FileBase PeterP-2013-09-04_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 0.13 and 0.19 GB of RAM. Memory request: 0.06 GB would take us to total of 0.06 GB. ---------------------------------------------------------- Loaded 13417 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 13417 points ------ Starting initial clusters from distinct float masks Not enough masks (204) to generate starting clusters (300), so starting with (205) clusters instead. Assigned 205 initial classes from 204 unique masks. Deleting Class 164 (1 points): Lose 9.551635 but Gain 1493.362543 Iteration 0F (1.609318 sec): 204 clusters Score: Raw -483982.764709 + Penalty 196635.825490 = -287346.939219 nChanged 2680 Deleting Class 204 (1 points): Lose 3.468573 but Gain 1486.227233 Iteration 1F (2.797619 sec): 192 clusters Score: Raw -488534.845410 + Penalty 192743.062740 = -295791.782670 nChanged 888 Deleting Class 193 (2 points): Lose 8.955624 but Gain 1498.190590 Iteration 2F (3.950816 sec): 188 clusters Score: Raw -489970.613860 + Penalty 187907.859196 = -302062.754664 nChanged 683 Deleting Class 165 (1 points): Lose 4.904617 but Gain 1477.579231 Iteration 3F (5.053910 sec): 183 clusters Score: Raw -490940.147977 + Penalty 186597.263507 = -304342.884470 nChanged 571 Deleting Class 134 (1 points): Lose 5.686503 but Gain 1454.506822 Iteration 4Q (5.178126 sec): 182 clusters Score: Raw -491585.175184 + Penalty 185385.082024 = -306200.093160 nChanged 514 Deleting Class 195 (1 points): Lose 0.428115 but Gain 1445.979484 Iteration 5Q (5.292717 sec): 181 clusters Score: Raw -492018.241915 + Penalty 184198.557473 = -307819.684442 nChanged 498 Deleting Class 186 (2 points): Lose 13.413744 but Gain 1449.715379 Iteration 6Q (5.404020 sec): 180 clusters Score: Raw -492407.569565 + Penalty 182964.412850 = -309443.156715 nChanged 456 Deleting Class 106 (3 points): Lose 46.910014 but Gain 1473.468020 Iteration 7Q (5.512519 sec): 179 clusters Score: Raw -492706.868213 + Penalty 181583.876206 = -311122.992007 nChanged 422 Deleting Class 178 (2 points): Lose 5.687418 but Gain 1415.974579 Iteration 8Q (5.616168 sec): 178 clusters Score: Raw -492992.815082 + Penalty 180024.356436 = -312968.458646 nChanged 391 Deleting Class 45 (6 points): Lose 91.622136 but Gain 1489.304566 Iteration 9Q (5.715905 sec): 177 clusters Score: Raw -493159.448929 + Penalty 178822.125213 = -314337.323716 nChanged 340 Deleting Class 189 (2 points): Lose 12.365833 but Gain 1406.049128 Iteration 10F (6.779748 sec): 176 clusters Score: Raw -493357.966982 + Penalty 177507.120135 = -315850.846846 nChanged 295 Deleting Class 153 (1 points): Lose 1.787401 but Gain 1394.516061 Iteration 11Q (6.871423 sec): 175 clusters Score: Raw -493518.421051 + Penalty 176208.580384 = -317309.840667 nChanged 241 Deleting Class 170 (1 points): Lose 6.820887 but Gain 1396.465768 Iteration 12Q (6.958741 sec): 174 clusters Score: Raw -493627.433138 + Penalty 174963.247126 = -318664.186011 nChanged 195 Deleting Class 163 (1 points): Lose 1.066830 but Gain 1386.223112 Iteration 13Q (7.043224 sec): 173 clusters Score: Raw -493728.266884 + Penalty 173612.192591 = -320116.074292 nChanged 165 Deleting Class 67 (5 points): Lose 113.557907 but Gain 1485.545006 Iteration 14Q (7.123819 sec): 172 clusters Score: Raw -493680.033661 + Penalty 172354.043206 = -321325.990455 nChanged 164 Deleting Class 198 (1 points): Lose 7.015605 but Gain 1376.840799 Iteration 15Q (7.203760 sec): 171 clusters Score: Raw -493740.996534 + Penalty 170986.567412 = -322754.429122 nChanged 135 Deleting Class 74 (7 points): Lose 117.518564 but Gain 1486.530124 Iteration 16Q (7.279682 sec): 170 clusters Score: Raw -493678.335896 + Penalty 169603.309974 = -324075.025921 nChanged 124 Deleting Class 126 (3 points): Lose 26.685746 but Gain 1382.126090 Iteration 17Q (7.355399 sec): 169 clusters Score: Raw -493726.599485 + Penalty 168278.473478 = -325448.126006 nChanged 120 Deleting Class 147 (1 points): Lose 2.551026 but Gain 1353.465289 Iteration 18Q (7.430965 sec): 168 clusters Score: Raw -493803.323836 + Penalty 166966.040754 = -326837.283081 nChanged 101 Deleting Class 176 (2 points): Lose 10.814629 but Gain 1352.266989 Iteration 19Q (7.504814 sec): 167 clusters Score: Raw -493837.514608 + Penalty 165623.051523 = -328214.463085 nChanged 90 Writing temp clu file Memory request: 0.06 GB would take us to total of 0.13 GB. Compute initial score before splitting: Score: Raw -493837.514608 + Penalty 165623.051523 = -328214.463085Memory request: 0.03 GB would take us to total of 0.15 GB. Trying to split cluster 1 (5267 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.577561 sec): 2 clusters Score: Raw -198858.981664 + Penalty 230.401650 = -198628.580013 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.587329 sec): 3 clusters Score: Raw -195310.632219 + Penalty 453.371367 = -194857.260852 nChanged 2448 SP:Iteration 1F (7.596805 sec): 3 clusters Score: Raw -196351.543838 + Penalty 448.375128 = -195903.168710 nChanged 868 SP:Iteration 2F (7.606269 sec): 3 clusters Score: Raw -196702.233228 + Penalty 452.375608 = -196249.857621 nChanged 402 SP:Iteration 3F (7.615900 sec): 3 clusters Score: Raw -196837.583596 + Penalty 458.618921 = -196378.964675 nChanged 215 SP:Iteration 4Q (7.625509 sec): 3 clusters Score: Raw -196889.851642 + Penalty 467.820097 = -196422.031545 nChanged 170 SP:Iteration 5Q (7.635399 sec): 3 clusters Score: Raw -196936.989294 + Penalty 480.287620 = -196456.701673 nChanged 167 SP:Iteration 6Q (7.644953 sec): 3 clusters Score: Raw -196998.147749 + Penalty 497.660820 = -196500.486928 nChanged 215 SP:Iteration 7Q (7.654532 sec): 3 clusters Score: Raw -197108.177191 + Penalty 519.293058 = -196588.884134 nChanged 271 SP:Iteration 8F (7.664037 sec): 3 clusters Score: Raw -197293.804538 + Penalty 544.003997 = -196749.800541 nChanged 330 SP:Iteration 9F (7.673501 sec): 3 clusters Score: Raw -197583.731429 + Penalty 560.661964 = -197023.069465 nChanged 339 SP:Iteration 10F (7.682948 sec): 3 clusters Score: Raw -197915.133151 + Penalty 565.200849 = -197349.932302 nChanged 277 SP:Iteration 11F (7.692400 sec): 3 clusters Score: Raw -198146.512069 + Penalty 569.699582 = -197576.812487 nChanged 237 SP:Iteration 12Q (7.701470 sec): 3 clusters Score: Raw -198332.250854 + Penalty 572.567435 = -197759.683419 nChanged 190 SP:Iteration 13Q (7.709729 sec): 3 clusters Score: Raw -198482.004386 + Penalty 566.624622 = -197915.379764 nChanged 151 SP:Iteration 14Q (7.717766 sec): 3 clusters Score: Raw -198618.437273 + Penalty 567.481613 = -198050.955659 nChanged 102 SP:Iteration 15Q (7.725627 sec): 3 clusters Score: Raw -198729.900847 + Penalty 560.307478 = -198169.593369 nChanged 60 SP:Iteration 16Q (7.733578 sec): 3 clusters Score: Raw -198789.345203 + Penalty 546.113506 = -198243.231697 nChanged 44 SP:Iteration 17Q (7.741136 sec): 3 clusters Score: Raw -198819.269034 + Penalty 544.715899 = -198274.553135 nChanged 22 SP:Iteration 18Q (7.748652 sec): 3 clusters Score: Raw -198833.632460 + Penalty 541.818780 = -198291.813680 nChanged 14 SP:Iteration 19Q (7.756251 sec): 3 clusters Score: Raw -198840.700491 + Penalty 546.728873 = -198293.971618 nChanged 12 SP:Iteration 20F (7.765738 sec): 3 clusters Score: Raw -198845.734545 + Penalty 547.684782 = -198298.049763 nChanged 11 SP:Iteration 21Q (7.773229 sec): 3 clusters Score: Raw -198848.930223 + Penalty 548.894097 = -198300.036126 nChanged 7 SP:Iteration 22Q (7.780707 sec): 3 clusters Score: Raw -198851.723412 + Penalty 548.122835 = -198303.600577 nChanged 5 SP:Iteration 23Q (7.788178 sec): 3 clusters Score: Raw -198854.101213 + Penalty 549.507383 = -198304.593830 nChanged 6 SP:Iteration 24Q (7.795632 sec): 3 clusters Score: Raw -198856.909483 + Penalty 550.646540 = -198306.262943 nChanged 7 SP:Iteration 25Q (7.803090 sec): 3 clusters Score: Raw -198859.174603 + Penalty 552.093996 = -198307.080606 nChanged 3 SP:Iteration 26Q (7.810539 sec): 3 clusters Score: Raw -198860.008662 + Penalty 552.674320 = -198307.334342 nChanged 1 SP:Iteration 27Q (7.818030 sec): 3 clusters Score: Raw -198860.332632 + Penalty 555.344096 = -198304.988536 nChanged 3 SP:Iteration 28F (7.827505 sec): 3 clusters Score: Raw -198861.721298 + Penalty 555.923854 = -198305.797444 nChanged 1 SP:Iteration 29Q (7.835459 sec): 3 clusters Score: Raw -198862.195573 + Penalty 554.583946 = -198307.611627 nChanged 2 SP:Iteration 30F (7.845021 sec): 3 clusters Score: Raw -198863.509904 + Penalty 554.588717 = -198308.921187 nChanged 4 SP:Iteration 31Q (7.852548 sec): 3 clusters Score: Raw -198863.571294 + Penalty 555.171992 = -198308.399302 nChanged 1 SP:Iteration 32F (7.862013 sec): 3 clusters Score: Raw -198863.809681 + Penalty 556.216397 = -198307.593284 nChanged 1 SP:Iteration 33F (7.871498 sec): 3 clusters Score: Raw -198863.847652 + Penalty 556.216397 = -198307.631255 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 2 (109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.874836 sec): 2 clusters Score: Raw -4237.507949 + Penalty 166.859394 = -4070.648555 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.875251 sec): 3 clusters Score: Raw -4198.921613 + Penalty 331.895471 = -3867.026142 nChanged 35 SP:Iteration 1F (7.875666 sec): 3 clusters Score: Raw -4246.203561 + Penalty 325.044234 = -3921.159327 nChanged 13 SP:Iteration 2F (7.876112 sec): 3 clusters Score: Raw -4258.613661 + Penalty 328.649231 = -3929.964430 nChanged 3 SP:Iteration 3Q (7.876511 sec): 3 clusters Score: Raw -4264.415701 + Penalty 328.649231 = -3935.766470 nChanged 0 SP:Iteration 4F (7.876911 sec): 3 clusters Score: Raw -4264.415701 + Penalty 328.649231 = -3935.766470 nChanged 0 Memory request: 0.01 GB would take us to total of 0.13 GB. Trying to split cluster 3 (1350 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.883675 sec): 2 clusters Score: Raw -55808.880214 + Penalty 228.600403 = -55580.279811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7.886258 sec): 3 clusters Score: Raw -54960.935645 + Penalty 455.857228 = -54505.078417 nChanged 596 SP:Iteration 1F (7.888790 sec): 3 clusters Score: Raw -55377.642139 + Penalty 454.083228 = -54923.558911 nChanged 134 SP:Iteration 2F (7.891304 sec): 3 clusters Score: Raw -55523.599270 + Penalty 453.958852 = -55069.640418 nChanged 69 SP:Iteration 3F (7.893814 sec): 3 clusters Score: Raw -55575.691167 + Penalty 453.105597 = -55122.585570 nChanged 33 SP:Iteration 4Q (7.896278 sec): 3 clusters Score: Raw -55586.009965 + Penalty 452.662326 = -55133.347640 nChanged 20 SP:Iteration 5Q (7.898731 sec): 3 clusters Score: Raw -55590.406557 + Penalty 452.151010 = -55138.255547 nChanged 10 SP:Iteration 6Q (7.901182 sec): 3 clusters Score: Raw -55593.948375 + Penalty 451.367177 = -55142.581198 nChanged 14 SP:Iteration 7Q (7.903625 sec): 3 clusters Score: Raw -55598.573361 + Penalty 450.571507 = -55148.001854 nChanged 17 SP:Iteration 8Q (7.906070 sec): 3 clusters Score: Raw -55602.375512 + Penalty 449.634716 = -55152.740796 nChanged 17 SP:Iteration 9Q (7.908541 sec): 3 clusters Score: Raw -55608.906112 + Penalty 448.983147 = -55159.922965 nChanged 14 SP:Iteration 10F (7.911052 sec): 3 clusters Score: Raw -55612.184449 + Penalty 447.001630 = -55165.182819 nChanged 12 SP:Iteration 11Q (7.913485 sec): 3 clusters Score: Raw -55615.439869 + Penalty 445.624913 = -55169.814956 nChanged 15 SP:Iteration 12Q (7.915913 sec): 3 clusters Score: Raw -55617.887897 + Penalty 444.843048 = -55173.044848 nChanged 10 SP:Iteration 13Q (7.918342 sec): 3 clusters Score: Raw -55619.745965 + Penalty 444.226725 = -55175.519240 nChanged 8 SP:Iteration 14Q (7.920761 sec): 3 clusters Score: Raw -55620.730895 + Penalty 443.621582 = -55177.109312 nChanged 5 SP:Iteration 15Q (7.923179 sec): 3 clusters Score: Raw -55621.577528 + Penalty 442.960412 = -55178.617116 nChanged 8 SP:Iteration 16Q (7.925596 sec): 3 clusters Score: Raw -55622.938453 + Penalty 441.891242 = -55181.047211 nChanged 10 SP:Iteration 17Q (7.928042 sec): 3 clusters Score: Raw -55624.614050 + Penalty 440.550950 = -55184.063101 nChanged 12 SP:Iteration 18Q (7.930533 sec): 3 clusters Score: Raw -55627.028123 + Penalty 438.791116 = -55188.237007 nChanged 10 SP:Iteration 19Q (7.933056 sec): 3 clusters Score: Raw -55629.308743 + Penalty 436.690483 = -55192.618260 nChanged 12 SP:Iteration 20F (7.935779 sec): 3 clusters Score: Raw -55633.324892 + Penalty 434.546790 = -55198.778102 nChanged 14 SP:Iteration 21Q (7.938297 sec): 3 clusters Score: Raw -55637.131699 + Penalty 431.846692 = -55205.285006 nChanged 16 SP:Iteration 22Q (7.940686 sec): 3 clusters Score: Raw -55640.407273 + Penalty 430.040192 = -55210.367081 nChanged 10 SP:Iteration 23Q (7.943069 sec): 3 clusters Score: Raw -55643.246260 + Penalty 427.143658 = -55216.102602 nChanged 18 SP:Iteration 24Q (7.945450 sec): 3 clusters Score: Raw -55648.811589 + Penalty 422.829430 = -55225.982159 nChanged 22 SP:Iteration 25Q (7.947830 sec): 3 clusters Score: Raw -55660.502293 + Penalty 418.276931 = -55242.225362 nChanged 26 SP:Iteration 26Q (7.950211 sec): 3 clusters Score: Raw -55676.608795 + Penalty 412.639152 = -55263.969642 nChanged 39 SP:Iteration 27Q (7.952567 sec): 3 clusters Score: Raw -55698.713753 + Penalty 410.659351 = -55288.054402 nChanged 21 SP:Iteration 28Q (7.954912 sec): 3 clusters Score: Raw -55705.872080 + Penalty 407.459820 = -55298.412260 nChanged 17 SP:Iteration 29Q (7.957242 sec): 3 clusters Score: Raw -55713.117135 + Penalty 404.650093 = -55308.467042 nChanged 17 SP:Iteration 30F (7.959742 sec): 3 clusters Score: Raw -55719.238000 + Penalty 402.565990 = -55316.672010 nChanged 12 SP:Iteration 31Q (7.962045 sec): 3 clusters Score: Raw -55723.188373 + Penalty 400.350553 = -55322.837821 nChanged 14 SP:Iteration 32Q (7.964341 sec): 3 clusters Score: Raw -55727.671789 + Penalty 395.112508 = -55332.559281 nChanged 13 SP:Iteration 33Q (7.966627 sec): 3 clusters Score: Raw -55733.115118 + Penalty 391.262964 = -55341.852154 nChanged 14 SP:Iteration 34Q (7.968904 sec): 3 clusters Score: Raw -55738.805087 + Penalty 388.253690 = -55350.551397 nChanged 13 SP:Iteration 35Q (7.971174 sec): 3 clusters Score: Raw -55742.837537 + Penalty 385.529018 = -55357.308518 nChanged 12 SP:Iteration 36Q (7.973432 sec): 3 clusters Score: Raw -55746.202697 + Penalty 383.460762 = -55362.741934 nChanged 11 SP:Iteration 37Q (7.975684 sec): 3 clusters Score: Raw -55749.734336 + Penalty 382.456810 = -55367.277525 nChanged 11 SP:Iteration 38Q (7.977928 sec): 3 clusters Score: Raw -55751.622568 + Penalty 380.681826 = -55370.940742 nChanged 5 SP:Iteration 39Q (7.980159 sec): 3 clusters Score: Raw -55752.500790 + Penalty 380.134088 = -55372.366702 nChanged 8 SP:Iteration 40F (7.982668 sec): 3 clusters Score: Raw -55754.386906 + Penalty 378.990803 = -55375.396103 nChanged 8 SP:Iteration 41Q (7.984892 sec): 3 clusters Score: Raw -55756.964498 + Penalty 373.542918 = -55383.421580 nChanged 7 SP:Iteration 42Q (7.987114 sec): 3 clusters Score: Raw -55760.700441 + Penalty 371.615196 = -55389.085245 nChanged 12 SP:Iteration 43Q (7.989331 sec): 3 clusters Score: Raw -55766.427712 + Penalty 364.367503 = -55402.060209 nChanged 15 SP:Iteration 44Q (7.991576 sec): 3 clusters Score: Raw -55773.790871 + Penalty 360.691226 = -55413.099646 nChanged 13 SP:Iteration 45Q (7.993772 sec): 3 clusters Score: Raw -55784.003784 + Penalty 358.690826 = -55425.312958 nChanged 14 SP:Iteration 46Q (7.995953 sec): 3 clusters Score: Raw -55792.083226 + Penalty 358.144695 = -55433.938531 nChanged 7 SP:Iteration 47Q (7.998117 sec): 3 clusters Score: Raw -55796.071115 + Penalty 356.428436 = -55439.642679 nChanged 8 SP:Iteration 48Q (8.000272 sec): 3 clusters Score: Raw -55799.048718 + Penalty 353.759368 = -55445.289350 nChanged 6 SP:Iteration 49Q (8.002409 sec): 3 clusters Score: Raw -55801.739513 + Penalty 353.150468 = -55448.589045 nChanged 3 SP:Iteration 50F (8.004907 sec): 3 clusters Score: Raw -55802.662255 + Penalty 352.475051 = -55450.187204 nChanged 1 SP:Iteration 51Q (8.007040 sec): 3 clusters Score: Raw -55802.627404 + Penalty 352.475051 = -55450.152353 nChanged 0 SP:Iteration 52F (8.009539 sec): 3 clusters Score: Raw -55802.627404 + Penalty 352.475051 = -55450.152353 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 4 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.010105 sec): 2 clusters Score: Raw -632.050159 + Penalty 170.771129 = -461.279030 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.010360 sec): 3 clusters Score: Raw -643.002167 + Penalty 334.534345 = -308.467823 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 5 (89 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.011043 sec): 2 clusters Score: Raw -3768.579139 + Penalty 286.232426 = -3482.346712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.011415 sec): 3 clusters Score: Raw -3744.685316 + Penalty 571.869575 = -3172.815741 nChanged 11 SP:Iteration 1F (8.011781 sec): 3 clusters Score: Raw -3760.533771 + Penalty 571.454958 = -3189.078813 nChanged 6 SP:Iteration 2F (8.012146 sec): 3 clusters Score: Raw -3775.595926 + Penalty 571.847039 = -3203.748887 nChanged 3 SP:Iteration 3Q (8.012506 sec): 3 clusters Score: Raw -3779.676376 + Penalty 571.198338 = -3208.478039 nChanged 3 SP:Iteration 4Q (8.012864 sec): 3 clusters Score: Raw -3781.428432 + Penalty 571.475216 = -3209.953216 nChanged 1 SP:Iteration 5Q (8.013220 sec): 3 clusters Score: Raw -3783.374968 + Penalty 571.475216 = -3211.899752 nChanged 0 SP:Iteration 6F (8.013584 sec): 3 clusters Score: Raw -3783.374968 + Penalty 571.475216 = -3211.899752 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 6 (78 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.014230 sec): 2 clusters Score: Raw -3261.248428 + Penalty 267.406895 = -2993.841533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.014584 sec): 3 clusters Score: Raw -3253.892447 + Penalty 535.876459 = -2718.015987 nChanged 15 SP:Iteration 1F (8.014931 sec): 3 clusters Score: Raw -3276.772621 + Penalty 535.733854 = -2741.038768 nChanged 2 SP:Iteration 2Q (8.015276 sec): 3 clusters Score: Raw -3285.629802 + Penalty 535.801185 = -2749.828617 nChanged 2 SP:Iteration 3Q (8.015616 sec): 3 clusters Score: Raw -3293.499437 + Penalty 535.801185 = -2757.698252 nChanged 0 SP:Iteration 4F (8.015965 sec): 3 clusters Score: Raw -3293.499437 + Penalty 535.801185 = -2757.698252 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 7 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.016430 sec): 2 clusters Score: Raw -326.370655 + Penalty 174.747468 = -151.623188 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.016650 sec): 3 clusters Score: Raw -322.980506 + Penalty 347.599218 = 24.618712 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 8 (181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.017601 sec): 2 clusters Score: Raw -8707.576617 + Penalty 762.493769 = -7945.082848 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.018143 sec): 3 clusters Score: Raw -8744.836050 + Penalty 1529.776132 = -7215.059918 nChanged 27 SP:Iteration 1F (8.018655 sec): 3 clusters Score: Raw -8825.290432 + Penalty 1531.611164 = -7293.679268 nChanged 7 SP:Iteration 2Q (8.019153 sec): 3 clusters Score: Raw -8838.762420 + Penalty 1532.862054 = -7305.900366 nChanged 4 SP:Iteration 3Q (8.019648 sec): 3 clusters Score: Raw -8847.183656 + Penalty 1533.661966 = -7313.521691 nChanged 2 SP:Iteration 4Q (8.020141 sec): 3 clusters Score: Raw -8850.824050 + Penalty 1533.661966 = -7317.162084 nChanged 0 SP:Iteration 5F (8.020661 sec): 3 clusters Score: Raw -8850.824050 + Penalty 1533.661966 = -7317.162084 nChanged 0 Memory request: 0.01 GB would take us to total of 0.13 GB. Trying to split cluster 9 (662 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.024207 sec): 2 clusters Score: Raw -27527.696496 + Penalty 282.637043 = -27245.059453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.025564 sec): 3 clusters Score: Raw -27192.714709 + Penalty 552.348247 = -26640.366462 nChanged 243 SP:Iteration 1F (8.026939 sec): 3 clusters Score: Raw -27391.359188 + Penalty 549.335074 = -26842.024114 nChanged 59 SP:Iteration 2F (8.028299 sec): 3 clusters Score: Raw -27429.577691 + Penalty 547.819324 = -26881.758368 nChanged 38 SP:Iteration 3F (8.029654 sec): 3 clusters Score: Raw -27460.140226 + Penalty 548.079076 = -26912.061150 nChanged 33 SP:Iteration 4Q (8.031028 sec): 3 clusters Score: Raw -27487.901640 + Penalty 546.765650 = -26941.135990 nChanged 22 SP:Iteration 5Q (8.032349 sec): 3 clusters Score: Raw -27502.905365 + Penalty 547.440714 = -26955.464651 nChanged 11 SP:Iteration 6Q (8.033662 sec): 3 clusters Score: Raw -27508.567662 + Penalty 546.697233 = -26961.870429 nChanged 11 SP:Iteration 7Q (8.034986 sec): 3 clusters Score: Raw -27513.014494 + Penalty 546.397964 = -26966.616530 nChanged 5 SP:Iteration 8Q (8.036368 sec): 3 clusters Score: Raw -27515.085196 + Penalty 546.533542 = -26968.551654 nChanged 4 SP:Iteration 9Q (8.037736 sec): 3 clusters Score: Raw -27518.240383 + Penalty 546.377947 = -26971.862436 nChanged 6 SP:Iteration 10F (8.039159 sec): 3 clusters Score: Raw -27520.964424 + Penalty 545.153557 = -26975.810867 nChanged 2 SP:Iteration 11Q (8.040445 sec): 3 clusters Score: Raw -27522.588601 + Penalty 542.024046 = -26980.564555 nChanged 7 SP:Iteration 12Q (8.041725 sec): 3 clusters Score: Raw -27531.557263 + Penalty 541.339955 = -26990.217308 nChanged 7 SP:Iteration 13Q (8.043009 sec): 3 clusters Score: Raw -27536.767235 + Penalty 542.381019 = -26994.386216 nChanged 9 SP:Iteration 14Q (8.044284 sec): 3 clusters Score: Raw -27540.184322 + Penalty 541.531703 = -26998.652620 nChanged 1 SP:Iteration 15Q (8.045552 sec): 3 clusters Score: Raw -27540.171460 + Penalty 541.531703 = -26998.639757 nChanged 0 SP:Iteration 16F (8.046997 sec): 3 clusters Score: Raw -27540.171460 + Penalty 541.531703 = -26998.639757 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 10 (155 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.050212 sec): 2 clusters Score: Raw -6293.633105 + Penalty 274.259638 = -6019.373467 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.050705 sec): 3 clusters Score: Raw -6222.187469 + Penalty 552.727815 = -5669.459654 nChanged 34 SP:Iteration 1F (8.051187 sec): 3 clusters Score: Raw -6252.842283 + Penalty 553.111741 = -5699.730542 nChanged 14 SP:Iteration 2F (8.051668 sec): 3 clusters Score: Raw -6267.928638 + Penalty 552.918825 = -5715.009813 nChanged 11 SP:Iteration 3F (8.052164 sec): 3 clusters Score: Raw -6277.883665 + Penalty 548.113629 = -5729.770036 nChanged 5 SP:Iteration 4Q (8.052638 sec): 3 clusters Score: Raw -6281.888486 + Penalty 544.448924 = -5737.439562 nChanged 2 SP:Iteration 5Q (8.053147 sec): 3 clusters Score: Raw -6284.046876 + Penalty 543.757424 = -5740.289452 nChanged 2 SP:Iteration 6Q (8.053620 sec): 3 clusters Score: Raw -6285.406133 + Penalty 543.757424 = -5741.648709 nChanged 0 SP:Iteration 7F (8.054115 sec): 3 clusters Score: Raw -6285.406133 + Penalty 543.757424 = -5741.648709 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 11 (201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.055074 sec): 2 clusters Score: Raw -7821.868692 + Penalty 860.422894 = -6961.445797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.055653 sec): 3 clusters Score: Raw -7920.260402 + Penalty 1720.904798 = -6199.355605 nChanged 27 SP:Iteration 1F (8.056226 sec): 3 clusters Score: Raw -7978.447374 + Penalty 1720.903751 = -6257.543623 nChanged 6 SP:Iteration 2Q (8.056766 sec): 3 clusters Score: Raw -8002.121338 + Penalty 1720.887461 = -6281.233876 nChanged 5 SP:Iteration 3Q (8.057302 sec): 3 clusters Score: Raw -8018.126809 + Penalty 1720.863501 = -6297.263309 nChanged 4 SP:Iteration 4Q (8.057817 sec): 3 clusters Score: Raw -8028.683389 + Penalty 1720.869769 = -6307.813620 nChanged 3 SP:Iteration 5Q (8.058335 sec): 3 clusters Score: Raw -8046.517350 + Penalty 1720.855140 = -6325.662209 nChanged 2 SP:Iteration 6Q (8.058848 sec): 3 clusters Score: Raw -8051.055818 + Penalty 1720.837776 = -6330.218041 nChanged 2 SP:Iteration 7Q (8.059362 sec): 3 clusters Score: Raw -8054.178616 + Penalty 1720.860895 = -6333.317721 nChanged 1 SP:Iteration 8Q (8.059874 sec): 3 clusters Score: Raw -8054.613628 + Penalty 1720.860895 = -6333.752733 nChanged 0 SP:Iteration 9F (8.060427 sec): 3 clusters Score: Raw -8054.613628 + Penalty 1720.860895 = -6333.752733 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 12 (71 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.061060 sec): 2 clusters Score: Raw -2660.800984 + Penalty 409.833016 = -2250.967969 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.061400 sec): 3 clusters Score: Raw -2751.061253 + Penalty 818.300746 = -1932.760506 nChanged 5 SP:Iteration 1F (8.061733 sec): 3 clusters Score: Raw -2766.098410 + Penalty 818.300746 = -1947.797663 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 13 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.062206 sec): 2 clusters Score: Raw -328.423175 + Penalty 179.890930 = -148.532245 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.062426 sec): 3 clusters Score: Raw -327.701455 + Penalty 356.483979 = 28.782524 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 14 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.062888 sec): 2 clusters Score: Raw -343.981299 + Penalty 202.790388 = -141.190911 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.063109 sec): 3 clusters Score: Raw -338.354878 + Penalty 403.944540 = 65.589662 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 15 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.063560 sec): 2 clusters Score: Raw -185.062025 + Penalty 153.748508 = -31.313517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.063774 sec): 3 clusters Score: Raw -183.390017 + Penalty 307.497016 = 124.106999 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 16 (185 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.064679 sec): 2 clusters Score: Raw -7669.921671 + Penalty 273.284290 = -7396.637381 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.065229 sec): 3 clusters Score: Raw -7589.076041 + Penalty 543.934561 = -7045.141479 nChanged 58 SP:Iteration 1F (8.065756 sec): 3 clusters Score: Raw -7641.463708 + Penalty 543.998354 = -7097.465354 nChanged 17 SP:Iteration 2F (8.066307 sec): 3 clusters Score: Raw -7656.099538 + Penalty 542.369573 = -7113.729965 nChanged 5 SP:Iteration 3Q (8.066830 sec): 3 clusters Score: Raw -7660.058212 + Penalty 538.374003 = -7121.684209 nChanged 4 SP:Iteration 4Q (8.067352 sec): 3 clusters Score: Raw -7663.089134 + Penalty 534.846871 = -7128.242263 nChanged 6 SP:Iteration 5Q (8.067874 sec): 3 clusters Score: Raw -7667.066571 + Penalty 531.095775 = -7135.970796 nChanged 5 SP:Iteration 6Q (8.068397 sec): 3 clusters Score: Raw -7672.831211 + Penalty 529.280472 = -7143.550739 nChanged 8 SP:Iteration 7Q (8.068918 sec): 3 clusters Score: Raw -7685.178929 + Penalty 537.670052 = -7147.508878 nChanged 4 SP:Iteration 8Q (8.069437 sec): 3 clusters Score: Raw -7689.775773 + Penalty 537.586079 = -7152.189694 nChanged 1 SP:Iteration 9Q (8.069954 sec): 3 clusters Score: Raw -7692.861975 + Penalty 535.030799 = -7157.831176 nChanged 2 SP:Iteration 10F (8.070480 sec): 3 clusters Score: Raw -7697.874143 + Penalty 536.434690 = -7161.439453 nChanged 1 SP:Iteration 11Q (8.070977 sec): 3 clusters Score: Raw -7701.647835 + Penalty 530.950650 = -7170.697185 nChanged 2 SP:Iteration 12Q (8.071465 sec): 3 clusters Score: Raw -7706.044717 + Penalty 522.490587 = -7183.554130 nChanged 2 SP:Iteration 13Q (8.071950 sec): 3 clusters Score: Raw -7718.410444 + Penalty 522.611624 = -7195.798820 nChanged 1 SP:Iteration 14Q (8.072433 sec): 3 clusters Score: Raw -7719.197367 + Penalty 522.611624 = -7196.585743 nChanged 0 SP:Iteration 15F (8.072959 sec): 3 clusters Score: Raw -7719.197367 + Penalty 522.611624 = -7196.585743 nChanged 0 Memory request: 0.01 GB would take us to total of 0.13 GB. Trying to split cluster 17 (678 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.075195 sec): 2 clusters Score: Raw -25921.283958 + Penalty 271.991354 = -25649.292604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.076608 sec): 3 clusters Score: Raw -25577.998341 + Penalty 543.641959 = -25034.356382 nChanged 276 SP:Iteration 1F (8.077996 sec): 3 clusters Score: Raw -25740.493511 + Penalty 541.154528 = -25199.338983 nChanged 79 SP:Iteration 2F (8.079383 sec): 3 clusters Score: Raw -25804.606574 + Penalty 540.229047 = -25264.377527 nChanged 57 SP:Iteration 3F (8.080789 sec): 3 clusters Score: Raw -25847.570309 + Penalty 541.922769 = -25305.647539 nChanged 43 SP:Iteration 4F (8.082174 sec): 3 clusters Score: Raw -25887.475119 + Penalty 539.729328 = -25347.745791 nChanged 40 SP:Iteration 5F (8.083559 sec): 3 clusters Score: Raw -25918.234535 + Penalty 545.050291 = -25373.184244 nChanged 36 SP:Iteration 6F (8.084960 sec): 3 clusters Score: Raw -25951.256567 + Penalty 549.620292 = -25401.636275 nChanged 24 SP:Iteration 7Q (8.086341 sec): 3 clusters Score: Raw -25971.160408 + Penalty 558.364224 = -25412.796184 nChanged 20 SP:Iteration 8Q (8.087718 sec): 3 clusters Score: Raw -25990.146995 + Penalty 560.388928 = -25429.758067 nChanged 19 SP:Iteration 9Q (8.089104 sec): 3 clusters Score: Raw -26001.272978 + Penalty 563.677894 = -25437.595084 nChanged 8 SP:Iteration 10F (8.090486 sec): 3 clusters Score: Raw -26005.508094 + Penalty 564.417921 = -25441.090173 nChanged 8 SP:Iteration 11Q (8.091854 sec): 3 clusters Score: Raw -26010.971431 + Penalty 569.840495 = -25441.130937 nChanged 13 SP:Iteration 12Q (8.093253 sec): 3 clusters Score: Raw -26020.811805 + Penalty 571.181865 = -25449.629940 nChanged 7 SP:Iteration 13Q (8.094631 sec): 3 clusters Score: Raw -26025.752964 + Penalty 569.739036 = -25456.013928 nChanged 4 SP:Iteration 14Q (8.095998 sec): 3 clusters Score: Raw -26029.417855 + Penalty 564.342346 = -25465.075508 nChanged 5 SP:Iteration 15Q (8.097356 sec): 3 clusters Score: Raw -26034.537000 + Penalty 561.694345 = -25472.842655 nChanged 3 SP:Iteration 16Q (8.098749 sec): 3 clusters Score: Raw -26036.445562 + Penalty 562.071500 = -25474.374061 nChanged 3 SP:Iteration 17Q (8.100127 sec): 3 clusters Score: Raw -26037.677333 + Penalty 562.071500 = -25475.605832 nChanged 0 SP:Iteration 18F (8.101543 sec): 3 clusters Score: Raw -26037.677333 + Penalty 562.071500 = -25475.605832 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 18 (76 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.102256 sec): 2 clusters Score: Raw -3398.478431 + Penalty 554.898614 = -2843.579817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.102605 sec): 3 clusters Score: Raw -3489.820453 + Penalty 1109.006935 = -2380.813518 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 19 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.103079 sec): 2 clusters Score: Raw -141.126340 + Penalty 97.641289 = -43.485051 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.103282 sec): 2 clusters Score: Raw -141.126340 + Penalty 97.641289 = -43.485051 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 20 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.103814 sec): 2 clusters Score: Raw -1320.711837 + Penalty 228.690249 = -1092.021588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.104087 sec): 3 clusters Score: Raw -1323.286011 + Penalty 464.086988 = -859.199023 nChanged 4 SP:Iteration 1F (8.104357 sec): 3 clusters Score: Raw -1333.109004 + Penalty 461.795011 = -871.313993 nChanged 1 SP:Iteration 2Q (8.104621 sec): 3 clusters Score: Raw -1334.008847 + Penalty 458.845793 = -875.163053 nChanged 1 SP:Iteration 3Q (8.104885 sec): 3 clusters Score: Raw -1335.472966 + Penalty 457.380498 = -878.092468 nChanged 1 SP:Iteration 4Q (8.105148 sec): 3 clusters Score: Raw -1336.872034 + Penalty 457.380498 = -879.491536 nChanged 0 SP:Iteration 5F (8.105415 sec): 3 clusters Score: Raw -1336.872034 + Penalty 457.380498 = -879.491536 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 21 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.105869 sec): 2 clusters Score: Raw -215.335338 + Penalty 198.543479 = -16.791859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.106083 sec): 3 clusters Score: Raw -202.246709 + Penalty 402.714667 = 200.467958 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 22 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.106567 sec): 2 clusters Score: Raw -694.487812 + Penalty 213.119825 = -481.367987 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.106803 sec): 3 clusters Score: Raw -689.979484 + Penalty 424.925091 = -265.054393 nChanged 0 Memory request: 0.01 GB would take us to total of 0.13 GB. Trying to split cluster 23 (649 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.109064 sec): 2 clusters Score: Raw -23927.741374 + Penalty 76.305633 = -23851.435741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.110473 sec): 3 clusters Score: Raw -23534.831681 + Penalty 144.897436 = -23389.934245 nChanged 290 SP:Iteration 1F (8.111820 sec): 3 clusters Score: Raw -23713.433913 + Penalty 147.143731 = -23566.290182 nChanged 107 SP:Iteration 2F (8.113117 sec): 3 clusters Score: Raw -23835.006745 + Penalty 158.098638 = -23676.908107 nChanged 52 SP:Iteration 3F (8.114413 sec): 3 clusters Score: Raw -23900.878829 + Penalty 187.992578 = -23712.886251 nChanged 22 SP:Iteration 4Q (8.115686 sec): 3 clusters Score: Raw -23924.501071 + Penalty 217.197317 = -23707.303754 nChanged 9 SP:Iteration 5F (8.117010 sec): 3 clusters Score: Raw -23935.945761 + Penalty 245.018818 = -23690.926944 nChanged 5 SP:Iteration 6F (8.118324 sec): 3 clusters Score: Raw -23943.275250 + Penalty 267.253147 = -23676.022103 nChanged 2 SP:Iteration 7F (8.119637 sec): 3 clusters Score: Raw -23950.802262 + Penalty 281.253684 = -23669.548578 nChanged 1 SP:Iteration 8F (8.120998 sec): 3 clusters Score: Raw -23954.526537 + Penalty 281.253684 = -23673.272853 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 24 (123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.121843 sec): 2 clusters Score: Raw -4782.196211 + Penalty 668.952038 = -4113.244174 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.122288 sec): 3 clusters Score: Raw -4874.230059 + Penalty 1336.455850 = -3537.774209 nChanged 10 SP:Iteration 1F (8.122714 sec): 3 clusters Score: Raw -4899.457518 + Penalty 1336.585903 = -3562.871614 nChanged 5 SP:Iteration 2Q (8.123122 sec): 3 clusters Score: Raw -4945.107108 + Penalty 1336.948832 = -3608.158275 nChanged 2 SP:Iteration 3Q (8.123526 sec): 3 clusters Score: Raw -4955.864177 + Penalty 1336.754521 = -3619.109656 nChanged 2 SP:Iteration 4Q (8.123925 sec): 3 clusters Score: Raw -4960.371328 + Penalty 1336.707298 = -3623.664030 nChanged 1 SP:Iteration 5Q (8.124325 sec): 3 clusters Score: Raw -4962.623488 + Penalty 1338.123113 = -3624.500376 nChanged 3 SP:Iteration 6Q (8.124723 sec): 3 clusters Score: Raw -4971.307796 + Penalty 1339.116407 = -3632.191388 nChanged 1 SP:Iteration 7Q (8.125117 sec): 3 clusters Score: Raw -4975.555459 + Penalty 1340.372508 = -3635.182951 nChanged 1 SP:Iteration 8Q (8.125511 sec): 3 clusters Score: Raw -4975.828004 + Penalty 1340.372508 = -3635.455496 nChanged 0 SP:Iteration 9F (8.125933 sec): 3 clusters Score: Raw -4975.828004 + Penalty 1340.372508 = -3635.455496 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 25 (182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.126854 sec): 2 clusters Score: Raw -7898.876187 + Penalty 399.519489 = -7499.356698 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.127388 sec): 3 clusters Score: Raw -7836.223752 + Penalty 793.335648 = -7042.888104 nChanged 41 SP:Iteration 1F (8.127913 sec): 3 clusters Score: Raw -7875.235803 + Penalty 792.284638 = -7082.951165 nChanged 8 SP:Iteration 2Q (8.128435 sec): 3 clusters Score: Raw -7881.840724 + Penalty 790.842502 = -7090.998222 nChanged 4 SP:Iteration 3Q (8.128956 sec): 3 clusters Score: Raw -7885.389959 + Penalty 790.079722 = -7095.310237 nChanged 4 SP:Iteration 4Q (8.129475 sec): 3 clusters Score: Raw -7888.929530 + Penalty 789.590474 = -7099.339056 nChanged 1 SP:Iteration 5Q (8.129995 sec): 3 clusters Score: Raw -7889.898078 + Penalty 789.551576 = -7100.346503 nChanged 1 SP:Iteration 6Q (8.130514 sec): 3 clusters Score: Raw -7891.575237 + Penalty 788.577611 = -7102.997626 nChanged 2 SP:Iteration 7Q (8.131034 sec): 3 clusters Score: Raw -7892.880256 + Penalty 789.345669 = -7103.534587 nChanged 2 SP:Iteration 8Q (8.131607 sec): 3 clusters Score: Raw -7893.422735 + Penalty 789.743519 = -7103.679216 nChanged 1 SP:Iteration 9Q (8.132126 sec): 3 clusters Score: Raw -7893.821697 + Penalty 789.778057 = -7104.043639 nChanged 1 SP:Iteration 10F (8.132669 sec): 3 clusters Score: Raw -7894.673517 + Penalty 789.778057 = -7104.895460 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 26 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.133194 sec): 2 clusters Score: Raw -762.655054 + Penalty 205.655894 = -556.999160 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.133439 sec): 3 clusters Score: Raw -774.448033 + Penalty 395.242163 = -379.205869 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 27 (315 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.135319 sec): 2 clusters Score: Raw -14115.786752 + Penalty 355.553728 = -13760.233023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.136114 sec): 3 clusters Score: Raw -13987.640799 + Penalty 711.364155 = -13276.276645 nChanged 98 SP:Iteration 1F (8.136900 sec): 3 clusters Score: Raw -14057.150165 + Penalty 711.159327 = -13345.990838 nChanged 20 SP:Iteration 2F (8.137682 sec): 3 clusters Score: Raw -14074.460222 + Penalty 710.895562 = -13363.564659 nChanged 18 SP:Iteration 3F (8.138496 sec): 3 clusters Score: Raw -14083.433468 + Penalty 710.719902 = -13372.713566 nChanged 7 SP:Iteration 4Q (8.139273 sec): 3 clusters Score: Raw -14093.046448 + Penalty 710.550418 = -13382.496030 nChanged 7 SP:Iteration 5Q (8.140044 sec): 3 clusters Score: Raw -14098.872377 + Penalty 710.640561 = -13388.231817 nChanged 4 SP:Iteration 6Q (8.140810 sec): 3 clusters Score: Raw -14100.995821 + Penalty 710.869634 = -13390.126187 nChanged 3 SP:Iteration 7Q (8.141577 sec): 3 clusters Score: Raw -14105.608504 + Penalty 710.959629 = -13394.648875 nChanged 2 SP:Iteration 8Q (8.142333 sec): 3 clusters Score: Raw -14106.207513 + Penalty 711.003587 = -13395.203926 nChanged 3 SP:Iteration 9Q (8.143087 sec): 3 clusters Score: Raw -14107.330786 + Penalty 711.091666 = -13396.239120 nChanged 2 SP:Iteration 10F (8.143837 sec): 3 clusters Score: Raw -14107.837842 + Penalty 711.165639 = -13396.672203 nChanged 2 SP:Iteration 11Q (8.144577 sec): 3 clusters Score: Raw -14108.300273 + Penalty 711.316258 = -13396.984015 nChanged 3 SP:Iteration 12Q (8.145333 sec): 3 clusters Score: Raw -14109.263483 + Penalty 711.591604 = -13397.671878 nChanged 3 SP:Iteration 13Q (8.146070 sec): 3 clusters Score: Raw -14109.831996 + Penalty 711.661930 = -13398.170066 nChanged 2 SP:Iteration 14Q (8.146812 sec): 3 clusters Score: Raw -14110.527944 + Penalty 711.716365 = -13398.811579 nChanged 1 SP:Iteration 15Q (8.147567 sec): 3 clusters Score: Raw -14110.838944 + Penalty 711.716365 = -13399.122579 nChanged 0 SP:Iteration 16F (8.148344 sec): 3 clusters Score: Raw -14110.838944 + Penalty 711.716365 = -13399.122579 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 28 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.149370 sec): 2 clusters Score: Raw -153.590013 + Penalty 155.666289 = 2.076276 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.149567 sec): 2 clusters Score: Raw -153.590013 + Penalty 155.666289 = 2.076276 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 29 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.150167 sec): 2 clusters Score: Raw -2389.472682 + Penalty 366.885950 = -2022.586733 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.150478 sec): 3 clusters Score: Raw -2442.672575 + Penalty 732.230139 = -1710.442436 nChanged 8 SP:Iteration 1F (8.150783 sec): 3 clusters Score: Raw -2468.790880 + Penalty 741.235303 = -1727.555578 nChanged 4 SP:Iteration 2F (8.151087 sec): 3 clusters Score: Raw -2475.936864 + Penalty 741.235303 = -1734.701561 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 30 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.151594 sec): 2 clusters Score: Raw -1139.036642 + Penalty 349.720764 = -789.315878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.151845 sec): 3 clusters Score: Raw -1170.627952 + Penalty 695.752459 = -474.875493 nChanged 2 SP:Iteration 1F (8.152092 sec): 3 clusters Score: Raw -1179.937033 + Penalty 695.752459 = -484.184574 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 31 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.152579 sec): 2 clusters Score: Raw -620.853317 + Penalty 244.703820 = -376.149497 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.152821 sec): 3 clusters Score: Raw -672.175951 + Penalty 493.741439 = -178.434512 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 32 (11 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.153294 sec): 2 clusters Score: Raw -579.814344 + Penalty 297.190614 = -282.623731 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.153524 sec): 3 clusters Score: Raw -572.757199 + Penalty 594.530844 = 21.773645 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 33 (55 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.154136 sec): 2 clusters Score: Raw -2172.331235 + Penalty 617.774771 = -1554.556463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.154447 sec): 3 clusters Score: Raw -2326.972926 + Penalty 1235.350306 = -1091.622620 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 34 (183 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.155359 sec): 2 clusters Score: Raw -8293.440996 + Penalty 759.537091 = -7533.903905 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.155906 sec): 3 clusters Score: Raw -8348.153991 + Penalty 1519.109141 = -6829.044849 nChanged 19 SP:Iteration 1F (8.156430 sec): 3 clusters Score: Raw -8387.965700 + Penalty 1519.073915 = -6868.891785 nChanged 8 SP:Iteration 2Q (8.156936 sec): 3 clusters Score: Raw -8419.021833 + Penalty 1519.394239 = -6899.627594 nChanged 6 SP:Iteration 3Q (8.157436 sec): 3 clusters Score: Raw -8428.899711 + Penalty 1519.440237 = -6909.459474 nChanged 2 SP:Iteration 4Q (8.157935 sec): 3 clusters Score: Raw -8432.525656 + Penalty 1519.882809 = -6912.642846 nChanged 3 SP:Iteration 5Q (8.158431 sec): 3 clusters Score: Raw -8435.839515 + Penalty 1520.583529 = -6915.255987 nChanged 4 SP:Iteration 6Q (8.158928 sec): 3 clusters Score: Raw -8449.405251 + Penalty 1521.012629 = -6928.392622 nChanged 3 SP:Iteration 7Q (8.159423 sec): 3 clusters Score: Raw -8455.446628 + Penalty 1521.190788 = -6934.255840 nChanged 1 SP:Iteration 8Q (8.159917 sec): 3 clusters Score: Raw -8456.566095 + Penalty 1521.279818 = -6935.286277 nChanged 1 SP:Iteration 9Q (8.160410 sec): 3 clusters Score: Raw -8459.806600 + Penalty 1521.279818 = -6938.526782 nChanged 0 SP:Iteration 10F (8.160933 sec): 3 clusters Score: Raw -8459.806600 + Penalty 1521.279818 = -6938.526782 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 35 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.161400 sec): 2 clusters Score: Raw -45.855561 + Penalty 0.000000 = -45.855561 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.161599 sec): 2 clusters Score: Raw -45.855561 + Penalty 0.000000 = -45.855561 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 36 (56 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.162189 sec): 2 clusters Score: Raw -2433.226212 + Penalty 446.677741 = -1986.548470 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.162504 sec): 3 clusters Score: Raw -2474.301789 + Penalty 892.452411 = -1581.849377 nChanged 2 SP:Iteration 1Q (8.162802 sec): 3 clusters Score: Raw -2484.989833 + Penalty 892.452411 = -1592.537422 nChanged 0 SP:Iteration 2F (8.163108 sec): 3 clusters Score: Raw -2484.989833 + Penalty 892.452411 = -1592.537422 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 37 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.163557 sec): 2 clusters Score: Raw -93.587165 + Penalty 63.793316 = -29.793849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.163752 sec): 2 clusters Score: Raw -93.587165 + Penalty 63.793316 = -29.793849 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 38 (424 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.165384 sec): 2 clusters Score: Raw -19183.288749 + Penalty 530.189040 = -18653.099709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.166378 sec): 3 clusters Score: Raw -18997.747503 + Penalty 1057.888380 = -17939.859122 nChanged 116 SP:Iteration 1F (8.167316 sec): 3 clusters Score: Raw -19082.115212 + Penalty 1056.209262 = -18025.905950 nChanged 32 SP:Iteration 2F (8.168250 sec): 3 clusters Score: Raw -19108.807213 + Penalty 1055.752028 = -18053.055185 nChanged 17 SP:Iteration 3Q (8.169210 sec): 3 clusters Score: Raw -19118.253596 + Penalty 1054.500767 = -18063.752829 nChanged 7 SP:Iteration 4Q (8.170140 sec): 3 clusters Score: Raw -19125.922442 + Penalty 1053.894428 = -18072.028013 nChanged 10 SP:Iteration 5Q (8.171069 sec): 3 clusters Score: Raw -19133.165410 + Penalty 1052.219025 = -18080.946386 nChanged 10 SP:Iteration 6Q (8.171995 sec): 3 clusters Score: Raw -19140.054251 + Penalty 1052.599014 = -18087.455236 nChanged 2 SP:Iteration 7Q (8.172920 sec): 3 clusters Score: Raw -19140.786176 + Penalty 1052.547636 = -18088.238540 nChanged 1 SP:Iteration 8Q (8.173843 sec): 3 clusters Score: Raw -19141.464910 + Penalty 1052.532644 = -18088.932266 nChanged 1 SP:Iteration 9Q (8.174767 sec): 3 clusters Score: Raw -19142.355433 + Penalty 1052.601300 = -18089.754133 nChanged 2 SP:Iteration 10F (8.175698 sec): 3 clusters Score: Raw -19143.684914 + Penalty 1052.517802 = -18091.167113 nChanged 3 SP:Iteration 11Q (8.176623 sec): 3 clusters Score: Raw -19145.742479 + Penalty 1052.622614 = -18093.119865 nChanged 3 SP:Iteration 12Q (8.177549 sec): 3 clusters Score: Raw -19149.516419 + Penalty 1053.077880 = -18096.438538 nChanged 3 SP:Iteration 13Q (8.178472 sec): 3 clusters Score: Raw -19151.347370 + Penalty 1052.523862 = -18098.823508 nChanged 3 SP:Iteration 14Q (8.179399 sec): 3 clusters Score: Raw -19153.825408 + Penalty 1052.054450 = -18101.770959 nChanged 2 SP:Iteration 15Q (8.180322 sec): 3 clusters Score: Raw -19155.229623 + Penalty 1051.171815 = -18104.057808 nChanged 2 SP:Iteration 16Q (8.181243 sec): 3 clusters Score: Raw -19156.437918 + Penalty 1050.427566 = -18106.010352 nChanged 1 SP:Iteration 17Q (8.182164 sec): 3 clusters Score: Raw -19157.629411 + Penalty 1050.486247 = -18107.143164 nChanged 1 SP:Iteration 18Q (8.183083 sec): 3 clusters Score: Raw -19159.271775 + Penalty 1050.486247 = -18108.785528 nChanged 0 SP:Iteration 19F (8.184015 sec): 3 clusters Score: Raw -19159.271775 + Penalty 1050.486247 = -18108.785528 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 39 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.184550 sec): 2 clusters Score: Raw -1412.164925 + Penalty 473.624737 = -938.540188 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.184818 sec): 3 clusters Score: Raw -1498.336706 + Penalty 941.263011 = -557.073695 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 40 (72 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.185466 sec): 2 clusters Score: Raw -3414.416329 + Penalty 329.404930 = -3085.011399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.185813 sec): 3 clusters Score: Raw -3399.535769 + Penalty 674.198623 = -2725.337146 nChanged 5 SP:Iteration 1F (8.186159 sec): 3 clusters Score: Raw -3408.166278 + Penalty 685.028660 = -2723.137618 nChanged 3 SP:Iteration 2F (8.186499 sec): 3 clusters Score: Raw -3412.230287 + Penalty 690.474101 = -2721.756186 nChanged 2 SP:Iteration 3F (8.186840 sec): 3 clusters Score: Raw -3414.715630 + Penalty 693.585929 = -2721.129701 nChanged 1 SP:Iteration 4F (8.187181 sec): 3 clusters Score: Raw -3417.811126 + Penalty 697.288556 = -2720.522570 nChanged 1 SP:Iteration 5F (8.187521 sec): 3 clusters Score: Raw -3417.909153 + Penalty 701.193360 = -2716.715793 nChanged 2 SP:Iteration 6F (8.187862 sec): 3 clusters Score: Raw -3421.631012 + Penalty 704.104542 = -2717.526470 nChanged 1 SP:Iteration 7Q (8.188195 sec): 3 clusters Score: Raw -3423.857465 + Penalty 704.104542 = -2719.752922 nChanged 0 SP:Iteration 8F (8.188536 sec): 3 clusters Score: Raw -3423.857465 + Penalty 704.104542 = -2719.752922 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 41 (42 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.189089 sec): 2 clusters Score: Raw -1652.217068 + Penalty 288.548438 = -1363.668630 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.189396 sec): 3 clusters Score: Raw -1661.487453 + Penalty 576.103748 = -1085.383706 nChanged 2 SP:Iteration 1Q (8.189677 sec): 3 clusters Score: Raw -1666.271493 + Penalty 576.103748 = -1090.167745 nChanged 0 SP:Iteration 2F (8.189959 sec): 3 clusters Score: Raw -1666.271493 + Penalty 576.103748 = -1090.167745 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 42 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.190414 sec): 2 clusters Score: Raw -190.246996 + Penalty 139.057000 = -51.189996 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.190629 sec): 3 clusters Score: Raw -183.510690 + Penalty 303.924283 = 120.413593 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 43 (225 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.191659 sec): 2 clusters Score: Raw -9192.902240 + Penalty 502.758389 = -8690.143851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.192293 sec): 3 clusters Score: Raw -9159.995118 + Penalty 1014.777579 = -8145.217539 nChanged 53 SP:Iteration 1F (8.192886 sec): 3 clusters Score: Raw -9236.042719 + Penalty 1025.537892 = -8210.504827 nChanged 16 SP:Iteration 2F (8.193486 sec): 3 clusters Score: Raw -9259.790290 + Penalty 1043.066245 = -8216.724045 nChanged 14 SP:Iteration 3F (8.194098 sec): 3 clusters Score: Raw -9280.554865 + Penalty 1047.902252 = -8232.652612 nChanged 3 SP:Iteration 4Q (8.194677 sec): 3 clusters Score: Raw -9282.223350 + Penalty 1047.902252 = -8234.321098 nChanged 0 SP:Iteration 5F (8.195272 sec): 3 clusters Score: Raw -9282.223350 + Penalty 1047.902252 = -8234.321098 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 44 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.195798 sec): 2 clusters Score: Raw -1268.733292 + Penalty 368.622211 = -900.111080 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.196059 sec): 3 clusters Score: Raw -1279.484938 + Penalty 736.629469 = -542.855468 nChanged 1 SP:Iteration 1Q (8.196323 sec): 3 clusters Score: Raw -1282.298472 + Penalty 736.629469 = -545.669003 nChanged 0 SP:Iteration 2F (8.196581 sec): 3 clusters Score: Raw -1282.298472 + Penalty 736.629469 = -545.669003 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 46 (171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.197446 sec): 2 clusters Score: Raw -7530.727417 + Penalty 330.827473 = -7199.899944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.197969 sec): 3 clusters Score: Raw -7458.853817 + Penalty 669.542237 = -6789.311581 nChanged 43 SP:Iteration 1F (8.198469 sec): 3 clusters Score: Raw -7514.560928 + Penalty 668.908238 = -6845.652690 nChanged 13 SP:Iteration 2F (8.198971 sec): 3 clusters Score: Raw -7528.128056 + Penalty 668.036312 = -6860.091744 nChanged 6 SP:Iteration 3Q (8.199468 sec): 3 clusters Score: Raw -7537.055423 + Penalty 666.183613 = -6870.871810 nChanged 4 SP:Iteration 4Q (8.199962 sec): 3 clusters Score: Raw -7542.327571 + Penalty 665.055642 = -6877.271929 nChanged 1 SP:Iteration 5Q (8.200457 sec): 3 clusters Score: Raw -7542.969923 + Penalty 663.986339 = -6878.983584 nChanged 1 SP:Iteration 6Q (8.200950 sec): 3 clusters Score: Raw -7543.359482 + Penalty 663.986339 = -6879.373143 nChanged 0 SP:Iteration 7F (8.201450 sec): 3 clusters Score: Raw -7543.359482 + Penalty 663.986339 = -6879.373143 nChanged 0 Memory request: 0.01 GB would take us to total of 0.13 GB. Trying to split cluster 47 (547 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.203362 sec): 2 clusters Score: Raw -24333.515419 + Penalty 328.432113 = -24005.083306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.204530 sec): 3 clusters Score: Raw -24046.155153 + Penalty 656.373758 = -23389.781395 nChanged 183 SP:Iteration 1F (8.205710 sec): 3 clusters Score: Raw -24162.925269 + Penalty 659.159171 = -23503.766098 nChanged 41 SP:Iteration 2F (8.206866 sec): 3 clusters Score: Raw -24179.778375 + Penalty 660.233205 = -23519.545170 nChanged 27 SP:Iteration 3Q (8.208017 sec): 3 clusters Score: Raw -24196.331723 + Penalty 666.730431 = -23529.601292 nChanged 29 SP:Iteration 4F (8.209162 sec): 3 clusters Score: Raw -24215.132862 + Penalty 675.477200 = -23539.655662 nChanged 22 SP:Iteration 5Q (8.210315 sec): 3 clusters Score: Raw -24231.045840 + Penalty 682.891685 = -23548.154155 nChanged 18 SP:Iteration 6Q (8.211465 sec): 3 clusters Score: Raw -24245.622059 + Penalty 700.716269 = -23544.905790 nChanged 19 SP:Iteration 7F (8.212614 sec): 3 clusters Score: Raw -24262.918956 + Penalty 719.128546 = -23543.790410 nChanged 18 SP:Iteration 8F (8.213764 sec): 3 clusters Score: Raw -24278.752531 + Penalty 737.156341 = -23541.596189 nChanged 17 SP:Iteration 9F (8.214916 sec): 3 clusters Score: Raw -24297.643402 + Penalty 767.999061 = -23529.644341 nChanged 18 SP:Iteration 10F (8.216053 sec): 3 clusters Score: Raw -24319.944046 + Penalty 802.195501 = -23517.748544 nChanged 12 SP:Iteration 11F (8.217192 sec): 3 clusters Score: Raw -24336.516909 + Penalty 781.585621 = -23554.931287 nChanged 4 SP:Iteration 12Q (8.218228 sec): 3 clusters Score: Raw -24342.018598 + Penalty 781.585621 = -23560.432977 nChanged 0 SP:Iteration 13F (8.219378 sec): 3 clusters Score: Raw -24342.018598 + Penalty 781.585621 = -23560.432977 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 48 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.219872 sec): 2 clusters Score: Raw -443.134991 + Penalty 203.510873 = -239.624118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.220104 sec): 3 clusters Score: Raw -435.925203 + Penalty 402.343872 = -33.581332 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 49 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.220620 sec): 2 clusters Score: Raw -1147.939613 + Penalty 331.690879 = -816.248734 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.220876 sec): 3 clusters Score: Raw -1178.526236 + Penalty 658.094788 = -520.431448 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 50 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.221396 sec): 2 clusters Score: Raw -1244.444286 + Penalty 288.886908 = -955.557378 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.221657 sec): 3 clusters Score: Raw -1278.736159 + Penalty 584.276901 = -694.459258 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 51 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.222118 sec): 2 clusters Score: Raw -297.328487 + Penalty 137.615450 = -159.713037 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.222339 sec): 3 clusters Score: Raw -301.862545 + Penalty 277.760365 = -24.102180 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 52 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.222878 sec): 2 clusters Score: Raw -1760.603451 + Penalty 509.532963 = -1251.070487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.223157 sec): 3 clusters Score: Raw -1866.491646 + Penalty 1018.732247 = -847.759399 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 53 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.223618 sec): 2 clusters Score: Raw -287.786310 + Penalty 192.468975 = -95.317335 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.223838 sec): 3 clusters Score: Raw -286.798442 + Penalty 384.937949 = 98.139508 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 54 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.224379 sec): 2 clusters Score: Raw -1468.887325 + Penalty 423.560017 = -1045.327308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.224649 sec): 3 clusters Score: Raw -1529.894161 + Penalty 846.160323 = -683.733838 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 55 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.225109 sec): 2 clusters Score: Raw -329.739135 + Penalty 235.399945 = -94.339190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.225329 sec): 3 clusters Score: Raw -315.087809 + Penalty 470.799891 = 155.712082 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 56 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.225780 sec): 2 clusters Score: Raw -152.553668 + Penalty 128.436959 = -24.116709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.225991 sec): 3 clusters Score: Raw -141.900637 + Penalty 248.984922 = 107.084285 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 57 (79 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.226644 sec): 2 clusters Score: Raw -3158.394143 + Penalty 334.485542 = -2823.908602 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.227000 sec): 3 clusters Score: Raw -3153.850651 + Penalty 668.155447 = -2485.695204 nChanged 9 SP:Iteration 1F (8.227351 sec): 3 clusters Score: Raw -3166.128547 + Penalty 667.680805 = -2498.447742 nChanged 1 SP:Iteration 2Q (8.227698 sec): 3 clusters Score: Raw -3167.282042 + Penalty 668.208735 = -2499.073307 nChanged 1 SP:Iteration 3Q (8.228044 sec): 3 clusters Score: Raw -3170.933473 + Penalty 668.208735 = -2502.724738 nChanged 0 SP:Iteration 4F (8.228394 sec): 3 clusters Score: Raw -3170.933473 + Penalty 668.208735 = -2502.724738 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 58 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.228847 sec): 2 clusters Score: Raw -148.692812 + Penalty 125.344789 = -23.348023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.229059 sec): 3 clusters Score: Raw -139.434131 + Penalty 246.375566 = 106.941435 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 59 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.229511 sec): 2 clusters Score: Raw -199.160598 + Penalty 139.155504 = -60.005094 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.229724 sec): 3 clusters Score: Raw -189.370536 + Penalty 261.990255 = 72.619719 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 60 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.230215 sec): 2 clusters Score: Raw -862.880311 + Penalty 293.234808 = -569.645503 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.230456 sec): 3 clusters Score: Raw -886.063506 + Penalty 566.438340 = -319.625166 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 61 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.230898 sec): 2 clusters Score: Raw -45.261667 + Penalty 0.000000 = -45.261667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.231089 sec): 2 clusters Score: Raw -45.261667 + Penalty 0.000000 = -45.261667 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 62 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.231602 sec): 2 clusters Score: Raw -1086.086015 + Penalty 240.970953 = -845.115062 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.231863 sec): 3 clusters Score: Raw -1111.175892 + Penalty 483.715202 = -627.460690 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 63 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.232343 sec): 2 clusters Score: Raw -408.310292 + Penalty 230.119446 = -178.190847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.232565 sec): 3 clusters Score: Raw -405.368396 + Penalty 480.074636 = 74.706240 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 64 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.233056 sec): 2 clusters Score: Raw -822.357592 + Penalty 286.703900 = -535.653693 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.233299 sec): 3 clusters Score: Raw -833.680544 + Penalty 570.433598 = -263.246946 nChanged 1 SP:Iteration 1F (8.233537 sec): 3 clusters Score: Raw -836.162925 + Penalty 570.433598 = -265.729327 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 65 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.234004 sec): 2 clusters Score: Raw -477.151086 + Penalty 278.273253 = -198.877833 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.234229 sec): 3 clusters Score: Raw -468.897919 + Penalty 559.661499 = 90.763580 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 66 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.234684 sec): 2 clusters Score: Raw -212.519215 + Penalty 208.920789 = -3.598426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.234880 sec): 2 clusters Score: Raw -212.519215 + Penalty 208.920789 = -3.598426 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 68 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.235353 sec): 2 clusters Score: Raw -494.134664 + Penalty 198.456295 = -295.678369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.235583 sec): 3 clusters Score: Raw -512.492319 + Penalty 396.912590 = -115.579729 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 70 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.236065 sec): 2 clusters Score: Raw -649.426325 + Penalty 278.752121 = -370.674204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.236303 sec): 3 clusters Score: Raw -677.940348 + Penalty 565.135858 = -112.804490 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 72 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.236767 sec): 2 clusters Score: Raw -448.781325 + Penalty 285.962753 = -162.818572 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.236988 sec): 3 clusters Score: Raw -434.167156 + Penalty 616.451076 = 182.283919 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 73 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.237520 sec): 2 clusters Score: Raw -1570.905210 + Penalty 317.359111 = -1253.546099 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.237793 sec): 3 clusters Score: Raw -1580.614245 + Penalty 626.621775 = -953.992470 nChanged 6 SP:Iteration 1F (8.238065 sec): 3 clusters Score: Raw -1596.294384 + Penalty 626.621775 = -969.672609 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 75 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.238517 sec): 2 clusters Score: Raw -131.155629 + Penalty 80.771353 = -50.384276 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.238725 sec): 3 clusters Score: Raw -127.310683 + Penalty 148.257222 = 20.946539 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 76 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.239258 sec): 2 clusters Score: Raw -1418.084929 + Penalty 382.664484 = -1035.420446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.239521 sec): 3 clusters Score: Raw -1435.341185 + Penalty 767.415875 = -667.925311 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 77 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.239999 sec): 2 clusters Score: Raw -669.222290 + Penalty 292.929992 = -376.292299 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.240232 sec): 3 clusters Score: Raw -675.473288 + Penalty 600.176065 = -75.297223 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 78 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.240684 sec): 2 clusters Score: Raw -83.443618 + Penalty 63.592449 = -19.851169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.240892 sec): 3 clusters Score: Raw -80.116960 + Penalty 127.184897 = 47.067937 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 79 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.241350 sec): 2 clusters Score: Raw -155.599100 + Penalty 135.084685 = -20.514414 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.241562 sec): 3 clusters Score: Raw -143.368326 + Penalty 270.190271 = 126.821945 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 80 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.242060 sec): 2 clusters Score: Raw -888.146315 + Penalty 375.956047 = -512.190268 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.242309 sec): 3 clusters Score: Raw -917.760224 + Penalty 752.302343 = -165.457881 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 81 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.242790 sec): 2 clusters Score: Raw -820.753407 + Penalty 407.767055 = -412.986352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.243025 sec): 3 clusters Score: Raw -825.000872 + Penalty 816.989523 = -8.011348 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 82 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.243502 sec): 2 clusters Score: Raw -590.302077 + Penalty 246.941167 = -343.360909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.243734 sec): 3 clusters Score: Raw -608.795713 + Penalty 492.574821 = -116.220892 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 83 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.244231 sec): 2 clusters Score: Raw -1040.083162 + Penalty 338.409562 = -701.673599 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.244480 sec): 3 clusters Score: Raw -1057.452725 + Penalty 677.149940 = -380.302785 nChanged 1 SP:Iteration 1Q (8.244720 sec): 3 clusters Score: Raw -1061.991768 + Penalty 677.149940 = -384.841828 nChanged 0 SP:Iteration 2F (8.244965 sec): 3 clusters Score: Raw -1061.991768 + Penalty 677.149940 = -384.841828 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 85 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.245412 sec): 2 clusters Score: Raw -93.028403 + Penalty 65.408658 = -27.619745 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.245606 sec): 2 clusters Score: Raw -93.028403 + Penalty 65.408658 = -27.619745 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 86 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.246063 sec): 2 clusters Score: Raw -274.040406 + Penalty 160.189283 = -113.851123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.246298 sec): 3 clusters Score: Raw -273.304379 + Penalty 321.460064 = 48.155685 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 87 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.246765 sec): 2 clusters Score: Raw -463.505968 + Penalty 234.885946 = -228.620022 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.246988 sec): 3 clusters Score: Raw -455.084401 + Penalty 469.493176 = 14.408775 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 88 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.247479 sec): 2 clusters Score: Raw -794.730843 + Penalty 279.167096 = -515.563747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.247718 sec): 3 clusters Score: Raw -807.806026 + Penalty 559.968868 = -247.837158 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 89 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.248178 sec): 2 clusters Score: Raw -298.735624 + Penalty 166.417659 = -132.317965 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.248399 sec): 3 clusters Score: Raw -300.479583 + Penalty 331.552362 = 31.072779 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 90 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.248891 sec): 2 clusters Score: Raw -962.041930 + Penalty 316.685402 = -645.356528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.249139 sec): 3 clusters Score: Raw -977.932744 + Penalty 631.839508 = -346.093235 nChanged 1 SP:Iteration 1Q (8.249379 sec): 3 clusters Score: Raw -981.599511 + Penalty 631.839508 = -349.760003 nChanged 0 SP:Iteration 2F (8.249620 sec): 3 clusters Score: Raw -981.599511 + Penalty 631.839508 = -349.760003 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 91 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.250069 sec): 2 clusters Score: Raw -145.543153 + Penalty 122.293491 = -23.249662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.250264 sec): 2 clusters Score: Raw -145.543153 + Penalty 122.293491 = -23.249662 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 92 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.250715 sec): 2 clusters Score: Raw -148.259260 + Penalty 118.934379 = -29.324881 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.250923 sec): 3 clusters Score: Raw -138.832677 + Penalty 233.246767 = 94.414090 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 93 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.251365 sec): 2 clusters Score: Raw -44.070700 + Penalty 0.000000 = -44.070700 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.251555 sec): 2 clusters Score: Raw -44.070700 + Penalty 0.000000 = -44.070700 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 94 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.252011 sec): 2 clusters Score: Raw -263.022859 + Penalty 228.180732 = -34.842127 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.252226 sec): 3 clusters Score: Raw -256.156065 + Penalty 458.613098 = 202.457033 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 95 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.252693 sec): 2 clusters Score: Raw -494.310578 + Penalty 252.268615 = -242.041963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.252919 sec): 3 clusters Score: Raw -489.896308 + Penalty 510.844266 = 20.947958 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 96 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.253412 sec): 2 clusters Score: Raw -648.754023 + Penalty 223.141610 = -425.612413 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.253646 sec): 3 clusters Score: Raw -661.762728 + Penalty 444.698412 = -217.064316 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 97 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.254099 sec): 2 clusters Score: Raw -207.345292 + Penalty 170.830898 = -36.514394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.254312 sec): 3 clusters Score: Raw -196.061575 + Penalty 341.661797 = 145.600221 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 98 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.254806 sec): 2 clusters Score: Raw -1035.545441 + Penalty 355.533594 = -680.011847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.255050 sec): 3 clusters Score: Raw -1047.184814 + Penalty 713.759055 = -333.425759 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 99 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.255588 sec): 2 clusters Score: Raw -1840.788312 + Penalty 457.327463 = -1383.460849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.255864 sec): 3 clusters Score: Raw -1881.890503 + Penalty 917.030473 = -964.860030 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 100 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.256319 sec): 2 clusters Score: Raw -187.703745 + Penalty 147.216578 = -40.487167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.256533 sec): 3 clusters Score: Raw -183.639227 + Penalty 280.299314 = 96.660087 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 101 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.256984 sec): 2 clusters Score: Raw -186.714650 + Penalty 152.234098 = -34.480553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.257179 sec): 2 clusters Score: Raw -186.714650 + Penalty 152.234098 = -34.480553 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 102 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.257671 sec): 2 clusters Score: Raw -849.932010 + Penalty 218.098614 = -631.833396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.257913 sec): 3 clusters Score: Raw -850.273555 + Penalty 432.334731 = -417.938825 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 103 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.258364 sec): 2 clusters Score: Raw -188.326718 + Penalty 123.066358 = -65.260360 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.258578 sec): 3 clusters Score: Raw -181.601002 + Penalty 260.960197 = 79.359195 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 104 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.259028 sec): 2 clusters Score: Raw -133.390848 + Penalty 100.120166 = -33.270682 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.259238 sec): 3 clusters Score: Raw -129.454015 + Penalty 194.272423 = 64.818408 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 105 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.259686 sec): 2 clusters Score: Raw -148.192970 + Penalty 120.910140 = -27.282829 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.259896 sec): 3 clusters Score: Raw -138.776298 + Penalty 249.673995 = 110.897697 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 107 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.260379 sec): 2 clusters Score: Raw -410.629307 + Penalty 161.120715 = -249.508592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.260602 sec): 3 clusters Score: Raw -412.716667 + Penalty 355.910249 = -56.806418 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 108 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.261068 sec): 2 clusters Score: Raw -444.317963 + Penalty 210.120059 = -234.197904 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.261291 sec): 3 clusters Score: Raw -443.260285 + Penalty 422.579781 = -20.680504 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 109 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.261752 sec): 2 clusters Score: Raw -433.833366 + Penalty 289.613573 = -144.219793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.261974 sec): 3 clusters Score: Raw -430.943951 + Penalty 579.227146 = 148.283195 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 111 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.262504 sec): 2 clusters Score: Raw -1493.917527 + Penalty 407.814912 = -1086.102615 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.262776 sec): 3 clusters Score: Raw -1546.518337 + Penalty 812.176821 = -734.341517 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 112 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.263227 sec): 2 clusters Score: Raw -149.239639 + Penalty 137.825133 = -11.414506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.263437 sec): 3 clusters Score: Raw -142.883314 + Penalty 267.172751 = 124.289436 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 113 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.263888 sec): 2 clusters Score: Raw -176.265748 + Penalty 103.789196 = -72.476552 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.264103 sec): 3 clusters Score: Raw -169.785139 + Penalty 207.578392 = 37.793253 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 114 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.264553 sec): 2 clusters Score: Raw -218.011477 + Penalty 193.189717 = -24.821760 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.264765 sec): 3 clusters Score: Raw -203.824997 + Penalty 402.006588 = 198.181591 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 115 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.265219 sec): 2 clusters Score: Raw -262.238589 + Penalty 181.017744 = -81.220845 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.265435 sec): 3 clusters Score: Raw -251.014093 + Penalty 371.285113 = 120.271020 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 116 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.265882 sec): 2 clusters Score: Raw -89.521833 + Penalty 51.005417 = -38.516415 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.266075 sec): 2 clusters Score: Raw -89.521833 + Penalty 51.005417 = -38.516415 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 118 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.266526 sec): 2 clusters Score: Raw -153.275847 + Penalty 132.483025 = -20.792822 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.266722 sec): 2 clusters Score: Raw -153.275847 + Penalty 132.483025 = -20.792822 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 119 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.267193 sec): 2 clusters Score: Raw -261.658731 + Penalty 210.306333 = -51.352398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.267409 sec): 3 clusters Score: Raw -251.932035 + Penalty 420.777447 = 168.845412 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 121 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.267862 sec): 2 clusters Score: Raw -210.017587 + Penalty 183.234648 = -26.782939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.268058 sec): 2 clusters Score: Raw -210.017587 + Penalty 183.234648 = -26.782939 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 122 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.268499 sec): 2 clusters Score: Raw -44.786018 + Penalty 0.000000 = -44.786018 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.268690 sec): 2 clusters Score: Raw -44.786018 + Penalty 0.000000 = -44.786018 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 123 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.269156 sec): 2 clusters Score: Raw -437.782946 + Penalty 252.148601 = -185.634345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.269380 sec): 3 clusters Score: Raw -441.071997 + Penalty 507.747002 = 66.675005 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 125 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.269836 sec): 2 clusters Score: Raw -282.713652 + Penalty 233.899787 = -48.813864 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.270050 sec): 3 clusters Score: Raw -269.568192 + Penalty 450.434286 = 180.866094 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 127 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.270506 sec): 2 clusters Score: Raw -275.968459 + Penalty 229.139387 = -46.829072 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.270722 sec): 3 clusters Score: Raw -258.693937 + Penalty 463.948761 = 205.254824 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 128 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.271171 sec): 2 clusters Score: Raw -119.753342 + Penalty 54.034583 = -65.718759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.271374 sec): 3 clusters Score: Raw -117.573441 + Penalty 90.934923 = -26.638518 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 129 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.271816 sec): 2 clusters Score: Raw -45.009836 + Penalty 0.000000 = -45.009836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.272006 sec): 2 clusters Score: Raw -45.009836 + Penalty 0.000000 = -45.009836 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 130 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.272455 sec): 2 clusters Score: Raw -146.282228 + Penalty 113.932079 = -32.350149 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.272666 sec): 3 clusters Score: Raw -137.948780 + Penalty 212.900109 = 74.951330 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 131 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.273115 sec): 2 clusters Score: Raw -156.525526 + Penalty 148.570481 = -7.955044 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.273309 sec): 2 clusters Score: Raw -156.525526 + Penalty 148.570481 = -7.955044 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 132 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.273781 sec): 2 clusters Score: Raw -285.914968 + Penalty 193.132561 = -92.782408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.273998 sec): 3 clusters Score: Raw -277.949869 + Penalty 193.132561 = -84.817308 nChanged 1 SP:Iteration 1F (8.274194 sec): 2 clusters Score: Raw -285.914968 + Penalty 193.132561 = -92.782408 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 133 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.274644 sec): 2 clusters Score: Raw -153.529681 + Penalty 132.304659 = -21.225023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.274854 sec): 3 clusters Score: Raw -142.637515 + Penalty 254.377575 = 111.740060 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 135 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.275314 sec): 2 clusters Score: Raw -376.978257 + Penalty 278.350841 = -98.627415 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.275535 sec): 3 clusters Score: Raw -370.115058 + Penalty 560.684995 = 190.569937 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 136 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.275981 sec): 2 clusters Score: Raw -94.055691 + Penalty 78.979932 = -15.075759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.276177 sec): 2 clusters Score: Raw -94.055691 + Penalty 78.979932 = -15.075759 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 137 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.276634 sec): 2 clusters Score: Raw -240.301016 + Penalty 162.431220 = -77.869796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.276849 sec): 3 clusters Score: Raw -236.662834 + Penalty 337.134388 = 100.471554 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 138 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.277301 sec): 2 clusters Score: Raw -183.203708 + Penalty 125.855841 = -57.347867 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.277497 sec): 2 clusters Score: Raw -183.203708 + Penalty 125.855841 = -57.347867 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 139 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.277939 sec): 2 clusters Score: Raw -42.911009 + Penalty 0.000000 = -42.911009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.278128 sec): 2 clusters Score: Raw -42.911009 + Penalty 0.000000 = -42.911009 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 141 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.278577 sec): 2 clusters Score: Raw -158.796096 + Penalty 157.499447 = -1.296649 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.278788 sec): 3 clusters Score: Raw -148.766067 + Penalty 308.464081 = 159.698014 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 142 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.279250 sec): 2 clusters Score: Raw -377.804282 + Penalty 235.865552 = -141.938730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.279474 sec): 3 clusters Score: Raw -386.220941 + Penalty 465.820164 = 79.599223 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 143 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.279920 sec): 2 clusters Score: Raw -99.723425 + Penalty 85.694938 = -14.028487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.280140 sec): 3 clusters Score: Raw -90.090359 + Penalty 171.389876 = 81.299517 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 144 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.280587 sec): 2 clusters Score: Raw -85.388809 + Penalty 46.902275 = -38.486534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.280780 sec): 2 clusters Score: Raw -85.388809 + Penalty 46.902275 = -38.486534 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 145 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.281229 sec): 2 clusters Score: Raw -146.720549 + Penalty 132.487681 = -14.232867 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.281438 sec): 3 clusters Score: Raw -137.664259 + Penalty 256.716946 = 119.052688 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 146 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.281883 sec): 2 clusters Score: Raw -99.245867 + Penalty 92.117495 = -7.128373 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.282076 sec): 2 clusters Score: Raw -99.245867 + Penalty 92.117495 = -7.128373 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 148 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.282528 sec): 2 clusters Score: Raw -219.380891 + Penalty 197.684904 = -21.695987 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.282741 sec): 3 clusters Score: Raw -206.994787 + Penalty 399.301558 = 192.306771 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 149 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.283190 sec): 2 clusters Score: Raw -128.268290 + Penalty 58.901078 = -69.367211 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.283401 sec): 3 clusters Score: Raw -123.743075 + Penalty 116.226420 = -7.516655 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 150 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.283846 sec): 2 clusters Score: Raw -92.054099 + Penalty 69.374826 = -22.679273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.284054 sec): 3 clusters Score: Raw -85.336131 + Penalty 138.749652 = 53.413521 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 151 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.284499 sec): 2 clusters Score: Raw -103.970256 + Penalty 97.714539 = -6.255718 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.284691 sec): 2 clusters Score: Raw -103.970256 + Penalty 97.714539 = -6.255718 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 152 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.285140 sec): 2 clusters Score: Raw -151.134003 + Penalty 140.450056 = -10.683947 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.285350 sec): 3 clusters Score: Raw -142.454815 + Penalty 276.985810 = 134.530994 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 154 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.285796 sec): 2 clusters Score: Raw -94.297276 + Penalty 72.936977 = -21.360299 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.285990 sec): 2 clusters Score: Raw -94.297276 + Penalty 72.936977 = -21.360299 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 157 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.286433 sec): 2 clusters Score: Raw -43.847009 + Penalty 0.000000 = -43.847009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.286634 sec): 2 clusters Score: Raw -43.847009 + Penalty 0.000000 = -43.847009 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 158 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.287075 sec): 2 clusters Score: Raw -45.380516 + Penalty 0.000000 = -45.380516 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.287265 sec): 2 clusters Score: Raw -45.380516 + Penalty 0.000000 = -45.380516 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 159 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.287726 sec): 2 clusters Score: Raw -503.816829 + Penalty 331.053780 = -172.763049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.287949 sec): 3 clusters Score: Raw -471.182637 + Penalty 664.849748 = 193.667111 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 160 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.288407 sec): 2 clusters Score: Raw -337.351682 + Penalty 270.852630 = -66.499052 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.288625 sec): 3 clusters Score: Raw -323.889371 + Penalty 539.372254 = 215.482883 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 161 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.289077 sec): 2 clusters Score: Raw -185.037944 + Penalty 127.286572 = -57.751372 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.289290 sec): 3 clusters Score: Raw -178.882557 + Penalty 254.573145 = 75.690588 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 162 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.289749 sec): 2 clusters Score: Raw -376.904718 + Penalty 250.583737 = -126.320981 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.289969 sec): 3 clusters Score: Raw -367.403567 + Penalty 503.760568 = 136.357002 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 167 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.290424 sec): 2 clusters Score: Raw -275.155551 + Penalty 238.349396 = -36.806154 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.290640 sec): 3 clusters Score: Raw -259.705878 + Penalty 478.226168 = 218.520290 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 169 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.291085 sec): 2 clusters Score: Raw -102.264664 + Penalty 94.495992 = -7.768672 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.291293 sec): 3 clusters Score: Raw -90.924107 + Penalty 188.991985 = 98.067877 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 171 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.291741 sec): 2 clusters Score: Raw -142.257070 + Penalty 114.522587 = -27.734484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.291952 sec): 3 clusters Score: Raw -135.610291 + Penalty 245.008661 = 109.398370 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 172 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.292393 sec): 2 clusters Score: Raw -43.391505 + Penalty 0.000000 = -43.391505 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.292583 sec): 2 clusters Score: Raw -43.391505 + Penalty 0.000000 = -43.391505 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 173 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.293036 sec): 2 clusters Score: Raw -192.185008 + Penalty 127.165889 = -65.019119 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.293248 sec): 3 clusters Score: Raw -184.647047 + Penalty 254.331778 = 69.684731 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 174 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.293709 sec): 2 clusters Score: Raw -85.674322 + Penalty 46.718657 = -38.955665 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.293902 sec): 2 clusters Score: Raw -85.674322 + Penalty 46.718657 = -38.955665 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 175 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.294347 sec): 2 clusters Score: Raw -96.800275 + Penalty 71.644271 = -25.156004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.294542 sec): 2 clusters Score: Raw -96.800275 + Penalty 71.644271 = -25.156004 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 177 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.294991 sec): 2 clusters Score: Raw -155.446951 + Penalty 140.570420 = -14.876531 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.295202 sec): 3 clusters Score: Raw -143.963911 + Penalty 282.139876 = 138.175965 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 179 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.295643 sec): 2 clusters Score: Raw -43.046980 + Penalty 0.000000 = -43.046980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.295834 sec): 2 clusters Score: Raw -43.046980 + Penalty 0.000000 = -43.046980 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 180 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.296275 sec): 2 clusters Score: Raw -43.905854 + Penalty 0.000000 = -43.905854 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.296466 sec): 2 clusters Score: Raw -43.905854 + Penalty 0.000000 = -43.905854 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 181 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.296906 sec): 2 clusters Score: Raw -44.282619 + Penalty 0.000000 = -44.282619 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.297096 sec): 2 clusters Score: Raw -44.282619 + Penalty 0.000000 = -44.282619 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 182 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.297556 sec): 2 clusters Score: Raw -399.434419 + Penalty 285.990168 = -113.444250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.297779 sec): 3 clusters Score: Raw -385.081144 + Penalty 573.939562 = 188.858418 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 183 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.298220 sec): 2 clusters Score: Raw -41.867223 + Penalty 0.000000 = -41.867223 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.298410 sec): 2 clusters Score: Raw -41.867223 + Penalty 0.000000 = -41.867223 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 184 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.298860 sec): 2 clusters Score: Raw -122.014336 + Penalty 65.224686 = -56.789649 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.299065 sec): 3 clusters Score: Raw -121.604808 + Penalty 115.640178 = -5.964630 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 185 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.299511 sec): 2 clusters Score: Raw -88.846730 + Penalty 59.091129 = -29.755601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.299704 sec): 2 clusters Score: Raw -88.846730 + Penalty 59.091129 = -29.755601 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 187 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.300163 sec): 2 clusters Score: Raw -96.435935 + Penalty 78.749351 = -17.686584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.300356 sec): 2 clusters Score: Raw -96.435935 + Penalty 78.749351 = -17.686584 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 188 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.300801 sec): 2 clusters Score: Raw -98.466437 + Penalty 89.992230 = -8.474207 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.301006 sec): 3 clusters Score: Raw -89.535039 + Penalty 179.984460 = 90.449421 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 191 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.301449 sec): 2 clusters Score: Raw -43.553020 + Penalty 0.000000 = -43.553020 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.301639 sec): 2 clusters Score: Raw -43.553020 + Penalty 0.000000 = -43.553020 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 192 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.302081 sec): 2 clusters Score: Raw -42.031695 + Penalty 0.000000 = -42.031695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.302272 sec): 2 clusters Score: Raw -42.031695 + Penalty 0.000000 = -42.031695 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 197 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.302713 sec): 2 clusters Score: Raw -44.473380 + Penalty 0.000000 = -44.473380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.302903 sec): 2 clusters Score: Raw -44.473380 + Penalty 0.000000 = -44.473380 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 199 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.303344 sec): 2 clusters Score: Raw -45.916783 + Penalty 0.000000 = -45.916783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.303534 sec): 2 clusters Score: Raw -45.916783 + Penalty 0.000000 = -45.916783 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 203 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.303993 sec): 2 clusters Score: Raw -293.721827 + Penalty 115.874497 = -177.847330 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.304195 sec): 2 clusters Score: Raw -293.721827 + Penalty 115.874497 = -177.847330 nChanged 0 Deleting Class 125 (5 points): Lose 40.276204 but Gain 1381.257735 Iteration 20F (9.318304 sec): 166 clusters Score: Raw -493847.520275 + Penalty 164262.588120 = -329584.932155 nChanged 91 Deleting Class 141 (3 points): Lose 28.153775 but Gain 1362.553938 Iteration 21Q (9.389370 sec): 165 clusters Score: Raw -493876.716760 + Penalty 162890.873593 = -330985.843167 nChanged 75 Deleting Class 151 (2 points): Lose 7.075900 but Gain 1339.839718 Iteration 22Q (9.459535 sec): 164 clusters Score: Raw -493900.136219 + Penalty 161584.239368 = -332315.896851 nChanged 71 Deleting Class 66 (4 points): Lose 106.238130 but Gain 1432.337372 Iteration 23Q (9.529671 sec): 163 clusters Score: Raw -493828.260210 + Penalty 160221.765579 = -333606.494631 nChanged 59 Deleting Class 167 (5 points): Lose 84.763493 but Gain 1407.534188 Iteration 24Q (9.600149 sec): 162 clusters Score: Raw -493786.242792 + Penalty 158868.274662 = -334917.968130 nChanged 60 Deleting Class 182 (7 points): Lose 78.041767 but Gain 1396.842511 Iteration 25Q (9.667603 sec): 161 clusters Score: Raw -493762.734086 + Penalty 157534.335783 = -336228.398303 nChanged 44 Deleting Class 160 (6 points): Lose 120.153828 but Gain 1436.721107 Iteration 26Q (9.734899 sec): 160 clusters Score: Raw -493676.046880 + Penalty 156120.757802 = -337555.289078 nChanged 27 Deleting Class 21 (4 points): Lose 49.279735 but Gain 1361.191708 Iteration 27Q (9.800735 sec): 159 clusters Score: Raw -493658.929225 + Penalty 154821.997391 = -338836.931834 nChanged 25 Deleting Class 159 (8 points): Lose 201.530443 but Gain 1513.111593 Iteration 28Q (9.865441 sec): 158 clusters Score: Raw -493483.970936 + Penalty 153356.953859 = -340127.017077 nChanged 27 Deleting Class 148 (4 points): Lose 45.113394 but Gain 1355.305415 Iteration 29Q (9.931236 sec): 157 clusters Score: Raw -493515.733320 + Penalty 152046.126366 = -341469.606955 nChanged 21 Deleting Class 61 (1 points): Lose 4.720106 but Gain 1311.185892 Iteration 30F (10.869968 sec): 156 clusters Score: Raw -493552.169488 + Penalty 150754.766064 = -342797.403424 nChanged 21 Deleting Class 35 (1 points): Lose 11.205486 but Gain 1298.403077 Iteration 31Q (10.935316 sec): 155 clusters Score: Raw -493576.118232 + Penalty 149698.707601 = -343877.410631 nChanged 22 Deleting Class 169 (2 points): Lose 10.269833 but Gain 1295.707738 Iteration 32Q (10.999875 sec): 154 clusters Score: Raw -493600.728793 + Penalty 148441.228053 = -345159.500740 nChanged 18 Deleting Class 114 (4 points): Lose 40.623697 but Gain 1324.486917 Iteration 33Q (11.063627 sec): 153 clusters Score: Raw -493572.019036 + Penalty 147266.759356 = -346305.259680 nChanged 21 Deleting Class 135 (7 points): Lose 82.729601 but Gain 1359.530261 Iteration 34Q (11.127369 sec): 152 clusters Score: Raw -493513.131982 + Penalty 146300.006939 = -347213.125043 nChanged 25 Deleting Class 81 (14 points): Lose 192.411570 but Gain 1468.528683 Iteration 35Q (11.191799 sec): 151 clusters Score: Raw -493373.476440 + Penalty 144990.865944 = -348382.610495 nChanged 33 Deleting Class 94 (5 points): Lose 74.735673 but Gain 1347.484768 Iteration 36Q (11.256145 sec): 150 clusters Score: Raw -493366.557240 + Penalty 143654.638456 = -349711.918784 nChanged 28 Deleting Class 131 (3 points): Lose 19.251853 but Gain 1285.307972 Iteration 37Q (11.319784 sec): 149 clusters Score: Raw -493363.664160 + Penalty 142377.360552 = -350986.303608 nChanged 18 Deleting Class 158 (1 points): Lose 3.588783 but Gain 1266.738325 Iteration 38Q (11.382285 sec): 148 clusters Score: Raw -493368.293023 + Penalty 141113.128510 = -352255.164513 nChanged 17 Deleting Class 28 (3 points): Lose 87.803368 but Gain 1346.694985 Iteration 39Q (11.445150 sec): 147 clusters Score: Raw -493285.216080 + Penalty 139812.058308 = -353473.157771 nChanged 19 Deleting Class 199 (1 points): Lose 6.582342 but Gain 1256.046835 Iteration 40F (12.323694 sec): 146 clusters Score: Raw -493333.133226 + Penalty 138585.070981 = -354748.062245 nChanged 19 Deleting Class 146 (2 points): Lose 17.751100 but Gain 1263.094318 Iteration 41Q (12.386120 sec): 145 clusters Score: Raw -493349.425953 + Penalty 137339.446917 = -356009.979036 nChanged 17 Deleting Class 181 (1 points): Lose 5.505889 but Gain 1248.024827 Iteration 42Q (12.448972 sec): 144 clusters Score: Raw -493350.676487 + Penalty 136171.049638 = -357179.626849 nChanged 20 Deleting Class 72 (8 points): Lose 69.822939 but Gain 1307.018930 Iteration 43Q (12.511695 sec): 143 clusters Score: Raw -493292.988163 + Penalty 134900.897657 = -358392.090506 nChanged 18 Deleting Class 109 (8 points): Lose 89.099111 but Gain 1323.705336 Iteration 44Q (12.574482 sec): 142 clusters Score: Raw -493237.635163 + Penalty 133622.799459 = -359614.835704 nChanged 12 Deleting Class 122 (1 points): Lose 0.388618 but Gain 1226.081023 Iteration 45Q (12.637374 sec): 141 clusters Score: Raw -493262.810649 + Penalty 132438.197501 = -360824.613148 nChanged 11 Deleting Class 188 (2 points): Lose 18.835038 but Gain 1233.953164 Iteration 46Q (12.698947 sec): 140 clusters Score: Raw -493253.988413 + Penalty 131212.667822 = -362041.320590 nChanged 14 Deleting Class 180 (1 points): Lose 8.680224 but Gain 1222.976551 Iteration 47Q (12.760546 sec): 139 clusters Score: Raw -493253.078468 + Penalty 129989.082260 = -363263.996208 nChanged 15 Deleting Class 55 (7 points): Lose 47.144683 but Gain 1245.149492 Iteration 48Q (12.821753 sec): 138 clusters Score: Raw -493209.640302 + Penalty 128783.499972 = -364426.140331 nChanged 23 Deleting Class 93 (1 points): Lose 8.649933 but Gain 1203.642920 Iteration 49Q (12.883806 sec): 137 clusters Score: Raw -493226.394981 + Penalty 127629.083081 = -365597.311900 nChanged 19 Deleting Class 152 (3 points): Lose 22.675534 but Gain 1215.056819 Iteration 50F (13.707961 sec): 136 clusters Score: Raw -493235.640220 + Penalty 126419.086237 = -366816.553983 nChanged 31 Deleting Class 121 (5 points): Lose 82.464176 but Gain 1269.234225 Iteration 51Q (13.769883 sec): 135 clusters Score: Raw -493178.730634 + Penalty 125267.052760 = -367911.677874 nChanged 36 Deleting Class 177 (3 points): Lose 35.887016 but Gain 1216.098111 Iteration 52Q (13.831438 sec): 134 clusters Score: Raw -493194.586282 + Penalty 124053.583557 = -369141.002725 nChanged 35 Deleting Class 162 (7 points): Lose 45.112925 but Gain 1223.909265 Iteration 53Q (13.893353 sec): 133 clusters Score: Raw -493161.149094 + Penalty 122835.955507 = -370325.193587 nChanged 45 Deleting Class 112 (4 points): Lose 55.613553 but Gain 1224.567828 Iteration 54Q (13.955254 sec): 132 clusters Score: Raw -493126.046280 + Penalty 121631.765180 = -371494.281100 nChanged 49 Deleting Class 119 (5 points): Lose 75.479351 but Gain 1241.930367 Iteration 55Q (14.017831 sec): 131 clusters Score: Raw -493086.938394 + Penalty 120442.613238 = -372644.325155 nChanged 53 Deleting Class 143 (2 points): Lose 12.717051 but Gain 1175.029667 Iteration 56Q (14.080725 sec): 130 clusters Score: Raw -493140.872897 + Penalty 119290.064700 = -373850.808197 nChanged 52 Deleting Class 65 (10 points): Lose 66.477763 but Gain 1228.846029 Iteration 57Q (14.142307 sec): 129 clusters Score: Raw -493103.294320 + Penalty 118137.718202 = -374965.576118 nChanged 57 Deleting Class 127 (13 points): Lose 289.307671 but Gain 1451.586347 Iteration 58Q (14.205932 sec): 128 clusters Score: Raw -492858.553648 + Penalty 116706.023171 = -376152.530477 nChanged 53 Deleting Class 79 (3 points): Lose 9.835917 but Gain 1168.640106 Iteration 59Q (14.270163 sec): 127 clusters Score: Raw -492881.724961 + Penalty 115570.547677 = -377311.177284 nChanged 52 Deleting Class 129 (1 points): Lose 1.759414 but Gain 1147.171099 Iteration 60F (15.038575 sec): 126 clusters Score: Raw -492905.779767 + Penalty 114423.894853 = -378481.884914 nChanged 51 Deleting Class 97 (4 points): Lose 28.232039 but Gain 1171.197378 Iteration 61Q (15.100163 sec): 125 clusters Score: Raw -492899.268620 + Penalty 113266.913369 = -379632.355251 nChanged 32 Deleting Class 56 (4 points): Lose 44.869138 but Gain 1173.374857 Iteration 62Q (15.160547 sec): 124 clusters Score: Raw -492867.594046 + Penalty 112087.169220 = -380780.424825 nChanged 32 Deleting Class 118 (3 points): Lose 19.893117 but Gain 1146.132709 Iteration 63Q (15.220294 sec): 123 clusters Score: Raw -492872.869933 + Penalty 110952.743348 = -381920.126585 nChanged 38 Deleting Class 191 (1 points): Lose 6.117293 but Gain 1130.552007 Iteration 64Q (15.281309 sec): 122 clusters Score: Raw -492885.133160 + Penalty 109838.542290 = -383046.590869 nChanged 34 Deleting Class 133 (3 points): Lose 22.527652 but Gain 1144.589631 Iteration 65Q (15.341227 sec): 121 clusters Score: Raw -492882.118206 + Penalty 108771.609702 = -384110.508504 nChanged 40 Deleting Class 39 (30 points): Lose 221.908035 but Gain 1343.446326 Iteration 66Q (15.400077 sec): 120 clusters Score: Raw -492682.763672 + Penalty 107523.123713 = -385159.639959 nChanged 59 Deleting Class 145 (3 points): Lose 29.610558 but Gain 1146.172993 Iteration 67Q (15.460436 sec): 119 clusters Score: Raw -492747.419351 + Penalty 106422.580006 = -386324.839345 nChanged 41 Deleting Class 157 (1 points): Lose 9.537787 but Gain 1126.072850 Iteration 68Q (15.520218 sec): 118 clusters Score: Raw -492776.684017 + Penalty 105328.926020 = -387447.757997 nChanged 31 Deleting Class 32 (12 points): Lose 93.907164 but Gain 1208.484162 Iteration 69Q (15.578093 sec): 117 clusters Score: Raw -492717.188932 + Penalty 104156.635881 = -388560.553051 nChanged 43 Deleting Class 80 (18 points): Lose 133.474022 but Gain 1236.239149 Iteration 70F (16.284129 sec): 116 clusters Score: Raw -492636.424792 + Penalty 102953.504640 = -389682.920152 nChanged 48 Deleting Class 58 (4 points): Lose 34.697179 but Gain 1114.194712 Iteration 71Q (16.342883 sec): 115 clusters Score: Raw -492659.564599 + Penalty 101871.350440 = -390788.214160 nChanged 40 Deleting Class 52 (44 points): Lose 267.637075 but Gain 1346.788608 Iteration 72Q (16.400617 sec): 114 clusters Score: Raw -492412.355833 + Penalty 100669.052282 = -391743.303552 nChanged 77 Deleting Class 187 (2 points): Lose 3.828979 but Gain 1079.793350 Iteration 73Q (16.460310 sec): 113 clusters Score: Raw -492570.954143 + Penalty 99594.587311 = -392976.366832 nChanged 39 Deleting Class 115 (9 points): Lose 77.935241 but Gain 1153.720417 Iteration 74Q (16.517349 sec): 112 clusters Score: Raw -492513.800815 + Penalty 98462.506226 = -394051.294589 nChanged 34 Deleting Class 91 (4 points): Lose 24.238731 but Gain 1100.006273 Iteration 75Q (16.575033 sec): 111 clusters Score: Raw -492522.479198 + Penalty 97395.431930 = -395127.047268 nChanged 33 Deleting Class 15 (5 points): Lose 49.914454 but Gain 1119.045618 Iteration 76Q (16.631771 sec): 110 clusters Score: Raw -492497.229830 + Penalty 96278.480398 = -396218.749431 nChanged 30 Deleting Class 183 (2 points): Lose 44.891689 but Gain 1107.376119 Iteration 77Q (16.687625 sec): 109 clusters Score: Raw -492481.612678 + Penalty 95288.495673 = -397193.117004 nChanged 26 Deleting Class 136 (2 points): Lose 28.318847 but Gain 1082.955023 Iteration 78Q (16.743413 sec): 108 clusters Score: Raw -492488.290443 + Penalty 94101.686869 = -398386.603574 nChanged 37 Deleting Class 139 (2 points): Lose 19.573889 but Gain 1070.655083 Iteration 79Q (16.799309 sec): 107 clusters Score: Raw -492501.629962 + Penalty 92299.604229 = -400202.025733 nChanged 38 Deleting Class 63 (8 points): Lose 60.281179 but Gain 1102.417408 Iteration 80F (17.438390 sec): 105 clusters Score: Raw -492457.828069 + Penalty 91201.150063 = -401256.678006 nChanged 36 Deleting Class 197 (1 points): Lose 5.621421 but Gain 1044.486338 Iteration 81Q (17.494422 sec): 104 clusters Score: Raw -492473.776663 + Penalty 90158.497935 = -402315.278728 nChanged 28 Deleting Class 33 (52 points): Lose 429.081721 but Gain 1463.118132 Iteration 82Q (17.549705 sec): 103 clusters Score: Raw -492055.125920 + Penalty 89054.967577 = -403000.158343 nChanged 74 Deleting Class 105 (3 points): Lose 12.246407 but Gain 1046.013757 Iteration 83Q (17.606867 sec): 102 clusters Score: Raw -492241.844190 + Penalty 87962.997720 = -404278.846470 nChanged 26 Deleting Class 98 (21 points): Lose 98.229410 but Gain 1127.415712 Iteration 84Q (17.661218 sec): 101 clusters Score: Raw -492173.115441 + Penalty 86762.431218 = -405410.684224 nChanged 39 Deleting Class 123 (9 points): Lose 62.794842 but Gain 1090.689767 Iteration 85Q (17.715608 sec): 100 clusters Score: Raw -492159.612276 + Penalty 85700.498148 = -406459.114128 nChanged 25 Deleting Class 142 (8 points): Lose 51.994808 but Gain 1078.045090 Iteration 86Q (17.769596 sec): 99 clusters Score: Raw -492134.040863 + Penalty 84664.335144 = -407469.705718 nChanged 18 Deleting Class 101 (4 points): Lose 23.036794 but Gain 1043.699810 Iteration 87Q (17.822562 sec): 98 clusters Score: Raw -492134.828338 + Penalty 83635.306913 = -408499.521425 nChanged 17 Deleting Class 99 (39 points): Lose 215.032659 but Gain 1224.544986 Iteration 88Q (17.876870 sec): 97 clusters Score: Raw -491931.611886 + Penalty 82464.034235 = -409467.577651 nChanged 46 Deleting Class 90 (30 points): Lose 110.090499 but Gain 1119.930889 Iteration 89Q (17.930893 sec): 96 clusters Score: Raw -491919.194469 + Penalty 81420.526139 = -410498.668329 nChanged 45 Deleting Class 77 (14 points): Lose 86.863074 but Gain 1095.358695 Iteration 90F (18.512731 sec): 95 clusters Score: Raw -491903.299127 + Penalty 80344.320952 = -411558.978175 nChanged 25 Deleting Class 95 (11 points): Lose 52.806538 but Gain 1059.568819 Iteration 91Q (18.565860 sec): 94 clusters Score: Raw -491921.205715 + Penalty 79320.994333 = -412600.211382 nChanged 28 Deleting Class 92 (3 points): Lose 26.494715 but Gain 1028.921120 Iteration 92Q (18.620079 sec): 93 clusters Score: Raw -491926.746785 + Penalty 78310.841607 = -413615.905178 nChanged 10 Deleting Class 154 (2 points): Lose 5.718869 but Gain 1000.095383 Iteration 93Q (18.672639 sec): 92 clusters Score: Raw -491946.811370 + Penalty 77318.061451 = -414628.749919 nChanged 12 Deleting Class 132 (6 points): Lose 36.382102 but Gain 1024.459784 Iteration 94Q (18.724580 sec): 91 clusters Score: Raw -491919.640390 + Penalty 76297.366073 = -415622.274316 nChanged 8 Deleting Class 53 (6 points): Lose 35.153530 but Gain 1020.939832 Iteration 95Q (18.775904 sec): 90 clusters Score: Raw -491897.105942 + Penalty 75297.125414 = -416599.980527 nChanged 11 Deleting Class 179 (1 points): Lose 13.479760 but Gain 999.176328 Iteration 96Q (18.827859 sec): 89 clusters Score: Raw -491899.601598 + Penalty 74307.296992 = -417592.304607 nChanged 6 Deleting Class 44 (34 points): Lose 112.877577 but Gain 1094.637632 Iteration 97Q (18.879110 sec): 88 clusters Score: Raw -491793.996920 + Penalty 73320.837389 = -418473.159531 nChanged 40 Deleting Class 173 (8 points): Lose 35.162853 but Gain 1045.645439 Iteration 98Q (18.931677 sec): 87 clusters Score: Raw -491823.200719 + Penalty 72296.027030 = -419527.173689 nChanged 14 Deleting Class 76 (32 points): Lose 123.003081 but Gain 1104.556611 Iteration 99Q (18.982387 sec): 86 clusters Score: Raw -491716.287469 + Penalty 71276.031489 = -420440.255981 nChanged 39 Deleting Class 175 (2 points): Lose 5.241255 but Gain 982.370089 Iteration 100F (19.513813 sec): 85 clusters Score: Raw -491772.824536 + Penalty 70320.871452 = -421451.953084 nChanged 13 Deleting Class 100 (4 points): Lose 36.713644 but Gain 1009.300261 Iteration 101Q (19.564807 sec): 84 clusters Score: Raw -491745.425387 + Penalty 69352.075085 = -422393.350302 nChanged 18 Deleting Class 14 (8 points): Lose 54.321682 but Gain 1025.642027 Iteration 102Q (19.617128 sec): 83 clusters Score: Raw -491717.212069 + Penalty 68356.126051 = -423361.086019 nChanged 19 Deleting Class 54 (34 points): Lose 196.044187 but Gain 1167.305339 Iteration 103Q (19.667195 sec): 82 clusters Score: Raw -491544.127560 + Penalty 67223.002321 = -424321.125239 nChanged 38 Deleting Class 130 (3 points): Lose 17.069782 but Gain 985.645389 Iteration 104Q (19.718052 sec): 81 clusters Score: Raw -491629.397841 + Penalty 66245.295118 = -425384.102723 nChanged 16 Deleting Class 171 (3 points): Lose 23.745998 but Gain 990.753966 Iteration 105Q (19.769238 sec): 80 clusters Score: Raw -491621.785930 + Penalty 65258.219207 = -426363.566723 nChanged 16 Deleting Class 88 (20 points): Lose 85.521222 but Gain 1051.803765 Iteration 106Q (19.818716 sec): 79 clusters Score: Raw -491551.458565 + Penalty 64244.807616 = -427306.650949 nChanged 34 Deleting Class 60 (20 points): Lose 89.558780 but Gain 1053.028725 Iteration 107Q (19.868575 sec): 78 clusters Score: Raw -491495.288664 + Penalty 63241.435358 = -428253.853306 nChanged 36 Deleting Class 83 (29 points): Lose 124.108518 but Gain 1088.366900 Iteration 108Q (19.918850 sec): 77 clusters Score: Raw -491415.002404 + Penalty 62234.761671 = -429180.240733 nChanged 51 Deleting Class 172 (2 points): Lose 25.706979 but Gain 982.473052 Iteration 109Q (19.969140 sec): 76 clusters Score: Raw -491450.997459 + Penalty 61257.684777 = -430193.312683 nChanged 25 Deleting Class 70 (22 points): Lose 96.037978 but Gain 1045.135385 Iteration 110F (20.433630 sec): 75 clusters Score: Raw -491367.449938 + Penalty 60264.491130 = -431102.958809 nChanged 36 Deleting Class 64 (26 points): Lose 82.052415 but Gain 1028.433532 Iteration 111Q (20.483153 sec): 74 clusters Score: Raw -491348.565614 + Penalty 59326.219093 = -432022.346520 nChanged 39 Deleting Class 150 (2 points): Lose 8.926555 but Gain 951.251972 Iteration 112Q (20.535233 sec): 73 clusters Score: Raw -491398.379186 + Penalty 58403.414589 = -432994.964597 nChanged 20 Deleting Class 87 (9 points): Lose 77.696399 but Gain 1016.018715 Iteration 113Q (20.584882 sec): 72 clusters Score: Raw -491344.256439 + Penalty 57436.480715 = -433907.775724 nChanged 19 Deleting Class 108 (10 points): Lose 46.723862 but Gain 982.391339 Iteration 114Q (20.632963 sec): 71 clusters Score: Raw -491332.180222 + Penalty 56445.730872 = -434886.449351 nChanged 20 Deleting Class 137 (5 points): Lose 26.506982 but Gain 959.211558 Iteration 115Q (20.680379 sec): 70 clusters Score: Raw -491324.110792 + Penalty 55502.549459 = -435821.561333 nChanged 13 Deleting Class 42 (4 points): Lose 26.502190 but Gain 953.359113 Iteration 116Q (20.727334 sec): 69 clusters Score: Raw -491307.789538 + Penalty 54552.961193 = -436754.828345 nChanged 9 Deleting Class 138 (6 points): Lose 50.391620 but Gain 970.918585 Iteration 117Q (20.775372 sec): 68 clusters Score: Raw -491264.758688 + Penalty 53625.968554 = -437638.790133 nChanged 11 Deleting Class 30 (24 points): Lose 171.677513 but Gain 1092.142121 Iteration 118Q (20.822135 sec): 67 clusters Score: Raw -491118.533248 + Penalty 52636.434506 = -438482.098742 nChanged 29 Writing temp clu file Memory request: 0.06 GB would take us to total of 0.13 GB. Compute initial score before splitting: Score: Raw -491118.533248 + Penalty 52636.434506 = -438482.098742Memory request: 0.03 GB would take us to total of 0.16 GB. Trying to split cluster 1 (6192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.874693 sec): 2 clusters Score: Raw -234152.401227 + Penalty 249.566426 = -233902.834801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.886605 sec): 3 clusters Score: Raw -230056.434246 + Penalty 499.481264 = -229556.952982 nChanged 2837 SP:Iteration 1F (20.898210 sec): 3 clusters Score: Raw -231367.208965 + Penalty 498.803455 = -230868.405510 nChanged 847 SP:Iteration 2F (20.910114 sec): 3 clusters Score: Raw -231732.676565 + Penalty 498.466725 = -231234.209840 nChanged 382 SP:Iteration 3F (20.921848 sec): 3 clusters Score: Raw -231886.063110 + Penalty 499.159385 = -231386.903725 nChanged 240 SP:Iteration 4Q (20.934063 sec): 3 clusters Score: Raw -231995.967597 + Penalty 500.270587 = -231495.697011 nChanged 216 SP:Iteration 5Q (20.946384 sec): 3 clusters Score: Raw -232123.037403 + Penalty 501.614196 = -231621.423207 nChanged 199 SP:Iteration 6Q (20.958141 sec): 3 clusters Score: Raw -232253.011440 + Penalty 502.913449 = -231750.097991 nChanged 153 SP:Iteration 7Q (20.970063 sec): 3 clusters Score: Raw -232324.400758 + Penalty 504.212563 = -231820.188195 nChanged 140 SP:Iteration 8Q (20.981798 sec): 3 clusters Score: Raw -232412.938489 + Penalty 508.407583 = -231904.530906 nChanged 181 SP:Iteration 9Q (20.994050 sec): 3 clusters Score: Raw -232639.995248 + Penalty 515.563301 = -232124.431947 nChanged 192 SP:Iteration 10F (21.005742 sec): 3 clusters Score: Raw -232895.329298 + Penalty 518.251151 = -232377.078147 nChanged 129 SP:Iteration 11Q (21.017381 sec): 3 clusters Score: Raw -232941.142541 + Penalty 520.980582 = -232420.161959 nChanged 105 SP:Iteration 12Q (21.028873 sec): 3 clusters Score: Raw -232966.491369 + Penalty 522.141566 = -232444.349802 nChanged 88 SP:Iteration 13Q (21.040438 sec): 3 clusters Score: Raw -232987.446778 + Penalty 522.894479 = -232464.552299 nChanged 98 SP:Iteration 14Q (21.051818 sec): 3 clusters Score: Raw -233012.350010 + Penalty 522.132384 = -232490.217626 nChanged 93 SP:Iteration 15Q (21.063170 sec): 3 clusters Score: Raw -233037.250067 + Penalty 521.779957 = -232515.470109 nChanged 110 SP:Iteration 16Q (21.074517 sec): 3 clusters Score: Raw -233077.223045 + Penalty 521.844728 = -232555.378317 nChanged 129 SP:Iteration 17Q (21.085696 sec): 3 clusters Score: Raw -233135.452354 + Penalty 519.602658 = -232615.849696 nChanged 158 SP:Iteration 18Q (21.096510 sec): 3 clusters Score: Raw -233218.538362 + Penalty 520.693441 = -232697.844921 nChanged 163 SP:Iteration 19Q (21.106569 sec): 3 clusters Score: Raw -233325.294557 + Penalty 516.288535 = -232809.006022 nChanged 150 SP:Iteration 20F (21.117855 sec): 3 clusters Score: Raw -233442.280737 + Penalty 513.904167 = -232928.376570 nChanged 151 SP:Iteration 21Q (21.127460 sec): 3 clusters Score: Raw -233555.904145 + Penalty 507.433390 = -233048.470755 nChanged 125 SP:Iteration 22Q (21.136861 sec): 3 clusters Score: Raw -233639.216296 + Penalty 499.281097 = -233139.935199 nChanged 129 SP:Iteration 23Q (21.146497 sec): 3 clusters Score: Raw -233732.436236 + Penalty 497.323708 = -233235.112528 nChanged 140 SP:Iteration 24Q (21.155762 sec): 3 clusters Score: Raw -233831.430427 + Penalty 502.136729 = -233329.293698 nChanged 130 SP:Iteration 25Q (21.164957 sec): 3 clusters Score: Raw -233927.109410 + Penalty 507.719054 = -233419.390356 nChanged 108 SP:Iteration 26Q (21.174043 sec): 3 clusters Score: Raw -234005.191553 + Penalty 528.691130 = -233476.500423 nChanged 93 SP:Iteration 27Q (21.182856 sec): 3 clusters Score: Raw -234082.843579 + Penalty 555.607506 = -233527.236072 nChanged 51 SP:Iteration 28Q (21.191650 sec): 3 clusters Score: Raw -234132.412156 + Penalty 579.050528 = -233553.361628 nChanged 17 SP:Iteration 29Q (21.200251 sec): 3 clusters Score: Raw -234146.890746 + Penalty 573.760670 = -233573.130077 nChanged 6 SP:Iteration 30F (21.211265 sec): 3 clusters Score: Raw -234150.757670 + Penalty 561.126239 = -233589.631431 nChanged 3 SP:Iteration 31Q (21.219853 sec): 3 clusters Score: Raw -234151.810691 + Penalty 571.805663 = -233580.005028 nChanged 1 SP:Iteration 32F (21.230799 sec): 3 clusters Score: Raw -234151.744509 + Penalty 571.805663 = -233579.938846 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 2 (69 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.234379 sec): 2 clusters Score: Raw -2624.778193 + Penalty 163.389280 = -2461.388913 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.234724 sec): 3 clusters Score: Raw -2596.652379 + Penalty 328.878423 = -2267.773956 nChanged 13 SP:Iteration 1F (21.235054 sec): 3 clusters Score: Raw -2611.808377 + Penalty 328.483653 = -2283.324724 nChanged 4 SP:Iteration 2F (21.235383 sec): 3 clusters Score: Raw -2613.818485 + Penalty 328.632644 = -2285.185841 nChanged 2 SP:Iteration 3Q (21.235719 sec): 3 clusters Score: Raw -2615.322463 + Penalty 328.523049 = -2286.799414 nChanged 1 SP:Iteration 4Q (21.236046 sec): 3 clusters Score: Raw -2616.479975 + Penalty 327.152192 = -2289.327783 nChanged 2 SP:Iteration 5Q (21.236373 sec): 3 clusters Score: Raw -2620.835036 + Penalty 328.021292 = -2292.813744 nChanged 2 SP:Iteration 6Q (21.236700 sec): 3 clusters Score: Raw -2624.542380 + Penalty 328.366750 = -2296.175630 nChanged 1 SP:Iteration 7Q (21.237030 sec): 3 clusters Score: Raw -2626.210877 + Penalty 328.234604 = -2297.976273 nChanged 1 SP:Iteration 8Q (21.237357 sec): 3 clusters Score: Raw -2629.504318 + Penalty 328.234604 = -2301.269714 nChanged 0 SP:Iteration 9F (21.237685 sec): 3 clusters Score: Raw -2629.504318 + Penalty 328.234604 = -2301.269714 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 3 (224 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.238722 sec): 2 clusters Score: Raw -9607.919432 + Penalty 113.203608 = -9494.715824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.239344 sec): 3 clusters Score: Raw -9470.102444 + Penalty 225.738002 = -9244.364442 nChanged 85 SP:Iteration 1F (21.239955 sec): 3 clusters Score: Raw -9522.770079 + Penalty 227.386832 = -9295.383246 nChanged 39 SP:Iteration 2F (21.240564 sec): 3 clusters Score: Raw -9565.268887 + Penalty 226.511495 = -9338.757392 nChanged 18 SP:Iteration 3F (21.241175 sec): 3 clusters Score: Raw -9581.677032 + Penalty 226.249308 = -9355.427724 nChanged 9 SP:Iteration 4Q (21.241781 sec): 3 clusters Score: Raw -9586.913164 + Penalty 225.124780 = -9361.788384 nChanged 5 SP:Iteration 5Q (21.242385 sec): 3 clusters Score: Raw -9589.185635 + Penalty 223.542291 = -9365.643344 nChanged 4 SP:Iteration 6Q (21.243026 sec): 3 clusters Score: Raw -9591.177130 + Penalty 218.888264 = -9372.288866 nChanged 6 SP:Iteration 7Q (21.243608 sec): 3 clusters Score: Raw -9594.738710 + Penalty 216.067028 = -9378.671682 nChanged 2 SP:Iteration 8Q (21.244187 sec): 3 clusters Score: Raw -9596.017340 + Penalty 216.067028 = -9379.950312 nChanged 0 SP:Iteration 9F (21.244802 sec): 3 clusters Score: Raw -9596.017340 + Penalty 216.067028 = -9379.950312 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 4 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.245296 sec): 2 clusters Score: Raw -441.616358 + Penalty 152.761315 = -288.855042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.245528 sec): 3 clusters Score: Raw -453.784169 + Penalty 307.539604 = -146.244565 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 5 (87 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.246205 sec): 2 clusters Score: Raw -3703.408794 + Penalty 298.572891 = -3404.835902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.246579 sec): 3 clusters Score: Raw -3673.742178 + Penalty 588.913682 = -3084.828497 nChanged 20 SP:Iteration 1F (21.246951 sec): 3 clusters Score: Raw -3695.619792 + Penalty 587.084176 = -3108.535615 nChanged 4 SP:Iteration 2Q (21.247319 sec): 3 clusters Score: Raw -3700.124792 + Penalty 587.084176 = -3113.040616 nChanged 0 SP:Iteration 3F (21.247685 sec): 3 clusters Score: Raw -3700.124792 + Penalty 587.084176 = -3113.040616 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 6 (71 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.248313 sec): 2 clusters Score: Raw -3009.408002 + Penalty 275.026209 = -2734.381793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.248653 sec): 3 clusters Score: Raw -3013.543597 + Penalty 549.550405 = -2463.993192 nChanged 10 SP:Iteration 1F (21.248986 sec): 3 clusters Score: Raw -3030.560952 + Penalty 549.417156 = -2481.143796 nChanged 1 SP:Iteration 2Q (21.249312 sec): 3 clusters Score: Raw -3032.871061 + Penalty 548.825326 = -2484.045735 nChanged 1 SP:Iteration 3Q (21.249639 sec): 3 clusters Score: Raw -3035.742971 + Penalty 548.825326 = -2486.917645 nChanged 0 SP:Iteration 4F (21.249971 sec): 3 clusters Score: Raw -3035.742971 + Penalty 548.825326 = -2486.917645 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 7 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.250428 sec): 2 clusters Score: Raw -185.858329 + Penalty 123.841681 = -62.016649 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.250642 sec): 3 clusters Score: Raw -179.889922 + Penalty 242.646608 = 62.756686 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 8 (202 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.251614 sec): 2 clusters Score: Raw -9609.666865 + Penalty 772.503641 = -8837.163224 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.252193 sec): 3 clusters Score: Raw -9632.450985 + Penalty 1545.143720 = -8087.307265 nChanged 25 SP:Iteration 1F (21.252756 sec): 3 clusters Score: Raw -9683.420930 + Penalty 1545.346573 = -8138.074357 nChanged 6 SP:Iteration 2Q (21.253296 sec): 3 clusters Score: Raw -9696.810746 + Penalty 1545.336897 = -8151.473849 nChanged 2 SP:Iteration 3Q (21.253833 sec): 3 clusters Score: Raw -9702.258204 + Penalty 1545.336897 = -8156.921307 nChanged 0 SP:Iteration 4F (21.254387 sec): 3 clusters Score: Raw -9702.258204 + Penalty 1545.336897 = -8156.921307 nChanged 0 Memory request: 0.01 GB would take us to total of 0.13 GB. Trying to split cluster 9 (1171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.260250 sec): 2 clusters Score: Raw -48990.501323 + Penalty 325.212300 = -48665.289024 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.262550 sec): 3 clusters Score: Raw -48288.828129 + Penalty 660.295491 = -47628.532638 nChanged 468 SP:Iteration 1F (21.264755 sec): 3 clusters Score: Raw -48554.228761 + Penalty 672.517582 = -47881.711179 nChanged 152 SP:Iteration 2F (21.266962 sec): 3 clusters Score: Raw -48660.785835 + Penalty 687.624915 = -47973.160919 nChanged 90 SP:Iteration 3F (21.269162 sec): 3 clusters Score: Raw -48751.390653 + Penalty 701.543594 = -48049.847058 nChanged 68 SP:Iteration 4F (21.271362 sec): 3 clusters Score: Raw -48815.280674 + Penalty 715.202235 = -48100.078439 nChanged 60 SP:Iteration 5F (21.273558 sec): 3 clusters Score: Raw -48876.417591 + Penalty 721.944699 = -48154.472892 nChanged 50 SP:Iteration 6Q (21.275658 sec): 3 clusters Score: Raw -48922.537823 + Penalty 728.646815 = -48193.891008 nChanged 36 SP:Iteration 7Q (21.277719 sec): 3 clusters Score: Raw -48950.349163 + Penalty 727.594011 = -48222.755152 nChanged 26 SP:Iteration 8Q (21.279735 sec): 3 clusters Score: Raw -48971.343617 + Penalty 730.875756 = -48240.467861 nChanged 26 SP:Iteration 9Q (21.281729 sec): 3 clusters Score: Raw -48991.289768 + Penalty 732.309615 = -48258.980153 nChanged 19 SP:Iteration 10F (21.283939 sec): 3 clusters Score: Raw -49008.820831 + Penalty 736.827570 = -48271.993260 nChanged 17 SP:Iteration 11Q (21.285867 sec): 3 clusters Score: Raw -49025.008280 + Penalty 741.508298 = -48283.499982 nChanged 8 SP:Iteration 12Q (21.287765 sec): 3 clusters Score: Raw -49031.290337 + Penalty 743.849679 = -48287.440658 nChanged 4 SP:Iteration 13Q (21.289656 sec): 3 clusters Score: Raw -49033.162109 + Penalty 743.786903 = -48289.375206 nChanged 2 SP:Iteration 14Q (21.291528 sec): 3 clusters Score: Raw -49033.768302 + Penalty 743.786903 = -48289.981399 nChanged 0 SP:Iteration 15F (21.293722 sec): 3 clusters Score: Raw -49033.768302 + Penalty 743.786903 = -48289.981399 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 10 (80 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.295193 sec): 2 clusters Score: Raw -3060.088185 + Penalty 223.749905 = -2836.338280 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.295576 sec): 3 clusters Score: Raw -3045.011671 + Penalty 448.625640 = -2596.386031 nChanged 18 SP:Iteration 1F (21.295928 sec): 3 clusters Score: Raw -3063.314250 + Penalty 465.976062 = -2597.338188 nChanged 8 SP:Iteration 2F (21.296278 sec): 3 clusters Score: Raw -3077.536460 + Penalty 481.676413 = -2595.860047 nChanged 3 SP:Iteration 3F (21.296628 sec): 3 clusters Score: Raw -3092.089338 + Penalty 485.507130 = -2606.582209 nChanged 1 SP:Iteration 4Q (21.296968 sec): 3 clusters Score: Raw -3092.846812 + Penalty 485.507130 = -2607.339682 nChanged 0 SP:Iteration 5F (21.297317 sec): 3 clusters Score: Raw -3092.846812 + Penalty 485.507130 = -2607.339682 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 11 (247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.298433 sec): 2 clusters Score: Raw -9288.520566 + Penalty 885.426628 = -8403.093939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.299097 sec): 3 clusters Score: Raw -9357.157757 + Penalty 1771.363539 = -7585.794218 nChanged 47 SP:Iteration 1F (21.299751 sec): 3 clusters Score: Raw -9472.743612 + Penalty 1771.582026 = -7701.161586 nChanged 12 SP:Iteration 2Q (21.300373 sec): 3 clusters Score: Raw -9567.575652 + Penalty 1772.018416 = -7795.557237 nChanged 7 SP:Iteration 3Q (21.300985 sec): 3 clusters Score: Raw -9578.509768 + Penalty 1772.021029 = -7806.488739 nChanged 2 SP:Iteration 4Q (21.301584 sec): 3 clusters Score: Raw -9585.660297 + Penalty 1771.964935 = -7813.695362 nChanged 6 SP:Iteration 5Q (21.302174 sec): 3 clusters Score: Raw -9599.549879 + Penalty 1771.995681 = -7827.554198 nChanged 5 SP:Iteration 6Q (21.302760 sec): 3 clusters Score: Raw -9609.165558 + Penalty 1771.965952 = -7837.199606 nChanged 1 SP:Iteration 7Q (21.303370 sec): 3 clusters Score: Raw -9610.808919 + Penalty 1771.965952 = -7838.842967 nChanged 0 SP:Iteration 8F (21.303999 sec): 3 clusters Score: Raw -9610.808919 + Penalty 1771.965952 = -7838.842967 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 12 (76 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.304664 sec): 2 clusters Score: Raw -2829.943815 + Penalty 430.656259 = -2399.287556 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.305018 sec): 3 clusters Score: Raw -2909.552634 + Penalty 861.312518 = -2048.240115 nChanged 12 SP:Iteration 1F (21.305369 sec): 3 clusters Score: Raw -2944.180131 + Penalty 865.066539 = -2079.113592 nChanged 3 SP:Iteration 2Q (21.305726 sec): 3 clusters Score: Raw -2950.404597 + Penalty 866.223658 = -2084.180939 nChanged 1 SP:Iteration 3Q (21.306062 sec): 3 clusters Score: Raw -2951.696512 + Penalty 866.223658 = -2085.472854 nChanged 0 SP:Iteration 4F (21.306414 sec): 3 clusters Score: Raw -2951.696512 + Penalty 866.223658 = -2085.472854 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 13 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.306880 sec): 2 clusters Score: Raw -328.423175 + Penalty 179.890930 = -148.532245 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.307100 sec): 3 clusters Score: Raw -321.859641 + Penalty 359.842219 = 37.982578 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 16 (194 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.308029 sec): 2 clusters Score: Raw -8032.578215 + Penalty 292.396029 = -7740.182186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.308596 sec): 3 clusters Score: Raw -7947.464154 + Penalty 586.157261 = -7361.306893 nChanged 60 SP:Iteration 1F (21.309152 sec): 3 clusters Score: Raw -8008.868859 + Penalty 605.854230 = -7403.014629 nChanged 28 SP:Iteration 2F (21.309705 sec): 3 clusters Score: Raw -8050.282964 + Penalty 607.261883 = -7443.021081 nChanged 10 SP:Iteration 3F (21.310258 sec): 3 clusters Score: Raw -8070.683883 + Penalty 611.091681 = -7459.592203 nChanged 4 SP:Iteration 4Q (21.310796 sec): 3 clusters Score: Raw -8079.447086 + Penalty 614.763647 = -7464.683439 nChanged 4 SP:Iteration 5Q (21.311309 sec): 3 clusters Score: Raw -8086.629504 + Penalty 612.169255 = -7474.460249 nChanged 4 SP:Iteration 6Q (21.311813 sec): 3 clusters Score: Raw -8092.535958 + Penalty 610.952871 = -7481.583086 nChanged 3 SP:Iteration 7Q (21.312318 sec): 3 clusters Score: Raw -8096.370084 + Penalty 613.112051 = -7483.258033 nChanged 6 SP:Iteration 8Q (21.312822 sec): 3 clusters Score: Raw -8104.678232 + Penalty 612.653978 = -7492.024254 nChanged 1 SP:Iteration 9Q (21.313320 sec): 3 clusters Score: Raw -8105.473383 + Penalty 613.343199 = -7492.130183 nChanged 3 SP:Iteration 10F (21.313859 sec): 3 clusters Score: Raw -8110.169427 + Penalty 610.799228 = -7499.370199 nChanged 1 SP:Iteration 11Q (21.314353 sec): 3 clusters Score: Raw -8110.726697 + Penalty 610.799228 = -7499.927469 nChanged 0 SP:Iteration 12F (21.314891 sec): 3 clusters Score: Raw -8110.726697 + Penalty 610.799228 = -7499.927469 nChanged 0 Memory request: 0.01 GB would take us to total of 0.13 GB. Trying to split cluster 17 (695 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.317218 sec): 2 clusters Score: Raw -26567.647355 + Penalty 276.646376 = -26291.000979 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.318647 sec): 3 clusters Score: Raw -26210.777972 + Penalty 553.038778 = -25657.739194 nChanged 259 SP:Iteration 1F (21.320057 sec): 3 clusters Score: Raw -26346.096388 + Penalty 553.524433 = -25792.571955 nChanged 66 SP:Iteration 2F (21.321454 sec): 3 clusters Score: Raw -26383.851927 + Penalty 554.860318 = -25828.991608 nChanged 42 SP:Iteration 3F (21.322836 sec): 3 clusters Score: Raw -26402.230856 + Penalty 554.809486 = -25847.421370 nChanged 22 SP:Iteration 4Q (21.324272 sec): 3 clusters Score: Raw -26416.817293 + Penalty 555.336140 = -25861.481153 nChanged 20 SP:Iteration 5Q (21.325668 sec): 3 clusters Score: Raw -26428.374650 + Penalty 556.640092 = -25871.734558 nChanged 15 SP:Iteration 6Q (21.327090 sec): 3 clusters Score: Raw -26434.917057 + Penalty 557.002553 = -25877.914504 nChanged 15 SP:Iteration 7Q (21.328498 sec): 3 clusters Score: Raw -26444.206005 + Penalty 551.088547 = -25893.117458 nChanged 31 SP:Iteration 8Q (21.329890 sec): 3 clusters Score: Raw -26469.640687 + Penalty 552.886814 = -25916.753872 nChanged 35 SP:Iteration 9F (21.331290 sec): 3 clusters Score: Raw -26499.896525 + Penalty 559.933453 = -25939.963072 nChanged 36 SP:Iteration 10F (21.332711 sec): 3 clusters Score: Raw -26532.881505 + Penalty 569.059390 = -25963.822116 nChanged 25 SP:Iteration 11Q (21.334071 sec): 3 clusters Score: Raw -26559.232435 + Penalty 564.373180 = -25994.859255 nChanged 20 SP:Iteration 12Q (21.335404 sec): 3 clusters Score: Raw -26579.849146 + Penalty 574.529608 = -26005.319538 nChanged 15 SP:Iteration 13Q (21.336676 sec): 3 clusters Score: Raw -26596.900857 + Penalty 583.344409 = -26013.556448 nChanged 5 SP:Iteration 14Q (21.337922 sec): 3 clusters Score: Raw -26600.684085 + Penalty 589.242584 = -26011.441501 nChanged 3 SP:Iteration 15F (21.339299 sec): 3 clusters Score: Raw -26607.473193 + Penalty 593.181892 = -26014.291301 nChanged 1 SP:Iteration 16Q (21.340535 sec): 3 clusters Score: Raw -26608.220107 + Penalty 600.510079 = -26007.710028 nChanged 4 SP:Iteration 17F (21.341932 sec): 3 clusters Score: Raw -26615.804760 + Penalty 601.889845 = -26013.914915 nChanged 1 SP:Iteration 18Q (21.343148 sec): 3 clusters Score: Raw -26619.645607 + Penalty 600.476366 = -26019.169241 nChanged 1 SP:Iteration 19Q (21.344342 sec): 3 clusters Score: Raw -26626.746316 + Penalty 601.946055 = -26024.800261 nChanged 1 SP:Iteration 20F (21.345740 sec): 3 clusters Score: Raw -26627.646182 + Penalty 601.946055 = -26025.700128 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 18 (96 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.346488 sec): 2 clusters Score: Raw -4356.019057 + Penalty 623.706670 = -3732.312387 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.346874 sec): 3 clusters Score: Raw -4428.902667 + Penalty 1248.109906 = -3180.792761 nChanged 4 SP:Iteration 1Q (21.347258 sec): 3 clusters Score: Raw -4441.122918 + Penalty 1248.038630 = -3193.084288 nChanged 2 SP:Iteration 2Q (21.347623 sec): 3 clusters Score: Raw -4448.188797 + Penalty 1248.038630 = -3200.150166 nChanged 0 SP:Iteration 3F (21.348002 sec): 3 clusters Score: Raw -4448.188797 + Penalty 1248.038630 = -3200.150166 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 20 (47 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.348571 sec): 2 clusters Score: Raw -1809.488476 + Penalty 312.477324 = -1497.011152 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.348869 sec): 3 clusters Score: Raw -1807.952560 + Penalty 629.817822 = -1178.134739 nChanged 4 SP:Iteration 1F (21.349174 sec): 3 clusters Score: Raw -1812.473256 + Penalty 635.449035 = -1177.024221 nChanged 1 SP:Iteration 2F (21.349469 sec): 3 clusters Score: Raw -1814.608790 + Penalty 650.811355 = -1163.797435 nChanged 2 SP:Iteration 3F (21.349762 sec): 3 clusters Score: Raw -1820.474281 + Penalty 657.478619 = -1162.995662 nChanged 1 SP:Iteration 4F (21.350050 sec): 3 clusters Score: Raw -1822.264252 + Penalty 679.824538 = -1142.439713 nChanged 3 SP:Iteration 5F (21.350340 sec): 3 clusters Score: Raw -1832.516328 + Penalty 679.824538 = -1152.691789 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 22 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.350840 sec): 2 clusters Score: Raw -891.976977 + Penalty 254.409262 = -637.567714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.351101 sec): 3 clusters Score: Raw -884.088128 + Penalty 501.209243 = -382.878884 nChanged 0 Memory request: 0.01 GB would take us to total of 0.13 GB. Trying to split cluster 23 (663 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.353249 sec): 2 clusters Score: Raw -24442.815273 + Penalty 79.796642 = -24363.018631 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.354713 sec): 3 clusters Score: Raw -24030.607497 + Penalty 155.084551 = -23875.522945 nChanged 288 SP:Iteration 1F (21.356131 sec): 3 clusters Score: Raw -24267.228691 + Penalty 155.057554 = -24112.171137 nChanged 71 SP:Iteration 2F (21.357541 sec): 3 clusters Score: Raw -24328.676868 + Penalty 150.770113 = -24177.906754 nChanged 53 SP:Iteration 3F (21.358908 sec): 3 clusters Score: Raw -24379.576247 + Penalty 162.796031 = -24216.780215 nChanged 43 SP:Iteration 4F (21.360280 sec): 3 clusters Score: Raw -24429.392348 + Penalty 213.624675 = -24215.767673 nChanged 19 SP:Iteration 5F (21.361646 sec): 3 clusters Score: Raw -24452.608147 + Penalty 293.618943 = -24158.989204 nChanged 8 SP:Iteration 6F (21.363005 sec): 3 clusters Score: Raw -24469.926926 + Penalty 313.930098 = -24155.996828 nChanged 1 SP:Iteration 7F (21.364350 sec): 3 clusters Score: Raw -24481.852756 + Penalty 313.930098 = -24167.922657 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 24 (134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.365169 sec): 2 clusters Score: Raw -5194.694652 + Penalty 686.840545 = -4507.854107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.365617 sec): 3 clusters Score: Raw -5278.541394 + Penalty 1377.409893 = -3901.131501 nChanged 19 SP:Iteration 1F (21.366057 sec): 3 clusters Score: Raw -5332.387356 + Penalty 1376.663997 = -3955.723359 nChanged 2 SP:Iteration 2Q (21.366472 sec): 3 clusters Score: Raw -5339.672857 + Penalty 1376.142071 = -3963.530786 nChanged 1 SP:Iteration 3Q (21.366887 sec): 3 clusters Score: Raw -5342.628375 + Penalty 1376.142071 = -3966.486304 nChanged 0 SP:Iteration 4F (21.367325 sec): 3 clusters Score: Raw -5342.628375 + Penalty 1376.142071 = -3966.486304 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 25 (242 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.368397 sec): 2 clusters Score: Raw -10506.691890 + Penalty 507.377957 = -9999.313933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.369033 sec): 3 clusters Score: Raw -10416.968566 + Penalty 1015.165426 = -9401.803140 nChanged 58 SP:Iteration 1F (21.369658 sec): 3 clusters Score: Raw -10457.371268 + Penalty 1020.007249 = -9437.364019 nChanged 13 SP:Iteration 2F (21.370281 sec): 3 clusters Score: Raw -10469.883022 + Penalty 1022.904651 = -9446.978371 nChanged 10 SP:Iteration 3Q (21.370901 sec): 3 clusters Score: Raw -10484.715169 + Penalty 1029.431428 = -9455.283741 nChanged 10 SP:Iteration 4Q (21.371521 sec): 3 clusters Score: Raw -10498.653380 + Penalty 1034.481129 = -9464.172251 nChanged 4 SP:Iteration 5Q (21.372138 sec): 3 clusters Score: Raw -10504.424289 + Penalty 1042.226254 = -9462.198035 nChanged 5 SP:Iteration 6F (21.372760 sec): 3 clusters Score: Raw -10511.104387 + Penalty 1050.615082 = -9460.489304 nChanged 7 SP:Iteration 7F (21.373382 sec): 3 clusters Score: Raw -10520.832673 + Penalty 1054.718149 = -9466.114523 nChanged 2 SP:Iteration 8Q (21.373998 sec): 3 clusters Score: Raw -10524.293990 + Penalty 1064.594734 = -9459.699256 nChanged 5 SP:Iteration 9F (21.374620 sec): 3 clusters Score: Raw -10529.535688 + Penalty 1067.731707 = -9461.803981 nChanged 4 SP:Iteration 10F (21.375243 sec): 3 clusters Score: Raw -10533.422684 + Penalty 1070.521249 = -9462.901435 nChanged 3 SP:Iteration 11Q (21.375854 sec): 3 clusters Score: Raw -10537.125997 + Penalty 1074.227824 = -9462.898173 nChanged 2 SP:Iteration 12F (21.376508 sec): 3 clusters Score: Raw -10539.730416 + Penalty 1079.183724 = -9460.546692 nChanged 2 SP:Iteration 13F (21.377135 sec): 3 clusters Score: Raw -10541.469777 + Penalty 1085.165841 = -9456.303937 nChanged 2 SP:Iteration 14F (21.377756 sec): 3 clusters Score: Raw -10543.412399 + Penalty 1085.165841 = -9458.246559 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 26 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.378269 sec): 2 clusters Score: Raw -802.163838 + Penalty 223.408039 = -578.755799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.378520 sec): 3 clusters Score: Raw -824.512244 + Penalty 446.816079 = -377.696166 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 27 (235 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.379586 sec): 2 clusters Score: Raw -10563.255812 + Penalty 362.522491 = -10200.733321 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.380229 sec): 3 clusters Score: Raw -10475.923129 + Penalty 729.678095 = -9746.245034 nChanged 55 SP:Iteration 1F (21.380861 sec): 3 clusters Score: Raw -10522.236474 + Penalty 734.826187 = -9787.410287 nChanged 15 SP:Iteration 2F (21.381494 sec): 3 clusters Score: Raw -10536.017903 + Penalty 740.417152 = -9795.600751 nChanged 8 SP:Iteration 3Q (21.382120 sec): 3 clusters Score: Raw -10541.947400 + Penalty 750.882601 = -9791.064799 nChanged 9 SP:Iteration 4F (21.382749 sec): 3 clusters Score: Raw -10549.651764 + Penalty 766.402237 = -9783.249526 nChanged 10 SP:Iteration 5F (21.383365 sec): 3 clusters Score: Raw -10558.634418 + Penalty 778.195945 = -9780.438473 nChanged 9 SP:Iteration 6F (21.383975 sec): 3 clusters Score: Raw -10565.699855 + Penalty 789.293512 = -9776.406344 nChanged 6 SP:Iteration 7F (21.384585 sec): 3 clusters Score: Raw -10570.610573 + Penalty 799.480082 = -9771.130492 nChanged 7 SP:Iteration 8F (21.385195 sec): 3 clusters Score: Raw -10577.366684 + Penalty 806.044804 = -9771.321880 nChanged 4 SP:Iteration 9Q (21.385796 sec): 3 clusters Score: Raw -10580.292061 + Penalty 809.620698 = -9770.671363 nChanged 1 SP:Iteration 10F (21.386406 sec): 3 clusters Score: Raw -10584.823833 + Penalty 808.763633 = -9776.060200 nChanged 2 SP:Iteration 11Q (21.387003 sec): 3 clusters Score: Raw -10588.297136 + Penalty 807.707366 = -9780.589770 nChanged 2 SP:Iteration 12Q (21.387594 sec): 3 clusters Score: Raw -10593.893240 + Penalty 812.547763 = -9781.345477 nChanged 2 SP:Iteration 13Q (21.388181 sec): 3 clusters Score: Raw -10595.887630 + Penalty 814.755422 = -9781.132208 nChanged 2 SP:Iteration 14F (21.388791 sec): 3 clusters Score: Raw -10597.798120 + Penalty 814.755422 = -9783.042698 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 29 (70 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.389431 sec): 2 clusters Score: Raw -3031.153038 + Penalty 402.844965 = -2628.308072 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.389769 sec): 3 clusters Score: Raw -3076.291664 + Penalty 805.689930 = -2270.601734 nChanged 8 SP:Iteration 1F (21.390101 sec): 3 clusters Score: Raw -3095.369319 + Penalty 808.720034 = -2286.649285 nChanged 3 SP:Iteration 2Q (21.390425 sec): 3 clusters Score: Raw -3100.336818 + Penalty 808.983356 = -2291.353462 nChanged 1 SP:Iteration 3Q (21.390748 sec): 3 clusters Score: Raw -3100.998926 + Penalty 808.983356 = -2292.015571 nChanged 0 SP:Iteration 4F (21.391079 sec): 3 clusters Score: Raw -3100.998926 + Penalty 808.983356 = -2292.015571 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 31 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.391643 sec): 2 clusters Score: Raw -1202.512317 + Penalty 367.465009 = -835.047308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.391916 sec): 3 clusters Score: Raw -1279.290643 + Penalty 732.757513 = -546.533130 nChanged 1 SP:Iteration 1Q (21.392196 sec): 3 clusters Score: Raw -1284.408042 + Penalty 732.757513 = -551.650528 nChanged 0 SP:Iteration 2F (21.392463 sec): 3 clusters Score: Raw -1284.408042 + Penalty 732.757513 = -551.650528 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 34 (190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.393393 sec): 2 clusters Score: Raw -8551.345676 + Penalty 751.840498 = -7799.505177 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.393952 sec): 3 clusters Score: Raw -8590.564011 + Penalty 1504.489085 = -7086.074926 nChanged 34 SP:Iteration 1F (21.394502 sec): 3 clusters Score: Raw -8667.321402 + Penalty 1505.336503 = -7161.984899 nChanged 7 SP:Iteration 2Q (21.395034 sec): 3 clusters Score: Raw -8686.498390 + Penalty 1506.459784 = -7180.038607 nChanged 4 SP:Iteration 3Q (21.395544 sec): 3 clusters Score: Raw -8693.923405 + Penalty 1506.401927 = -7187.521478 nChanged 1 SP:Iteration 4Q (21.396051 sec): 3 clusters Score: Raw -8695.499573 + Penalty 1506.327496 = -7189.172078 nChanged 1 SP:Iteration 5Q (21.396557 sec): 3 clusters Score: Raw -8696.863046 + Penalty 1506.327496 = -7190.535551 nChanged 0 SP:Iteration 6F (21.397093 sec): 3 clusters Score: Raw -8696.863046 + Penalty 1506.327496 = -7190.535551 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 36 (65 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.397720 sec): 2 clusters Score: Raw -2817.857820 + Penalty 501.457501 = -2316.400320 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.398052 sec): 3 clusters Score: Raw -2880.628267 + Penalty 996.095729 = -1884.532538 nChanged 2 SP:Iteration 1Q (21.398364 sec): 3 clusters Score: Raw -2891.490688 + Penalty 993.189806 = -1898.300882 nChanged 1 SP:Iteration 2Q (21.398702 sec): 3 clusters Score: Raw -2896.336871 + Penalty 993.189806 = -1903.147065 nChanged 0 SP:Iteration 3F (21.399044 sec): 3 clusters Score: Raw -2896.336871 + Penalty 993.189806 = -1903.147065 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 37 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.399519 sec): 2 clusters Score: Raw -93.587165 + Penalty 63.793316 = -29.793849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.399733 sec): 3 clusters Score: Raw -84.731206 + Penalty 127.586632 = 42.855426 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 38 (513 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.402892 sec): 2 clusters Score: Raw -22681.759307 + Penalty 657.445222 = -22024.314085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.404029 sec): 3 clusters Score: Raw -22481.791307 + Penalty 1314.237726 = -21167.553580 nChanged 140 SP:Iteration 1F (21.405117 sec): 3 clusters Score: Raw -22589.539015 + Penalty 1314.351734 = -21275.187281 nChanged 31 SP:Iteration 2F (21.406204 sec): 3 clusters Score: Raw -22622.708673 + Penalty 1314.395342 = -21308.313331 nChanged 21 SP:Iteration 3Q (21.407279 sec): 3 clusters Score: Raw -22638.268390 + Penalty 1314.422826 = -21323.845564 nChanged 13 SP:Iteration 4Q (21.408355 sec): 3 clusters Score: Raw -22650.317123 + Penalty 1314.867262 = -21335.449861 nChanged 8 SP:Iteration 5Q (21.409429 sec): 3 clusters Score: Raw -22658.263746 + Penalty 1315.692155 = -21342.571591 nChanged 5 SP:Iteration 6Q (21.410500 sec): 3 clusters Score: Raw -22663.006006 + Penalty 1316.327884 = -21346.678122 nChanged 8 SP:Iteration 7Q (21.411568 sec): 3 clusters Score: Raw -22667.558393 + Penalty 1317.378949 = -21350.179445 nChanged 8 SP:Iteration 8Q (21.412635 sec): 3 clusters Score: Raw -22675.601405 + Penalty 1318.816621 = -21356.784783 nChanged 9 SP:Iteration 9Q (21.413700 sec): 3 clusters Score: Raw -22692.878110 + Penalty 1321.717150 = -21371.160960 nChanged 12 SP:Iteration 10F (21.414820 sec): 3 clusters Score: Raw -22703.556745 + Penalty 1322.303477 = -21381.253268 nChanged 3 SP:Iteration 11Q (21.415882 sec): 3 clusters Score: Raw -22706.907881 + Penalty 1322.666342 = -21384.241538 nChanged 1 SP:Iteration 12Q (21.416940 sec): 3 clusters Score: Raw -22707.072509 + Penalty 1323.183621 = -21383.888888 nChanged 1 SP:Iteration 13F (21.418025 sec): 3 clusters Score: Raw -22707.892551 + Penalty 1324.319233 = -21383.573319 nChanged 3 SP:Iteration 14F (21.419114 sec): 3 clusters Score: Raw -22710.987676 + Penalty 1326.592739 = -21384.394937 nChanged 5 SP:Iteration 15Q (21.420172 sec): 3 clusters Score: Raw -22715.372159 + Penalty 1326.555317 = -21388.816842 nChanged 2 SP:Iteration 16Q (21.421228 sec): 3 clusters Score: Raw -22718.442386 + Penalty 1326.679131 = -21391.763255 nChanged 1 SP:Iteration 17Q (21.422283 sec): 3 clusters Score: Raw -22719.635092 + Penalty 1326.536686 = -21393.098406 nChanged 3 SP:Iteration 18Q (21.423338 sec): 3 clusters Score: Raw -22720.861322 + Penalty 1326.536686 = -21394.324636 nChanged 0 SP:Iteration 19F (21.424425 sec): 3 clusters Score: Raw -22720.861322 + Penalty 1326.536686 = -21394.324636 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 40 (78 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.425729 sec): 2 clusters Score: Raw -3762.027063 + Penalty 370.721137 = -3391.305926 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.426108 sec): 3 clusters Score: Raw -3757.744602 + Penalty 751.569827 = -3006.174775 nChanged 10 SP:Iteration 1F (21.426474 sec): 3 clusters Score: Raw -3775.344007 + Penalty 757.661372 = -3017.682635 nChanged 4 SP:Iteration 2F (21.426827 sec): 3 clusters Score: Raw -3780.000212 + Penalty 771.493170 = -3008.507041 nChanged 2 SP:Iteration 3F (21.427175 sec): 3 clusters Score: Raw -3780.295277 + Penalty 771.493170 = -3008.802107 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 41 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.428052 sec): 2 clusters Score: Raw -1722.685846 + Penalty 302.078925 = -1420.606921 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.428345 sec): 3 clusters Score: Raw -1744.780942 + Penalty 601.997515 = -1142.783427 nChanged 2 SP:Iteration 1Q (21.428645 sec): 3 clusters Score: Raw -1749.681234 + Penalty 601.997515 = -1147.683719 nChanged 0 SP:Iteration 2F (21.428950 sec): 3 clusters Score: Raw -1749.681234 + Penalty 601.997515 = -1147.683719 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 43 (273 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.430469 sec): 2 clusters Score: Raw -11024.499958 + Penalty 566.638680 = -10457.861278 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.431179 sec): 3 clusters Score: Raw -10972.135435 + Penalty 1129.552205 = -9842.583229 nChanged 72 SP:Iteration 1F (21.431880 sec): 3 clusters Score: Raw -11079.572068 + Penalty 1136.053912 = -9943.518156 nChanged 26 SP:Iteration 2F (21.432579 sec): 3 clusters Score: Raw -11115.175064 + Penalty 1140.856240 = -9974.318824 nChanged 11 SP:Iteration 3Q (21.433242 sec): 3 clusters Score: Raw -11127.592426 + Penalty 1144.384457 = -9983.207969 nChanged 9 SP:Iteration 4Q (21.433894 sec): 3 clusters Score: Raw -11145.164791 + Penalty 1150.807814 = -9994.356978 nChanged 9 SP:Iteration 5Q (21.434542 sec): 3 clusters Score: Raw -11156.172664 + Penalty 1155.904438 = -10000.268226 nChanged 4 SP:Iteration 6Q (21.435187 sec): 3 clusters Score: Raw -11160.982743 + Penalty 1159.695199 = -10001.287544 nChanged 3 SP:Iteration 7Q (21.435830 sec): 3 clusters Score: Raw -11162.980676 + Penalty 1159.695199 = -10003.285476 nChanged 0 SP:Iteration 8F (21.436504 sec): 3 clusters Score: Raw -11162.980676 + Penalty 1159.695199 = -10003.285476 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 46 (179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.437812 sec): 2 clusters Score: Raw -7844.146835 + Penalty 348.061285 = -7496.085551 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.438342 sec): 3 clusters Score: Raw -7784.965472 + Penalty 697.892302 = -7087.073170 nChanged 53 SP:Iteration 1F (21.438864 sec): 3 clusters Score: Raw -7842.750231 + Penalty 698.301996 = -7144.448235 nChanged 11 SP:Iteration 2F (21.439382 sec): 3 clusters Score: Raw -7853.403402 + Penalty 698.425522 = -7154.977880 nChanged 7 SP:Iteration 3Q (21.439890 sec): 3 clusters Score: Raw -7864.318700 + Penalty 698.763588 = -7165.555112 nChanged 5 SP:Iteration 4Q (21.440395 sec): 3 clusters Score: Raw -7866.996434 + Penalty 700.799860 = -7166.196574 nChanged 4 SP:Iteration 5Q (21.440899 sec): 3 clusters Score: Raw -7877.180660 + Penalty 701.905956 = -7175.274704 nChanged 3 SP:Iteration 6Q (21.441403 sec): 3 clusters Score: Raw -7880.065448 + Penalty 702.191316 = -7177.874132 nChanged 2 SP:Iteration 7Q (21.441905 sec): 3 clusters Score: Raw -7882.953894 + Penalty 702.350084 = -7180.603809 nChanged 1 SP:Iteration 8Q (21.442407 sec): 3 clusters Score: Raw -7884.671767 + Penalty 702.350084 = -7182.321682 nChanged 0 SP:Iteration 9F (21.442925 sec): 3 clusters Score: Raw -7884.671767 + Penalty 702.350084 = -7182.321682 nChanged 0 Memory request: 0.01 GB would take us to total of 0.13 GB. Trying to split cluster 47 (720 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.445766 sec): 2 clusters Score: Raw -31783.585382 + Penalty 368.018772 = -31415.566610 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.447246 sec): 3 clusters Score: Raw -31390.718302 + Penalty 744.949190 = -30645.769112 nChanged 255 SP:Iteration 1F (21.448703 sec): 3 clusters Score: Raw -31532.910855 + Penalty 758.734725 = -30774.176130 nChanged 86 SP:Iteration 2F (21.450239 sec): 3 clusters Score: Raw -31590.484537 + Penalty 777.954135 = -30812.530402 nChanged 56 SP:Iteration 3F (21.451773 sec): 3 clusters Score: Raw -31637.615931 + Penalty 801.948536 = -30835.667395 nChanged 48 SP:Iteration 4F (21.453303 sec): 3 clusters Score: Raw -31685.623302 + Penalty 833.843677 = -30851.779625 nChanged 43 SP:Iteration 5F (21.454827 sec): 3 clusters Score: Raw -31740.491579 + Penalty 851.129050 = -30889.362529 nChanged 19 SP:Iteration 6Q (21.456258 sec): 3 clusters Score: Raw -31768.857125 + Penalty 860.922864 = -30907.934261 nChanged 14 SP:Iteration 7Q (21.457604 sec): 3 clusters Score: Raw -31779.489905 + Penalty 861.942440 = -30917.547465 nChanged 6 SP:Iteration 8Q (21.458890 sec): 3 clusters Score: Raw -31785.551050 + Penalty 865.347222 = -30920.203828 nChanged 3 SP:Iteration 9Q (21.460183 sec): 3 clusters Score: Raw -31787.485480 + Penalty 869.239077 = -30918.246403 nChanged 1 SP:Iteration 10F (21.461634 sec): 3 clusters Score: Raw -31787.367257 + Penalty 869.239077 = -30918.128181 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 48 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.462214 sec): 2 clusters Score: Raw -443.134991 + Penalty 203.510873 = -239.624118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.462443 sec): 3 clusters Score: Raw -432.145097 + Penalty 408.016669 = -24.128428 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 49 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.462966 sec): 2 clusters Score: Raw -1277.718997 + Penalty 352.050358 = -925.668639 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.463229 sec): 3 clusters Score: Raw -1323.343873 + Penalty 691.277150 = -632.066723 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 50 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.463753 sec): 2 clusters Score: Raw -1325.401090 + Penalty 286.783516 = -1038.617574 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.464052 sec): 3 clusters Score: Raw -1350.922049 + Penalty 570.167433 = -780.754616 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 51 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.464519 sec): 2 clusters Score: Raw -297.328487 + Penalty 137.615450 = -159.713037 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.464739 sec): 3 clusters Score: Raw -302.161785 + Penalty 284.500527 = -17.661258 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 57 (92 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.465431 sec): 2 clusters Score: Raw -3683.454019 + Penalty 403.586901 = -3279.867118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.465811 sec): 3 clusters Score: Raw -3670.609936 + Penalty 808.968169 = -2861.641767 nChanged 18 SP:Iteration 1F (21.466184 sec): 3 clusters Score: Raw -3704.983732 + Penalty 813.468813 = -2891.514918 nChanged 4 SP:Iteration 2Q (21.466550 sec): 3 clusters Score: Raw -3711.996566 + Penalty 813.468813 = -2898.527753 nChanged 0 SP:Iteration 3F (21.466922 sec): 3 clusters Score: Raw -3711.996566 + Penalty 813.468813 = -2898.527753 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 59 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.467376 sec): 2 clusters Score: Raw -145.996235 + Penalty 105.414623 = -40.581612 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.467587 sec): 3 clusters Score: Raw -136.121753 + Penalty 203.560580 = 67.438827 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 62 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.468138 sec): 2 clusters Score: Raw -1373.578282 + Penalty 327.132998 = -1046.445284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.468413 sec): 3 clusters Score: Raw -1408.069589 + Penalty 639.438000 = -768.631589 nChanged 3 SP:Iteration 1F (21.468689 sec): 3 clusters Score: Raw -1419.064562 + Penalty 639.438000 = -779.626562 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 68 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.469630 sec): 2 clusters Score: Raw -623.946020 + Penalty 228.906936 = -395.039084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.469868 sec): 3 clusters Score: Raw -640.207226 + Penalty 458.771392 = -181.435834 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 73 (53 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.470738 sec): 2 clusters Score: Raw -2381.651431 + Penalty 386.447760 = -1995.203671 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.471049 sec): 3 clusters Score: Raw -2391.261771 + Penalty 772.601942 = -1618.659829 nChanged 2 SP:Iteration 1Q (21.471355 sec): 3 clusters Score: Raw -2397.699922 + Penalty 772.601942 = -1625.097979 nChanged 0 SP:Iteration 2F (21.471662 sec): 3 clusters Score: Raw -2397.699922 + Penalty 772.601942 = -1625.097979 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 75 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.472408 sec): 2 clusters Score: Raw -177.613631 + Penalty 107.604452 = -70.009179 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.472622 sec): 3 clusters Score: Raw -171.844895 + Penalty 226.573609 = 54.728713 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 78 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.473344 sec): 2 clusters Score: Raw -83.443618 + Penalty 63.592449 = -19.851169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.473556 sec): 2 clusters Score: Raw -83.443618 + Penalty 63.592449 = -19.851169 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 82 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.474351 sec): 2 clusters Score: Raw -1331.144154 + Penalty 349.405720 = -981.738434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.474614 sec): 3 clusters Score: Raw -1347.651891 + Penalty 699.060013 = -648.591879 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 85 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.475343 sec): 2 clusters Score: Raw -93.028403 + Penalty 65.408658 = -27.619745 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.475537 sec): 2 clusters Score: Raw -93.028403 + Penalty 65.408658 = -27.619745 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 86 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.476271 sec): 2 clusters Score: Raw -274.040406 + Penalty 160.189283 = -113.851123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.476489 sec): 3 clusters Score: Raw -273.621332 + Penalty 332.455385 = 58.834053 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 89 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.477236 sec): 2 clusters Score: Raw -433.871174 + Penalty 231.264066 = -202.607107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.477463 sec): 3 clusters Score: Raw -441.586585 + Penalty 461.813152 = 20.226566 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 96 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.478228 sec): 2 clusters Score: Raw -792.771197 + Penalty 255.572958 = -537.198240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.478473 sec): 3 clusters Score: Raw -806.279800 + Penalty 502.977017 = -303.302783 nChanged 1 SP:Iteration 1F (21.478712 sec): 3 clusters Score: Raw -809.240664 + Penalty 502.977017 = -306.263647 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 102 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.479483 sec): 2 clusters Score: Raw -894.182812 + Penalty 221.431870 = -672.750942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.479725 sec): 3 clusters Score: Raw -889.294730 + Penalty 441.882112 = -447.412618 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 103 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.480454 sec): 2 clusters Score: Raw -188.326718 + Penalty 123.066358 = -65.260360 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.480651 sec): 2 clusters Score: Raw -188.326718 + Penalty 123.066358 = -65.260360 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 104 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.481374 sec): 2 clusters Score: Raw -133.390848 + Penalty 100.120166 = -33.270682 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.481585 sec): 3 clusters Score: Raw -129.454015 + Penalty 194.272423 = 64.818408 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 107 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.482326 sec): 2 clusters Score: Raw -410.629307 + Penalty 161.120715 = -249.508592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.482551 sec): 3 clusters Score: Raw -410.663535 + Penalty 322.678875 = -87.984660 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 111 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.483389 sec): 2 clusters Score: Raw -1794.594926 + Penalty 429.562240 = -1365.032686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.483679 sec): 3 clusters Score: Raw -1841.825106 + Penalty 859.124480 = -982.700626 nChanged 1 SP:Iteration 1Q (21.483948 sec): 3 clusters Score: Raw -1843.686768 + Penalty 859.124480 = -984.562288 nChanged 0 SP:Iteration 2F (21.484225 sec): 3 clusters Score: Raw -1843.686768 + Penalty 859.124480 = -984.562288 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 113 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.484968 sec): 2 clusters Score: Raw -176.265748 + Penalty 103.789196 = -72.476552 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.485182 sec): 3 clusters Score: Raw -170.365202 + Penalty 207.578392 = 37.213190 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 116 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.485904 sec): 2 clusters Score: Raw -89.521833 + Penalty 51.005417 = -38.516415 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.486099 sec): 2 clusters Score: Raw -89.521833 + Penalty 51.005417 = -38.516415 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 128 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.486824 sec): 2 clusters Score: Raw -119.753342 + Penalty 54.034583 = -65.718759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.487029 sec): 3 clusters Score: Raw -117.573441 + Penalty 90.934923 = -26.638518 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 144 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.487749 sec): 2 clusters Score: Raw -85.388809 + Penalty 46.902275 = -38.486534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.487944 sec): 2 clusters Score: Raw -85.388809 + Penalty 46.902275 = -38.486534 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 149 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.488670 sec): 2 clusters Score: Raw -128.268290 + Penalty 58.901078 = -69.367211 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.488867 sec): 2 clusters Score: Raw -128.268290 + Penalty 58.901078 = -69.367211 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 161 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.489592 sec): 2 clusters Score: Raw -137.548597 + Penalty 100.682263 = -36.866334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.489787 sec): 2 clusters Score: Raw -137.548597 + Penalty 100.682263 = -36.866334 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 174 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.490507 sec): 2 clusters Score: Raw -85.674322 + Penalty 46.718657 = -38.955665 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.490701 sec): 2 clusters Score: Raw -85.674322 + Penalty 46.718657 = -38.955665 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 184 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.491425 sec): 2 clusters Score: Raw -122.014336 + Penalty 65.224686 = -56.789649 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.491629 sec): 3 clusters Score: Raw -118.639282 + Penalty 136.266875 = 17.627593 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 185 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.492349 sec): 2 clusters Score: Raw -88.846730 + Penalty 59.091129 = -29.755601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.492571 sec): 3 clusters Score: Raw -83.020173 + Penalty 118.182257 = 35.162084 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 192 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.493290 sec): 2 clusters Score: Raw -42.031695 + Penalty 0.000000 = -42.031695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.493481 sec): 2 clusters Score: Raw -42.031695 + Penalty 0.000000 = -42.031695 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 203 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.494227 sec): 2 clusters Score: Raw -379.530127 + Penalty 154.464356 = -225.065771 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.494453 sec): 3 clusters Score: Raw -379.859449 + Penalty 306.041679 = -73.817771 nChanged 0 Deleting Class 111 (40 points): Lose 195.144094 but Gain 1106.753129 Iteration 119Q (21.552015 sec): 66 clusters Score: Raw -490995.486506 + Penalty 51647.978202 = -439347.508304 nChanged 48 Deleting Class 59 (3 points): Lose 15.066823 but Gain 911.959457 Iteration 120F (21.952789 sec): 65 clusters Score: Raw -491094.557637 + Penalty 50779.413451 = -440315.144186 nChanged 17 Deleting Class 85 (2 points): Lose 2.231356 but Gain 896.868773 Iteration 121Q (22.000230 sec): 64 clusters Score: Raw -491115.824912 + Penalty 49886.959450 = -441228.865462 nChanged 8 Deleting Class 89 (11 points): Lose 95.565599 but Gain 977.220608 Iteration 122Q (22.046533 sec): 63 clusters Score: Raw -491032.594673 + Penalty 48911.837076 = -442120.757598 nChanged 16 Deleting Class 36 (65 points): Lose 270.981915 but Gain 1141.722390 Iteration 123Q (22.093121 sec): 62 clusters Score: Raw -490792.630596 + Penalty 47809.842344 = -442982.788252 nChanged 67 Deleting Class 161 (3 points): Lose 10.184293 but Gain 871.019018 Iteration 124Q (22.140362 sec): 61 clusters Score: Raw -490943.335938 + Penalty 46953.154971 = -443990.180968 nChanged 16 Deleting Class 13 (7 points): Lose 23.550496 but Gain 878.629149 Iteration 125Q (22.186086 sec): 60 clusters Score: Raw -490930.427649 + Penalty 46082.781172 = -444847.646476 nChanged 18 Deleting Class 48 (9 points): Lose 25.973383 but Gain 880.303222 Iteration 126Q (22.231779 sec): 59 clusters Score: Raw -490924.095583 + Penalty 45207.391044 = -445716.704539 nChanged 18 Deleting Class 82 (36 points): Lose 157.770558 but Gain 1010.224598 Iteration 127Q (22.277533 sec): 58 clusters Score: Raw -490780.843703 + Penalty 44244.873969 = -446535.969733 nChanged 46 Deleting Class 78 (2 points): Lose 27.388006 but Gain 871.965316 Iteration 128Q (22.325211 sec): 57 clusters Score: Raw -490824.373056 + Penalty 43449.518209 = -447374.854847 nChanged 14 Deleting Class 104 (3 points): Lose 22.511333 but Gain 866.156224 Iteration 129Q (22.370603 sec): 56 clusters Score: Raw -490826.030955 + Penalty 42636.567560 = -448189.463394 nChanged 15 Deleting Class 7 (4 points): Lose 12.027564 but Gain 849.044601 Iteration 130F (22.721735 sec): 55 clusters Score: Raw -490828.777394 + Penalty 41798.653574 = -449030.123820 nChanged 6 Deleting Class 37 (3 points): Lose 27.336654 but Gain 857.010704 Iteration 131Q (22.766892 sec): 54 clusters Score: Raw -490807.686233 + Penalty 40954.985404 = -449852.700829 nChanged 4 Deleting Class 192 (1 points): Lose 1.916864 but Gain 825.170125 Iteration 132Q (22.811626 sec): 53 clusters Score: Raw -490814.433170 + Penalty 40129.660364 = -450684.772806 nChanged 7 Deleting Class 103 (4 points): Lose 31.927529 but Gain 843.729074 Iteration 133Q (22.858201 sec): 52 clusters Score: Raw -490785.496798 + Penalty 39289.030921 = -451496.465876 nChanged 7 Deleting Class 18 (99 points): Lose 498.812805 but Gain 1307.440950 Iteration 134Q (22.903158 sec): 51 clusters Score: Raw -490294.214063 + Penalty 38181.698429 = -452112.515635 nChanged 102 Deleting Class 86 (6 points): Lose 48.075895 but Gain 849.714194 Iteration 135Q (22.948703 sec): 50 clusters Score: Raw -490552.168577 + Penalty 37415.400062 = -453136.768515 nChanged 30 Deleting Class 185 (2 points): Lose 17.989251 but Gain 810.244231 Iteration 136Q (22.992419 sec): 49 clusters Score: Raw -490567.822972 + Penalty 36621.991305 = -453945.831668 nChanged 22 Deleting Class 73 (55 points): Lose 156.727302 but Gain 945.423465 Iteration 137Q (23.036223 sec): 48 clusters Score: Raw -490428.824614 + Penalty 35705.927337 = -454722.897276 nChanged 70 Deleting Class 22 (20 points): Lose 44.984344 but Gain 830.401178 Iteration 138Q (23.080417 sec): 47 clusters Score: Raw -490476.334914 + Penalty 34889.935938 = -455586.398976 nChanged 38 Deleting Class 96 (22 points): Lose 83.349329 but Gain 865.752295 Iteration 139Q (23.125492 sec): 46 clusters Score: Raw -490432.195611 + Penalty 34025.611553 = -456406.584058 nChanged 42 Deleting Class 62 (37 points): Lose 166.629801 but Gain 899.853458 Iteration 140F (23.410983 sec): 45 clusters Score: Raw -490311.497855 + Penalty 33135.446956 = -457176.050898 nChanged 56 Deleting Class 68 (16 points): Lose 77.755210 but Gain 802.923191 Iteration 141Q (23.453726 sec): 44 clusters Score: Raw -490336.439765 + Penalty 32435.319071 = -457901.120695 nChanged 44 Deleting Class 75 (4 points): Lose 28.636078 but Gain 737.723991 Iteration 142Q (23.495855 sec): 43 clusters Score: Raw -490396.975713 + Penalty 31682.962986 = -458714.012727 nChanged 28 Deleting Class 116 (2 points): Lose 1.954449 but Gain 699.374779 Iteration 143Q (23.538914 sec): 42 clusters Score: Raw -490417.326353 + Penalty 31036.367766 = -459380.958586 nChanged 14 Deleting Class 113 (4 points): Lose 15.673477 but Gain 711.567025 Iteration 144Q (23.579954 sec): 41 clusters Score: Raw -490412.666060 + Penalty 30331.357152 = -460081.308907 nChanged 17 Deleting Class 50 (31 points): Lose 118.408819 but Gain 793.733365 Iteration 145Q (23.621177 sec): 40 clusters Score: Raw -490303.459200 + Penalty 29545.650770 = -460757.808430 nChanged 40 Deleting Class 102 (22 points): Lose 42.885106 but Gain 716.305967 Iteration 146Q (23.661718 sec): 39 clusters Score: Raw -490313.440546 + Penalty 28838.195372 = -461475.245174 nChanged 43 Deleting Class 49 (49 points): Lose 366.869981 but Gain 1038.940482 Iteration 147Q (23.702101 sec): 38 clusters Score: Raw -489983.917991 + Penalty 27832.452133 = -462151.465857 nChanged 69 Deleting Class 144 (3 points): Lose 22.578527 but Gain 694.180827 Iteration 148Q (23.743088 sec): 37 clusters Score: Raw -490159.024494 + Penalty 27176.838213 = -462982.186281 nChanged 29 Deleting Class 107 (9 points): Lose 36.656967 but Gain 696.941067 Iteration 149Q (23.782434 sec): 36 clusters Score: Raw -490160.130616 + Penalty 26490.682771 = -463669.447845 nChanged 32 Deleting Class 31 (33 points): Lose 348.399975 but Gain 998.850847 Iteration 150F (24.011318 sec): 35 clusters Score: Raw -489836.642713 + Penalty 25518.431481 = -464318.211232 nChanged 45 Deleting Class 51 (9 points): Lose 41.202154 but Gain 689.112356 Iteration 151Q (24.050976 sec): 34 clusters Score: Raw -489914.506403 + Penalty 24827.130533 = -465087.375870 nChanged 33 Deleting Class 40 (88 points): Lose 184.767030 but Gain 806.492499 Iteration 152Q (24.090167 sec): 33 clusters Score: Raw -489762.166399 + Penalty 24052.740500 = -465709.425899 nChanged 107 Deleting Class 26 (23 points): Lose 95.015309 but Gain 707.103191 Iteration 153Q (24.130375 sec): 32 clusters Score: Raw -489789.979657 + Penalty 23354.709154 = -466435.270503 nChanged 45 Deleting Class 203 (10 points): Lose 72.573526 but Gain 679.666076 Iteration 154Q (24.169766 sec): 31 clusters Score: Raw -489774.973795 + Penalty 22704.094883 = -467070.878912 nChanged 31 Deleting Class 4 (20 points): Lose 249.883515 but Gain 854.042026 Iteration 155Q (24.208449 sec): 30 clusters Score: Raw -489563.293596 + Penalty 21851.785064 = -467711.508532 nChanged 34 Deleting Class 174 (5 points): Lose 86.278214 but Gain 686.753324 Iteration 156Q (24.246607 sec): 29 clusters Score: Raw -489597.912324 + Penalty 21236.796598 = -468361.115725 nChanged 28 Deleting Class 41 (52 points): Lose 185.419683 but Gain 769.342249 Iteration 157Q (24.284938 sec): 28 clusters Score: Raw -489474.538867 + Penalty 20509.283732 = -468965.255135 nChanged 71 Deleting Class 149 (6 points): Lose 42.958456 but Gain 613.544059 Iteration 158Q (24.325337 sec): 27 clusters Score: Raw -489562.747232 + Penalty 19904.415266 = -469658.331967 nChanged 25 Deleting Class 184 (4 points): Lose 83.918923 but Gain 629.457810 Iteration 159Q (24.362955 sec): 26 clusters Score: Raw -489506.789739 + Penalty 19283.050068 = -470223.739671 nChanged 31 Deleting Class 24 (133 points): Lose 854.039218 but Gain 1335.036453 Iteration 160F (24.529193 sec): 25 clusters Score: Raw -488693.603362 + Penalty 18144.290334 = -470549.313029 nChanged 156 Deleting Class 57 (127 points): Lose 455.621812 but Gain 914.500521 Iteration 161Q (24.567399 sec): 24 clusters Score: Raw -488851.725740 + Penalty 17246.701754 = -471605.023986 nChanged 168 Deleting Class 5 (119 points): Lose 241.527545 but Gain 697.012861 Iteration 162Q (24.605112 sec): 23 clusters Score: Raw -488969.265879 + Penalty 16604.931465 = -472364.334414 nChanged 176 Deleting Class 128 (3 points): Lose 51.697639 but Gain 467.462179 Iteration 163Q (24.642212 sec): 22 clusters Score: Raw -489146.085898 + Penalty 16144.362300 = -473001.723598 nChanged 58 Deleting Class 29 (97 points): Lose 512.895026 but Gain 911.534909 Iteration 164Q (24.678779 sec): 21 clusters Score: Raw -488687.580155 + Penalty 15285.692232 = -473401.887923 nChanged 135 Deleting Class 6 (95 points): Lose 297.921636 but Gain 671.328039 Iteration 165Q (24.714833 sec): 20 clusters Score: Raw -488734.400741 + Penalty 14642.606262 = -474091.794480 nChanged 122 Deleting Class 10 (123 points): Lose 426.152101 but Gain 590.089384 Iteration 166Q (24.750093 sec): 19 clusters Score: Raw -488520.770958 + Penalty 14084.152520 = -474436.618438 nChanged 159 Deleting Class 27 (287 points): Lose 518.320105 but Gain 664.455313 Iteration 167Q (24.784539 sec): 18 clusters Score: Raw -488250.153340 + Penalty 13409.649043 = -474840.504297 nChanged 324 Deleting Class 2 (66 points): Lose 330.046091 but Gain 429.929041 Iteration 168Q (24.819078 sec): 17 clusters Score: Raw -488365.147662 + Penalty 12980.045406 = -475385.102256 nChanged 138 Iteration 169Q (24.852653 sec): 17 clusters Score: Raw -488499.256992 + Penalty 12992.970683 = -475506.286309 nChanged 60 Iteration 170F (24.964065 sec): 17 clusters Score: Raw -488547.709874 + Penalty 12934.474951 = -475613.234922 nChanged 36 Iteration 171Q (24.997013 sec): 17 clusters Score: Raw -488571.654687 + Penalty 12948.296754 = -475623.357933 nChanged 31 Iteration 172Q (25.030108 sec): 17 clusters Score: Raw -488592.360180 + Penalty 12958.922305 = -475633.437875 nChanged 23 Iteration 173Q (25.063834 sec): 17 clusters Score: Raw -488606.997833 + Penalty 12967.723412 = -475639.274421 nChanged 23 Iteration 174Q (25.096886 sec): 17 clusters Score: Raw -488615.398442 + Penalty 12963.971421 = -475651.427021 nChanged 19 Iteration 175Q (25.129538 sec): 17 clusters Score: Raw -488621.101154 + Penalty 12964.396146 = -475656.705008 nChanged 13 Iteration 176Q (25.162626 sec): 17 clusters Score: Raw -488627.058677 + Penalty 12963.001804 = -475664.056872 nChanged 12 Iteration 177Q (25.195348 sec): 17 clusters Score: Raw -488630.572546 + Penalty 12965.256846 = -475665.315701 nChanged 9 Iteration 178Q (25.227896 sec): 17 clusters Score: Raw -488635.025966 + Penalty 12969.293907 = -475665.732059 nChanged 6 Iteration 179Q (25.261094 sec): 17 clusters Score: Raw -488638.326525 + Penalty 12968.815140 = -475669.511385 nChanged 7 Iteration 180F (25.371195 sec): 17 clusters Score: Raw -488640.087025 + Penalty 12970.016414 = -475670.070611 nChanged 6 Iteration 181Q (25.404377 sec): 17 clusters Score: Raw -488650.233581 + Penalty 12969.339316 = -475680.894265 nChanged 6 Iteration 182Q (25.438073 sec): 17 clusters Score: Raw -488651.624687 + Penalty 12968.549522 = -475683.075165 nChanged 4 Iteration 183Q (25.471641 sec): 17 clusters Score: Raw -488652.506544 + Penalty 12969.563093 = -475682.943451 nChanged 2 Iteration 184F (25.582917 sec): 17 clusters Score: Raw -488652.621331 + Penalty 12969.988002 = -475682.633329 nChanged 1 Iteration 185F (25.693406 sec): 17 clusters Score: Raw -488652.674753 + Penalty 12969.988002 = -475682.686751 nChanged 0 Writing temp clu file Memory request: 0.06 GB would take us to total of 0.13 GB. Compute initial score before splitting: Score: Raw -488652.674753 + Penalty 12969.988002 = -475682.686751Memory request: 0.03 GB would take us to total of 0.16 GB. Trying to split cluster 1 (6514 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.746811 sec): 2 clusters Score: Raw -245667.659657 + Penalty 262.070013 = -245405.589644 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.759350 sec): 3 clusters Score: Raw -241385.575307 + Penalty 528.444531 = -240857.130775 nChanged 2987 SP:Iteration 1F (25.771171 sec): 3 clusters Score: Raw -243141.625960 + Penalty 558.953258 = -242582.672701 nChanged 1052 SP:Iteration 2F (25.782806 sec): 3 clusters Score: Raw -244163.020321 + Penalty 589.730765 = -243573.289556 nChanged 567 SP:Iteration 3F (25.794492 sec): 3 clusters Score: Raw -244715.510878 + Penalty 599.557141 = -244115.953737 nChanged 331 SP:Iteration 4F (25.806216 sec): 3 clusters Score: Raw -245020.850299 + Penalty 594.856812 = -244425.993487 nChanged 224 SP:Iteration 5Q (25.817324 sec): 3 clusters Score: Raw -245268.360126 + Penalty 579.356011 = -244689.004114 nChanged 119 SP:Iteration 6Q (25.827257 sec): 3 clusters Score: Raw -245415.233452 + Penalty 567.385264 = -244847.848188 nChanged 62 SP:Iteration 7Q (25.836889 sec): 3 clusters Score: Raw -245481.930407 + Penalty 556.665560 = -244925.264847 nChanged 38 SP:Iteration 8Q (25.846402 sec): 3 clusters Score: Raw -245508.887527 + Penalty 549.825827 = -244959.061700 nChanged 31 SP:Iteration 9Q (25.856537 sec): 3 clusters Score: Raw -245524.306706 + Penalty 542.715955 = -244981.590751 nChanged 24 SP:Iteration 10F (25.868151 sec): 3 clusters Score: Raw -245535.168311 + Penalty 541.060524 = -244994.107787 nChanged 15 SP:Iteration 11Q (25.877506 sec): 3 clusters Score: Raw -245538.399256 + Penalty 539.398091 = -244999.001165 nChanged 12 SP:Iteration 12Q (25.886885 sec): 3 clusters Score: Raw -245540.602791 + Penalty 539.220244 = -245001.382548 nChanged 12 SP:Iteration 13Q (25.896209 sec): 3 clusters Score: Raw -245542.808854 + Penalty 541.108752 = -245001.700102 nChanged 12 SP:Iteration 14Q (25.905576 sec): 3 clusters Score: Raw -245546.095718 + Penalty 540.932086 = -245005.163632 nChanged 11 SP:Iteration 15Q (25.914883 sec): 3 clusters Score: Raw -245548.227124 + Penalty 540.838004 = -245007.389120 nChanged 6 SP:Iteration 16Q (25.924218 sec): 3 clusters Score: Raw -245549.657053 + Penalty 540.096739 = -245009.560313 nChanged 5 SP:Iteration 17Q (25.933661 sec): 3 clusters Score: Raw -245550.669640 + Penalty 540.540705 = -245010.128935 nChanged 9 SP:Iteration 18Q (25.942986 sec): 3 clusters Score: Raw -245552.502019 + Penalty 539.270797 = -245013.231222 nChanged 10 SP:Iteration 19Q (25.952436 sec): 3 clusters Score: Raw -245555.025711 + Penalty 538.258929 = -245016.766782 nChanged 9 SP:Iteration 20F (25.964312 sec): 3 clusters Score: Raw -245557.265744 + Penalty 535.917554 = -245021.348190 nChanged 8 SP:Iteration 21Q (25.973599 sec): 3 clusters Score: Raw -245561.584837 + Penalty 528.947569 = -245032.637268 nChanged 15 SP:Iteration 22Q (25.982873 sec): 3 clusters Score: Raw -245567.970195 + Penalty 526.001627 = -245041.968567 nChanged 17 SP:Iteration 23Q (25.992177 sec): 3 clusters Score: Raw -245576.255298 + Penalty 525.978123 = -245050.277175 nChanged 15 SP:Iteration 24Q (26.001420 sec): 3 clusters Score: Raw -245580.656376 + Penalty 527.017336 = -245053.639039 nChanged 12 SP:Iteration 25Q (26.010797 sec): 3 clusters Score: Raw -245583.425173 + Penalty 524.412466 = -245059.012707 nChanged 12 SP:Iteration 26Q (26.020378 sec): 3 clusters Score: Raw -245587.210254 + Penalty 526.888134 = -245060.322120 nChanged 10 SP:Iteration 27Q (26.029674 sec): 3 clusters Score: Raw -245589.768876 + Penalty 524.009255 = -245065.759621 nChanged 14 SP:Iteration 28Q (26.038900 sec): 3 clusters Score: Raw -245594.231038 + Penalty 522.279607 = -245071.951431 nChanged 13 SP:Iteration 29Q (26.048154 sec): 3 clusters Score: Raw -245599.311291 + Penalty 516.127059 = -245083.184232 nChanged 11 SP:Iteration 30F (26.060147 sec): 3 clusters Score: Raw -245603.172208 + Penalty 514.054400 = -245089.117807 nChanged 13 SP:Iteration 31Q (26.069428 sec): 3 clusters Score: Raw -245607.421428 + Penalty 516.307727 = -245091.113701 nChanged 9 SP:Iteration 32Q (26.078641 sec): 3 clusters Score: Raw -245609.644409 + Penalty 510.820733 = -245098.823676 nChanged 8 SP:Iteration 33Q (26.087883 sec): 3 clusters Score: Raw -245612.799513 + Penalty 510.342240 = -245102.457273 nChanged 8 SP:Iteration 34Q (26.097216 sec): 3 clusters Score: Raw -245616.886872 + Penalty 509.444045 = -245107.442827 nChanged 12 SP:Iteration 35Q (26.106448 sec): 3 clusters Score: Raw -245622.099568 + Penalty 504.352719 = -245117.746849 nChanged 14 SP:Iteration 36Q (26.115635 sec): 3 clusters Score: Raw -245628.955654 + Penalty 495.501666 = -245133.453988 nChanged 10 SP:Iteration 37Q (26.124850 sec): 3 clusters Score: Raw -245632.580773 + Penalty 487.153714 = -245145.427058 nChanged 8 SP:Iteration 38Q (26.134166 sec): 3 clusters Score: Raw -245639.134844 + Penalty 471.242948 = -245167.891896 nChanged 14 SP:Iteration 39Q (26.143377 sec): 3 clusters Score: Raw -245651.615120 + Penalty 451.405089 = -245200.210030 nChanged 13 SP:Iteration 40F (26.155062 sec): 3 clusters Score: Raw -245667.700484 + Penalty 429.824624 = -245237.875860 nChanged 18 SP:Iteration 41Q (26.164741 sec): 3 clusters Score: Raw -245684.294300 + Penalty 410.130821 = -245274.163479 nChanged 12 SP:Iteration 42Q (26.174037 sec): 3 clusters Score: Raw -245698.157133 + Penalty 398.682565 = -245299.474568 nChanged 12 SP:Iteration 43Q (26.183257 sec): 3 clusters Score: Raw -245711.033281 + Penalty 384.767471 = -245326.265809 nChanged 13 SP:Iteration 44Q (26.192417 sec): 3 clusters Score: Raw -245720.300662 + Penalty 377.787729 = -245342.512932 nChanged 15 SP:Iteration 45Q (26.201523 sec): 3 clusters Score: Raw -245724.131416 + Penalty 375.871005 = -245348.260412 nChanged 3 SP:Iteration 46Q (26.210755 sec): 3 clusters Score: Raw -245724.645886 + Penalty 376.254359 = -245348.391527 nChanged 1 SP:Iteration 47Q (26.219857 sec): 3 clusters Score: Raw -245724.662464 + Penalty 376.254359 = -245348.408106 nChanged 0 SP:Iteration 48F (26.231582 sec): 3 clusters Score: Raw -245724.662464 + Penalty 376.254359 = -245348.408106 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 3 (219 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.235805 sec): 2 clusters Score: Raw -9378.291196 + Penalty 107.434217 = -9270.856979 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.236399 sec): 3 clusters Score: Raw -9240.196979 + Penalty 218.382712 = -9021.814267 nChanged 90 SP:Iteration 1F (26.236985 sec): 3 clusters Score: Raw -9330.595284 + Penalty 212.787574 = -9117.807710 nChanged 20 SP:Iteration 2F (26.237573 sec): 3 clusters Score: Raw -9347.287733 + Penalty 202.564520 = -9144.723212 nChanged 11 SP:Iteration 3F (26.238140 sec): 3 clusters Score: Raw -9353.313783 + Penalty 197.109758 = -9156.204025 nChanged 8 SP:Iteration 4Q (26.238672 sec): 3 clusters Score: Raw -9360.506975 + Penalty 194.820491 = -9165.686484 nChanged 5 SP:Iteration 5Q (26.239197 sec): 3 clusters Score: Raw -9364.383974 + Penalty 200.350968 = -9164.033006 nChanged 7 SP:Iteration 6F (26.239740 sec): 3 clusters Score: Raw -9369.478238 + Penalty 204.588738 = -9164.889500 nChanged 6 SP:Iteration 7Q (26.240247 sec): 3 clusters Score: Raw -9371.435726 + Penalty 202.723719 = -9168.712007 nChanged 3 SP:Iteration 8Q (26.240748 sec): 3 clusters Score: Raw -9371.598638 + Penalty 186.678713 = -9184.919924 nChanged 4 SP:Iteration 9Q (26.241239 sec): 3 clusters Score: Raw -9375.124668 + Penalty 107.434217 = -9267.690451 nChanged 2 SP:Iteration 10F (26.241712 sec): 2 clusters Score: Raw -9378.291196 + Penalty 107.434217 = -9270.856979 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 8 (286 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.242927 sec): 2 clusters Score: Raw -12873.180341 + Penalty 767.955284 = -12105.225057 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.243638 sec): 3 clusters Score: Raw -12811.344523 + Penalty 1542.138088 = -11269.206435 nChanged 64 SP:Iteration 1F (26.244340 sec): 3 clusters Score: Raw -12884.510427 + Penalty 1548.950812 = -11335.559615 nChanged 19 SP:Iteration 2F (26.245040 sec): 3 clusters Score: Raw -12932.965359 + Penalty 1554.225651 = -11378.739708 nChanged 14 SP:Iteration 3Q (26.245720 sec): 3 clusters Score: Raw -12967.546385 + Penalty 1554.837366 = -11412.709019 nChanged 7 SP:Iteration 4Q (26.246392 sec): 3 clusters Score: Raw -12982.458209 + Penalty 1557.448224 = -11425.009986 nChanged 7 SP:Iteration 5Q (26.247058 sec): 3 clusters Score: Raw -12992.694580 + Penalty 1556.422612 = -11436.271968 nChanged 2 SP:Iteration 6Q (26.247725 sec): 3 clusters Score: Raw -12994.548409 + Penalty 1555.830313 = -11438.718096 nChanged 1 SP:Iteration 7Q (26.248387 sec): 3 clusters Score: Raw -12995.894993 + Penalty 1555.402988 = -11440.492005 nChanged 1 SP:Iteration 8Q (26.249051 sec): 3 clusters Score: Raw -12997.407535 + Penalty 1557.400490 = -11440.007044 nChanged 2 SP:Iteration 9F (26.249748 sec): 3 clusters Score: Raw -13002.408622 + Penalty 1557.400490 = -11445.008132 nChanged 0 Memory request: 0.01 GB would take us to total of 0.14 GB. Trying to split cluster 9 (1477 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.257346 sec): 2 clusters Score: Raw -61376.420066 + Penalty 369.423533 = -61006.996533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.260209 sec): 3 clusters Score: Raw -60496.452571 + Penalty 735.917561 = -59760.535010 nChanged 609 SP:Iteration 1F (26.263093 sec): 3 clusters Score: Raw -60847.314386 + Penalty 726.606136 = -60120.708250 nChanged 213 SP:Iteration 2F (26.266058 sec): 3 clusters Score: Raw -61007.267083 + Penalty 715.619004 = -60291.648079 nChanged 138 SP:Iteration 3F (26.268833 sec): 3 clusters Score: Raw -61113.106189 + Penalty 705.276290 = -60407.829898 nChanged 102 SP:Iteration 4F (26.271558 sec): 3 clusters Score: Raw -61187.404529 + Penalty 693.069716 = -60494.334813 nChanged 88 SP:Iteration 5F (26.274292 sec): 3 clusters Score: Raw -61274.002969 + Penalty 682.868354 = -60591.134616 nChanged 64 SP:Iteration 6Q (26.276992 sec): 3 clusters Score: Raw -61334.439836 + Penalty 679.271263 = -60655.168573 nChanged 46 SP:Iteration 7Q (26.279641 sec): 3 clusters Score: Raw -61373.664739 + Penalty 669.597276 = -60704.067463 nChanged 28 SP:Iteration 8Q (26.282206 sec): 3 clusters Score: Raw -61399.908912 + Penalty 681.770068 = -60718.138845 nChanged 14 SP:Iteration 9Q (26.284666 sec): 3 clusters Score: Raw -61410.136045 + Penalty 683.732945 = -60726.403100 nChanged 3 SP:Iteration 10F (26.287388 sec): 3 clusters Score: Raw -61411.768914 + Penalty 688.805400 = -60722.963515 nChanged 2 SP:Iteration 11F (26.290106 sec): 3 clusters Score: Raw -61412.695846 + Penalty 688.735480 = -60723.960366 nChanged 2 SP:Iteration 12Q (26.292472 sec): 3 clusters Score: Raw -61414.096232 + Penalty 694.586202 = -60719.510030 nChanged 2 SP:Iteration 13F (26.295194 sec): 3 clusters Score: Raw -61415.291603 + Penalty 698.797359 = -60716.494244 nChanged 2 SP:Iteration 14F (26.297912 sec): 3 clusters Score: Raw -61416.622990 + Penalty 706.941951 = -60709.681038 nChanged 3 SP:Iteration 15F (26.300628 sec): 3 clusters Score: Raw -61419.488320 + Penalty 710.217109 = -60709.271211 nChanged 2 SP:Iteration 16F (26.303356 sec): 3 clusters Score: Raw -61423.803016 + Penalty 712.791612 = -60711.011404 nChanged 1 SP:Iteration 17Q (26.305667 sec): 3 clusters Score: Raw -61426.289235 + Penalty 715.562625 = -60710.726610 nChanged 1 SP:Iteration 18F (26.308383 sec): 3 clusters Score: Raw -61428.060602 + Penalty 717.261620 = -60710.798982 nChanged 2 SP:Iteration 19Q (26.310688 sec): 3 clusters Score: Raw -61429.084563 + Penalty 717.261620 = -60711.822943 nChanged 0 SP:Iteration 20F (26.313403 sec): 3 clusters Score: Raw -61429.084563 + Penalty 717.261620 = -60711.822943 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 11 (315 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.315621 sec): 2 clusters Score: Raw -11826.227088 + Penalty 889.485963 = -10936.741125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.316414 sec): 3 clusters Score: Raw -11869.288782 + Penalty 1786.507840 = -10082.780942 nChanged 67 SP:Iteration 1F (26.317191 sec): 3 clusters Score: Raw -12044.951840 + Penalty 1791.771129 = -10253.180711 nChanged 18 SP:Iteration 2F (26.317971 sec): 3 clusters Score: Raw -12082.978832 + Penalty 1793.166628 = -10289.812204 nChanged 11 SP:Iteration 3Q (26.318695 sec): 3 clusters Score: Raw -12102.896419 + Penalty 1793.361722 = -10309.534697 nChanged 1 SP:Iteration 4Q (26.319413 sec): 3 clusters Score: Raw -12104.865925 + Penalty 1793.361722 = -10311.504203 nChanged 0 SP:Iteration 5F (26.320191 sec): 3 clusters Score: Raw -12104.865925 + Penalty 1793.361722 = -10311.504203 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 12 (112 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.320957 sec): 2 clusters Score: Raw -4200.831789 + Penalty 530.394323 = -3670.437466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.321376 sec): 3 clusters Score: Raw -4301.696143 + Penalty 1053.590514 = -3248.105629 nChanged 17 SP:Iteration 1F (26.321787 sec): 3 clusters Score: Raw -4354.604108 + Penalty 1042.525331 = -3312.078777 nChanged 5 SP:Iteration 2Q (26.322177 sec): 3 clusters Score: Raw -4368.019328 + Penalty 1040.595031 = -3327.424297 nChanged 1 SP:Iteration 3Q (26.322564 sec): 3 clusters Score: Raw -4371.729292 + Penalty 1038.153544 = -3333.575747 nChanged 2 SP:Iteration 4Q (26.322950 sec): 3 clusters Score: Raw -4379.623451 + Penalty 1036.944478 = -3342.678973 nChanged 1 SP:Iteration 5Q (26.323334 sec): 3 clusters Score: Raw -4381.987306 + Penalty 1036.944478 = -3345.042829 nChanged 0 SP:Iteration 6F (26.323744 sec): 3 clusters Score: Raw -4381.987306 + Penalty 1036.944478 = -3345.042829 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 16 (283 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.324945 sec): 2 clusters Score: Raw -11302.911322 + Penalty 357.569353 = -10945.341968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.325681 sec): 3 clusters Score: Raw -11186.227051 + Penalty 718.366862 = -10467.860189 nChanged 80 SP:Iteration 1F (26.326403 sec): 3 clusters Score: Raw -11234.580978 + Penalty 726.546689 = -10508.034289 nChanged 28 SP:Iteration 2F (26.327125 sec): 3 clusters Score: Raw -11270.986280 + Penalty 740.405083 = -10530.581197 nChanged 23 SP:Iteration 3F (26.327850 sec): 3 clusters Score: Raw -11292.713700 + Penalty 749.192385 = -10543.521315 nChanged 12 SP:Iteration 4Q (26.328564 sec): 3 clusters Score: Raw -11301.129075 + Penalty 757.594362 = -10543.534713 nChanged 7 SP:Iteration 5Q (26.329277 sec): 3 clusters Score: Raw -11308.672103 + Penalty 768.165123 = -10540.506980 nChanged 9 SP:Iteration 6F (26.329998 sec): 3 clusters Score: Raw -11319.712165 + Penalty 782.455923 = -10537.256242 nChanged 7 SP:Iteration 7F (26.330719 sec): 3 clusters Score: Raw -11328.419439 + Penalty 789.988609 = -10538.430830 nChanged 5 SP:Iteration 8Q (26.331424 sec): 3 clusters Score: Raw -11334.347735 + Penalty 797.741191 = -10536.606543 nChanged 3 SP:Iteration 9F (26.332143 sec): 3 clusters Score: Raw -11338.054068 + Penalty 799.728855 = -10538.325212 nChanged 2 SP:Iteration 10F (26.332864 sec): 3 clusters Score: Raw -11341.771285 + Penalty 799.006679 = -10542.764606 nChanged 1 SP:Iteration 11Q (26.333565 sec): 3 clusters Score: Raw -11343.960317 + Penalty 798.916457 = -10545.043859 nChanged 1 SP:Iteration 12Q (26.334294 sec): 3 clusters Score: Raw -11344.477566 + Penalty 798.916457 = -10545.561109 nChanged 0 SP:Iteration 13F (26.335014 sec): 3 clusters Score: Raw -11344.477566 + Penalty 798.916457 = -10545.561109 nChanged 0 Memory request: 0.01 GB would take us to total of 0.13 GB. Trying to split cluster 17 (906 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.338049 sec): 2 clusters Score: Raw -34850.516000 + Penalty 342.238572 = -34508.277428 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.339868 sec): 3 clusters Score: Raw -34372.870047 + Penalty 687.524807 = -33685.345240 nChanged 377 SP:Iteration 1F (26.341610 sec): 3 clusters Score: Raw -34703.675528 + Penalty 691.249785 = -34012.425743 nChanged 115 SP:Iteration 2F (26.343349 sec): 3 clusters Score: Raw -34827.940160 + Penalty 684.268846 = -34143.671315 nChanged 55 SP:Iteration 3F (26.345129 sec): 3 clusters Score: Raw -34884.557879 + Penalty 682.901554 = -34201.656325 nChanged 34 SP:Iteration 4Q (26.347005 sec): 3 clusters Score: Raw -34914.258966 + Penalty 679.639727 = -34234.619239 nChanged 22 SP:Iteration 5Q (26.348880 sec): 3 clusters Score: Raw -34930.326404 + Penalty 677.134845 = -34253.191559 nChanged 11 SP:Iteration 6Q (26.350664 sec): 3 clusters Score: Raw -34937.888350 + Penalty 673.791502 = -34264.096848 nChanged 5 SP:Iteration 7Q (26.352423 sec): 3 clusters Score: Raw -34940.450479 + Penalty 669.351458 = -34271.099021 nChanged 8 SP:Iteration 8Q (26.354150 sec): 3 clusters Score: Raw -34944.830579 + Penalty 662.608669 = -34282.221910 nChanged 6 SP:Iteration 9Q (26.355871 sec): 3 clusters Score: Raw -34948.322594 + Penalty 658.405076 = -34289.917518 nChanged 7 SP:Iteration 10F (26.357611 sec): 3 clusters Score: Raw -34951.667975 + Penalty 658.584873 = -34293.083102 nChanged 2 SP:Iteration 11Q (26.359359 sec): 3 clusters Score: Raw -34952.550197 + Penalty 659.813897 = -34292.736300 nChanged 1 SP:Iteration 12F (26.361162 sec): 3 clusters Score: Raw -34952.942012 + Penalty 660.987887 = -34291.954124 nChanged 1 SP:Iteration 13F (26.363037 sec): 3 clusters Score: Raw -34953.523398 + Penalty 660.987887 = -34292.535511 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 20 (243 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.364191 sec): 2 clusters Score: Raw -7862.184757 + Penalty 425.707691 = -7436.477066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.364851 sec): 3 clusters Score: Raw -7806.092709 + Penalty 850.145808 = -6955.946901 nChanged 63 SP:Iteration 1F (26.365481 sec): 3 clusters Score: Raw -7901.624620 + Penalty 850.529292 = -7051.095328 nChanged 19 SP:Iteration 2F (26.366127 sec): 3 clusters Score: Raw -7942.213993 + Penalty 849.083388 = -7093.130605 nChanged 8 SP:Iteration 3Q (26.366750 sec): 3 clusters Score: Raw -7955.339484 + Penalty 849.031646 = -7106.307838 nChanged 2 SP:Iteration 4Q (26.367373 sec): 3 clusters Score: Raw -7956.343625 + Penalty 848.186915 = -7108.156710 nChanged 1 SP:Iteration 5Q (26.367988 sec): 3 clusters Score: Raw -7957.114405 + Penalty 848.186915 = -7108.927490 nChanged 0 SP:Iteration 6F (26.368635 sec): 3 clusters Score: Raw -7957.114405 + Penalty 848.186915 = -7108.927490 nChanged 0 Memory request: 0.01 GB would take us to total of 0.13 GB. Trying to split cluster 23 (653 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.371087 sec): 2 clusters Score: Raw -24084.167012 + Penalty 79.464588 = -24004.702424 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.372504 sec): 3 clusters Score: Raw -23695.887163 + Penalty 159.144252 = -23536.742910 nChanged 284 SP:Iteration 1F (26.373850 sec): 3 clusters Score: Raw -23949.252552 + Penalty 158.883499 = -23790.369053 nChanged 66 SP:Iteration 2F (26.375177 sec): 3 clusters Score: Raw -23996.942834 + Penalty 158.652862 = -23838.289972 nChanged 37 SP:Iteration 3F (26.376576 sec): 3 clusters Score: Raw -24023.794838 + Penalty 158.442679 = -23865.352158 nChanged 26 SP:Iteration 4Q (26.377872 sec): 3 clusters Score: Raw -24041.808026 + Penalty 158.965392 = -23882.842634 nChanged 14 SP:Iteration 5Q (26.379161 sec): 3 clusters Score: Raw -24045.723373 + Penalty 159.422053 = -23886.301320 nChanged 8 SP:Iteration 6Q (26.380452 sec): 3 clusters Score: Raw -24048.597630 + Penalty 160.182810 = -23888.414821 nChanged 9 SP:Iteration 7Q (26.381726 sec): 3 clusters Score: Raw -24051.908208 + Penalty 160.866658 = -23891.041550 nChanged 8 SP:Iteration 8Q (26.382999 sec): 3 clusters Score: Raw -24055.852355 + Penalty 161.734688 = -23894.117668 nChanged 7 SP:Iteration 9Q (26.384272 sec): 3 clusters Score: Raw -24058.940955 + Penalty 162.922538 = -23896.018417 nChanged 9 SP:Iteration 10F (26.385595 sec): 3 clusters Score: Raw -24062.484146 + Penalty 164.239456 = -23898.244690 nChanged 9 SP:Iteration 11Q (26.386854 sec): 3 clusters Score: Raw -24064.881346 + Penalty 164.802498 = -23900.078848 nChanged 4 SP:Iteration 12Q (26.388155 sec): 3 clusters Score: Raw -24066.435913 + Penalty 165.413018 = -23901.022895 nChanged 4 SP:Iteration 13Q (26.389407 sec): 3 clusters Score: Raw -24067.116534 + Penalty 166.215082 = -23900.901452 nChanged 5 SP:Iteration 14F (26.390729 sec): 3 clusters Score: Raw -24068.042437 + Penalty 167.239405 = -23900.803032 nChanged 6 SP:Iteration 15F (26.392051 sec): 3 clusters Score: Raw -24069.627141 + Penalty 168.095011 = -23901.532130 nChanged 7 SP:Iteration 16Q (26.393295 sec): 3 clusters Score: Raw -24072.381678 + Penalty 169.025480 = -23903.356198 nChanged 6 SP:Iteration 17Q (26.394543 sec): 3 clusters Score: Raw -24075.666996 + Penalty 170.078930 = -23905.588066 nChanged 6 SP:Iteration 18Q (26.395778 sec): 3 clusters Score: Raw -24078.549664 + Penalty 170.290891 = -23908.258774 nChanged 1 SP:Iteration 19Q (26.397011 sec): 3 clusters Score: Raw -24078.702468 + Penalty 170.692644 = -23908.009824 nChanged 3 SP:Iteration 20F (26.398353 sec): 3 clusters Score: Raw -24081.107207 + Penalty 171.146611 = -23909.960597 nChanged 3 SP:Iteration 21Q (26.399578 sec): 3 clusters Score: Raw -24082.494435 + Penalty 171.146611 = -23911.347824 nChanged 0 SP:Iteration 22F (26.400899 sec): 3 clusters Score: Raw -24082.494435 + Penalty 171.146611 = -23911.347824 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 25 (414 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.405596 sec): 2 clusters Score: Raw -17520.573519 + Penalty 629.773676 = -16890.799844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.406576 sec): 3 clusters Score: Raw -17345.536726 + Penalty 1276.180980 = -16069.355746 nChanged 110 SP:Iteration 1F (26.407497 sec): 3 clusters Score: Raw -17467.319420 + Penalty 1294.040948 = -16173.278472 nChanged 48 SP:Iteration 2F (26.408415 sec): 3 clusters Score: Raw -17526.769391 + Penalty 1306.392162 = -16220.377229 nChanged 22 SP:Iteration 3F (26.409330 sec): 3 clusters Score: Raw -17552.187737 + Penalty 1312.816553 = -16239.371184 nChanged 8 SP:Iteration 4Q (26.410222 sec): 3 clusters Score: Raw -17559.914649 + Penalty 1313.827366 = -16246.087283 nChanged 6 SP:Iteration 5Q (26.411114 sec): 3 clusters Score: Raw -17565.829943 + Penalty 1318.441184 = -16247.388759 nChanged 4 SP:Iteration 6Q (26.412004 sec): 3 clusters Score: Raw -17569.586195 + Penalty 1321.561998 = -16248.024197 nChanged 2 SP:Iteration 7Q (26.412891 sec): 3 clusters Score: Raw -17570.760094 + Penalty 1321.561998 = -16249.198097 nChanged 0 SP:Iteration 8F (26.413805 sec): 3 clusters Score: Raw -17570.760094 + Penalty 1321.561998 = -16249.198097 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 34 (210 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.414993 sec): 2 clusters Score: Raw -9358.022970 + Penalty 754.169744 = -8603.853226 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.415590 sec): 3 clusters Score: Raw -9443.997571 + Penalty 1521.870464 = -7922.127107 nChanged 36 SP:Iteration 1F (26.416212 sec): 3 clusters Score: Raw -9539.109308 + Penalty 1530.506845 = -8008.602463 nChanged 12 SP:Iteration 2F (26.416798 sec): 3 clusters Score: Raw -9561.924626 + Penalty 1532.002279 = -8029.922347 nChanged 5 SP:Iteration 3Q (26.417348 sec): 3 clusters Score: Raw -9570.078892 + Penalty 1533.624974 = -8036.453918 nChanged 1 SP:Iteration 4Q (26.417887 sec): 3 clusters Score: Raw -9574.176061 + Penalty 1533.138274 = -8041.037787 nChanged 1 SP:Iteration 5Q (26.418421 sec): 3 clusters Score: Raw -9578.380939 + Penalty 1533.138274 = -8045.242665 nChanged 0 SP:Iteration 6F (26.419008 sec): 3 clusters Score: Raw -9578.380939 + Penalty 1533.138274 = -8045.242665 nChanged 0 Memory request: 0.01 GB would take us to total of 0.13 GB. Trying to split cluster 38 (555 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.422076 sec): 2 clusters Score: Raw -23931.912980 + Penalty 728.336166 = -23203.576814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.423273 sec): 3 clusters Score: Raw -23732.984113 + Penalty 1460.153692 = -22272.830421 nChanged 149 SP:Iteration 1F (26.424442 sec): 3 clusters Score: Raw -23846.069144 + Penalty 1463.442694 = -22382.626449 nChanged 24 SP:Iteration 2Q (26.425597 sec): 3 clusters Score: Raw -23871.670187 + Penalty 1469.904837 = -22401.765351 nChanged 22 SP:Iteration 3Q (26.426749 sec): 3 clusters Score: Raw -23890.723439 + Penalty 1477.207206 = -22413.516233 nChanged 21 SP:Iteration 4Q (26.427903 sec): 3 clusters Score: Raw -23911.828931 + Penalty 1487.422748 = -22424.406183 nChanged 19 SP:Iteration 5Q (26.429048 sec): 3 clusters Score: Raw -23931.193664 + Penalty 1498.335855 = -22432.857809 nChanged 17 SP:Iteration 6Q (26.430191 sec): 3 clusters Score: Raw -23951.701391 + Penalty 1511.070225 = -22440.631166 nChanged 14 SP:Iteration 7Q (26.431404 sec): 3 clusters Score: Raw -23968.724211 + Penalty 1528.812664 = -22439.911547 nChanged 15 SP:Iteration 8F (26.432586 sec): 3 clusters Score: Raw -23985.221951 + Penalty 1547.252648 = -22437.969303 nChanged 14 SP:Iteration 9F (26.433799 sec): 3 clusters Score: Raw -24006.284713 + Penalty 1563.334450 = -22442.950263 nChanged 12 SP:Iteration 10F (26.435020 sec): 3 clusters Score: Raw -24026.644342 + Penalty 1570.327086 = -22456.317256 nChanged 3 SP:Iteration 11Q (26.436173 sec): 3 clusters Score: Raw -24030.560840 + Penalty 1574.830732 = -22455.730108 nChanged 4 SP:Iteration 12F (26.437412 sec): 3 clusters Score: Raw -24036.787577 + Penalty 1579.399990 = -22457.387587 nChanged 3 SP:Iteration 13Q (26.438527 sec): 3 clusters Score: Raw -24042.277706 + Penalty 1581.114243 = -22461.163462 nChanged 2 SP:Iteration 14Q (26.439621 sec): 3 clusters Score: Raw -24046.455314 + Penalty 1581.593057 = -22464.862257 nChanged 1 SP:Iteration 15Q (26.440714 sec): 3 clusters Score: Raw -24048.516459 + Penalty 1581.839648 = -22466.676811 nChanged 1 SP:Iteration 16Q (26.441832 sec): 3 clusters Score: Raw -24051.479213 + Penalty 1584.274748 = -22467.204465 nChanged 2 SP:Iteration 17Q (26.442974 sec): 3 clusters Score: Raw -24055.279654 + Penalty 1588.599163 = -22466.680491 nChanged 3 SP:Iteration 18F (26.444190 sec): 3 clusters Score: Raw -24061.363935 + Penalty 1588.251896 = -22473.112038 nChanged 1 SP:Iteration 19Q (26.445329 sec): 3 clusters Score: Raw -24062.721712 + Penalty 1588.370666 = -22474.351046 nChanged 2 SP:Iteration 20F (26.446546 sec): 3 clusters Score: Raw -24067.026700 + Penalty 1589.058879 = -22477.967821 nChanged 5 SP:Iteration 21Q (26.447681 sec): 3 clusters Score: Raw -24076.384813 + Penalty 1589.672517 = -22486.712296 nChanged 3 SP:Iteration 22Q (26.448806 sec): 3 clusters Score: Raw -24081.282210 + Penalty 1590.224420 = -22491.057790 nChanged 1 SP:Iteration 23Q (26.449875 sec): 3 clusters Score: Raw -24084.672175 + Penalty 1590.559844 = -22494.112332 nChanged 1 SP:Iteration 24Q (26.450942 sec): 3 clusters Score: Raw -24086.545237 + Penalty 1590.559844 = -22495.985393 nChanged 0 SP:Iteration 25F (26.452133 sec): 3 clusters Score: Raw -24086.545237 + Penalty 1590.559844 = -22495.985393 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 43 (174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.453130 sec): 2 clusters Score: Raw -6466.570154 + Penalty 624.920191 = -5841.649962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.453672 sec): 3 clusters Score: Raw -6491.667374 + Penalty 1240.388536 = -5251.278837 nChanged 32 SP:Iteration 1F (26.454197 sec): 3 clusters Score: Raw -6555.013725 + Penalty 1237.236230 = -5317.777495 nChanged 11 SP:Iteration 2F (26.454719 sec): 3 clusters Score: Raw -6593.906452 + Penalty 1230.913236 = -5362.993216 nChanged 5 SP:Iteration 3Q (26.455218 sec): 3 clusters Score: Raw -6599.456508 + Penalty 1229.698130 = -5369.758378 nChanged 1 SP:Iteration 4Q (26.455718 sec): 3 clusters Score: Raw -6602.236052 + Penalty 1229.425226 = -5372.810826 nChanged 1 SP:Iteration 5Q (26.456219 sec): 3 clusters Score: Raw -6603.597936 + Penalty 1228.932975 = -5374.664961 nChanged 1 SP:Iteration 6Q (26.456717 sec): 3 clusters Score: Raw -6605.957767 + Penalty 1227.064866 = -5378.892901 nChanged 1 SP:Iteration 7Q (26.457203 sec): 3 clusters Score: Raw -6613.436863 + Penalty 1228.207173 = -5385.229690 nChanged 1 SP:Iteration 8Q (26.457709 sec): 3 clusters Score: Raw -6614.737979 + Penalty 1228.207173 = -5386.530806 nChanged 0 SP:Iteration 9F (26.458220 sec): 3 clusters Score: Raw -6614.737979 + Penalty 1228.207173 = -5386.530806 nChanged 0 Memory request: 0.00 GB would take us to total of 0.13 GB. Trying to split cluster 46 (203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.459180 sec): 2 clusters Score: Raw -8721.362104 + Penalty 378.543556 = -8342.818547 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.459777 sec): 3 clusters Score: Raw -8652.093225 + Penalty 761.904130 = -7890.189095 nChanged 57 SP:Iteration 1F (26.460352 sec): 3 clusters Score: Raw -8704.027698 + Penalty 769.842916 = -7934.184782 nChanged 23 SP:Iteration 2F (26.460925 sec): 3 clusters Score: Raw -8744.495440 + Penalty 781.548557 = -7962.946883 nChanged 19 SP:Iteration 3F (26.461497 sec): 3 clusters Score: Raw -8772.068139 + Penalty 803.475714 = -7968.592426 nChanged 14 SP:Iteration 4F (26.462070 sec): 3 clusters Score: Raw -8790.766768 + Penalty 825.041296 = -7965.725472 nChanged 7 SP:Iteration 5F (26.462645 sec): 3 clusters Score: Raw -8801.352060 + Penalty 842.282438 = -7959.069621 nChanged 4 SP:Iteration 6F (26.463209 sec): 3 clusters Score: Raw -8807.457092 + Penalty 844.406822 = -7963.050270 nChanged 1 SP:Iteration 7Q (26.463768 sec): 3 clusters Score: Raw -8808.573998 + Penalty 844.406822 = -7964.167176 nChanged 0 SP:Iteration 8F (26.464341 sec): 3 clusters Score: Raw -8808.573998 + Penalty 844.406822 = -7964.167176 nChanged 0 Memory request: 0.01 GB would take us to total of 0.13 GB. Trying to split cluster 47 (841 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26.467257 sec): 2 clusters Score: Raw -37123.853535 + Penalty 407.277617 = -36716.575918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26.469043 sec): 3 clusters Score: Raw -36643.609129 + Penalty 819.244281 = -35824.364848 nChanged 328 SP:Iteration 1F (26.470799 sec): 3 clusters Score: Raw -36844.155915 + Penalty 833.701796 = -36010.454118 nChanged 101 SP:Iteration 2F (26.472551 sec): 3 clusters Score: Raw -36925.630824 + Penalty 848.360983 = -36077.269841 nChanged 66 SP:Iteration 3F (26.474186 sec): 3 clusters Score: Raw -37000.517337 + Penalty 870.172050 = -36130.345287 nChanged 51 SP:Iteration 4F (26.475817 sec): 3 clusters Score: Raw -37052.537680 + Penalty 894.516746 = -36158.020934 nChanged 37 SP:Iteration 5Q (26.477376 sec): 3 clusters Score: Raw -37085.463658 + Penalty 911.078958 = -36174.384700 nChanged 22 SP:Iteration 6Q (26.478879 sec): 3 clusters Score: Raw -37103.362640 + Penalty 918.369601 = -36184.993039 nChanged 17 SP:Iteration 7Q (26.480380 sec): 3 clusters Score: Raw -37120.652860 + Penalty 924.254261 = -36196.398599 nChanged 10 SP:Iteration 8Q (26.481814 sec): 3 clusters Score: Raw -37133.475069 + Penalty 933.922402 = -36199.552667 nChanged 9 SP:Iteration 9Q (26.483226 sec): 3 clusters Score: Raw -37140.599179 + Penalty 936.735883 = -36203.863297 nChanged 6 SP:Iteration 10F (26.484892 sec): 3 clusters Score: Raw -37146.463282 + Penalty 947.367616 = -36199.095665 nChanged 6 SP:Iteration 11F (26.486553 sec): 3 clusters Score: Raw -37152.085433 + Penalty 953.533727 = -36198.551706 nChanged 5 SP:Iteration 12F (26.488185 sec): 3 clusters Score: Raw -37156.674525 + Penalty 956.260954 = -36200.413570 nChanged 2 SP:Iteration 13Q (26.489568 sec): 3 clusters Score: Raw -37157.792681 + Penalty 958.262545 = -36199.530135 nChanged 1 SP:Iteration 14F (26.491200 sec): 3 clusters Score: Raw -37157.829693 + Penalty 958.262545 = -36199.567148 nChanged 0 Time taken for this iteration:26.128551 seconds. 300->17 Clusters: Score -475682.686751, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 186 (time per iteration =142.513581 ms) Total iterations: 1451 (time per iteration =18.268453 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 2233100625.000000 (time per metric unit =11.870278ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 55827515625.000000 (time per metric unit=474.811134ps) That took 26.507526 seconds.