sec): 43 clusters Score: Raw -973489.684666 + Penalty 25491.157020 = -947998.527646 nChanged 41 Deleting Class 72 (14 points): Lose 80.247608 but Gain 821.153893 Iteration 126Q (60.586128 sec): 42 clusters Score: Raw -973459.002485 + Penalty 24685.205322 = -948773.797163 nChanged 30 Deleting Class 17 (28 points): Lose 85.450414 but Gain 814.180520 Iteration 127Q (60.703691 sec): 41 clusters Score: Raw -973405.818207 + Penalty 23897.434120 = -949508.384087 nChanged 43 Deleting Class 68 (2 points): Lose 12.247477 but Gain 740.931750 Iteration 128Q (60.820237 sec): 40 clusters Score: Raw -973448.492190 + Penalty 23156.174099 = -950292.318092 nChanged 18 Deleting Class 8 (27 points): Lose 77.509471 but Gain 791.396401 Iteration 129Q (60.934439 sec): 39 clusters Score: Raw -973378.767576 + Penalty 22388.003264 = -950990.764311 nChanged 37 Deleting Class 134 (5 points): Lose 16.441529 but Gain 722.980826 Iteration 130F (61.565407 sec): 38 clusters Score: Raw -973413.721430 + Penalty 21671.612274 = -951742.109155 nChanged 23 Deleting Class 9 (111 points): Lose 379.701180 but Gain 1085.393426 Iteration 131Q (61.680314 sec): 37 clusters Score: Raw -973047.477603 + Penalty 20631.229198 = -952416.248405 nChanged 126 Deleting Class 54 (73 points): Lose 148.103449 but Gain 847.542137 Iteration 132Q (61.794876 sec): 36 clusters Score: Raw -973082.998180 + Penalty 19816.741655 = -953266.256525 nChanged 96 Deleting Class 65 (3 points): Lose 20.363672 but Gain 716.079814 Iteration 133Q (61.909257 sec): 35 clusters Score: Raw -973188.168669 + Penalty 19107.960731 = -954080.207938 nChanged 39 Deleting Class 136 (1 points): Lose 4.376370 but Gain 671.705875 Iteration 134Q (62.021521 sec): 34 clusters Score: Raw -973208.454740 + Penalty 18429.400509 = -954779.054231 nChanged 37 Deleting Class 21 (4 points): Lose 15.732152 but Gain 679.667652 Iteration 135Q (62.135599 sec): 33 clusters Score: Raw -973214.138886 + Penalty 17747.711568 = -955466.427319 nChanged 32 Deleting Class 115 (2 points): Lose 8.301573 but Gain 648.341362 Iteration 136Q (62.246509 sec): 32 clusters Score: Raw -973220.700329 + Penalty 17111.131891 = -956109.568437 nChanged 36 Deleting Class 129 (2 points): Lose 6.912880 but Gain 633.528920 Iteration 137Q (62.355916 sec): 31 clusters Score: Raw -973226.472603 + Penalty 16485.035234 = -956741.437370 nChanged 32 Deleting Class 56 (115 points): Lose 318.755302 but Gain 948.483396 Iteration 138Q (62.467250 sec): 30 clusters Score: Raw -972918.397673 + Penalty 15592.423441 = -957325.974233 nChanged 133 Deleting Class 43 (30 points): Lose 155.439461 but Gain 739.710143 Iteration 139Q (62.577075 sec): 29 clusters Score: Raw -973004.244848 + Penalty 14984.367287 = -958019.877561 nChanged 77 Deleting Class 53 (4 points): Lose 23.405471 but Gain 603.976768 Iteration 140F (63.057583 sec): 28 clusters Score: Raw -973059.835587 + Penalty 14388.917031 = -958670.918556 nChanged 43 Deleting Class 38 (33 points): Lose 103.780279 but Gain 666.262157 Iteration 141Q (63.166767 sec): 27 clusters Score: Raw -972978.102729 + Penalty 13727.634786 = -959250.467943 nChanged 63 Deleting Class 20 (115 points): Lose 395.559830 but Gain 943.132832 Iteration 142Q (63.273400 sec): 26 clusters Score: Raw -972628.662051 + Penalty 12822.064833 = -959806.597218 nChanged 141 Deleting Class 113 (2 points): Lose 3.061245 but Gain 539.867926 Iteration 143Q (63.380773 sec): 25 clusters Score: Raw -972836.118043 + Penalty 12268.707513 = -960567.410530 nChanged 73 Deleting Class 7 (64 points): Lose 169.532953 but Gain 692.212843 Iteration 144Q (63.488950 sec): 24 clusters Score: Raw -972703.795128 + Penalty 11574.766670 = -961129.028458 nChanged 107 Deleting Class 19 (132 points): Lose 240.787521 but Gain 749.252910 Iteration 145Q (63.593238 sec): 23 clusters Score: Raw -972577.081634 + Penalty 10840.152079 = -961736.929555 nChanged 197 Deleting Class 62 (4 points): Lose 42.103545 but Gain 525.487345 Iteration 146Q (63.697627 sec): 22 clusters Score: Raw -972795.982384 + Penalty 10317.761724 = -962478.220660 nChanged 108 Deleting Class 142 (4 points): Lose 55.142472 but Gain 524.560226 Iteration 147Q (63.800412 sec): 21 clusters Score: Raw -972780.322209 + Penalty 9799.687271 = -962980.634938 nChanged 74 Deleting Class 40 (75 points): Lose 491.925853 but Gain 944.349917 Iteration 148Q (63.902630 sec): 20 clusters Score: Raw -972317.636816 + Penalty 8894.861207 = -963422.775609 nChanged 124 Deleting Class 11 (42 points): Lose 117.027398 but Gain 540.422097 Iteration 149Q (64.004065 sec): 19 clusters Score: Raw -972413.246288 + Penalty 8363.054191 = -964050.192097 nChanged 125 Iteration 150F (64.325680 sec): 19 clusters Score: Raw -972494.966217 + Penalty 8368.331203 = -964126.635015 nChanged 65 Iteration 151Q (64.426429 sec): 19 clusters Score: Raw -972519.081039 + Penalty 8379.147429 = -964139.933610 nChanged 54 Iteration 152Q (64.526896 sec): 19 clusters Score: Raw -972534.079495 + Penalty 8388.892293 = -964145.187203 nChanged 42 Iteration 153Q (64.627382 sec): 19 clusters Score: Raw -972541.875231 + Penalty 8398.627285 = -964143.247946 nChanged 38 Iteration 154F (64.949138 sec): 19 clusters Score: Raw -972553.144054 + Penalty 8399.031067 = -964154.112987 nChanged 33 Iteration 155Q (65.049961 sec): 19 clusters Score: Raw -972558.898796 + Penalty 8398.307123 = -964160.591673 nChanged 25 Iteration 156Q (65.150713 sec): 19 clusters Score: Raw -972562.707005 + Penalty 8402.786931 = -964159.920074 nChanged 34 Iteration 157F (65.471712 sec): 19 clusters Score: Raw -972568.557957 + Penalty 8403.170883 = -964165.387074 nChanged 20 Iteration 158Q (65.572309 sec): 19 clusters Score: Raw -972571.030371 + Penalty 8404.635435 = -964166.394937 nChanged 20 Iteration 159Q (65.674200 sec): 19 clusters Score: Raw -972574.342048 + Penalty 8404.444449 = -964169.897599 nChanged 17 Iteration 160F (65.997009 sec): 19 clusters Score: Raw -972577.013748 + Penalty 8404.368160 = -964172.645588 nChanged 13 Iteration 161Q (66.097067 sec): 19 clusters Score: Raw -972578.108718 + Penalty 8405.581296 = -964172.527422 nChanged 13 Iteration 162F (66.419284 sec): 19 clusters Score: Raw -972579.680737 + Penalty 8409.220472 = -964170.460265 nChanged 17 Iteration 163F (66.740819 sec): 19 clusters Score: Raw -972582.681591 + Penalty 8411.292195 = -964171.389396 nChanged 15 Iteration 164Q (66.841243 sec): 19 clusters Score: Raw -972585.448671 + Penalty 8413.556830 = -964171.891840 nChanged 10 Iteration 165Q (66.941071 sec): 19 clusters Score: Raw -972586.981090 + Penalty 8413.090441 = -964173.890648 nChanged 7 Iteration 166Q (67.040796 sec): 19 clusters Score: Raw -972587.617805 + Penalty 8412.825695 = -964174.792111 nChanged 3 Iteration 167Q (67.140503 sec): 19 clusters Score: Raw -972587.803710 + Penalty 8412.446373 = -964175.357337 nChanged 2 Iteration 168Q (67.240811 sec): 19 clusters Score: Raw -972587.959223 + Penalty 8412.475460 = -964175.483763 nChanged 2 Iteration 169Q (67.340874 sec): 19 clusters Score: Raw -972587.988463 + Penalty 8412.215137 = -964175.773326 nChanged 1 Iteration 170F (67.663404 sec): 19 clusters Score: Raw -972588.095410 + Penalty 8412.215137 = -964175.880273 nChanged 0 Writing temp clu file Memory request: 0.16 GB would take us to total of 0.31 GB. Compute initial score before splitting: Score: Raw -972588.095410 + Penalty 8412.215137 = -964175.880273Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 1 (1625 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67.773675 sec): 2 clusters Score: Raw -55945.146983 + Penalty 255.792197 = -55689.354786 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67.776710 sec): 3 clusters Score: Raw -54927.128655 + Penalty 517.175739 = -54409.952916 nChanged 704 SP:Iteration 1F (67.779669 sec): 3 clusters Score: Raw -55496.837602 + Penalty 544.107556 = -54952.730046 nChanged 230 SP:Iteration 2F (67.782727 sec): 3 clusters Score: Raw -55724.915549 + Penalty 576.102847 = -55148.812702 nChanged 123 SP:Iteration 3F (67.785719 sec): 3 clusters Score: Raw -55902.969124 + Penalty 591.135803 = -55311.833321 nChanged 55 SP:Iteration 4Q (67.788531 sec): 3 clusters Score: Raw -55974.790843 + Penalty 594.215545 = -55380.575298 nChanged 34 SP:Iteration 5Q (67.791219 sec): 3 clusters Score: Raw -56006.096435 + Penalty 596.583098 = -55409.513336 nChanged 14 SP:Iteration 6Q (67.793847 sec): 3 clusters Score: Raw -56015.374190 + Penalty 598.522189 = -55416.852001 nChanged 12 SP:Iteration 7Q (67.796502 sec): 3 clusters Score: Raw -56024.295856 + Penalty 598.383072 = -55425.912784 nChanged 12 SP:Iteration 8Q (67.799094 sec): 3 clusters Score: Raw -56028.475265 + Penalty 600.345833 = -55428.129433 nChanged 6 SP:Iteration 9Q (67.801686 sec): 3 clusters Score: Raw -56030.995435 + Penalty 600.796951 = -55430.198484 nChanged 5 SP:Iteration 10F (67.804654 sec): 3 clusters Score: Raw -56032.170242 + Penalty 600.445009 = -55431.725232 nChanged 5 SP:Iteration 11Q (67.807272 sec): 3 clusters Score: Raw -56033.523398 + Penalty 602.383372 = -55431.140026 nChanged 3 SP:Iteration 12F (67.810294 sec): 3 clusters Score: Raw -56034.528591 + Penalty 600.890089 = -55433.638502 nChanged 3 SP:Iteration 13Q (67.812856 sec): 3 clusters Score: Raw -56035.330664 + Penalty 600.302715 = -55435.027949 nChanged 2 SP:Iteration 14Q (67.815424 sec): 3 clusters Score: Raw -56035.565258 + Penalty 599.592861 = -55435.972397 nChanged 1 SP:Iteration 15Q (67.817986 sec): 3 clusters Score: Raw -56035.631996 + Penalty 599.260351 = -55436.371644 nChanged 1 SP:Iteration 16Q (67.820544 sec): 3 clusters Score: Raw -56035.586829 + Penalty 599.260351 = -55436.326477 nChanged 0 SP:Iteration 17F (67.823513 sec): 3 clusters Score: Raw -56035.586829 + Penalty 599.260351 = -55436.326477 nChanged 0 Memory request: 0.03 GB would take us to total of 0.34 GB. Trying to split cluster 2 (5579 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67.848378 sec): 2 clusters Score: Raw -189328.060832 + Penalty 386.741972 = -188941.318860 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67.858560 sec): 3 clusters Score: Raw -185882.600781 + Penalty 774.002939 = -185108.597842 nChanged 2522 SP:Iteration 1F (67.868636 sec): 3 clusters Score: Raw -187505.249128 + Penalty 775.827217 = -186729.421911 nChanged 409 SP:Iteration 2F (67.878526 sec): 3 clusters Score: Raw -187744.039281 + Penalty 778.659420 = -186965.379862 nChanged 348 SP:Iteration 3F (67.888695 sec): 3 clusters Score: Raw -188002.714196 + Penalty 780.538776 = -187222.175420 nChanged 321 SP:Iteration 4F (67.898670 sec): 3 clusters Score: Raw -188288.442034 + Penalty 782.609728 = -187505.832306 nChanged 260 SP:Iteration 5Q (67.908436 sec): 3 clusters Score: Raw -188532.332471 + Penalty 781.333298 = -187750.999173 nChanged 208 SP:Iteration 6Q (67.917962 sec): 3 clusters Score: Raw -188715.290195 + Penalty 781.392938 = -187933.897257 nChanged 145 SP:Iteration 7Q (67.927070 sec): 3 clusters Score: Raw -188826.564693 + Penalty 783.361589 = -188043.203104 nChanged 125 SP:Iteration 8Q (67.936087 sec): 3 clusters Score: Raw -188899.339294 + Penalty 785.893131 = -188113.446163 nChanged 104 SP:Iteration 9Q (67.944842 sec): 3 clusters Score: Raw -188957.123871 + Penalty 789.122623 = -188168.001248 nChanged 96 SP:Iteration 10F (67.954748 sec): 3 clusters Score: Raw -189017.101065 + Penalty 795.245159 = -188221.855906 nChanged 90 SP:Iteration 11Q (67.963375 sec): 3 clusters Score: Raw -189077.774899 + Penalty 799.100583 = -188278.674317 nChanged 81 SP:Iteration 12Q (67.972043 sec): 3 clusters Score: Raw -189134.236966 + Penalty 799.255730 = -188334.981236 nChanged 65 SP:Iteration 13Q (67.980257 sec): 3 clusters Score: Raw -189180.734925 + Penalty 801.281855 = -188379.453069 nChanged 57 SP:Iteration 14Q (67.988412 sec): 3 clusters Score: Raw -189222.923286 + Penalty 811.788310 = -188411.134976 nChanged 51 SP:Iteration 15Q (67.996438 sec): 3 clusters Score: Raw -189262.086123 + Penalty 815.860616 = -188446.225507 nChanged 31 SP:Iteration 16Q (68.004564 sec): 3 clusters Score: Raw -189279.105485 + Penalty 812.419290 = -188466.686194 nChanged 26 SP:Iteration 17Q (68.012586 sec): 3 clusters Score: Raw -189295.896851 + Penalty 804.605607 = -188491.291244 nChanged 18 SP:Iteration 18Q (68.020615 sec): 3 clusters Score: Raw -189310.947542 + Penalty 800.741184 = -188510.206358 nChanged 9 SP:Iteration 19Q (68.028484 sec): 3 clusters Score: Raw -189316.721950 + Penalty 802.180295 = -188514.541655 nChanged 5 SP:Iteration 20F (68.038464 sec): 3 clusters Score: Raw -189320.131001 + Penalty 801.712799 = -188518.418202 nChanged 4 SP:Iteration 21Q (68.046473 sec): 3 clusters Score: Raw -189323.658002 + Penalty 799.153305 = -188524.504698 nChanged 3 SP:Iteration 22Q (68.054332 sec): 3 clusters Score: Raw -189325.413063 + Penalty 800.072597 = -188525.340466 nChanged 1 SP:Iteration 23Q (68.062197 sec): 3 clusters Score: Raw -189326.552687 + Penalty 799.690234 = -188526.862453 nChanged 2 SP:Iteration 24Q (68.070523 sec): 3 clusters Score: Raw -189327.104299 + Penalty 803.079468 = -188524.024831 nChanged 4 SP:Iteration 25F (68.080659 sec): 3 clusters Score: Raw -189328.473913 + Penalty 802.212768 = -188526.261145 nChanged 5 SP:Iteration 26Q (68.088515 sec): 3 clusters Score: Raw -189332.634723 + Penalty 801.232161 = -188531.402563 nChanged 3 SP:Iteration 27Q (68.096325 sec): 3 clusters Score: Raw -189334.371567 + Penalty 799.825071 = -188534.546495 nChanged 5 SP:Iteration 28Q (68.104159 sec): 3 clusters Score: Raw -189339.033099 + Penalty 797.933010 = -188541.100089 nChanged 3 SP:Iteration 29Q (68.112094 sec): 3 clusters Score: Raw -189342.242113 + Penalty 795.060248 = -188547.181865 nChanged 3 SP:Iteration 30F (68.122286 sec): 3 clusters Score: Raw -189345.313998 + Penalty 791.632062 = -188553.681936 nChanged 2 SP:Iteration 31Q (68.130053 sec): 3 clusters Score: Raw -189346.076849 + Penalty 789.867327 = -188556.209522 nChanged 2 SP:Iteration 32Q (68.137968 sec): 3 clusters Score: Raw -189347.828019 + Penalty 787.469560 = -188560.358459 nChanged 2 SP:Iteration 33Q (68.145880 sec): 3 clusters Score: Raw -189348.832614 + Penalty 788.264546 = -188560.568068 nChanged 2 SP:Iteration 34Q (68.153688 sec): 3 clusters Score: Raw -189350.007327 + Penalty 786.899618 = -188563.107709 nChanged 4 SP:Iteration 35Q (68.161460 sec): 3 clusters Score: Raw -189351.188752 + Penalty 786.247260 = -188564.941493 nChanged 2 SP:Iteration 36Q (68.169347 sec): 3 clusters Score: Raw -189351.663085 + Penalty 784.563662 = -188567.099423 nChanged 1 SP:Iteration 37Q (68.177582 sec): 3 clusters Score: Raw -189352.067107 + Penalty 782.468004 = -188569.599104 nChanged 1 SP:Iteration 38Q (68.185719 sec): 3 clusters Score: Raw -189357.378847 + Penalty 778.253108 = -188579.125739 nChanged 4 SP:Iteration 39Q (68.193756 sec): 3 clusters Score: Raw -189359.443352 + Penalty 775.412544 = -188584.030808 nChanged 1 SP:Iteration 40F (68.203616 sec): 3 clusters Score: Raw -189360.650140 + Penalty 775.412544 = -188585.237596 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 3 (291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.208962 sec): 2 clusters Score: Raw -8262.667750 + Penalty 492.332083 = -7770.335667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.209696 sec): 3 clusters Score: Raw -8213.350595 + Penalty 985.957827 = -7227.392768 nChanged 80 SP:Iteration 1F (68.210416 sec): 3 clusters Score: Raw -8392.391677 + Penalty 983.755603 = -7408.636074 nChanged 26 SP:Iteration 2F (68.211158 sec): 3 clusters Score: Raw -8444.449072 + Penalty 985.313883 = -7459.135189 nChanged 20 SP:Iteration 3F (68.211881 sec): 3 clusters Score: Raw -8473.740859 + Penalty 986.651251 = -7487.089608 nChanged 12 SP:Iteration 4Q (68.212568 sec): 3 clusters Score: Raw -8496.121506 + Penalty 989.550596 = -7506.570910 nChanged 9 SP:Iteration 5Q (68.213250 sec): 3 clusters Score: Raw -8516.287203 + Penalty 993.721794 = -7522.565408 nChanged 8 SP:Iteration 6Q (68.213925 sec): 3 clusters Score: Raw -8526.497551 + Penalty 997.523494 = -7528.974057 nChanged 5 SP:Iteration 7Q (68.214597 sec): 3 clusters Score: Raw -8535.551214 + Penalty 1000.598796 = -7534.952418 nChanged 2 SP:Iteration 8Q (68.215304 sec): 3 clusters Score: Raw -8537.143563 + Penalty 1002.500597 = -7534.642967 nChanged 2 SP:Iteration 9F (68.216028 sec): 3 clusters Score: Raw -8545.063342 + Penalty 1006.568712 = -7538.494630 nChanged 2 SP:Iteration 10F (68.216751 sec): 3 clusters Score: Raw -8547.757389 + Penalty 1006.568712 = -7541.188677 nChanged 0 Memory request: 0.02 GB would take us to total of 0.33 GB. Trying to split cluster 5 (3741 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.228502 sec): 2 clusters Score: Raw -125474.985645 + Penalty 166.162904 = -125308.822741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.235254 sec): 3 clusters Score: Raw -123102.849848 + Penalty 332.167523 = -122770.682325 nChanged 1767 SP:Iteration 1F (68.242095 sec): 3 clusters Score: Raw -124397.987462 + Penalty 329.634803 = -124068.352659 nChanged 227 SP:Iteration 2F (68.248847 sec): 3 clusters Score: Raw -124540.110233 + Penalty 328.245090 = -124211.865143 nChanged 171 SP:Iteration 3Q (68.255363 sec): 3 clusters Score: Raw -124643.202136 + Penalty 326.912230 = -124316.289906 nChanged 155 SP:Iteration 4Q (68.261911 sec): 3 clusters Score: Raw -124730.747125 + Penalty 325.962473 = -124404.784652 nChanged 136 SP:Iteration 5Q (68.268526 sec): 3 clusters Score: Raw -124803.076920 + Penalty 325.441611 = -124477.635309 nChanged 141 SP:Iteration 6Q (68.275085 sec): 3 clusters Score: Raw -124873.914870 + Penalty 324.164316 = -124549.750554 nChanged 154 SP:Iteration 7Q (68.281568 sec): 3 clusters Score: Raw -124965.236623 + Penalty 321.538653 = -124643.697970 nChanged 165 SP:Iteration 8Q (68.287846 sec): 3 clusters Score: Raw -125072.363260 + Penalty 320.479867 = -124751.883393 nChanged 143 SP:Iteration 9Q (68.294113 sec): 3 clusters Score: Raw -125155.437916 + Penalty 318.685083 = -124836.752833 nChanged 132 SP:Iteration 10F (68.300693 sec): 3 clusters Score: Raw -125234.200092 + Penalty 317.006754 = -124917.193338 nChanged 106 SP:Iteration 11Q (68.306571 sec): 3 clusters Score: Raw -125298.053051 + Penalty 314.409326 = -124983.643725 nChanged 97 SP:Iteration 12Q (68.312378 sec): 3 clusters Score: Raw -125352.859261 + Penalty 312.933960 = -125039.925301 nChanged 66 SP:Iteration 13Q (68.318104 sec): 3 clusters Score: Raw -125393.153959 + Penalty 308.995471 = -125084.158488 nChanged 51 SP:Iteration 14Q (68.323613 sec): 3 clusters Score: Raw -125431.760444 + Penalty 309.941879 = -125121.818565 nChanged 22 SP:Iteration 15Q (68.329026 sec): 3 clusters Score: Raw -125473.734113 + Penalty 309.879449 = -125163.854664 nChanged 21 SP:Iteration 16Q (68.334443 sec): 3 clusters Score: Raw -125494.844353 + Penalty 312.421299 = -125182.423054 nChanged 12 SP:Iteration 17Q (68.339750 sec): 3 clusters Score: Raw -125499.974238 + Penalty 311.845674 = -125188.128564 nChanged 11 SP:Iteration 18Q (68.345017 sec): 3 clusters Score: Raw -125502.357319 + Penalty 311.316431 = -125191.040888 nChanged 8 SP:Iteration 19Q (68.350208 sec): 3 clusters Score: Raw -125503.091700 + Penalty 312.921960 = -125190.169740 nChanged 9 SP:Iteration 20F (68.356796 sec): 3 clusters Score: Raw -125504.771666 + Penalty 311.973140 = -125192.798526 nChanged 7 SP:Iteration 21Q (68.362114 sec): 3 clusters Score: Raw -125506.749661 + Penalty 312.842603 = -125193.907058 nChanged 8 SP:Iteration 22Q (68.367544 sec): 3 clusters Score: Raw -125508.380645 + Penalty 312.994002 = -125195.386643 nChanged 7 SP:Iteration 23Q (68.372863 sec): 3 clusters Score: Raw -125509.729220 + Penalty 313.543903 = -125196.185316 nChanged 10 SP:Iteration 24Q (68.378175 sec): 3 clusters Score: Raw -125510.838071 + Penalty 313.497797 = -125197.340274 nChanged 3 SP:Iteration 25Q (68.383446 sec): 3 clusters Score: Raw -125511.534565 + Penalty 313.904218 = -125197.630347 nChanged 4 SP:Iteration 26Q (68.388839 sec): 3 clusters Score: Raw -125512.635271 + Penalty 313.370386 = -125199.264885 nChanged 5 SP:Iteration 27Q (68.394223 sec): 3 clusters Score: Raw -125513.917745 + Penalty 314.359118 = -125199.558627 nChanged 7 SP:Iteration 28Q (68.399538 sec): 3 clusters Score: Raw -125515.917111 + Penalty 313.886659 = -125202.030452 nChanged 5 SP:Iteration 29Q (68.404850 sec): 3 clusters Score: Raw -125519.280520 + Penalty 313.828587 = -125205.451933 nChanged 5 SP:Iteration 30F (68.411550 sec): 3 clusters Score: Raw -125523.569383 + Penalty 312.632663 = -125210.936720 nChanged 9 SP:Iteration 31Q (68.416905 sec): 3 clusters Score: Raw -125527.132049 + Penalty 312.616317 = -125214.515732 nChanged 16 SP:Iteration 32Q (68.422212 sec): 3 clusters Score: Raw -125532.355579 + Penalty 312.905863 = -125219.449716 nChanged 16 SP:Iteration 33Q (68.427514 sec): 3 clusters Score: Raw -125537.391775 + Penalty 312.102667 = -125225.289108 nChanged 16 SP:Iteration 34Q (68.432809 sec): 3 clusters Score: Raw -125541.018964 + Penalty 311.709911 = -125229.309052 nChanged 13 SP:Iteration 35Q (68.438115 sec): 3 clusters Score: Raw -125544.616748 + Penalty 311.505307 = -125233.111441 nChanged 11 SP:Iteration 36Q (68.443625 sec): 3 clusters Score: Raw -125547.189256 + Penalty 311.127198 = -125236.062058 nChanged 11 SP:Iteration 37Q (68.449007 sec): 3 clusters Score: Raw -125549.476043 + Penalty 311.418746 = -125238.057297 nChanged 14 SP:Iteration 38Q (68.454357 sec): 3 clusters Score: Raw -125551.804226 + Penalty 311.093738 = -125240.710488 nChanged 5 SP:Iteration 39Q (68.459664 sec): 3 clusters Score: Raw -125552.582951 + Penalty 311.225540 = -125241.357411 nChanged 5 SP:Iteration 40F (68.466341 sec): 3 clusters Score: Raw -125553.121539 + Penalty 311.880039 = -125241.241500 nChanged 4 SP:Iteration 41F (68.472970 sec): 3 clusters Score: Raw -125553.477650 + Penalty 312.055768 = -125241.421882 nChanged 3 SP:Iteration 42Q (68.478502 sec): 3 clusters Score: Raw -125553.809052 + Penalty 312.054129 = -125241.754922 nChanged 3 SP:Iteration 43Q (68.484408 sec): 3 clusters Score: Raw -125554.128697 + Penalty 312.109099 = -125242.019598 nChanged 1 SP:Iteration 44Q (68.489865 sec): 3 clusters Score: Raw -125554.215878 + Penalty 312.323754 = -125241.892124 nChanged 2 SP:Iteration 45F (68.496603 sec): 3 clusters Score: Raw -125554.349036 + Penalty 312.370773 = -125241.978263 nChanged 3 SP:Iteration 46Q (68.502097 sec): 3 clusters Score: Raw -125555.020591 + Penalty 312.587642 = -125242.432948 nChanged 4 SP:Iteration 47Q (68.507456 sec): 3 clusters Score: Raw -125555.693057 + Penalty 312.351936 = -125243.341121 nChanged 3 SP:Iteration 48Q (68.512798 sec): 3 clusters Score: Raw -125556.032808 + Penalty 312.108499 = -125243.924310 nChanged 4 SP:Iteration 49Q (68.518256 sec): 3 clusters Score: Raw -125556.320690 + Penalty 312.022409 = -125244.298281 nChanged 1 SP:Iteration 50F (68.524865 sec): 3 clusters Score: Raw -125556.303482 + Penalty 312.022409 = -125244.281074 nChanged 0 Memory request: 0.04 GB would take us to total of 0.36 GB. Trying to split cluster 6 (9059 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.568152 sec): 2 clusters Score: Raw -262947.217010 + Penalty 180.892822 = -262766.324188 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.584992 sec): 3 clusters Score: Raw -256886.153652 + Penalty 371.049016 = -256515.104636 nChanged 4258 SP:Iteration 1F (68.601217 sec): 3 clusters Score: Raw -259194.963111 + Penalty 401.638099 = -258793.325012 nChanged 1349 SP:Iteration 2F (68.617395 sec): 3 clusters Score: Raw -260335.298181 + Penalty 472.154576 = -259863.143605 nChanged 1150 SP:Iteration 3F (68.633587 sec): 3 clusters Score: Raw -261582.248881 + Penalty 562.691314 = -261019.557566 nChanged 712 SP:Iteration 4F (68.650181 sec): 3 clusters Score: Raw -262352.288819 + Penalty 630.592549 = -261721.696270 nChanged 353 SP:Iteration 5Q (68.665940 sec): 3 clusters Score: Raw -262700.290457 + Penalty 681.454039 = -262018.836417 nChanged 150 SP:Iteration 6Q (68.679833 sec): 3 clusters Score: Raw -262846.880816 + Penalty 707.937195 = -262138.943621 nChanged 74 SP:Iteration 7Q (68.693325 sec): 3 clusters Score: Raw -262922.621831 + Penalty 743.479778 = -262179.142053 nChanged 31 SP:Iteration 8Q (68.706098 sec): 3 clusters Score: Raw -262960.592916 + Penalty 758.700946 = -262201.891971 nChanged 18 SP:Iteration 9Q (68.718910 sec): 3 clusters Score: Raw -262988.316089 + Penalty 769.879408 = -262218.436680 nChanged 12 SP:Iteration 10F (68.735062 sec): 3 clusters Score: Raw -263004.687385 + Penalty 774.185183 = -262230.502202 nChanged 3 SP:Iteration 11Q (68.747641 sec): 3 clusters Score: Raw -263010.326853 + Penalty 779.351719 = -262230.975134 nChanged 1 SP:Iteration 12Q (68.762337 sec): 3 clusters Score: Raw -263011.090204 + Penalty 779.351719 = -262231.738485 nChanged 0 SP:Iteration 13F (68.780690 sec): 3 clusters Score: Raw -263011.090204 + Penalty 779.351719 = -262231.738485 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 10 (677 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.790359 sec): 2 clusters Score: Raw -19564.867428 + Penalty 212.884260 = -19351.983168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.791774 sec): 3 clusters Score: Raw -19206.367922 + Penalty 425.002472 = -18781.365450 nChanged 256 SP:Iteration 1F (68.793138 sec): 3 clusters Score: Raw -19348.852478 + Penalty 424.086820 = -18924.765658 nChanged 69 SP:Iteration 2F (68.794500 sec): 3 clusters Score: Raw -19400.620375 + Penalty 423.710674 = -18976.909701 nChanged 58 SP:Iteration 3F (68.795878 sec): 3 clusters Score: Raw -19445.008527 + Penalty 426.169174 = -19018.839353 nChanged 44 SP:Iteration 4F (68.797240 sec): 3 clusters Score: Raw -19483.402071 + Penalty 428.884717 = -19054.517355 nChanged 22 SP:Iteration 5Q (68.798573 sec): 3 clusters Score: Raw -19504.177973 + Penalty 428.053090 = -19076.124883 nChanged 14 SP:Iteration 6Q (68.799880 sec): 3 clusters Score: Raw -19513.022671 + Penalty 429.014765 = -19084.007905 nChanged 8 SP:Iteration 7Q (68.801215 sec): 3 clusters Score: Raw -19521.092920 + Penalty 428.450014 = -19092.642905 nChanged 5 SP:Iteration 8Q (68.802521 sec): 3 clusters Score: Raw -19526.778993 + Penalty 429.214807 = -19097.564185 nChanged 5 SP:Iteration 9Q (68.803803 sec): 3 clusters Score: Raw -19532.070742 + Penalty 430.911582 = -19101.159160 nChanged 5 SP:Iteration 10F (68.805162 sec): 3 clusters Score: Raw -19538.387077 + Penalty 433.385650 = -19105.001426 nChanged 6 SP:Iteration 11Q (68.806433 sec): 3 clusters Score: Raw -19544.639657 + Penalty 436.578768 = -19108.060890 nChanged 9 SP:Iteration 12Q (68.807693 sec): 3 clusters Score: Raw -19550.880891 + Penalty 440.178928 = -19110.701962 nChanged 10 SP:Iteration 13Q (68.808919 sec): 3 clusters Score: Raw -19557.349515 + Penalty 443.907775 = -19113.441740 nChanged 8 SP:Iteration 14Q (68.810136 sec): 3 clusters Score: Raw -19562.618429 + Penalty 448.212000 = -19114.406429 nChanged 7 SP:Iteration 15Q (68.811377 sec): 3 clusters Score: Raw -19566.210133 + Penalty 454.680589 = -19111.529543 nChanged 9 SP:Iteration 16F (68.812736 sec): 3 clusters Score: Raw -19571.692580 + Penalty 458.758849 = -19112.933731 nChanged 5 SP:Iteration 17Q (68.813945 sec): 3 clusters Score: Raw -19575.288533 + Penalty 461.673145 = -19113.615388 nChanged 8 SP:Iteration 18Q (68.815159 sec): 3 clusters Score: Raw -19581.882778 + Penalty 468.623345 = -19113.259433 nChanged 5 SP:Iteration 19F (68.816529 sec): 3 clusters Score: Raw -19587.025392 + Penalty 472.977682 = -19114.047710 nChanged 4 SP:Iteration 20F (68.817889 sec): 3 clusters Score: Raw -19590.715606 + Penalty 481.200742 = -19109.514864 nChanged 4 SP:Iteration 21F (68.819273 sec): 3 clusters Score: Raw -19594.205713 + Penalty 488.050061 = -19106.155653 nChanged 3 SP:Iteration 22F (68.820757 sec): 3 clusters Score: Raw -19595.209930 + Penalty 496.130429 = -19099.079501 nChanged 4 SP:Iteration 23F (68.822194 sec): 3 clusters Score: Raw -19598.835477 + Penalty 504.496863 = -19094.338614 nChanged 5 SP:Iteration 24F (68.823624 sec): 3 clusters Score: Raw -19603.216635 + Penalty 513.175297 = -19090.041338 nChanged 2 SP:Iteration 25F (68.824995 sec): 3 clusters Score: Raw -19608.486563 + Penalty 522.380268 = -19086.106295 nChanged 3 SP:Iteration 26F (68.826413 sec): 3 clusters Score: Raw -19616.113370 + Penalty 525.177900 = -19090.935470 nChanged 1 SP:Iteration 27Q (68.827567 sec): 3 clusters Score: Raw -19617.361754 + Penalty 525.177900 = -19092.183854 nChanged 0 SP:Iteration 28F (68.828926 sec): 3 clusters Score: Raw -19617.361754 + Penalty 525.177900 = -19092.183854 nChanged 0 Memory request: 0.02 GB would take us to total of 0.33 GB. Trying to split cluster 12 (3008 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.845169 sec): 2 clusters Score: Raw -102573.373164 + Penalty 350.008091 = -102223.365073 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.850857 sec): 3 clusters Score: Raw -100797.536972 + Penalty 708.143496 = -100089.393476 nChanged 1307 SP:Iteration 1F (68.856317 sec): 3 clusters Score: Raw -101617.427871 + Penalty 719.743014 = -100897.684857 nChanged 286 SP:Iteration 2F (68.861754 sec): 3 clusters Score: Raw -101848.404632 + Penalty 733.047211 = -101115.357422 nChanged 258 SP:Iteration 3F (68.867131 sec): 3 clusters Score: Raw -102093.259110 + Penalty 751.056659 = -101342.202451 nChanged 210 SP:Iteration 4F (68.872597 sec): 3 clusters Score: Raw -102290.254989 + Penalty 778.055262 = -101512.199728 nChanged 128 SP:Iteration 5Q (68.878011 sec): 3 clusters Score: Raw -102405.249590 + Penalty 819.477988 = -101585.771602 nChanged 80 SP:Iteration 6Q (68.883442 sec): 3 clusters Score: Raw -102496.084862 + Penalty 851.863239 = -101644.221623 nChanged 45 SP:Iteration 7Q (68.888701 sec): 3 clusters Score: Raw -102552.747044 + Penalty 867.308893 = -101685.438151 nChanged 15 SP:Iteration 8Q (68.893706 sec): 3 clusters Score: Raw -102578.064059 + Penalty 876.994553 = -101701.069505 nChanged 7 SP:Iteration 9Q (68.898305 sec): 3 clusters Score: Raw -102593.107991 + Penalty 882.482628 = -101710.625363 nChanged 9 SP:Iteration 10F (68.903635 sec): 3 clusters Score: Raw -102604.153595 + Penalty 883.365276 = -101720.788319 nChanged 4 SP:Iteration 11Q (68.907942 sec): 3 clusters Score: Raw -102607.300818 + Penalty 886.058433 = -101721.242385 nChanged 1 SP:Iteration 12Q (68.912232 sec): 3 clusters Score: Raw -102607.590207 + Penalty 883.311564 = -101724.278643 nChanged 2 SP:Iteration 13Q (68.916525 sec): 3 clusters Score: Raw -102608.812205 + Penalty 879.877004 = -101728.935201 nChanged 2 SP:Iteration 14Q (68.920852 sec): 3 clusters Score: Raw -102609.409315 + Penalty 879.877004 = -101729.532310 nChanged 0 SP:Iteration 15F (68.926187 sec): 3 clusters Score: Raw -102609.409315 + Penalty 879.877004 = -101729.532310 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 13 (1463 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.937923 sec): 2 clusters Score: Raw -43341.235166 + Penalty 67.454375 = -43273.780791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.940625 sec): 3 clusters Score: Raw -42437.734675 + Penalty 135.767783 = -42301.966892 nChanged 663 SP:Iteration 1F (68.943278 sec): 3 clusters Score: Raw -42954.646629 + Penalty 137.255771 = -42817.390858 nChanged 99 SP:Iteration 2F (68.945983 sec): 3 clusters Score: Raw -43007.684401 + Penalty 137.940942 = -42869.743459 nChanged 48 SP:Iteration 3Q (68.948712 sec): 3 clusters Score: Raw -43039.409261 + Penalty 138.229658 = -42901.179603 nChanged 39 SP:Iteration 4Q (68.951358 sec): 3 clusters Score: Raw -43053.566738 + Penalty 138.601280 = -42914.965458 nChanged 27 SP:Iteration 5Q (68.953963 sec): 3 clusters Score: Raw -43061.943463 + Penalty 139.384239 = -42922.559224 nChanged 22 SP:Iteration 6Q (68.956557 sec): 3 clusters Score: Raw -43069.143765 + Penalty 140.335674 = -42928.808091 nChanged 21 SP:Iteration 7Q (68.959137 sec): 3 clusters Score: Raw -43075.779690 + Penalty 141.630191 = -42934.149499 nChanged 25 SP:Iteration 8Q (68.961709 sec): 3 clusters Score: Raw -43084.102226 + Penalty 143.877904 = -42940.224321 nChanged 34 SP:Iteration 9Q (68.964304 sec): 3 clusters Score: Raw -43099.096426 + Penalty 145.880165 = -42953.216261 nChanged 34 SP:Iteration 10F (68.966955 sec): 3 clusters Score: Raw -43115.000746 + Penalty 148.574474 = -42966.426272 nChanged 47 SP:Iteration 11Q (68.969495 sec): 3 clusters Score: Raw -43135.910978 + Penalty 151.083795 = -42984.827183 nChanged 41 SP:Iteration 12Q (68.972057 sec): 3 clusters Score: Raw -43153.142019 + Penalty 156.170224 = -42996.971795 nChanged 40 SP:Iteration 13Q (68.974637 sec): 3 clusters Score: Raw -43173.355275 + Penalty 160.392530 = -43012.962745 nChanged 39 SP:Iteration 14Q (68.977149 sec): 3 clusters Score: Raw -43192.268845 + Penalty 166.331714 = -43025.937132 nChanged 40 SP:Iteration 15Q (68.979607 sec): 3 clusters Score: Raw -43213.582677 + Penalty 174.443211 = -43039.139466 nChanged 36 SP:Iteration 16Q (68.982042 sec): 3 clusters Score: Raw -43237.275854 + Penalty 190.433134 = -43046.842719 nChanged 44 SP:Iteration 17Q (68.984477 sec): 3 clusters Score: Raw -43275.785083 + Penalty 217.280262 = -43058.504821 nChanged 42 SP:Iteration 18Q (68.986890 sec): 3 clusters Score: Raw -43315.165376 + Penalty 242.096944 = -43073.068432 nChanged 28 SP:Iteration 19Q (68.989179 sec): 3 clusters Score: Raw -43344.783441 + Penalty 271.098651 = -43073.684791 nChanged 20 SP:Iteration 20F (68.991987 sec): 3 clusters Score: Raw -43366.303236 + Penalty 288.159566 = -43078.143670 nChanged 10 SP:Iteration 21Q (68.994261 sec): 3 clusters Score: Raw -43376.438373 + Penalty 306.579149 = -43069.859224 nChanged 6 SP:Iteration 22F (68.997127 sec): 3 clusters Score: Raw -43385.433673 + Penalty 316.466556 = -43068.967116 nChanged 3 SP:Iteration 23F (68.999860 sec): 3 clusters Score: Raw -43392.882772 + Penalty 320.686292 = -43072.196479 nChanged 1 SP:Iteration 24Q (69.002014 sec): 3 clusters Score: Raw -43394.899882 + Penalty 323.885033 = -43071.014850 nChanged 1 SP:Iteration 25F (69.004653 sec): 3 clusters Score: Raw -43395.394386 + Penalty 323.885033 = -43071.509353 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 14 (862 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.008086 sec): 2 clusters Score: Raw -25191.652668 + Penalty 83.758443 = -25107.894225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.009804 sec): 3 clusters Score: Raw -24661.412938 + Penalty 197.081332 = -24464.331606 nChanged 379 SP:Iteration 1F (69.011495 sec): 3 clusters Score: Raw -25093.638725 + Penalty 210.155354 = -24883.483371 nChanged 87 SP:Iteration 2F (69.013157 sec): 3 clusters Score: Raw -25193.268151 + Penalty 222.604010 = -24970.664141 nChanged 30 SP:Iteration 3Q (69.014659 sec): 3 clusters Score: Raw -25223.003041 + Penalty 223.347663 = -24999.655378 nChanged 7 SP:Iteration 4Q (69.016081 sec): 3 clusters Score: Raw -25225.093719 + Penalty 221.538755 = -25003.554964 nChanged 2 SP:Iteration 5Q (69.017500 sec): 3 clusters Score: Raw -25225.908893 + Penalty 223.280936 = -25002.627957 nChanged 1 SP:Iteration 6F (69.019190 sec): 3 clusters Score: Raw -25226.017804 + Penalty 219.099081 = -25006.918723 nChanged 1 SP:Iteration 7Q (69.020577 sec): 3 clusters Score: Raw -25226.107852 + Penalty 221.718070 = -25004.389781 nChanged 2 SP:Iteration 8F (69.022237 sec): 3 clusters Score: Raw -25226.787712 + Penalty 223.521606 = -25003.266106 nChanged 1 SP:Iteration 9F (69.023950 sec): 3 clusters Score: Raw -25227.501989 + Penalty 223.521606 = -25003.980383 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 15 (553 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.026846 sec): 2 clusters Score: Raw -16143.281969 + Penalty 124.078658 = -16019.203311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.028002 sec): 3 clusters Score: Raw -15832.301485 + Penalty 251.682766 = -15580.618718 nChanged 238 SP:Iteration 1F (69.029163 sec): 3 clusters Score: Raw -16079.348375 + Penalty 252.303720 = -15827.044655 nChanged 59 SP:Iteration 2F (69.030346 sec): 3 clusters Score: Raw -16125.372367 + Penalty 251.500326 = -15873.872041 nChanged 20 SP:Iteration 3Q (69.031465 sec): 3 clusters Score: Raw -16137.733609 + Penalty 250.345491 = -15887.388118 nChanged 12 SP:Iteration 4Q (69.032576 sec): 3 clusters Score: Raw -16141.250442 + Penalty 249.583062 = -15891.667381 nChanged 4 SP:Iteration 5Q (69.033683 sec): 3 clusters Score: Raw -16142.495884 + Penalty 249.203684 = -15893.292200 nChanged 2 SP:Iteration 6Q (69.034788 sec): 3 clusters Score: Raw -16143.020409 + Penalty 248.820304 = -15894.200105 nChanged 2 SP:Iteration 7Q (69.035897 sec): 3 clusters Score: Raw -16143.450530 + Penalty 248.629271 = -15894.821259 nChanged 1 SP:Iteration 8Q (69.037001 sec): 3 clusters Score: Raw -16143.491159 + Penalty 248.629271 = -15894.861888 nChanged 0 SP:Iteration 9F (69.038144 sec): 3 clusters Score: Raw -16143.491159 + Penalty 248.629271 = -15894.861888 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 16 (863 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.040988 sec): 2 clusters Score: Raw -26861.658348 + Penalty 375.383572 = -26486.274776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.042702 sec): 3 clusters Score: Raw -26408.571184 + Penalty 750.076483 = -25658.494700 nChanged 315 SP:Iteration 1F (69.044372 sec): 3 clusters Score: Raw -26606.908684 + Penalty 750.569015 = -25856.339669 nChanged 76 SP:Iteration 2F (69.046088 sec): 3 clusters Score: Raw -26661.782309 + Penalty 754.541690 = -25907.240619 nChanged 66 SP:Iteration 3F (69.047834 sec): 3 clusters Score: Raw -26713.131342 + Penalty 759.453602 = -25953.677740 nChanged 52 SP:Iteration 4F (69.049553 sec): 3 clusters Score: Raw -26755.889229 + Penalty 766.382819 = -25989.506410 nChanged 52 SP:Iteration 5F (69.051220 sec): 3 clusters Score: Raw -26786.655356 + Penalty 771.263666 = -26015.391690 nChanged 36 SP:Iteration 6Q (69.052875 sec): 3 clusters Score: Raw -26816.742482 + Penalty 776.128291 = -26040.614191 nChanged 33 SP:Iteration 7Q (69.054528 sec): 3 clusters Score: Raw -26850.835734 + Penalty 777.669639 = -26073.166095 nChanged 27 SP:Iteration 8Q (69.056169 sec): 3 clusters Score: Raw -26865.384946 + Penalty 776.050236 = -26089.334710 nChanged 18 SP:Iteration 9Q (69.057844 sec): 3 clusters Score: Raw -26872.448538 + Penalty 775.427833 = -26097.020705 nChanged 7 SP:Iteration 10F (69.059538 sec): 3 clusters Score: Raw -26875.211299 + Penalty 775.179327 = -26100.031972 nChanged 2 SP:Iteration 11Q (69.061157 sec): 3 clusters Score: Raw -26876.323673 + Penalty 774.858397 = -26101.465276 nChanged 2 SP:Iteration 12Q (69.062774 sec): 3 clusters Score: Raw -26876.696371 + Penalty 774.858397 = -26101.837974 nChanged 0 SP:Iteration 13F (69.064439 sec): 3 clusters Score: Raw -26876.696371 + Penalty 774.858397 = -26101.837974 nChanged 0 Memory request: 0.01 GB would take us to total of 0.33 GB. Trying to split cluster 18 (2212 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.071714 sec): 2 clusters Score: Raw -73466.534893 + Penalty 277.471102 = -73189.063791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.076012 sec): 3 clusters Score: Raw -72112.154825 + Penalty 555.554888 = -71556.599937 nChanged 985 SP:Iteration 1F (69.080096 sec): 3 clusters Score: Raw -72736.678855 + Penalty 559.541709 = -72177.137146 nChanged 276 SP:Iteration 2F (69.084219 sec): 3 clusters Score: Raw -72927.713598 + Penalty 565.856032 = -72361.857566 nChanged 202 SP:Iteration 3F (69.088289 sec): 3 clusters Score: Raw -73071.955397 + Penalty 573.265884 = -72498.689513 nChanged 138 SP:Iteration 4F (69.092446 sec): 3 clusters Score: Raw -73153.196388 + Penalty 575.994470 = -72577.201917 nChanged 90 SP:Iteration 5Q (69.096478 sec): 3 clusters Score: Raw -73194.997797 + Penalty 577.119159 = -72617.878638 nChanged 65 SP:Iteration 6Q (69.100523 sec): 3 clusters Score: Raw -73244.817654 + Penalty 577.758315 = -72667.059339 nChanged 62 SP:Iteration 7Q (69.104550 sec): 3 clusters Score: Raw -73310.937441 + Penalty 576.316971 = -72734.620470 nChanged 55 SP:Iteration 8Q (69.108603 sec): 3 clusters Score: Raw -73360.109684 + Penalty 574.616161 = -72785.493523 nChanged 37 SP:Iteration 9Q (69.112542 sec): 3 clusters Score: Raw -73374.785304 + Penalty 572.746342 = -72802.038962 nChanged 21 SP:Iteration 10F (69.116575 sec): 3 clusters Score: Raw -73380.973435 + Penalty 572.201942 = -72808.771493 nChanged 12 SP:Iteration 11Q (69.120444 sec): 3 clusters Score: Raw -73384.302775 + Penalty 572.362962 = -72811.939813 nChanged 10 SP:Iteration 12Q (69.124407 sec): 3 clusters Score: Raw -73387.320190 + Penalty 572.374899 = -72814.945291 nChanged 7 SP:Iteration 13Q (69.128292 sec): 3 clusters Score: Raw -73388.260299 + Penalty 572.920860 = -72815.339439 nChanged 7 SP:Iteration 14Q (69.132118 sec): 3 clusters Score: Raw -73389.148168 + Penalty 572.637423 = -72816.510745 nChanged 5 SP:Iteration 15Q (69.135978 sec): 3 clusters Score: Raw -73389.840134 + Penalty 572.734380 = -72817.105754 nChanged 5 SP:Iteration 16Q (69.139791 sec): 3 clusters Score: Raw -73390.159860 + Penalty 572.704028 = -72817.455832 nChanged 2 SP:Iteration 17Q (69.143600 sec): 3 clusters Score: Raw -73390.468113 + Penalty 572.704028 = -72817.764085 nChanged 0 SP:Iteration 18F (69.147629 sec): 3 clusters Score: Raw -73390.468113 + Penalty 572.704028 = -72817.764085 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 28 (521 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.151062 sec): 2 clusters Score: Raw -15650.358138 + Penalty 612.153512 = -15038.204625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.152180 sec): 3 clusters Score: Raw -15444.706946 + Penalty 1224.300152 = -14220.406795 nChanged 146 SP:Iteration 1F (69.153277 sec): 3 clusters Score: Raw -15561.056169 + Penalty 1226.559973 = -14334.496196 nChanged 46 SP:Iteration 2F (69.154373 sec): 3 clusters Score: Raw -15613.242768 + Penalty 1237.413183 = -14375.829585 nChanged 44 SP:Iteration 3F (69.155474 sec): 3 clusters Score: Raw -15667.763100 + Penalty 1251.254885 = -14416.508215 nChanged 31 SP:Iteration 4F (69.156566 sec): 3 clusters Score: Raw -15705.608554 + Penalty 1261.039600 = -14444.568954 nChanged 16 SP:Iteration 5Q (69.157643 sec): 3 clusters Score: Raw -15723.444238 + Penalty 1268.029234 = -14455.415005 nChanged 14 SP:Iteration 6Q (69.158710 sec): 3 clusters Score: Raw -15737.659311 + Penalty 1272.248319 = -14465.410991 nChanged 9 SP:Iteration 7Q (69.159772 sec): 3 clusters Score: Raw -15764.589536 + Penalty 1275.718862 = -14488.870673 nChanged 5 SP:Iteration 8Q (69.160830 sec): 3 clusters Score: Raw -15769.512285 + Penalty 1279.796796 = -14489.715489 nChanged 5 SP:Iteration 9Q (69.161884 sec): 3 clusters Score: Raw -15776.691491 + Penalty 1284.341545 = -14492.349946 nChanged 7 SP:Iteration 10F (69.162976 sec): 3 clusters Score: Raw -15785.238072 + Penalty 1291.598652 = -14493.639419 nChanged 7 SP:Iteration 11Q (69.164026 sec): 3 clusters Score: Raw -15791.331586 + Penalty 1299.492837 = -14491.838748 nChanged 7 SP:Iteration 12F (69.165119 sec): 3 clusters Score: Raw -15801.159806 + Penalty 1307.263026 = -14493.896780 nChanged 6 SP:Iteration 13Q (69.166167 sec): 3 clusters Score: Raw -15806.214845 + Penalty 1310.459459 = -14495.755386 nChanged 3 SP:Iteration 14Q (69.167227 sec): 3 clusters Score: Raw -15808.319527 + Penalty 1310.459459 = -14497.860068 nChanged 0 SP:Iteration 15F (69.168326 sec): 3 clusters Score: Raw -15808.319527 + Penalty 1310.459459 = -14497.860068 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 31 (397 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.169881 sec): 2 clusters Score: Raw -11689.378739 + Penalty 574.846900 = -11114.531839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.170781 sec): 3 clusters Score: Raw -11565.877975 + Penalty 1150.930436 = -10414.947539 nChanged 104 SP:Iteration 1F (69.171698 sec): 3 clusters Score: Raw -11712.223249 + Penalty 1153.256465 = -10558.966784 nChanged 42 SP:Iteration 2F (69.172603 sec): 3 clusters Score: Raw -11808.827116 + Penalty 1155.185254 = -10653.641862 nChanged 29 SP:Iteration 3F (69.173487 sec): 3 clusters Score: Raw -11886.091733 + Penalty 1156.383880 = -10729.707853 nChanged 15 SP:Iteration 4Q (69.174331 sec): 3 clusters Score: Raw -11908.581551 + Penalty 1157.861865 = -10750.719686 nChanged 13 SP:Iteration 5Q (69.175172 sec): 3 clusters Score: Raw -11923.814600 + Penalty 1157.477203 = -10766.337398 nChanged 6 SP:Iteration 6Q (69.176013 sec): 3 clusters Score: Raw -11929.093112 + Penalty 1157.668076 = -10771.425036 nChanged 6 SP:Iteration 7Q (69.176849 sec): 3 clusters Score: Raw -11934.305110 + Penalty 1158.996768 = -10775.308341 nChanged 5 SP:Iteration 8Q (69.177683 sec): 3 clusters Score: Raw -11943.566821 + Penalty 1162.758049 = -10780.808772 nChanged 8 SP:Iteration 9Q (69.178513 sec): 3 clusters Score: Raw -11961.449099 + Penalty 1165.909304 = -10795.539795 nChanged 7 SP:Iteration 10F (69.179395 sec): 3 clusters Score: Raw -11969.619422 + Penalty 1166.056093 = -10803.563329 nChanged 1 SP:Iteration 11Q (69.180217 sec): 3 clusters Score: Raw -11970.955610 + Penalty 1166.437851 = -10804.517758 nChanged 2 SP:Iteration 12Q (69.181037 sec): 3 clusters Score: Raw -11974.058637 + Penalty 1165.997243 = -10808.061394 nChanged 1 SP:Iteration 13Q (69.181855 sec): 3 clusters Score: Raw -11975.900901 + Penalty 1165.857295 = -10810.043605 nChanged 1 SP:Iteration 14Q (69.182673 sec): 3 clusters Score: Raw -11977.855710 + Penalty 1166.178639 = -10811.677070 nChanged 2 SP:Iteration 15Q (69.183522 sec): 3 clusters Score: Raw -11988.132574 + Penalty 1167.287371 = -10820.845204 nChanged 1 SP:Iteration 16Q (69.184343 sec): 3 clusters Score: Raw -11988.429830 + Penalty 1167.287371 = -10821.142460 nChanged 0 SP:Iteration 17F (69.185281 sec): 3 clusters Score: Raw -11988.429830 + Penalty 1167.287371 = -10821.142460 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 35 (435 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.187006 sec): 2 clusters Score: Raw -12468.650169 + Penalty 315.854656 = -12152.795513 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.188042 sec): 3 clusters Score: Raw -12266.615300 + Penalty 646.618788 = -11619.996512 nChanged 150 SP:Iteration 1F (69.189009 sec): 3 clusters Score: Raw -12398.848596 + Penalty 666.609586 = -11732.239010 nChanged 42 SP:Iteration 2F (69.189973 sec): 3 clusters Score: Raw -12453.736579 + Penalty 678.337505 = -11775.399073 nChanged 22 SP:Iteration 3F (69.190934 sec): 3 clusters Score: Raw -12482.650209 + Penalty 699.735253 = -11782.914956 nChanged 17 SP:Iteration 4Q (69.191871 sec): 3 clusters Score: Raw -12517.675101 + Penalty 738.762644 = -11778.912457 nChanged 20 SP:Iteration 5F (69.192829 sec): 3 clusters Score: Raw -12562.488531 + Penalty 780.864111 = -11781.624420 nChanged 20 SP:Iteration 6Q (69.193747 sec): 3 clusters Score: Raw -12604.760904 + Penalty 804.348586 = -11800.412317 nChanged 13 SP:Iteration 7Q (69.194638 sec): 3 clusters Score: Raw -12624.250375 + Penalty 810.484688 = -11813.765686 nChanged 7 SP:Iteration 8Q (69.195544 sec): 3 clusters Score: Raw -12639.491022 + Penalty 823.492951 = -11815.998071 nChanged 3 SP:Iteration 9Q (69.196446 sec): 3 clusters Score: Raw -12657.229534 + Penalty 826.209618 = -11831.019916 nChanged 1 SP:Iteration 10F (69.197478 sec): 3 clusters Score: Raw -12659.409449 + Penalty 826.776452 = -11832.632996 nChanged 1 SP:Iteration 11Q (69.198351 sec): 3 clusters Score: Raw -12661.141866 + Penalty 827.279018 = -11833.862848 nChanged 1 SP:Iteration 12Q (69.199215 sec): 3 clusters Score: Raw -12662.255296 + Penalty 827.279018 = -11834.976278 nChanged 0 SP:Iteration 13F (69.200211 sec): 3 clusters Score: Raw -12662.255296 + Penalty 827.279018 = -11834.976278 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 39 (827 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.203005 sec): 2 clusters Score: Raw -22321.570843 + Penalty 485.855121 = -21835.715722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.204652 sec): 3 clusters Score: Raw -21872.816612 + Penalty 972.401869 = -20900.414744 nChanged 272 SP:Iteration 1F (69.206264 sec): 3 clusters Score: Raw -22043.297031 + Penalty 976.605308 = -21066.691723 nChanged 107 SP:Iteration 2F (69.207918 sec): 3 clusters Score: Raw -22137.338833 + Penalty 982.013588 = -21155.325246 nChanged 66 SP:Iteration 3F (69.209549 sec): 3 clusters Score: Raw -22198.081508 + Penalty 985.464125 = -21212.617383 nChanged 46 SP:Iteration 4F (69.211150 sec): 3 clusters Score: Raw -22231.148817 + Penalty 986.695539 = -21244.453277 nChanged 26 SP:Iteration 5Q (69.212744 sec): 3 clusters Score: Raw -22248.830484 + Penalty 986.487332 = -21262.343152 nChanged 25 SP:Iteration 6Q (69.214334 sec): 3 clusters Score: Raw -22276.437778 + Penalty 988.445368 = -21287.992410 nChanged 23 SP:Iteration 7Q (69.215959 sec): 3 clusters Score: Raw -22309.902740 + Penalty 988.995912 = -21320.906828 nChanged 16 SP:Iteration 8Q (69.217557 sec): 3 clusters Score: Raw -22334.170432 + Penalty 991.930745 = -21342.239688 nChanged 13 SP:Iteration 9Q (69.219103 sec): 3 clusters Score: Raw -22346.366673 + Penalty 991.579903 = -21354.786769 nChanged 4 SP:Iteration 10F (69.220704 sec): 3 clusters Score: Raw -22350.607102 + Penalty 992.252675 = -21358.354427 nChanged 3 SP:Iteration 11Q (69.222252 sec): 3 clusters Score: Raw -22352.678060 + Penalty 991.127094 = -21361.550966 nChanged 2 SP:Iteration 12Q (69.223822 sec): 3 clusters Score: Raw -22353.388837 + Penalty 990.660171 = -21362.728666 nChanged 3 SP:Iteration 13Q (69.225365 sec): 3 clusters Score: Raw -22355.661636 + Penalty 990.677420 = -21364.984215 nChanged 4 SP:Iteration 14Q (69.226888 sec): 3 clusters Score: Raw -22358.395627 + Penalty 989.433384 = -21368.962242 nChanged 6 SP:Iteration 15Q (69.228403 sec): 3 clusters Score: Raw -22364.139570 + Penalty 988.652732 = -21375.486838 nChanged 3 SP:Iteration 16Q (69.229910 sec): 3 clusters Score: Raw -22364.764602 + Penalty 989.137707 = -21375.626895 nChanged 1 SP:Iteration 17Q (69.231414 sec): 3 clusters Score: Raw -22365.035574 + Penalty 989.137707 = -21375.897868 nChanged 0 SP:Iteration 18F (69.233013 sec): 3 clusters Score: Raw -22365.035574 + Penalty 989.137707 = -21375.897868 nChanged 0 Memory request: 0.01 GB would take us to total of 0.32 GB. Trying to split cluster 47 (1958 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.239594 sec): 2 clusters Score: Raw -66752.299643 + Penalty 253.840755 = -66498.458888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.243303 sec): 3 clusters Score: Raw -65538.596970 + Penalty 507.697496 = -65030.899474 nChanged 825 SP:Iteration 1F (69.247002 sec): 3 clusters Score: Raw -65986.947190 + Penalty 507.699867 = -65479.247323 nChanged 163 SP:Iteration 2F (69.250808 sec): 3 clusters Score: Raw -66042.426984 + Penalty 507.794680 = -65534.632305 nChanged 82 SP:Iteration 3Q (69.254524 sec): 3 clusters Score: Raw -66070.344775 + Penalty 507.963246 = -65562.381529 nChanged 77 SP:Iteration 4Q (69.258183 sec): 3 clusters Score: Raw -66096.746177 + Penalty 508.372772 = -65588.373406 nChanged 67 SP:Iteration 5Q (69.261838 sec): 3 clusters Score: Raw -66118.843547 + Penalty 508.867118 = -65609.976429 nChanged 70 SP:Iteration 6Q (69.265508 sec): 3 clusters Score: Raw -66144.720077 + Penalty 509.429537 = -65635.290541 nChanged 66 SP:Iteration 7Q (69.269245 sec): 3 clusters Score: Raw -66175.405857 + Penalty 509.634408 = -65665.771449 nChanged 74 SP:Iteration 8Q (69.272955 sec): 3 clusters Score: Raw -66212.862024 + Penalty 510.277715 = -65702.584309 nChanged 79 SP:Iteration 9Q (69.276693 sec): 3 clusters Score: Raw -66261.267642 + Penalty 510.989874 = -65750.277768 nChanged 91 SP:Iteration 10F (69.280333 sec): 3 clusters Score: Raw -66323.052181 + Penalty 513.224401 = -65809.827780 nChanged 87 SP:Iteration 11Q (69.284064 sec): 3 clusters Score: Raw -66388.274298 + Penalty 514.493834 = -65873.780464 nChanged 76 SP:Iteration 12Q (69.287808 sec): 3 clusters Score: Raw -66432.533491 + Penalty 515.744421 = -65916.789070 nChanged 63 SP:Iteration 13Q (69.291408 sec): 3 clusters Score: Raw -66454.492837 + Penalty 516.615876 = -65937.876961 nChanged 38 SP:Iteration 14Q (69.295014 sec): 3 clusters Score: Raw -66464.282282 + Penalty 517.086142 = -65947.196139 nChanged 25 SP:Iteration 15Q (69.298680 sec): 3 clusters Score: Raw -66468.673094 + Penalty 517.125538 = -65951.547555 nChanged 14 SP:Iteration 16Q (69.302575 sec): 3 clusters Score: Raw -66469.711561 + Penalty 517.153311 = -65952.558250 nChanged 6 SP:Iteration 17Q (69.306234 sec): 3 clusters Score: Raw -66470.109422 + Penalty 517.302739 = -65952.806683 nChanged 8 SP:Iteration 18Q (69.309776 sec): 3 clusters Score: Raw -66471.269170 + Penalty 517.777420 = -65953.491750 nChanged 11 SP:Iteration 19Q (69.313303 sec): 3 clusters Score: Raw -66472.930525 + Penalty 517.472270 = -65955.458255 nChanged 12 SP:Iteration 20F (69.316928 sec): 3 clusters Score: Raw -66474.565536 + Penalty 517.771366 = -65956.794170 nChanged 10 SP:Iteration 21Q (69.320469 sec): 3 clusters Score: Raw -66475.610454 + Penalty 517.978213 = -65957.632241 nChanged 10 SP:Iteration 22Q (69.324047 sec): 3 clusters Score: Raw -66476.352037 + Penalty 518.210876 = -65958.141161 nChanged 8 SP:Iteration 23Q (69.327722 sec): 3 clusters Score: Raw -66477.021574 + Penalty 518.427791 = -65958.593784 nChanged 5 SP:Iteration 24Q (69.331351 sec): 3 clusters Score: Raw -66477.374956 + Penalty 518.823674 = -65958.551282 nChanged 6 SP:Iteration 25F (69.335009 sec): 3 clusters Score: Raw -66477.716303 + Penalty 519.075430 = -65958.640873 nChanged 4 SP:Iteration 26Q (69.338549 sec): 3 clusters Score: Raw -66477.854441 + Penalty 519.295518 = -65958.558923 nChanged 2 SP:Iteration 27F (69.342174 sec): 3 clusters Score: Raw -66477.833324 + Penalty 519.510258 = -65958.323066 nChanged 3 SP:Iteration 28F (69.345804 sec): 3 clusters Score: Raw -66477.882253 + Penalty 519.832779 = -65958.049475 nChanged 5 SP:Iteration 29F (69.349423 sec): 3 clusters Score: Raw -66479.420033 + Penalty 520.598333 = -65958.821700 nChanged 11 SP:Iteration 30F (69.353188 sec): 3 clusters Score: Raw -66481.921422 + Penalty 521.761620 = -65960.159802 nChanged 13 SP:Iteration 31Q (69.356753 sec): 3 clusters Score: Raw -66484.775828 + Penalty 522.390734 = -65962.385095 nChanged 13 SP:Iteration 32Q (69.360273 sec): 3 clusters Score: Raw -66486.304633 + Penalty 523.316324 = -65962.988309 nChanged 10 SP:Iteration 33Q (69.363779 sec): 3 clusters Score: Raw -66487.614938 + Penalty 524.788965 = -65962.825973 nChanged 15 SP:Iteration 34F (69.367417 sec): 3 clusters Score: Raw -66491.896142 + Penalty 526.213481 = -65965.682661 nChanged 16 SP:Iteration 35Q (69.370987 sec): 3 clusters Score: Raw -66495.264889 + Penalty 527.192320 = -65968.072569 nChanged 14 SP:Iteration 36Q (69.374471 sec): 3 clusters Score: Raw -66497.900519 + Penalty 528.140909 = -65969.759610 nChanged 14 SP:Iteration 37Q (69.377972 sec): 3 clusters Score: Raw -66500.694538 + Penalty 528.871237 = -65971.823300 nChanged 14 SP:Iteration 38Q (69.381428 sec): 3 clusters Score: Raw -66502.641825 + Penalty 529.268527 = -65973.373298 nChanged 13 SP:Iteration 39Q (69.384884 sec): 3 clusters Score: Raw -66504.296262 + Penalty 530.098601 = -65974.197661 nChanged 15 SP:Iteration 40F (69.388517 sec): 3 clusters Score: Raw -66506.939695 + Penalty 530.841150 = -65976.098544 nChanged 17 SP:Iteration 41Q (69.392000 sec): 3 clusters Score: Raw -66510.433253 + Penalty 532.199979 = -65978.233274 nChanged 16 SP:Iteration 42Q (69.395435 sec): 3 clusters Score: Raw -66513.350486 + Penalty 532.542309 = -65980.808177 nChanged 14 SP:Iteration 43Q (69.399085 sec): 3 clusters Score: Raw -66515.945363 + Penalty 533.492229 = -65982.453134 nChanged 10 SP:Iteration 44Q (69.403067 sec): 3 clusters Score: Raw -66517.403846 + Penalty 533.978793 = -65983.425053 nChanged 8 SP:Iteration 45Q (69.406865 sec): 3 clusters Score: Raw -66518.780150 + Penalty 534.792091 = -65983.988059 nChanged 9 SP:Iteration 46Q (69.410311 sec): 3 clusters Score: Raw -66520.116272 + Penalty 535.526775 = -65984.589497 nChanged 8 SP:Iteration 47Q (69.413714 sec): 3 clusters Score: Raw -66521.117143 + Penalty 535.949832 = -65985.167312 nChanged 6 SP:Iteration 48Q (69.417126 sec): 3 clusters Score: Raw -66521.793383 + Penalty 536.478092 = -65985.315290 nChanged 5 SP:Iteration 49Q (69.420516 sec): 3 clusters Score: Raw -66522.372191 + Penalty 536.413523 = -65985.958668 nChanged 3 SP:Iteration 50F (69.424116 sec): 3 clusters Score: Raw -66523.484625 + Penalty 537.329878 = -65986.154747 nChanged 9 SP:Iteration 51Q (69.427633 sec): 3 clusters Score: Raw -66525.376515 + Penalty 537.665113 = -65987.711402 nChanged 7 SP:Iteration 52Q (69.431023 sec): 3 clusters Score: Raw -66526.387972 + Penalty 537.659874 = -65988.728098 nChanged 4 SP:Iteration 53Q (69.434397 sec): 3 clusters Score: Raw -66528.558438 + Penalty 538.315929 = -65990.242509 nChanged 8 SP:Iteration 54Q (69.437778 sec): 3 clusters Score: Raw -66530.876270 + Penalty 538.347468 = -65992.528803 nChanged 11 SP:Iteration 55Q (69.441177 sec): 3 clusters Score: Raw -66534.494691 + Penalty 539.457235 = -65995.037456 nChanged 7 SP:Iteration 56Q (69.444613 sec): 3 clusters Score: Raw -66535.846382 + Penalty 541.340665 = -65994.505717 nChanged 12 SP:Iteration 57F (69.448244 sec): 3 clusters Score: Raw -66540.323435 + Penalty 543.445757 = -65996.877678 nChanged 18 SP:Iteration 58Q (69.451938 sec): 3 clusters Score: Raw -66547.585773 + Penalty 545.293806 = -66002.291967 nChanged 17 SP:Iteration 59Q (69.455315 sec): 3 clusters Score: Raw -66552.935215 + Penalty 547.053297 = -66005.881917 nChanged 16 SP:Iteration 60F (69.458899 sec): 3 clusters Score: Raw -66558.233558 + Penalty 547.194647 = -66011.038912 nChanged 18 SP:Iteration 61Q (69.462215 sec): 3 clusters Score: Raw -66563.382766 + Penalty 548.962181 = -66014.420585 nChanged 16 SP:Iteration 62Q (69.465509 sec): 3 clusters Score: Raw -66566.339755 + Penalty 549.882972 = -66016.456784 nChanged 18 SP:Iteration 63Q (69.468826 sec): 3 clusters Score: Raw -66571.194793 + Penalty 552.816860 = -66018.377934 nChanged 22 SP:Iteration 64Q (69.472157 sec): 3 clusters Score: Raw -66578.998894 + Penalty 555.341869 = -66023.657025 nChanged 24 SP:Iteration 65Q (69.475505 sec): 3 clusters Score: Raw -66587.566301 + Penalty 558.920481 = -66028.645820 nChanged 21 SP:Iteration 66Q (69.478742 sec): 3 clusters Score: Raw -66598.150031 + Penalty 562.167523 = -66035.982508 nChanged 17 SP:Iteration 67Q (69.481960 sec): 3 clusters Score: Raw -66606.029271 + Penalty 565.015647 = -66041.013624 nChanged 14 SP:Iteration 68Q (69.485149 sec): 3 clusters Score: Raw -66611.477888 + Penalty 569.314852 = -66042.163037 nChanged 19 SP:Iteration 69Q (69.488357 sec): 3 clusters Score: Raw -66620.972339 + Penalty 572.751656 = -66048.220683 nChanged 20 SP:Iteration 70F (69.491920 sec): 3 clusters Score: Raw -66631.308552 + Penalty 577.811087 = -66053.497465 nChanged 18 SP:Iteration 71Q (69.495064 sec): 3 clusters Score: Raw -66638.114531 + Penalty 582.288364 = -66055.826167 nChanged 12 SP:Iteration 72Q (69.498189 sec): 3 clusters Score: Raw -66644.908578 + Penalty 586.665536 = -66058.243042 nChanged 9 SP:Iteration 73Q (69.501412 sec): 3 clusters Score: Raw -66649.205659 + Penalty 589.761024 = -66059.444635 nChanged 10 SP:Iteration 74Q (69.504774 sec): 3 clusters Score: Raw -66654.546701 + Penalty 592.162041 = -66062.384659 nChanged 10 SP:Iteration 75Q (69.507993 sec): 3 clusters Score: Raw -66659.840468 + Penalty 593.327359 = -66066.513110 nChanged 12 SP:Iteration 76Q (69.511081 sec): 3 clusters Score: Raw -66667.925744 + Penalty 594.902950 = -66073.022794 nChanged 12 SP:Iteration 77Q (69.514160 sec): 3 clusters Score: Raw -66672.441346 + Penalty 597.510574 = -66074.930772 nChanged 9 SP:Iteration 78Q (69.517232 sec): 3 clusters Score: Raw -66675.494597 + Penalty 597.880129 = -66077.614469 nChanged 8 SP:Iteration 79Q (69.520326 sec): 3 clusters Score: Raw -66679.621478 + Penalty 600.078970 = -66079.542508 nChanged 6 SP:Iteration 80F (69.523871 sec): 3 clusters Score: Raw -66682.206643 + Penalty 602.493927 = -66079.712716 nChanged 7 SP:Iteration 81Q (69.527046 sec): 3 clusters Score: Raw -66685.389968 + Penalty 606.807046 = -66078.582923 nChanged 9 SP:Iteration 82F (69.530607 sec): 3 clusters Score: Raw -66688.529850 + Penalty 609.634719 = -66078.895131 nChanged 10 SP:Iteration 83Q (69.533646 sec): 3 clusters Score: Raw -66692.829966 + Penalty 611.402463 = -66081.427503 nChanged 10 SP:Iteration 84Q (69.536673 sec): 3 clusters Score: Raw -66697.864192 + Penalty 614.876489 = -66082.987703 nChanged 12 SP:Iteration 85Q (69.539702 sec): 3 clusters Score: Raw -66703.136059 + Penalty 620.634581 = -66082.501478 nChanged 11 SP:Iteration 86F (69.543239 sec): 3 clusters Score: Raw -66708.833000 + Penalty 625.007953 = -66083.825047 nChanged 6 SP:Iteration 87Q (69.546359 sec): 3 clusters Score: Raw -66710.727010 + Penalty 626.614926 = -66084.112084 nChanged 7 SP:Iteration 88Q (69.549351 sec): 3 clusters Score: Raw -66713.389267 + Penalty 630.855322 = -66082.533945 nChanged 10 SP:Iteration 89F (69.553195 sec): 3 clusters Score: Raw -66718.255919 + Penalty 635.631210 = -66082.624710 nChanged 7 SP:Iteration 90F (69.556787 sec): 3 clusters Score: Raw -66719.858520 + Penalty 643.570232 = -66076.288289 nChanged 8 SP:Iteration 91F (69.560336 sec): 3 clusters Score: Raw -66721.680772 + Penalty 649.639979 = -66072.040793 nChanged 8 SP:Iteration 92F (69.563866 sec): 3 clusters Score: Raw -66724.497562 + Penalty 655.138623 = -66069.358939 nChanged 5 SP:Iteration 93F (69.567412 sec): 3 clusters Score: Raw -66725.587968 + Penalty 659.124178 = -66066.463790 nChanged 3 SP:Iteration 94F (69.570967 sec): 3 clusters Score: Raw -66725.661332 + Penalty 659.477235 = -66066.184097 nChanged 3 SP:Iteration 95F (69.574524 sec): 3 clusters Score: Raw -66725.847816 + Penalty 660.765296 = -66065.082520 nChanged 5 SP:Iteration 96F (69.578123 sec): 3 clusters Score: Raw -66727.328637 + Penalty 661.470194 = -66065.858443 nChanged 4 SP:Iteration 97Q (69.581119 sec): 3 clusters Score: Raw -66727.811193 + Penalty 662.244108 = -66065.567085 nChanged 4 SP:Iteration 98F (69.584648 sec): 3 clusters Score: Raw -66728.601514 + Penalty 661.219886 = -66067.381628 nChanged 6 SP:Iteration 99Q (69.587590 sec): 3 clusters Score: Raw -66730.778569 + Penalty 663.142847 = -66067.635722 nChanged 3 SP:Iteration 100F (69.591117 sec): 3 clusters Score: Raw -66730.945543 + Penalty 665.579635 = -66065.365907 nChanged 4 SP:Iteration 101F (69.594648 sec): 3 clusters Score: Raw -66731.393984 + Penalty 672.580560 = -66058.813423 nChanged 4 SP:Iteration 102F (69.598175 sec): 3 clusters Score: Raw -66732.222998 + Penalty 681.106114 = -66051.116884 nChanged 6 SP:Iteration 103F (69.601763 sec): 3 clusters Score: Raw -66734.881699 + Penalty 688.166760 = -66046.714939 nChanged 5 SP:Iteration 104F (69.605452 sec): 3 clusters Score: Raw -66737.235606 + Penalty 699.329868 = -66037.905738 nChanged 9 SP:Iteration 105F (69.609298 sec): 3 clusters Score: Raw -66742.506029 + Penalty 718.053122 = -66024.452907 nChanged 11 SP:Iteration 106F (69.612858 sec): 3 clusters Score: Raw -66748.266377 + Penalty 731.277781 = -66016.988596 nChanged 11 SP:Iteration 107F (69.616395 sec): 3 clusters Score: Raw -66759.596101 + Penalty 738.415511 = -66021.180589 nChanged 9 SP:Iteration 108Q (69.619260 sec): 3 clusters Score: Raw -66768.983605 + Penalty 758.702321 = -66010.281283 nChanged 10 SP:Iteration 109F (69.622786 sec): 3 clusters Score: Raw -66780.209808 + Penalty 795.148250 = -65985.061559 nChanged 7 SP:Iteration 110F (69.626319 sec): 3 clusters Score: Raw -66790.279477 + Penalty 818.270746 = -65972.008731 nChanged 3 SP:Iteration 111F (69.629872 sec): 3 clusters Score: Raw -66797.762955 + Penalty 824.076944 = -65973.686011 nChanged 1 SP:Iteration 112Q (69.632653 sec): 3 clusters Score: Raw -66798.251699 + Penalty 837.487114 = -65960.764585 nChanged 1 SP:Iteration 113F (69.636219 sec): 3 clusters Score: Raw -66799.889432 + Penalty 850.617163 = -65949.272268 nChanged 1 SP:Iteration 114F (69.639748 sec): 3 clusters Score: Raw -66800.236495 + Penalty 852.432296 = -65947.804199 nChanged 1 SP:Iteration 115F (69.643277 sec): 3 clusters Score: Raw -66802.427199 + Penalty 852.432296 = -65949.994903 nChanged 0 Memory request: 0.00 GB would take us to total of 0.32 GB. Trying to split cluster 60 (72 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.645490 sec): 2 clusters Score: Raw -1917.316971 + Penalty 165.525366 = -1751.791604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.645863 sec): 3 clusters Score: Raw -1905.119933 + Penalty 333.899907 = -1571.220027 nChanged 17 SP:Iteration 1F (69.646208 sec): 3 clusters Score: Raw -1959.713740 + Penalty 317.810513 = -1641.903226 nChanged 5 SP:Iteration 2F (69.646564 sec): 3 clusters Score: Raw -1969.485587 + Penalty 301.292054 = -1668.193532 nChanged 4 SP:Iteration 3F (69.646906 sec): 3 clusters Score: Raw -1974.036007 + Penalty 298.786578 = -1675.249429 nChanged 1 SP:Iteration 4Q (69.647235 sec): 3 clusters Score: Raw -1974.294811 + Penalty 296.424852 = -1677.869959 nChanged 1 SP:Iteration 5Q (69.647564 sec): 3 clusters Score: Raw -1974.537646 + Penalty 296.424852 = -1678.112795 nChanged 0 SP:Iteration 6F (69.647905 sec): 3 clusters Score: Raw -1974.537646 + Penalty 296.424852 = -1678.112795 nChanged 0 Time taken for this iteration:68.707858 seconds. 300->19 Clusters: Score -964175.880273, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 171 (time per iteration =407.518281 ms) Total iterations: 1743 (time per iteration =39.980279 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 5740084375.000000 (time per metric unit =12.140175ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 143502109375.000000 (time per metric unit=485.606980ps) That took 69.685626 seconds.