FileBase PeterP-2013-09-03_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 0.25 and 0.37 GB of RAM. Memory request: 0.12 GB would take us to total of 0.12 GB. ---------------------------------------------------------- Loaded 26616 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 26616 points ------ Starting initial clusters from distinct float masks Not enough masks (225) to generate starting clusters (300), so starting with (226) clusters instead. Assigned 226 initial classes from 225 unique masks. Deleting Class 96 (1 points): Lose 1.361254 but Gain 1571.664763 Iteration 0F (3.619485 sec): 225 clusters Score: Raw -2101663.607563 + Penalty 212508.645892 = -1889154.961672 nChanged 10921 Deleting Class 169 (2 points): Lose 4.239344 but Gain 1579.037745 Iteration 1F (5.986590 sec): 192 clusters Score: Raw -2139872.483433 + Penalty 192483.150813 = -1947389.332620 nChanged 3709 Deleting Class 132 (1 points): Lose 3.622371 but Gain 1562.851753 Iteration 2F (8.189543 sec): 181 clusters Score: Raw -2148672.146333 + Penalty 181207.757696 = -1967464.388637 nChanged 2483 Deleting Class 185 (5 points): Lose 57.147033 but Gain 1558.731413 Iteration 3F (10.290793 sec): 172 clusters Score: Raw -2153069.210144 + Penalty 177869.325595 = -1975199.884549 nChanged 1771 Deleting Class 189 (7 points): Lose 58.857671 but Gain 1559.969070 Iteration 4F (12.348083 sec): 169 clusters Score: Raw -2155663.504092 + Penalty 171769.577421 = -1983893.926671 nChanged 1354 Deleting Class 163 (12 points): Lose 72.797805 but Gain 1573.704411 Iteration 5F (14.362319 sec): 165 clusters Score: Raw -2157318.806183 + Penalty 170126.869159 = -1987191.937024 nChanged 989 Deleting Class 62 (26 points): Lose 176.666773 but Gain 1642.425069 Iteration 6Q (14.601174 sec): 164 clusters Score: Raw -2158205.582569 + Penalty 166714.383088 = -1991491.199481 nChanged 765 Deleting Class 188 (3 points): Lose 25.723291 but Gain 1484.071430 Iteration 7Q (14.813322 sec): 161 clusters Score: Raw -2158903.842875 + Penalty 165239.371555 = -1993664.471320 nChanged 576 Deleting Class 103 (2 points): Lose 13.634007 but Gain 1462.941623 Iteration 8Q (15.006717 sec): 160 clusters Score: Raw -2159432.412459 + Penalty 163794.912065 = -1995637.500394 nChanged 452 Deleting Class 115 (8 points): Lose 59.811628 but Gain 1513.734612 Iteration 9Q (15.187332 sec): 159 clusters Score: Raw -2159766.564820 + Penalty 162365.587489 = -1997400.977331 nChanged 419 Deleting Class 104 (6 points): Lose 43.747138 but Gain 1492.036585 Iteration 10F (17.115070 sec): 158 clusters Score: Raw -2160256.244558 + Penalty 161170.123443 = -1999086.121115 nChanged 345 Deleting Class 86 (11 points): Lose 61.588094 but Gain 1516.343268 Iteration 11Q (17.287026 sec): 157 clusters Score: Raw -2160540.125554 + Penalty 159760.770027 = -2000779.355527 nChanged 277 Deleting Class 42 (3 points): Lose 15.459944 but Gain 1450.118150 Iteration 12Q (17.450914 sec): 156 clusters Score: Raw -2160717.351239 + Penalty 158320.030483 = -2002397.320756 nChanged 206 Deleting Class 122 (10 points): Lose 87.868531 but Gain 1508.834441 Iteration 13Q (17.609091 sec): 155 clusters Score: Raw -2160745.593712 + Penalty 156787.841726 = -2003957.751986 nChanged 164 Deleting Class 210 (1 points): Lose 4.173476 but Gain 1404.870996 Iteration 14Q (17.762070 sec): 154 clusters Score: Raw -2160854.581469 + Penalty 155432.208465 = -2005422.373004 nChanged 138 Deleting Class 7 (37 points): Lose 246.818483 but Gain 1631.541875 Iteration 15Q (17.917455 sec): 153 clusters Score: Raw -2160670.427468 + Penalty 153866.893839 = -2006803.533629 nChanged 124 Deleting Class 120 (38 points): Lose 190.214206 but Gain 1571.291313 Iteration 16Q (18.070831 sec): 152 clusters Score: Raw -2160624.135327 + Penalty 152372.112858 = -2008252.022468 nChanged 120 Deleting Class 59 (7 points): Lose 39.073168 but Gain 1395.389122 Iteration 17Q (18.223118 sec): 151 clusters Score: Raw -2160720.644051 + Penalty 151130.257405 = -2009590.386647 nChanged 77 Deleting Class 116 (21 points): Lose 89.270681 but Gain 1434.105412 Iteration 18Q (18.372167 sec): 150 clusters Score: Raw -2160679.089807 + Penalty 149706.683642 = -2010972.406165 nChanged 77 Deleting Class 29 (48 points): Lose 275.071035 but Gain 1615.979765 Iteration 19Q (18.522778 sec): 149 clusters Score: Raw -2160479.590207 + Penalty 148167.973537 = -2012311.616669 nChanged 105 Writing temp clu file Memory request: 0.12 GB would take us to total of 0.25 GB. Compute initial score before splitting: Score: Raw -2160479.590207 + Penalty 148167.973537 = -2012311.616669Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 1 (1533 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.630869 sec): 2 clusters Score: Raw -126422.290874 + Penalty 335.024422 = -126087.266452 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.633753 sec): 3 clusters Score: Raw -125498.532447 + Penalty 668.207164 = -124830.325282 nChanged 682 SP:Iteration 1F (18.636582 sec): 3 clusters Score: Raw -125994.472330 + Penalty 682.345019 = -125312.127311 nChanged 168 SP:Iteration 2F (18.639402 sec): 3 clusters Score: Raw -126189.087087 + Penalty 704.035351 = -125485.051736 nChanged 130 SP:Iteration 3F (18.642221 sec): 3 clusters Score: Raw -126412.567345 + Penalty 706.354806 = -125706.212539 nChanged 71 SP:Iteration 4Q (18.645075 sec): 3 clusters Score: Raw -126469.738326 + Penalty 703.105854 = -125766.632472 nChanged 53 SP:Iteration 5Q (18.647725 sec): 3 clusters Score: Raw -126507.298981 + Penalty 698.575514 = -125808.723467 nChanged 39 SP:Iteration 6Q (18.650318 sec): 3 clusters Score: Raw -126522.112802 + Penalty 697.148396 = -125824.964405 nChanged 19 SP:Iteration 7Q (18.652991 sec): 3 clusters Score: Raw -126526.361426 + Penalty 694.530496 = -125831.830930 nChanged 13 SP:Iteration 8Q (18.655547 sec): 3 clusters Score: Raw -126528.912030 + Penalty 695.679369 = -125833.232661 nChanged 8 SP:Iteration 9Q (18.658112 sec): 3 clusters Score: Raw -126531.216086 + Penalty 694.608958 = -125836.607129 nChanged 7 SP:Iteration 10F (18.661004 sec): 3 clusters Score: Raw -126531.533864 + Penalty 693.877169 = -125837.656695 nChanged 3 SP:Iteration 11Q (18.663685 sec): 3 clusters Score: Raw -126531.995094 + Penalty 694.172135 = -125837.822958 nChanged 3 SP:Iteration 12Q (18.666337 sec): 3 clusters Score: Raw -126532.457722 + Penalty 694.066926 = -125838.390796 nChanged 2 SP:Iteration 13Q (18.668916 sec): 3 clusters Score: Raw -126532.516102 + Penalty 694.066926 = -125838.449175 nChanged 0 SP:Iteration 14F (18.671713 sec): 3 clusters Score: Raw -126532.516102 + Penalty 694.066926 = -125838.449175 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 2 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.672294 sec): 2 clusters Score: Raw -980.698218 + Penalty 17.941682 = -962.756536 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.672509 sec): 3 clusters Score: Raw -995.482591 + Penalty 36.098742 = -959.383849 nChanged 1 SP:Iteration 1F (18.672751 sec): 3 clusters Score: Raw -997.741449 + Penalty 36.098742 = -961.642708 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 3 (573 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.676241 sec): 2 clusters Score: Raw -49554.678631 + Penalty 543.536551 = -49011.142080 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.677564 sec): 3 clusters Score: Raw -49307.206922 + Penalty 1087.204028 = -48220.002894 nChanged 205 SP:Iteration 1F (18.678812 sec): 3 clusters Score: Raw -49468.005864 + Penalty 1090.094200 = -48377.911663 nChanged 55 SP:Iteration 2F (18.680061 sec): 3 clusters Score: Raw -49507.304124 + Penalty 1098.614341 = -48408.689783 nChanged 38 SP:Iteration 3F (18.681261 sec): 3 clusters Score: Raw -49542.006905 + Penalty 1106.016007 = -48435.990897 nChanged 34 SP:Iteration 4F (18.682469 sec): 3 clusters Score: Raw -49584.945302 + Penalty 1113.483245 = -48471.462057 nChanged 36 SP:Iteration 5F (18.683668 sec): 3 clusters Score: Raw -49638.331205 + Penalty 1118.119767 = -48520.211439 nChanged 19 SP:Iteration 6Q (18.684858 sec): 3 clusters Score: Raw -49665.721394 + Penalty 1118.926300 = -48546.795094 nChanged 10 SP:Iteration 7Q (18.685985 sec): 3 clusters Score: Raw -49685.709278 + Penalty 1118.953886 = -48566.755391 nChanged 7 SP:Iteration 8Q (18.687085 sec): 3 clusters Score: Raw -49702.505676 + Penalty 1120.279436 = -48582.226240 nChanged 11 SP:Iteration 9Q (18.688168 sec): 3 clusters Score: Raw -49728.028243 + Penalty 1117.027662 = -48611.000581 nChanged 11 SP:Iteration 10F (18.689352 sec): 3 clusters Score: Raw -49746.216729 + Penalty 1113.577762 = -48632.638967 nChanged 13 SP:Iteration 11Q (18.690425 sec): 3 clusters Score: Raw -49760.392688 + Penalty 1111.219993 = -48649.172695 nChanged 8 SP:Iteration 12Q (18.691490 sec): 3 clusters Score: Raw -49765.703296 + Penalty 1108.266162 = -48657.437134 nChanged 8 SP:Iteration 13Q (18.692548 sec): 3 clusters Score: Raw -49772.040699 + Penalty 1104.158861 = -48667.881837 nChanged 10 SP:Iteration 14Q (18.693628 sec): 3 clusters Score: Raw -49782.643462 + Penalty 1100.459868 = -48682.183594 nChanged 10 SP:Iteration 15Q (18.694712 sec): 3 clusters Score: Raw -49791.672673 + Penalty 1095.989282 = -48695.683390 nChanged 11 SP:Iteration 16Q (18.695817 sec): 3 clusters Score: Raw -49808.123427 + Penalty 1091.706258 = -48716.417170 nChanged 15 SP:Iteration 17Q (18.696913 sec): 3 clusters Score: Raw -49857.012375 + Penalty 1089.210287 = -48767.802088 nChanged 15 SP:Iteration 18Q (18.697969 sec): 3 clusters Score: Raw -49890.091283 + Penalty 1087.492776 = -48802.598507 nChanged 14 SP:Iteration 19Q (18.698975 sec): 3 clusters Score: Raw -49913.917342 + Penalty 1086.683155 = -48827.234187 nChanged 9 SP:Iteration 20F (18.700159 sec): 3 clusters Score: Raw -49929.302573 + Penalty 1086.021335 = -48843.281237 nChanged 9 SP:Iteration 21Q (18.701143 sec): 3 clusters Score: Raw -49942.987636 + Penalty 1085.837969 = -48857.149668 nChanged 2 SP:Iteration 22Q (18.702122 sec): 3 clusters Score: Raw -49944.657901 + Penalty 1085.830069 = -48858.827832 nChanged 1 SP:Iteration 23Q (18.703099 sec): 3 clusters Score: Raw -49945.918204 + Penalty 1085.769942 = -48860.148262 nChanged 3 SP:Iteration 24Q (18.704076 sec): 3 clusters Score: Raw -49949.705818 + Penalty 1085.423836 = -48864.281981 nChanged 4 SP:Iteration 25Q (18.705058 sec): 3 clusters Score: Raw -49955.546772 + Penalty 1085.225927 = -48870.320845 nChanged 4 SP:Iteration 26Q (18.706032 sec): 3 clusters Score: Raw -49959.726147 + Penalty 1085.299536 = -48874.426610 nChanged 2 SP:Iteration 27Q (18.707008 sec): 3 clusters Score: Raw -49961.584849 + Penalty 1085.299536 = -48876.285313 nChanged 0 SP:Iteration 28F (18.708190 sec): 3 clusters Score: Raw -49961.584849 + Penalty 1085.299536 = -48876.285313 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 4 (310 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.709518 sec): 2 clusters Score: Raw -25071.552769 + Penalty 58.414861 = -25013.137908 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.710317 sec): 3 clusters Score: Raw -24874.667181 + Penalty 117.574468 = -24757.092713 nChanged 131 SP:Iteration 1F (18.711085 sec): 3 clusters Score: Raw -24994.974813 + Penalty 116.152933 = -24878.821881 nChanged 44 SP:Iteration 2F (18.711845 sec): 3 clusters Score: Raw -25049.373998 + Penalty 58.414861 = -24990.959137 nChanged 17 SP:Iteration 3F (18.712445 sec): 2 clusters Score: Raw -25071.552769 + Penalty 58.414861 = -25013.137908 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 5 (1026 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.715774 sec): 2 clusters Score: Raw -87428.432747 + Penalty 376.807365 = -87051.625383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.717756 sec): 3 clusters Score: Raw -86778.993859 + Penalty 745.458115 = -86033.535745 nChanged 435 SP:Iteration 1F (18.719772 sec): 3 clusters Score: Raw -87061.628995 + Penalty 735.569711 = -86326.059284 nChanged 127 SP:Iteration 2F (18.721772 sec): 3 clusters Score: Raw -87203.760352 + Penalty 734.975934 = -86468.784418 nChanged 77 SP:Iteration 3F (18.723722 sec): 3 clusters Score: Raw -87251.252548 + Penalty 737.891628 = -86513.360921 nChanged 31 SP:Iteration 4Q (18.725636 sec): 3 clusters Score: Raw -87263.166507 + Penalty 741.358654 = -86521.807853 nChanged 28 SP:Iteration 5Q (18.727548 sec): 3 clusters Score: Raw -87275.661001 + Penalty 742.778745 = -86532.882256 nChanged 22 SP:Iteration 6Q (18.729443 sec): 3 clusters Score: Raw -87285.100743 + Penalty 744.446031 = -86540.654712 nChanged 27 SP:Iteration 7Q (18.731387 sec): 3 clusters Score: Raw -87295.076589 + Penalty 746.521249 = -86548.555340 nChanged 23 SP:Iteration 8Q (18.733307 sec): 3 clusters Score: Raw -87302.539911 + Penalty 747.425516 = -86555.114395 nChanged 21 SP:Iteration 9Q (18.735273 sec): 3 clusters Score: Raw -87308.979557 + Penalty 748.501606 = -86560.477951 nChanged 15 SP:Iteration 10F (18.737221 sec): 3 clusters Score: Raw -87313.778813 + Penalty 749.313783 = -86564.465030 nChanged 12 SP:Iteration 11Q (18.739086 sec): 3 clusters Score: Raw -87317.794677 + Penalty 750.467316 = -86567.327361 nChanged 12 SP:Iteration 12Q (18.740950 sec): 3 clusters Score: Raw -87321.750668 + Penalty 750.795920 = -86570.954748 nChanged 11 SP:Iteration 13Q (18.742911 sec): 3 clusters Score: Raw -87324.866224 + Penalty 751.235960 = -86573.630265 nChanged 5 SP:Iteration 14Q (18.744926 sec): 3 clusters Score: Raw -87325.855721 + Penalty 751.328134 = -86574.527587 nChanged 3 SP:Iteration 15Q (18.746894 sec): 3 clusters Score: Raw -87326.038329 + Penalty 751.110702 = -86574.927627 nChanged 2 SP:Iteration 16Q (18.748751 sec): 3 clusters Score: Raw -87326.136566 + Penalty 751.029260 = -86575.107306 nChanged 2 SP:Iteration 17Q (18.750653 sec): 3 clusters Score: Raw -87326.291363 + Penalty 750.950179 = -86575.341184 nChanged 1 SP:Iteration 18Q (18.752549 sec): 3 clusters Score: Raw -87326.271305 + Penalty 750.950179 = -86575.321126 nChanged 0 SP:Iteration 19F (18.754509 sec): 3 clusters Score: Raw -87326.271305 + Penalty 750.950179 = -86575.321126 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 6 (686 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.758330 sec): 2 clusters Score: Raw -62077.881179 + Penalty 738.747237 = -61339.133942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.759783 sec): 3 clusters Score: Raw -61825.459232 + Penalty 1497.328089 = -60328.131142 nChanged 217 SP:Iteration 1F (18.761168 sec): 3 clusters Score: Raw -62086.111878 + Penalty 1513.969435 = -60572.142443 nChanged 64 SP:Iteration 2F (18.762575 sec): 3 clusters Score: Raw -62161.994837 + Penalty 1533.347774 = -60628.647063 nChanged 41 SP:Iteration 3F (18.763968 sec): 3 clusters Score: Raw -62211.958633 + Penalty 1543.870383 = -60668.088249 nChanged 20 SP:Iteration 4Q (18.765345 sec): 3 clusters Score: Raw -62239.391547 + Penalty 1551.060645 = -60688.330902 nChanged 10 SP:Iteration 5Q (18.766686 sec): 3 clusters Score: Raw -62249.707828 + Penalty 1555.699560 = -60694.008268 nChanged 11 SP:Iteration 6Q (18.768019 sec): 3 clusters Score: Raw -62263.841815 + Penalty 1559.879077 = -60703.962738 nChanged 7 SP:Iteration 7Q (18.769320 sec): 3 clusters Score: Raw -62272.829489 + Penalty 1563.681223 = -60709.148266 nChanged 6 SP:Iteration 8Q (18.770620 sec): 3 clusters Score: Raw -62280.365167 + Penalty 1565.100593 = -60715.264574 nChanged 4 SP:Iteration 9Q (18.771917 sec): 3 clusters Score: Raw -62284.277111 + Penalty 1568.298738 = -60715.978373 nChanged 4 SP:Iteration 10F (18.773297 sec): 3 clusters Score: Raw -62289.720422 + Penalty 1570.157002 = -60719.563420 nChanged 2 SP:Iteration 11Q (18.774604 sec): 3 clusters Score: Raw -62291.086720 + Penalty 1571.380011 = -60719.706708 nChanged 1 SP:Iteration 12Q (18.775902 sec): 3 clusters Score: Raw -62291.495528 + Penalty 1571.380011 = -60720.115516 nChanged 0 SP:Iteration 13F (18.777405 sec): 3 clusters Score: Raw -62291.495528 + Penalty 1571.380011 = -60720.115516 nChanged 0 Memory request: 0.04 GB would take us to total of 0.29 GB. Trying to split cluster 8 (8846 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.816493 sec): 2 clusters Score: Raw -689448.489996 + Penalty 285.733399 = -689162.756597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.832591 sec): 3 clusters Score: Raw -683469.435740 + Penalty 662.808597 = -682806.627143 nChanged 4183 SP:Iteration 1F (18.848902 sec): 3 clusters Score: Raw -686965.195106 + Penalty 767.973467 = -686197.221638 nChanged 1333 SP:Iteration 2F (18.864631 sec): 3 clusters Score: Raw -688319.235989 + Penalty 831.404719 = -687487.831270 nChanged 593 SP:Iteration 3F (18.881004 sec): 3 clusters Score: Raw -688856.718041 + Penalty 900.189948 = -687956.528093 nChanged 377 SP:Iteration 4Q (18.895029 sec): 3 clusters Score: Raw -689219.405858 + Penalty 995.094577 = -688224.311281 nChanged 180 SP:Iteration 5Q (18.908646 sec): 3 clusters Score: Raw -689408.912537 + Penalty 1008.069223 = -688400.843314 nChanged 54 SP:Iteration 6Q (18.922090 sec): 3 clusters Score: Raw -689463.497959 + Penalty 961.887620 = -688501.610339 nChanged 13 SP:Iteration 7Q (18.934478 sec): 3 clusters Score: Raw -689476.990058 + Penalty 938.249943 = -688538.740115 nChanged 4 SP:Iteration 8Q (18.947174 sec): 3 clusters Score: Raw -689481.312805 + Penalty 919.745338 = -688561.567468 nChanged 1 SP:Iteration 9Q (18.959328 sec): 3 clusters Score: Raw -689481.229508 + Penalty 919.745338 = -688561.484171 nChanged 0 SP:Iteration 10F (18.975332 sec): 3 clusters Score: Raw -689481.229508 + Penalty 919.745338 = -688561.484171 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 9 (181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.981526 sec): 2 clusters Score: Raw -15668.855502 + Penalty 790.942758 = -14877.912745 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18.982056 sec): 3 clusters Score: Raw -15685.822791 + Penalty 1581.399653 = -14104.423139 nChanged 19 SP:Iteration 1F (18.982575 sec): 3 clusters Score: Raw -15729.935072 + Penalty 1580.148986 = -14149.786085 nChanged 6 SP:Iteration 2Q (18.983080 sec): 3 clusters Score: Raw -15746.522619 + Penalty 1579.757956 = -14166.764663 nChanged 3 SP:Iteration 3Q (18.983581 sec): 3 clusters Score: Raw -15755.969975 + Penalty 1579.042949 = -14176.927026 nChanged 2 SP:Iteration 4Q (18.984078 sec): 3 clusters Score: Raw -15762.134910 + Penalty 1579.042949 = -14183.091961 nChanged 0 SP:Iteration 5F (18.984598 sec): 3 clusters Score: Raw -15762.134910 + Penalty 1579.042949 = -14183.091961 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 10 (2477 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18.997244 sec): 2 clusters Score: Raw -212499.160442 + Penalty 551.769479 = -211947.390963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.001960 sec): 3 clusters Score: Raw -211046.569576 + Penalty 1102.307456 = -209944.262121 nChanged 1084 SP:Iteration 1F (19.006780 sec): 3 clusters Score: Raw -211888.594123 + Penalty 1105.311759 = -210783.282364 nChanged 311 SP:Iteration 2F (19.011442 sec): 3 clusters Score: Raw -212243.011806 + Penalty 1104.791237 = -211138.220569 nChanged 243 SP:Iteration 3F (19.016117 sec): 3 clusters Score: Raw -212534.068899 + Penalty 1103.947742 = -211430.121157 nChanged 198 SP:Iteration 4F (19.020547 sec): 3 clusters Score: Raw -212862.961499 + Penalty 1103.690344 = -211759.271155 nChanged 142 SP:Iteration 5F (19.025052 sec): 3 clusters Score: Raw -213062.607082 + Penalty 1103.464806 = -211959.142276 nChanged 60 SP:Iteration 6Q (19.029270 sec): 3 clusters Score: Raw -213115.134491 + Penalty 1103.339132 = -212011.795359 nChanged 33 SP:Iteration 7Q (19.033269 sec): 3 clusters Score: Raw -213129.188563 + Penalty 1103.380272 = -212025.808291 nChanged 19 SP:Iteration 8Q (19.037605 sec): 3 clusters Score: Raw -213138.738226 + Penalty 1103.233965 = -212035.504262 nChanged 17 SP:Iteration 9Q (19.041917 sec): 3 clusters Score: Raw -213149.314925 + Penalty 1103.049901 = -212046.265024 nChanged 12 SP:Iteration 10F (19.046792 sec): 3 clusters Score: Raw -213153.988812 + Penalty 1102.895516 = -212051.093295 nChanged 13 SP:Iteration 11Q (19.050845 sec): 3 clusters Score: Raw -213158.287769 + Penalty 1102.858363 = -212055.429406 nChanged 10 SP:Iteration 12Q (19.054749 sec): 3 clusters Score: Raw -213160.647789 + Penalty 1102.862714 = -212057.785075 nChanged 9 SP:Iteration 13Q (19.058645 sec): 3 clusters Score: Raw -213164.677482 + Penalty 1102.773180 = -212061.904302 nChanged 14 SP:Iteration 14Q (19.062566 sec): 3 clusters Score: Raw -213170.943848 + Penalty 1102.734428 = -212068.209420 nChanged 10 SP:Iteration 15Q (19.066433 sec): 3 clusters Score: Raw -213176.755754 + Penalty 1102.712891 = -212074.042863 nChanged 15 SP:Iteration 16Q (19.070283 sec): 3 clusters Score: Raw -213186.205596 + Penalty 1102.640453 = -212083.565144 nChanged 15 SP:Iteration 17Q (19.074280 sec): 3 clusters Score: Raw -213195.022447 + Penalty 1102.551144 = -212092.471303 nChanged 16 SP:Iteration 18Q (19.078459 sec): 3 clusters Score: Raw -213205.711277 + Penalty 1102.458328 = -212103.252949 nChanged 18 SP:Iteration 19Q (19.082482 sec): 3 clusters Score: Raw -213216.950450 + Penalty 1102.068426 = -212114.882023 nChanged 18 SP:Iteration 20F (19.087046 sec): 3 clusters Score: Raw -213226.457816 + Penalty 1101.813336 = -212124.644480 nChanged 8 SP:Iteration 21Q (19.090851 sec): 3 clusters Score: Raw -213228.687831 + Penalty 1101.390508 = -212127.297324 nChanged 7 SP:Iteration 22Q (19.094735 sec): 3 clusters Score: Raw -213231.200017 + Penalty 1101.167555 = -212130.032462 nChanged 5 SP:Iteration 23Q (19.098664 sec): 3 clusters Score: Raw -213232.800040 + Penalty 1100.891676 = -212131.908364 nChanged 6 SP:Iteration 24Q (19.102479 sec): 3 clusters Score: Raw -213234.861470 + Penalty 1100.926736 = -212133.934734 nChanged 4 SP:Iteration 25Q (19.106496 sec): 3 clusters Score: Raw -213235.941784 + Penalty 1100.765959 = -212135.175825 nChanged 6 SP:Iteration 26Q (19.110437 sec): 3 clusters Score: Raw -213237.838829 + Penalty 1100.782625 = -212137.056204 nChanged 6 SP:Iteration 27Q (19.114544 sec): 3 clusters Score: Raw -213238.776023 + Penalty 1100.734525 = -212138.041498 nChanged 1 SP:Iteration 28Q (19.118331 sec): 3 clusters Score: Raw -213238.952241 + Penalty 1100.734525 = -212138.217716 nChanged 0 SP:Iteration 29F (19.122749 sec): 3 clusters Score: Raw -213238.952241 + Penalty 1100.734525 = -212138.217716 nChanged 0 Score: Raw -2173244.344360 + Penalty 148883.737143 = -2024360.607217 Splitting cluster 10 changes total score from -2012311.616669 to -2024360.607217 So it's getting split into cluster 7. Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 11 (285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.919160 sec): 2 clusters Score: Raw -22180.375265 + Penalty 902.049389 = -21278.325876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.919894 sec): 3 clusters Score: Raw -22212.769537 + Penalty 1803.570849 = -20409.198688 nChanged 51 SP:Iteration 1F (20.920627 sec): 3 clusters Score: Raw -22351.104119 + Penalty 1803.739923 = -20547.364196 nChanged 17 SP:Iteration 2F (20.921367 sec): 3 clusters Score: Raw -22437.760051 + Penalty 1803.301781 = -20634.458270 nChanged 14 SP:Iteration 3Q (20.922047 sec): 3 clusters Score: Raw -22488.613324 + Penalty 1802.921900 = -20685.691424 nChanged 4 SP:Iteration 4Q (20.922707 sec): 3 clusters Score: Raw -22512.188927 + Penalty 1802.682367 = -20709.506560 nChanged 2 SP:Iteration 5Q (20.923359 sec): 3 clusters Score: Raw -22518.902572 + Penalty 1802.157511 = -20716.745061 nChanged 4 SP:Iteration 6Q (20.924010 sec): 3 clusters Score: Raw -22534.930148 + Penalty 1802.016420 = -20732.913728 nChanged 3 SP:Iteration 7Q (20.924651 sec): 3 clusters Score: Raw -22541.337936 + Penalty 1802.016420 = -20739.321516 nChanged 0 SP:Iteration 8F (20.925349 sec): 3 clusters Score: Raw -22541.405641 + Penalty 1801.871251 = -20739.534389 nChanged 1 SP:Iteration 9Q (20.925974 sec): 3 clusters Score: Raw -22546.885662 + Penalty 1801.785101 = -20745.100561 nChanged 3 SP:Iteration 10F (20.926666 sec): 3 clusters Score: Raw -22556.421205 + Penalty 1801.938473 = -20754.482732 nChanged 1 SP:Iteration 11Q (20.927331 sec): 3 clusters Score: Raw -22559.742039 + Penalty 1802.087764 = -20757.654275 nChanged 1 SP:Iteration 12Q (20.927954 sec): 3 clusters Score: Raw -22561.078948 + Penalty 1802.233043 = -20758.845905 nChanged 1 SP:Iteration 13Q (20.928645 sec): 3 clusters Score: Raw -22562.902911 + Penalty 1802.233043 = -20760.669868 nChanged 0 SP:Iteration 14F (20.929378 sec): 3 clusters Score: Raw -22562.902911 + Penalty 1802.233043 = -20760.669868 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 12 (372 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.930943 sec): 2 clusters Score: Raw -32205.458638 + Penalty 346.388733 = -31859.069905 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.931834 sec): 3 clusters Score: Raw -31984.529200 + Penalty 698.353880 = -31286.175320 nChanged 140 SP:Iteration 1F (20.932703 sec): 3 clusters Score: Raw -32140.053254 + Penalty 711.337588 = -31428.715666 nChanged 51 SP:Iteration 2F (20.933545 sec): 3 clusters Score: Raw -32192.276249 + Penalty 716.151727 = -31476.124522 nChanged 13 SP:Iteration 3Q (20.934359 sec): 3 clusters Score: Raw -32204.341347 + Penalty 718.841373 = -31485.499975 nChanged 7 SP:Iteration 4Q (20.935167 sec): 3 clusters Score: Raw -32209.881171 + Penalty 717.884249 = -31491.996922 nChanged 1 SP:Iteration 5Q (20.935967 sec): 3 clusters Score: Raw -32210.627176 + Penalty 717.884249 = -31492.742927 nChanged 0 SP:Iteration 6F (20.936806 sec): 3 clusters Score: Raw -32210.627176 + Penalty 717.884249 = -31492.742927 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 13 (39 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.937376 sec): 2 clusters Score: Raw -2519.615025 + Penalty 55.114915 = -2464.500110 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.937659 sec): 3 clusters Score: Raw -2557.123752 + Penalty 107.454207 = -2449.669545 nChanged 7 SP:Iteration 1F (20.937941 sec): 3 clusters Score: Raw -2567.611645 + Penalty 108.592373 = -2459.019272 nChanged 1 SP:Iteration 2Q (20.938209 sec): 3 clusters Score: Raw -2569.812588 + Penalty 108.592373 = -2461.220215 nChanged 0 SP:Iteration 3F (20.938482 sec): 3 clusters Score: Raw -2569.812588 + Penalty 108.592373 = -2461.220215 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 14 (582 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.940551 sec): 2 clusters Score: Raw -50492.998413 + Penalty 519.119026 = -49973.879387 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.941783 sec): 3 clusters Score: Raw -50157.480973 + Penalty 1037.481351 = -49119.999622 nChanged 191 SP:Iteration 1F (20.942987 sec): 3 clusters Score: Raw -50259.586729 + Penalty 1043.774432 = -49215.812297 nChanged 67 SP:Iteration 2F (20.944216 sec): 3 clusters Score: Raw -50307.103984 + Penalty 1057.172972 = -49249.931011 nChanged 40 SP:Iteration 3F (20.945443 sec): 3 clusters Score: Raw -50328.794586 + Penalty 1070.741134 = -49258.053453 nChanged 33 SP:Iteration 4F (20.946735 sec): 3 clusters Score: Raw -50349.078872 + Penalty 1081.484993 = -49267.593879 nChanged 28 SP:Iteration 5Q (20.948017 sec): 3 clusters Score: Raw -50369.555296 + Penalty 1096.701277 = -49272.854019 nChanged 40 SP:Iteration 6F (20.949286 sec): 3 clusters Score: Raw -50403.076545 + Penalty 1111.989214 = -49291.087331 nChanged 32 SP:Iteration 7F (20.950547 sec): 3 clusters Score: Raw -50432.458680 + Penalty 1129.874420 = -49302.584260 nChanged 27 SP:Iteration 8Q (20.951742 sec): 3 clusters Score: Raw -50455.274148 + Penalty 1136.588272 = -49318.685875 nChanged 18 SP:Iteration 9Q (20.952882 sec): 3 clusters Score: Raw -50469.638356 + Penalty 1136.355484 = -49333.282872 nChanged 14 SP:Iteration 10F (20.954084 sec): 3 clusters Score: Raw -50480.461797 + Penalty 1147.016073 = -49333.445724 nChanged 10 SP:Iteration 11Q (20.955161 sec): 3 clusters Score: Raw -50486.885103 + Penalty 1152.430997 = -49334.454106 nChanged 5 SP:Iteration 12Q (20.956269 sec): 3 clusters Score: Raw -50489.477029 + Penalty 1157.894388 = -49331.582641 nChanged 3 SP:Iteration 13F (20.957483 sec): 3 clusters Score: Raw -50490.174798 + Penalty 1157.894388 = -49332.280410 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 15 (650 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.959629 sec): 2 clusters Score: Raw -59801.823689 + Penalty 1050.325530 = -58751.498159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.960973 sec): 3 clusters Score: Raw -59628.429314 + Penalty 2100.652454 = -57527.776860 nChanged 161 SP:Iteration 1F (20.962292 sec): 3 clusters Score: Raw -59806.768841 + Penalty 2100.640141 = -57706.128700 nChanged 25 SP:Iteration 2Q (20.963615 sec): 3 clusters Score: Raw -59832.935023 + Penalty 2100.653976 = -57732.281046 nChanged 12 SP:Iteration 3Q (20.964935 sec): 3 clusters Score: Raw -59846.975441 + Penalty 2100.650705 = -57746.324736 nChanged 12 SP:Iteration 4Q (20.966227 sec): 3 clusters Score: Raw -59857.544716 + Penalty 2100.656966 = -57756.887750 nChanged 4 SP:Iteration 5Q (20.967518 sec): 3 clusters Score: Raw -59862.305115 + Penalty 2100.655527 = -57761.649587 nChanged 7 SP:Iteration 6Q (20.968812 sec): 3 clusters Score: Raw -59871.840372 + Penalty 2100.654881 = -57771.185492 nChanged 5 SP:Iteration 7Q (20.970102 sec): 3 clusters Score: Raw -59877.006159 + Penalty 2100.655527 = -57776.350632 nChanged 3 SP:Iteration 8Q (20.971365 sec): 3 clusters Score: Raw -59882.259258 + Penalty 2100.656090 = -57781.603168 nChanged 3 SP:Iteration 9Q (20.972632 sec): 3 clusters Score: Raw -59884.769485 + Penalty 2100.671754 = -57784.097731 nChanged 1 SP:Iteration 10F (20.973968 sec): 3 clusters Score: Raw -59886.323574 + Penalty 2100.671926 = -57785.651649 nChanged 1 SP:Iteration 11Q (20.975283 sec): 3 clusters Score: Raw -59887.080660 + Penalty 2100.671926 = -57786.408735 nChanged 0 SP:Iteration 12F (20.976604 sec): 3 clusters Score: Raw -59887.080660 + Penalty 2100.671926 = -57786.408735 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 16 (162 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.977527 sec): 2 clusters Score: Raw -13002.194283 + Penalty 260.373627 = -12741.820655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.978023 sec): 3 clusters Score: Raw -12936.296977 + Penalty 537.300443 = -12398.996534 nChanged 52 SP:Iteration 1F (20.978541 sec): 3 clusters Score: Raw -13008.705828 + Penalty 522.273524 = -12486.432304 nChanged 13 SP:Iteration 2F (20.979028 sec): 3 clusters Score: Raw -13028.732703 + Penalty 503.017860 = -12525.714843 nChanged 7 SP:Iteration 3Q (20.979512 sec): 3 clusters Score: Raw -13036.735538 + Penalty 508.305452 = -12528.430086 nChanged 3 SP:Iteration 4Q (20.980055 sec): 3 clusters Score: Raw -13041.142282 + Penalty 510.889184 = -12530.253098 nChanged 1 SP:Iteration 5Q (20.980564 sec): 3 clusters Score: Raw -13042.726047 + Penalty 513.534733 = -12529.191315 nChanged 1 SP:Iteration 6F (20.981065 sec): 3 clusters Score: Raw -13047.876169 + Penalty 517.843120 = -12530.033049 nChanged 3 SP:Iteration 7Q (20.981530 sec): 3 clusters Score: Raw -13058.970174 + Penalty 505.264321 = -12553.705853 nChanged 2 SP:Iteration 8Q (20.981970 sec): 3 clusters Score: Raw -13063.947052 + Penalty 505.264321 = -12558.682731 nChanged 0 SP:Iteration 9F (20.982468 sec): 3 clusters Score: Raw -13063.947052 + Penalty 505.264321 = -12558.682731 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 17 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.982933 sec): 2 clusters Score: Raw -82.115770 + Penalty 0.000000 = -82.115770 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.983125 sec): 2 clusters Score: Raw -82.115770 + Penalty 0.000000 = -82.115770 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 18 (731 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.987179 sec): 2 clusters Score: Raw -63596.293502 + Penalty 530.226933 = -63066.066569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.988695 sec): 3 clusters Score: Raw -63245.989917 + Penalty 1057.681362 = -62188.308555 nChanged 259 SP:Iteration 1F (20.990163 sec): 3 clusters Score: Raw -63419.925938 + Penalty 1057.123634 = -62362.802305 nChanged 72 SP:Iteration 2F (20.991654 sec): 3 clusters Score: Raw -63498.856078 + Penalty 1055.576989 = -62443.279090 nChanged 49 SP:Iteration 3F (20.993107 sec): 3 clusters Score: Raw -63576.198758 + Penalty 1055.227552 = -62520.971206 nChanged 46 SP:Iteration 4F (20.994550 sec): 3 clusters Score: Raw -63637.605803 + Penalty 1056.894692 = -62580.711111 nChanged 35 SP:Iteration 5Q (20.995977 sec): 3 clusters Score: Raw -63686.852877 + Penalty 1059.691178 = -62627.161699 nChanged 32 SP:Iteration 6Q (20.997401 sec): 3 clusters Score: Raw -63734.492590 + Penalty 1063.008035 = -62671.484555 nChanged 25 SP:Iteration 7Q (20.998771 sec): 3 clusters Score: Raw -63767.430456 + Penalty 1066.780613 = -62700.649843 nChanged 20 SP:Iteration 8Q (21.000121 sec): 3 clusters Score: Raw -63798.076642 + Penalty 1069.891156 = -62728.185486 nChanged 17 SP:Iteration 9Q (21.001437 sec): 3 clusters Score: Raw -63829.938117 + Penalty 1072.993633 = -62756.944484 nChanged 16 SP:Iteration 10F (21.002878 sec): 3 clusters Score: Raw -63862.239158 + Penalty 1075.918751 = -62786.320407 nChanged 12 SP:Iteration 11Q (21.004167 sec): 3 clusters Score: Raw -63882.788465 + Penalty 1078.988833 = -62803.799632 nChanged 11 SP:Iteration 12Q (21.005471 sec): 3 clusters Score: Raw -63897.057940 + Penalty 1080.268068 = -62816.789872 nChanged 9 SP:Iteration 13Q (21.006759 sec): 3 clusters Score: Raw -63909.052913 + Penalty 1082.344009 = -62826.708904 nChanged 9 SP:Iteration 14Q (21.008038 sec): 3 clusters Score: Raw -63918.473441 + Penalty 1084.073700 = -62834.399742 nChanged 6 SP:Iteration 15Q (21.009312 sec): 3 clusters Score: Raw -63925.184687 + Penalty 1085.365196 = -62839.819491 nChanged 7 SP:Iteration 16Q (21.010582 sec): 3 clusters Score: Raw -63938.978560 + Penalty 1087.121951 = -62851.856609 nChanged 7 SP:Iteration 17Q (21.011859 sec): 3 clusters Score: Raw -63973.779112 + Penalty 1089.632984 = -62884.146127 nChanged 10 SP:Iteration 18Q (21.013098 sec): 3 clusters Score: Raw -64015.965975 + Penalty 1091.062080 = -62924.903895 nChanged 5 SP:Iteration 19Q (21.014459 sec): 3 clusters Score: Raw -64023.334165 + Penalty 1091.062080 = -62932.272085 nChanged 0 SP:Iteration 20F (21.016016 sec): 3 clusters Score: Raw -64023.334165 + Penalty 1091.062080 = -62932.272085 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 19 (133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.020431 sec): 2 clusters Score: Raw -12290.998566 + Penalty 565.580587 = -11725.417979 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.020912 sec): 3 clusters Score: Raw -12271.674389 + Penalty 1156.777036 = -11114.897352 nChanged 18 SP:Iteration 1F (21.021359 sec): 3 clusters Score: Raw -12304.067701 + Penalty 1171.001369 = -11133.066332 nChanged 10 SP:Iteration 2F (21.021796 sec): 3 clusters Score: Raw -12330.286243 + Penalty 1169.168512 = -11161.117730 nChanged 2 SP:Iteration 3Q (21.022215 sec): 3 clusters Score: Raw -12333.237527 + Penalty 1167.979219 = -11165.258308 nChanged 1 SP:Iteration 4Q (21.022633 sec): 3 clusters Score: Raw -12333.224991 + Penalty 1167.979219 = -11165.245772 nChanged 0 SP:Iteration 5F (21.023092 sec): 3 clusters Score: Raw -12333.224991 + Penalty 1167.979219 = -11165.245772 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 20 (149 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.023961 sec): 2 clusters Score: Raw -13076.618654 + Penalty 587.619683 = -12488.998972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.024443 sec): 3 clusters Score: Raw -13092.211670 + Penalty 1174.231914 = -11917.979755 nChanged 23 SP:Iteration 1F (21.024920 sec): 3 clusters Score: Raw -13129.960537 + Penalty 1170.485412 = -11959.475124 nChanged 14 SP:Iteration 2F (21.025395 sec): 3 clusters Score: Raw -13167.452192 + Penalty 1164.788853 = -12002.663339 nChanged 9 SP:Iteration 3F (21.025867 sec): 3 clusters Score: Raw -13206.255820 + Penalty 1162.523883 = -12043.731937 nChanged 8 SP:Iteration 4F (21.026339 sec): 3 clusters Score: Raw -13235.088899 + Penalty 1159.144150 = -12075.944749 nChanged 2 SP:Iteration 5Q (21.026769 sec): 3 clusters Score: Raw -13243.488221 + Penalty 1155.308063 = -12088.180157 nChanged 2 SP:Iteration 6Q (21.027201 sec): 3 clusters Score: Raw -13249.475270 + Penalty 1155.308063 = -12094.167207 nChanged 0 SP:Iteration 7F (21.027673 sec): 3 clusters Score: Raw -13249.475270 + Penalty 1155.308063 = -12094.167207 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 21 (292 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.028904 sec): 2 clusters Score: Raw -29376.967314 + Penalty 869.461516 = -28507.505797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.029629 sec): 3 clusters Score: Raw -29321.957736 + Penalty 1738.624738 = -27583.332998 nChanged 49 SP:Iteration 1F (21.030375 sec): 3 clusters Score: Raw -29411.098634 + Penalty 1738.672490 = -27672.426143 nChanged 16 SP:Iteration 2F (21.031106 sec): 3 clusters Score: Raw -29440.441869 + Penalty 1738.563217 = -27701.878653 nChanged 5 SP:Iteration 3Q (21.031804 sec): 3 clusters Score: Raw -29452.098191 + Penalty 1738.258800 = -27713.839391 nChanged 3 SP:Iteration 4Q (21.032504 sec): 3 clusters Score: Raw -29455.088643 + Penalty 1738.136761 = -27716.951882 nChanged 1 SP:Iteration 5Q (21.033194 sec): 3 clusters Score: Raw -29456.271840 + Penalty 1738.028589 = -27718.243251 nChanged 1 SP:Iteration 6Q (21.033883 sec): 3 clusters Score: Raw -29457.533110 + Penalty 1738.028589 = -27719.504521 nChanged 0 SP:Iteration 7F (21.034588 sec): 3 clusters Score: Raw -29457.533110 + Penalty 1738.028589 = -27719.504521 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 23 (190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.036004 sec): 2 clusters Score: Raw -17364.415720 + Penalty 742.449841 = -16621.965879 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.036593 sec): 3 clusters Score: Raw -17364.750355 + Penalty 1483.675558 = -15881.074797 nChanged 39 SP:Iteration 1F (21.037142 sec): 3 clusters Score: Raw -17433.760766 + Penalty 1484.272429 = -15949.488337 nChanged 10 SP:Iteration 2F (21.037688 sec): 3 clusters Score: Raw -17461.941919 + Penalty 1484.154061 = -15977.787858 nChanged 3 SP:Iteration 3Q (21.038213 sec): 3 clusters Score: Raw -17466.668086 + Penalty 1484.154061 = -15982.514025 nChanged 0 SP:Iteration 4F (21.038759 sec): 3 clusters Score: Raw -17466.668086 + Penalty 1484.154061 = -15982.514025 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 24 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.039288 sec): 2 clusters Score: Raw -79.721524 + Penalty 0.000000 = -79.721524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.039479 sec): 2 clusters Score: Raw -79.721524 + Penalty 0.000000 = -79.721524 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 25 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.040034 sec): 2 clusters Score: Raw -2669.954403 + Penalty 173.383574 = -2496.570829 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.040309 sec): 3 clusters Score: Raw -2678.063566 + Penalty 344.798318 = -2333.265248 nChanged 6 SP:Iteration 1F (21.040578 sec): 3 clusters Score: Raw -2692.824005 + Penalty 344.582015 = -2348.241990 nChanged 2 SP:Iteration 2F (21.040845 sec): 3 clusters Score: Raw -2696.510420 + Penalty 344.582015 = -2351.928405 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 26 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.041325 sec): 2 clusters Score: Raw -542.120034 + Penalty 233.911755 = -308.208279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.041543 sec): 3 clusters Score: Raw -531.832281 + Penalty 468.969062 = -62.863219 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 27 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.042129 sec): 2 clusters Score: Raw -4541.329367 + Penalty 515.475200 = -4025.854167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.042429 sec): 3 clusters Score: Raw -4549.828057 + Penalty 1029.142459 = -3520.685598 nChanged 1 SP:Iteration 1Q (21.042720 sec): 3 clusters Score: Raw -4552.087554 + Penalty 1028.408311 = -3523.679243 nChanged 1 SP:Iteration 2Q (21.043010 sec): 3 clusters Score: Raw -4553.038363 + Penalty 1028.408311 = -3524.630052 nChanged 0 SP:Iteration 3F (21.043306 sec): 3 clusters Score: Raw -4553.038363 + Penalty 1028.408311 = -3524.630052 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 28 (1015 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.048771 sec): 2 clusters Score: Raw -95644.955615 + Penalty 1109.523681 = -94535.431934 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.050868 sec): 3 clusters Score: Raw -95301.715148 + Penalty 2219.157851 = -93082.557297 nChanged 301 SP:Iteration 1F (21.052827 sec): 3 clusters Score: Raw -95539.604141 + Penalty 2219.190137 = -93320.414004 nChanged 94 SP:Iteration 2F (21.054747 sec): 3 clusters Score: Raw -95642.230397 + Penalty 2219.115474 = -93423.114922 nChanged 65 SP:Iteration 3F (21.056678 sec): 3 clusters Score: Raw -95713.299918 + Penalty 2218.586985 = -93494.712933 nChanged 52 SP:Iteration 4F (21.058596 sec): 3 clusters Score: Raw -95767.379021 + Penalty 2217.929762 = -93549.449259 nChanged 37 SP:Iteration 5Q (21.060475 sec): 3 clusters Score: Raw -95805.153057 + Penalty 2217.255215 = -93587.897842 nChanged 35 SP:Iteration 6Q (21.062351 sec): 3 clusters Score: Raw -95845.245708 + Penalty 2216.601035 = -93628.644673 nChanged 32 SP:Iteration 7Q (21.064229 sec): 3 clusters Score: Raw -95885.083222 + Penalty 2215.994103 = -93669.089119 nChanged 28 SP:Iteration 8Q (21.066133 sec): 3 clusters Score: Raw -95916.550852 + Penalty 2215.535196 = -93701.015656 nChanged 17 SP:Iteration 9Q (21.068026 sec): 3 clusters Score: Raw -95938.326105 + Penalty 2215.481660 = -93722.844445 nChanged 9 SP:Iteration 10F (21.069943 sec): 3 clusters Score: Raw -95946.118514 + Penalty 2215.379497 = -93730.739018 nChanged 5 SP:Iteration 11Q (21.071814 sec): 3 clusters Score: Raw -95948.756665 + Penalty 2215.311089 = -93733.445576 nChanged 4 SP:Iteration 12Q (21.073678 sec): 3 clusters Score: Raw -95951.113867 + Penalty 2215.112414 = -93736.001452 nChanged 4 SP:Iteration 13Q (21.075543 sec): 3 clusters Score: Raw -95955.200109 + Penalty 2214.892155 = -93740.307955 nChanged 4 SP:Iteration 14Q (21.077413 sec): 3 clusters Score: Raw -95957.759817 + Penalty 2214.835830 = -93742.923987 nChanged 1 SP:Iteration 15Q (21.079369 sec): 3 clusters Score: Raw -95958.007137 + Penalty 2214.892155 = -93743.114982 nChanged 1 SP:Iteration 16Q (21.081348 sec): 3 clusters Score: Raw -95960.205996 + Penalty 2214.892155 = -93745.313842 nChanged 0 SP:Iteration 17F (21.083410 sec): 3 clusters Score: Raw -95960.205996 + Penalty 2214.892155 = -93745.313842 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 30 (165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.085938 sec): 2 clusters Score: Raw -13662.751666 + Penalty 160.896352 = -13501.855314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.086442 sec): 3 clusters Score: Raw -13587.164023 + Penalty 316.493515 = -13270.670508 nChanged 53 SP:Iteration 1F (21.086934 sec): 3 clusters Score: Raw -13632.464612 + Penalty 315.835202 = -13316.629410 nChanged 20 SP:Iteration 2F (21.087426 sec): 3 clusters Score: Raw -13652.496982 + Penalty 322.198552 = -13330.298430 nChanged 18 SP:Iteration 3F (21.087918 sec): 3 clusters Score: Raw -13678.626908 + Penalty 336.140518 = -13342.486390 nChanged 18 SP:Iteration 4F (21.088408 sec): 3 clusters Score: Raw -13703.805604 + Penalty 347.987088 = -13355.818516 nChanged 10 SP:Iteration 5F (21.088902 sec): 3 clusters Score: Raw -13715.467163 + Penalty 354.287217 = -13361.179945 nChanged 4 SP:Iteration 6Q (21.089379 sec): 3 clusters Score: Raw -13718.267940 + Penalty 360.245123 = -13358.022817 nChanged 4 SP:Iteration 7F (21.089873 sec): 3 clusters Score: Raw -13719.545839 + Penalty 362.092618 = -13357.453221 nChanged 1 SP:Iteration 8F (21.090365 sec): 3 clusters Score: Raw -13720.202886 + Penalty 364.144716 = -13356.058170 nChanged 1 SP:Iteration 9F (21.090858 sec): 3 clusters Score: Raw -13720.586038 + Penalty 366.469855 = -13354.116183 nChanged 1 SP:Iteration 10F (21.091372 sec): 3 clusters Score: Raw -13720.840713 + Penalty 369.650020 = -13351.190693 nChanged 2 SP:Iteration 11F (21.091866 sec): 3 clusters Score: Raw -13722.865103 + Penalty 369.650020 = -13353.215083 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 31 (461 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.093665 sec): 2 clusters Score: Raw -41667.423770 + Penalty 648.224758 = -41019.199012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.094727 sec): 3 clusters Score: Raw -41440.313932 + Penalty 1292.466500 = -40147.847432 nChanged 148 SP:Iteration 1F (21.095777 sec): 3 clusters Score: Raw -41543.311978 + Penalty 1289.232074 = -40254.079904 nChanged 42 SP:Iteration 2F (21.096815 sec): 3 clusters Score: Raw -41580.334159 + Penalty 1287.825332 = -40292.508828 nChanged 38 SP:Iteration 3F (21.097813 sec): 3 clusters Score: Raw -41611.918773 + Penalty 1287.001010 = -40324.917763 nChanged 24 SP:Iteration 4F (21.098809 sec): 3 clusters Score: Raw -41633.381134 + Penalty 1291.140496 = -40342.240638 nChanged 24 SP:Iteration 5F (21.099814 sec): 3 clusters Score: Raw -41650.952535 + Penalty 1297.856635 = -40353.095901 nChanged 12 SP:Iteration 6Q (21.100810 sec): 3 clusters Score: Raw -41656.435850 + Penalty 1301.093947 = -40355.341903 nChanged 6 SP:Iteration 7Q (21.101837 sec): 3 clusters Score: Raw -41660.013828 + Penalty 1301.805031 = -40358.208797 nChanged 3 SP:Iteration 8Q (21.102876 sec): 3 clusters Score: Raw -41661.261259 + Penalty 1301.805031 = -40359.456228 nChanged 0 SP:Iteration 9F (21.103939 sec): 3 clusters Score: Raw -41661.261259 + Penalty 1301.805031 = -40359.456228 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 32 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.104425 sec): 2 clusters Score: Raw -462.428636 + Penalty 219.573316 = -242.855320 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.104642 sec): 3 clusters Score: Raw -449.245773 + Penalty 439.704626 = -9.541146 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 33 (372 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.106186 sec): 2 clusters Score: Raw -33950.051660 + Penalty 880.663415 = -33069.388245 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.107081 sec): 3 clusters Score: Raw -33869.668307 + Penalty 1760.366530 = -32109.301777 nChanged 77 SP:Iteration 1F (21.107961 sec): 3 clusters Score: Raw -33983.104724 + Penalty 1758.789883 = -32224.314841 nChanged 32 SP:Iteration 2F (21.108823 sec): 3 clusters Score: Raw -34038.901972 + Penalty 1757.246567 = -32281.655405 nChanged 14 SP:Iteration 3Q (21.109650 sec): 3 clusters Score: Raw -34066.344470 + Penalty 1754.990381 = -32311.354088 nChanged 14 SP:Iteration 4Q (21.110473 sec): 3 clusters Score: Raw -34097.043938 + Penalty 1753.516686 = -32343.527252 nChanged 12 SP:Iteration 5Q (21.111288 sec): 3 clusters Score: Raw -34114.692010 + Penalty 1751.818680 = -32362.873330 nChanged 11 SP:Iteration 6Q (21.112099 sec): 3 clusters Score: Raw -34134.269557 + Penalty 1751.142742 = -32383.126815 nChanged 3 SP:Iteration 7Q (21.112908 sec): 3 clusters Score: Raw -34138.516834 + Penalty 1750.141031 = -32388.375803 nChanged 2 SP:Iteration 8Q (21.113797 sec): 3 clusters Score: Raw -34142.248777 + Penalty 1749.255488 = -32392.993289 nChanged 2 SP:Iteration 9Q (21.114635 sec): 3 clusters Score: Raw -34147.170867 + Penalty 1748.524381 = -32398.646487 nChanged 3 SP:Iteration 10F (21.115528 sec): 3 clusters Score: Raw -34155.601870 + Penalty 1746.915616 = -32408.686254 nChanged 4 SP:Iteration 11Q (21.116367 sec): 3 clusters Score: Raw -34160.513545 + Penalty 1746.516973 = -32413.996572 nChanged 1 SP:Iteration 12Q (21.117206 sec): 3 clusters Score: Raw -34161.479883 + Penalty 1745.913519 = -32415.566364 nChanged 1 SP:Iteration 13Q (21.118047 sec): 3 clusters Score: Raw -34162.685652 + Penalty 1745.295890 = -32417.389762 nChanged 1 SP:Iteration 14Q (21.118863 sec): 3 clusters Score: Raw -34164.897686 + Penalty 1744.922088 = -32419.975598 nChanged 1 SP:Iteration 15Q (21.119665 sec): 3 clusters Score: Raw -34165.670202 + Penalty 1744.544368 = -32421.125835 nChanged 1 SP:Iteration 16Q (21.120466 sec): 3 clusters Score: Raw -34166.628190 + Penalty 1744.501099 = -32422.127091 nChanged 1 SP:Iteration 17Q (21.121267 sec): 3 clusters Score: Raw -34166.814862 + Penalty 1744.501099 = -32422.313763 nChanged 0 SP:Iteration 18F (21.122109 sec): 3 clusters Score: Raw -34166.814862 + Penalty 1744.501099 = -32422.313763 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 34 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.122593 sec): 2 clusters Score: Raw -308.718716 + Penalty 28.733479 = -279.985237 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.122794 sec): 2 clusters Score: Raw -308.718716 + Penalty 28.733479 = -279.985237 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 35 (188 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.123740 sec): 2 clusters Score: Raw -16455.684910 + Penalty 846.495853 = -15609.189058 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.124323 sec): 3 clusters Score: Raw -16525.915808 + Penalty 1692.956884 = -14832.958925 nChanged 21 SP:Iteration 1F (21.124868 sec): 3 clusters Score: Raw -16577.050196 + Penalty 1692.943110 = -14884.107085 nChanged 1 SP:Iteration 2Q (21.125390 sec): 3 clusters Score: Raw -16580.096737 + Penalty 1692.943110 = -14887.153626 nChanged 0 SP:Iteration 3F (21.125936 sec): 3 clusters Score: Raw -16580.096737 + Penalty 1692.943110 = -14887.153626 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 36 (832 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.128780 sec): 2 clusters Score: Raw -77139.129391 + Penalty 778.013570 = -76361.115821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.130550 sec): 3 clusters Score: Raw -76748.815427 + Penalty 1565.403512 = -75183.411915 nChanged 274 SP:Iteration 1F (21.132195 sec): 3 clusters Score: Raw -76968.329923 + Penalty 1575.661847 = -75392.668076 nChanged 88 SP:Iteration 2F (21.133860 sec): 3 clusters Score: Raw -77076.574728 + Penalty 1588.523101 = -75488.051627 nChanged 65 SP:Iteration 3F (21.135492 sec): 3 clusters Score: Raw -77160.840378 + Penalty 1601.220802 = -75559.619576 nChanged 51 SP:Iteration 4F (21.137133 sec): 3 clusters Score: Raw -77221.924457 + Penalty 1609.329395 = -75612.595062 nChanged 28 SP:Iteration 5Q (21.138686 sec): 3 clusters Score: Raw -77245.010934 + Penalty 1611.374314 = -75633.636620 nChanged 13 SP:Iteration 6Q (21.140275 sec): 3 clusters Score: Raw -77255.279475 + Penalty 1615.210900 = -75640.068576 nChanged 9 SP:Iteration 7Q (21.141918 sec): 3 clusters Score: Raw -77262.260258 + Penalty 1617.269733 = -75644.990525 nChanged 6 SP:Iteration 8Q (21.143449 sec): 3 clusters Score: Raw -77266.319087 + Penalty 1619.030004 = -75647.289083 nChanged 7 SP:Iteration 9Q (21.145027 sec): 3 clusters Score: Raw -77270.561488 + Penalty 1622.301775 = -75648.259714 nChanged 12 SP:Iteration 10F (21.146661 sec): 3 clusters Score: Raw -77279.378418 + Penalty 1625.901754 = -75653.476664 nChanged 11 SP:Iteration 11Q (21.148340 sec): 3 clusters Score: Raw -77286.473074 + Penalty 1629.613384 = -75656.859691 nChanged 9 SP:Iteration 12Q (21.149972 sec): 3 clusters Score: Raw -77290.625177 + Penalty 1631.345383 = -75659.279794 nChanged 5 SP:Iteration 13Q (21.151530 sec): 3 clusters Score: Raw -77293.694021 + Penalty 1633.691507 = -75660.002515 nChanged 4 SP:Iteration 14Q (21.153056 sec): 3 clusters Score: Raw -77297.312302 + Penalty 1633.691507 = -75663.620796 nChanged 0 SP:Iteration 15F (21.154661 sec): 3 clusters Score: Raw -77297.312302 + Penalty 1633.691507 = -75663.620796 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 37 (54 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.155324 sec): 2 clusters Score: Raw -4600.216542 + Penalty 365.560871 = -4234.655671 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.155632 sec): 3 clusters Score: Raw -4586.969346 + Penalty 731.337574 = -3855.631772 nChanged 6 SP:Iteration 1F (21.155934 sec): 3 clusters Score: Raw -4595.689938 + Penalty 732.057160 = -3863.632778 nChanged 3 SP:Iteration 2F (21.156235 sec): 3 clusters Score: Raw -4601.337427 + Penalty 733.686383 = -3867.651045 nChanged 2 SP:Iteration 3Q (21.156537 sec): 3 clusters Score: Raw -4605.781016 + Penalty 735.514228 = -3870.266788 nChanged 1 SP:Iteration 4Q (21.156836 sec): 3 clusters Score: Raw -4606.932137 + Penalty 735.514228 = -3871.417909 nChanged 0 SP:Iteration 5F (21.157138 sec): 3 clusters Score: Raw -4606.932137 + Penalty 735.514228 = -3871.417909 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 38 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.157644 sec): 2 clusters Score: Raw -1443.533899 + Penalty 208.813439 = -1234.720461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.157916 sec): 3 clusters Score: Raw -1452.868735 + Penalty 413.968662 = -1038.900073 nChanged 1 SP:Iteration 1F (21.158152 sec): 3 clusters Score: Raw -1454.445267 + Penalty 413.968662 = -1040.476605 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 39 (697 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.160486 sec): 2 clusters Score: Raw -67544.498433 + Penalty 1037.594507 = -66506.903927 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.161967 sec): 3 clusters Score: Raw -67297.853764 + Penalty 2075.175329 = -65222.678434 nChanged 180 SP:Iteration 1F (21.163376 sec): 3 clusters Score: Raw -67460.430836 + Penalty 2075.205017 = -65385.225820 nChanged 54 SP:Iteration 2F (21.164784 sec): 3 clusters Score: Raw -67520.732815 + Penalty 2075.230415 = -65445.502400 nChanged 23 SP:Iteration 3Q (21.166190 sec): 3 clusters Score: Raw -67541.231643 + Penalty 2075.297532 = -65465.934111 nChanged 16 SP:Iteration 4Q (21.167581 sec): 3 clusters Score: Raw -67558.577973 + Penalty 2075.392281 = -65483.185692 nChanged 12 SP:Iteration 5Q (21.168981 sec): 3 clusters Score: Raw -67567.815264 + Penalty 2075.475076 = -65492.340188 nChanged 9 SP:Iteration 6Q (21.170337 sec): 3 clusters Score: Raw -67573.732352 + Penalty 2075.500148 = -65498.232204 nChanged 3 SP:Iteration 7Q (21.171739 sec): 3 clusters Score: Raw -67575.258603 + Penalty 2075.549247 = -65499.709356 nChanged 3 SP:Iteration 8Q (21.173127 sec): 3 clusters Score: Raw -67577.620915 + Penalty 2075.624427 = -65501.996488 nChanged 4 SP:Iteration 9Q (21.174521 sec): 3 clusters Score: Raw -67581.255554 + Penalty 2075.636516 = -65505.619038 nChanged 5 SP:Iteration 10F (21.175940 sec): 3 clusters Score: Raw -67585.297777 + Penalty 2075.587179 = -65509.710597 nChanged 2 SP:Iteration 11Q (21.177326 sec): 3 clusters Score: Raw -67586.576754 + Penalty 2075.526128 = -65511.050626 nChanged 3 SP:Iteration 12Q (21.178710 sec): 3 clusters Score: Raw -67588.385985 + Penalty 2075.432803 = -65512.953182 nChanged 4 SP:Iteration 13Q (21.180123 sec): 3 clusters Score: Raw -67591.689791 + Penalty 2075.324404 = -65516.365387 nChanged 6 SP:Iteration 14Q (21.181637 sec): 3 clusters Score: Raw -67596.745403 + Penalty 2075.204411 = -65521.540992 nChanged 6 SP:Iteration 15Q (21.183101 sec): 3 clusters Score: Raw -67604.564632 + Penalty 2075.108472 = -65529.456160 nChanged 11 SP:Iteration 16Q (21.184552 sec): 3 clusters Score: Raw -67620.664109 + Penalty 2074.935288 = -65545.728821 nChanged 5 SP:Iteration 17Q (21.185956 sec): 3 clusters Score: Raw -67626.032420 + Penalty 2074.868993 = -65551.163427 nChanged 7 SP:Iteration 18Q (21.187338 sec): 3 clusters Score: Raw -67634.484192 + Penalty 2074.651054 = -65559.833138 nChanged 5 SP:Iteration 19Q (21.188717 sec): 3 clusters Score: Raw -67640.561620 + Penalty 2074.421489 = -65566.140132 nChanged 7 SP:Iteration 20F (21.190145 sec): 3 clusters Score: Raw -67645.659431 + Penalty 2074.320175 = -65571.339256 nChanged 2 SP:Iteration 21Q (21.191527 sec): 3 clusters Score: Raw -67646.554839 + Penalty 2074.320175 = -65572.234665 nChanged 0 SP:Iteration 22F (21.192926 sec): 3 clusters Score: Raw -67646.554839 + Penalty 2074.320175 = -65572.234665 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 40 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.193456 sec): 2 clusters Score: Raw -1159.567214 + Penalty 263.272907 = -896.294308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.193692 sec): 3 clusters Score: Raw -1149.045000 + Penalty 494.791478 = -654.253521 nChanged 1 SP:Iteration 1F (21.193926 sec): 3 clusters Score: Raw -1152.666678 + Penalty 494.791478 = -657.875200 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 41 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.194431 sec): 2 clusters Score: Raw -1599.687676 + Penalty 297.308565 = -1302.379111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.194702 sec): 3 clusters Score: Raw -1593.115157 + Penalty 598.810409 = -994.304748 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 43 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.195195 sec): 2 clusters Score: Raw -1121.392367 + Penalty 257.130724 = -864.261644 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.195426 sec): 3 clusters Score: Raw -1125.622535 + Penalty 514.001784 = -611.620751 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 44 (86 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.196108 sec): 2 clusters Score: Raw -7558.897716 + Penalty 514.993522 = -7043.904194 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.196475 sec): 3 clusters Score: Raw -7560.148421 + Penalty 1032.556017 = -6527.592404 nChanged 6 SP:Iteration 1F (21.196845 sec): 3 clusters Score: Raw -7576.803106 + Penalty 1032.866143 = -6543.936962 nChanged 7 SP:Iteration 2F (21.197205 sec): 3 clusters Score: Raw -7590.903943 + Penalty 1034.345303 = -6556.558640 nChanged 1 SP:Iteration 3Q (21.197557 sec): 3 clusters Score: Raw -7593.069369 + Penalty 1036.476063 = -6556.593306 nChanged 1 SP:Iteration 4Q (21.197907 sec): 3 clusters Score: Raw -7595.547964 + Penalty 1038.088595 = -6557.459369 nChanged 1 SP:Iteration 5Q (21.198256 sec): 3 clusters Score: Raw -7599.274300 + Penalty 1037.347921 = -6561.926380 nChanged 1 SP:Iteration 6Q (21.198602 sec): 3 clusters Score: Raw -7603.612021 + Penalty 1040.528473 = -6563.083548 nChanged 1 SP:Iteration 7Q (21.198948 sec): 3 clusters Score: Raw -7608.401623 + Penalty 1040.528473 = -6567.873150 nChanged 0 SP:Iteration 8F (21.199307 sec): 3 clusters Score: Raw -7608.401623 + Penalty 1040.528473 = -6567.873150 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 45 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.199778 sec): 2 clusters Score: Raw -431.270505 + Penalty 163.065916 = -268.204588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.199993 sec): 3 clusters Score: Raw -424.905828 + Penalty 340.889076 = -84.016752 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 46 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.200461 sec): 2 clusters Score: Raw -420.120912 + Penalty 63.776046 = -356.344866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.200663 sec): 3 clusters Score: Raw -447.099460 + Penalty 127.552091 = -319.547368 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 47 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.201125 sec): 2 clusters Score: Raw -243.521453 + Penalty 73.400778 = -170.120676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.201330 sec): 3 clusters Score: Raw -239.362518 + Penalty 171.087533 = -68.274985 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 48 (109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.202069 sec): 2 clusters Score: Raw -9018.689423 + Penalty 301.021418 = -8717.668005 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.202480 sec): 3 clusters Score: Raw -8998.464447 + Penalty 598.897704 = -8399.566743 nChanged 21 SP:Iteration 1F (21.202882 sec): 3 clusters Score: Raw -9019.739954 + Penalty 601.468518 = -8418.271436 nChanged 9 SP:Iteration 2F (21.203283 sec): 3 clusters Score: Raw -9036.931273 + Penalty 609.571760 = -8427.359514 nChanged 9 SP:Iteration 3F (21.203685 sec): 3 clusters Score: Raw -9055.418135 + Penalty 615.795884 = -8439.622251 nChanged 7 SP:Iteration 4F (21.204086 sec): 3 clusters Score: Raw -9073.744828 + Penalty 623.061502 = -8450.683327 nChanged 3 SP:Iteration 5Q (21.204499 sec): 3 clusters Score: Raw -9080.123096 + Penalty 628.442752 = -8451.680345 nChanged 2 SP:Iteration 6Q (21.204889 sec): 3 clusters Score: Raw -9083.308693 + Penalty 628.442752 = -8454.865942 nChanged 0 SP:Iteration 7F (21.205298 sec): 3 clusters Score: Raw -9083.308693 + Penalty 628.442752 = -8454.865942 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 49 (48 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.205884 sec): 2 clusters Score: Raw -4157.010826 + Penalty 372.118625 = -3784.892202 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.206179 sec): 3 clusters Score: Raw -4155.812411 + Penalty 746.379350 = -3409.433062 nChanged 4 SP:Iteration 1F (21.206470 sec): 3 clusters Score: Raw -4164.740394 + Penalty 749.899883 = -3414.840511 nChanged 1 SP:Iteration 2Q (21.206757 sec): 3 clusters Score: Raw -4166.381900 + Penalty 758.193353 = -3408.188548 nChanged 2 SP:Iteration 3F (21.207049 sec): 3 clusters Score: Raw -4169.685354 + Penalty 758.193353 = -3411.492001 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 50 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.207540 sec): 2 clusters Score: Raw -1197.666527 + Penalty 313.696601 = -883.969925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.207771 sec): 3 clusters Score: Raw -1195.462633 + Penalty 627.242324 = -568.220308 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 51 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.208266 sec): 2 clusters Score: Raw -1411.905367 + Penalty 321.979384 = -1089.925983 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.208503 sec): 3 clusters Score: Raw -1427.709907 + Penalty 635.692517 = -792.017390 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 52 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.208972 sec): 2 clusters Score: Raw -534.268935 + Penalty 215.633478 = -318.635456 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.209190 sec): 3 clusters Score: Raw -524.671570 + Penalty 448.806585 = -75.864985 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 53 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.209737 sec): 2 clusters Score: Raw -3285.914567 + Penalty 531.659331 = -2754.255236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.210016 sec): 3 clusters Score: Raw -3345.896254 + Penalty 1063.938096 = -2281.958158 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 54 (246 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.211142 sec): 2 clusters Score: Raw -24235.425732 + Penalty 786.497909 = -23448.927823 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.211805 sec): 3 clusters Score: Raw -24175.282854 + Penalty 1572.726649 = -22602.556206 nChanged 43 SP:Iteration 1F (21.212464 sec): 3 clusters Score: Raw -24249.467434 + Penalty 1572.299601 = -22677.167833 nChanged 13 SP:Iteration 2F (21.213112 sec): 3 clusters Score: Raw -24267.999788 + Penalty 1572.685255 = -22695.314533 nChanged 4 SP:Iteration 3Q (21.213790 sec): 3 clusters Score: Raw -24271.771021 + Penalty 1572.547137 = -22699.223885 nChanged 1 SP:Iteration 4Q (21.214455 sec): 3 clusters Score: Raw -24273.434401 + Penalty 1572.547137 = -22700.887264 nChanged 0 SP:Iteration 5F (21.215109 sec): 3 clusters Score: Raw -24273.434401 + Penalty 1572.547137 = -22700.887264 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 55 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.215577 sec): 2 clusters Score: Raw -166.112012 + Penalty 56.914259 = -109.197752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.215789 sec): 2 clusters Score: Raw -166.112012 + Penalty 56.914259 = -109.197752 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 56 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.216271 sec): 2 clusters Score: Raw -822.703888 + Penalty 266.680846 = -556.023042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.216495 sec): 3 clusters Score: Raw -809.301967 + Penalty 532.808821 = -276.493147 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 57 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.216963 sec): 2 clusters Score: Raw -414.259764 + Penalty 127.949574 = -286.310190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.217179 sec): 3 clusters Score: Raw -411.456760 + Penalty 261.182890 = -150.273870 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 58 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.217653 sec): 2 clusters Score: Raw -563.312608 + Penalty 122.772162 = -440.540447 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.217871 sec): 3 clusters Score: Raw -559.926759 + Penalty 244.706062 = -315.220697 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 60 (417 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.219461 sec): 2 clusters Score: Raw -37054.467480 + Penalty 547.574158 = -36506.893322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.220436 sec): 3 clusters Score: Raw -36866.426724 + Penalty 1093.535539 = -35772.891184 nChanged 122 SP:Iteration 1F (21.221363 sec): 3 clusters Score: Raw -36951.695436 + Penalty 1091.417510 = -35860.277926 nChanged 37 SP:Iteration 2F (21.222282 sec): 3 clusters Score: Raw -36979.353554 + Penalty 1093.911560 = -35885.441993 nChanged 21 SP:Iteration 3F (21.223199 sec): 3 clusters Score: Raw -36994.098801 + Penalty 1096.662365 = -35897.436436 nChanged 14 SP:Iteration 4Q (21.224115 sec): 3 clusters Score: Raw -37004.514186 + Penalty 1097.859642 = -35906.654544 nChanged 11 SP:Iteration 5Q (21.225032 sec): 3 clusters Score: Raw -37010.460692 + Penalty 1095.389923 = -35915.070770 nChanged 9 SP:Iteration 6Q (21.225946 sec): 3 clusters Score: Raw -37016.595622 + Penalty 1095.807534 = -35920.788088 nChanged 7 SP:Iteration 7Q (21.226858 sec): 3 clusters Score: Raw -37020.654907 + Penalty 1088.797281 = -35931.857626 nChanged 10 SP:Iteration 8Q (21.227807 sec): 3 clusters Score: Raw -37029.018037 + Penalty 1076.831982 = -35952.186055 nChanged 16 SP:Iteration 9Q (21.228725 sec): 3 clusters Score: Raw -37047.986860 + Penalty 1079.472936 = -35968.513925 nChanged 8 SP:Iteration 10F (21.229700 sec): 3 clusters Score: Raw -37056.791670 + Penalty 1076.858521 = -35979.933149 nChanged 9 SP:Iteration 11Q (21.230653 sec): 3 clusters Score: Raw -37063.600894 + Penalty 1061.672006 = -36001.928888 nChanged 7 SP:Iteration 12Q (21.231594 sec): 3 clusters Score: Raw -37066.543273 + Penalty 1055.305263 = -36011.238010 nChanged 1 SP:Iteration 13Q (21.232528 sec): 3 clusters Score: Raw -37067.182859 + Penalty 1051.769780 = -36015.413079 nChanged 1 SP:Iteration 14Q (21.233420 sec): 3 clusters Score: Raw -37066.702425 + Penalty 1043.788919 = -36022.913506 nChanged 2 SP:Iteration 15Q (21.234311 sec): 3 clusters Score: Raw -37067.440136 + Penalty 1040.463292 = -36026.976843 nChanged 2 SP:Iteration 16Q (21.235206 sec): 3 clusters Score: Raw -37070.808808 + Penalty 1039.030949 = -36031.777860 nChanged 1 SP:Iteration 17Q (21.236108 sec): 3 clusters Score: Raw -37070.633561 + Penalty 1038.606586 = -36032.026975 nChanged 3 SP:Iteration 18Q (21.237001 sec): 3 clusters Score: Raw -37071.349780 + Penalty 1041.047770 = -36030.302010 nChanged 2 SP:Iteration 19F (21.237918 sec): 3 clusters Score: Raw -37070.973958 + Penalty 1045.879026 = -36025.094932 nChanged 1 SP:Iteration 20F (21.238861 sec): 3 clusters Score: Raw -37070.960343 + Penalty 1052.435681 = -36018.524661 nChanged 1 SP:Iteration 21F (21.239802 sec): 3 clusters Score: Raw -37071.104968 + Penalty 1057.238508 = -36013.866459 nChanged 1 SP:Iteration 22F (21.240739 sec): 3 clusters Score: Raw -37071.427726 + Penalty 1049.348681 = -36022.079046 nChanged 1 SP:Iteration 23Q (21.241682 sec): 3 clusters Score: Raw -37072.162419 + Penalty 1031.962268 = -36040.200151 nChanged 4 SP:Iteration 24Q (21.242614 sec): 3 clusters Score: Raw -37073.516343 + Penalty 1013.395857 = -36060.120486 nChanged 3 SP:Iteration 25Q (21.243535 sec): 3 clusters Score: Raw -37074.843809 + Penalty 1016.688326 = -36058.155483 nChanged 1 SP:Iteration 26F (21.244495 sec): 3 clusters Score: Raw -37076.063820 + Penalty 1015.627984 = -36060.435835 nChanged 1 SP:Iteration 27Q (21.245379 sec): 3 clusters Score: Raw -37076.361449 + Penalty 1005.916663 = -36070.444786 nChanged 1 SP:Iteration 28Q (21.246257 sec): 3 clusters Score: Raw -37075.837453 + Penalty 1005.916663 = -36069.920791 nChanged 0 SP:Iteration 29F (21.247241 sec): 3 clusters Score: Raw -37075.837453 + Penalty 1005.916663 = -36069.920791 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 61 (86 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.247949 sec): 2 clusters Score: Raw -7834.615851 + Penalty 615.196184 = -7219.419667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.248319 sec): 3 clusters Score: Raw -7854.317250 + Penalty 1237.725664 = -6616.591586 nChanged 7 SP:Iteration 1F (21.248680 sec): 3 clusters Score: Raw -7874.020044 + Penalty 1240.556637 = -6633.463407 nChanged 3 SP:Iteration 2Q (21.249031 sec): 3 clusters Score: Raw -7884.384730 + Penalty 1238.779260 = -6645.605470 nChanged 1 SP:Iteration 3Q (21.249380 sec): 3 clusters Score: Raw -7895.919771 + Penalty 1238.779260 = -6657.140511 nChanged 0 SP:Iteration 4F (21.249740 sec): 3 clusters Score: Raw -7895.919771 + Penalty 1238.779260 = -6657.140511 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 63 (388 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.251273 sec): 2 clusters Score: Raw -35422.956221 + Penalty 748.439116 = -34674.517105 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.252195 sec): 3 clusters Score: Raw -35273.709258 + Penalty 1497.025782 = -33776.683476 nChanged 103 SP:Iteration 1F (21.253068 sec): 3 clusters Score: Raw -35389.885355 + Penalty 1497.355917 = -33892.529438 nChanged 36 SP:Iteration 2F (21.253937 sec): 3 clusters Score: Raw -35446.015244 + Penalty 1496.913291 = -33949.101954 nChanged 21 SP:Iteration 3F (21.254849 sec): 3 clusters Score: Raw -35479.781535 + Penalty 1498.472745 = -33981.308789 nChanged 10 SP:Iteration 4Q (21.255741 sec): 3 clusters Score: Raw -35491.123583 + Penalty 1498.699850 = -33992.423733 nChanged 6 SP:Iteration 5Q (21.256623 sec): 3 clusters Score: Raw -35494.779872 + Penalty 1498.247851 = -33996.532021 nChanged 2 SP:Iteration 6Q (21.257494 sec): 3 clusters Score: Raw -35495.908529 + Penalty 1498.247851 = -33997.660679 nChanged 0 SP:Iteration 7F (21.258396 sec): 3 clusters Score: Raw -35495.908529 + Penalty 1498.247851 = -33997.660679 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 64 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.258868 sec): 2 clusters Score: Raw -591.093046 + Penalty 24.384873 = -566.708173 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.259066 sec): 3 clusters Score: Raw -588.419802 + Penalty 48.769747 = -539.650055 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 65 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.259555 sec): 2 clusters Score: Raw -978.879970 + Penalty 80.796248 = -898.083722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.259815 sec): 3 clusters Score: Raw -986.703343 + Penalty 151.089124 = -835.614218 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 66 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.260381 sec): 2 clusters Score: Raw -3718.487764 + Penalty 584.665613 = -3133.822151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.260666 sec): 3 clusters Score: Raw -3790.912387 + Penalty 1167.568983 = -2623.343404 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 67 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.261125 sec): 2 clusters Score: Raw -224.799495 + Penalty 24.287228 = -200.512267 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.261320 sec): 3 clusters Score: Raw -226.318424 + Penalty 49.990167 = -176.328258 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 68 (12 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.261808 sec): 2 clusters Score: Raw -1151.038375 + Penalty 356.391478 = -794.646897 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.262037 sec): 3 clusters Score: Raw -1136.489291 + Penalty 716.316848 = -420.172443 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 69 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.262512 sec): 2 clusters Score: Raw -704.313621 + Penalty 218.129110 = -486.184510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.262735 sec): 3 clusters Score: Raw -696.032365 + Penalty 424.868436 = -271.163929 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 70 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.263205 sec): 2 clusters Score: Raw -483.169371 + Penalty 159.248470 = -323.920901 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.263420 sec): 3 clusters Score: Raw -482.189130 + Penalty 379.763039 = -102.426091 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 71 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.263959 sec): 2 clusters Score: Raw -2561.876313 + Penalty 386.636943 = -2175.239370 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.264220 sec): 3 clusters Score: Raw -2589.867272 + Penalty 765.105478 = -1824.761794 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 72 (157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.265095 sec): 2 clusters Score: Raw -14253.772356 + Penalty 621.526287 = -13632.246069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.265590 sec): 3 clusters Score: Raw -14223.147592 + Penalty 1243.243554 = -12979.904038 nChanged 30 SP:Iteration 1F (21.266080 sec): 3 clusters Score: Raw -14261.070858 + Penalty 1243.543701 = -13017.527157 nChanged 7 SP:Iteration 2Q (21.266562 sec): 3 clusters Score: Raw -14270.980861 + Penalty 1243.808812 = -13027.172049 nChanged 1 SP:Iteration 3Q (21.267042 sec): 3 clusters Score: Raw -14274.461285 + Penalty 1243.844462 = -13030.616823 nChanged 1 SP:Iteration 4Q (21.267522 sec): 3 clusters Score: Raw -14276.903878 + Penalty 1243.844462 = -13033.059416 nChanged 0 SP:Iteration 5F (21.268010 sec): 3 clusters Score: Raw -14276.903878 + Penalty 1243.844462 = -13033.059416 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 73 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.268478 sec): 2 clusters Score: Raw -254.735555 + Penalty 89.715054 = -165.020501 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.268690 sec): 3 clusters Score: Raw -245.984110 + Penalty 197.549041 = -48.435069 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 74 (209 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.270084 sec): 2 clusters Score: Raw -20291.750768 + Penalty 784.481587 = -19507.269180 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.270663 sec): 3 clusters Score: Raw -20256.875123 + Penalty 1568.506896 = -18688.368227 nChanged 34 SP:Iteration 1F (21.271278 sec): 3 clusters Score: Raw -20310.796929 + Penalty 1567.938185 = -18742.858744 nChanged 8 SP:Iteration 2Q (21.271835 sec): 3 clusters Score: Raw -20325.778257 + Penalty 1567.989455 = -18757.788803 nChanged 1 SP:Iteration 3Q (21.272389 sec): 3 clusters Score: Raw -20328.110450 + Penalty 1567.777273 = -18760.333177 nChanged 1 SP:Iteration 4Q (21.272950 sec): 3 clusters Score: Raw -20328.992990 + Penalty 1567.777273 = -18761.215717 nChanged 0 SP:Iteration 5F (21.273533 sec): 3 clusters Score: Raw -20328.992990 + Penalty 1567.777273 = -18761.215717 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 75 (313 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.274941 sec): 2 clusters Score: Raw -28840.429392 + Penalty 461.459617 = -28378.969775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.275722 sec): 3 clusters Score: Raw -28668.698324 + Penalty 944.611925 = -27724.086398 nChanged 114 SP:Iteration 1F (21.276492 sec): 3 clusters Score: Raw -28795.397881 + Penalty 967.168007 = -27828.229874 nChanged 40 SP:Iteration 2F (21.277266 sec): 3 clusters Score: Raw -28847.799721 + Penalty 975.508354 = -27872.291367 nChanged 12 SP:Iteration 3Q (21.278032 sec): 3 clusters Score: Raw -28861.991189 + Penalty 981.480045 = -27880.511144 nChanged 6 SP:Iteration 4Q (21.278783 sec): 3 clusters Score: Raw -28872.481752 + Penalty 981.351283 = -27891.130468 nChanged 2 SP:Iteration 5Q (21.279512 sec): 3 clusters Score: Raw -28873.092838 + Penalty 981.351283 = -27891.741555 nChanged 0 SP:Iteration 6F (21.280274 sec): 3 clusters Score: Raw -28873.092838 + Penalty 981.351283 = -27891.741555 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 76 (14 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.280831 sec): 2 clusters Score: Raw -1266.456398 + Penalty 344.274424 = -922.181975 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.281067 sec): 3 clusters Score: Raw -1270.418618 + Penalty 688.548847 = -581.869771 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 77 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.281571 sec): 2 clusters Score: Raw -1624.756863 + Penalty 337.969802 = -1286.787061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.281815 sec): 3 clusters Score: Raw -1639.260163 + Penalty 676.747103 = -962.513060 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 78 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.282265 sec): 2 clusters Score: Raw -80.661618 + Penalty 0.000000 = -80.661618 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.282451 sec): 2 clusters Score: Raw -80.661618 + Penalty 0.000000 = -80.661618 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 79 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.282915 sec): 2 clusters Score: Raw -357.784419 + Penalty 183.773158 = -174.011261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.283128 sec): 3 clusters Score: Raw -347.024872 + Penalty 365.638309 = 18.613437 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 80 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.283602 sec): 2 clusters Score: Raw -547.059883 + Penalty 122.059114 = -425.000769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.283821 sec): 3 clusters Score: Raw -551.905370 + Penalty 218.195050 = -333.710320 nChanged 1 SP:Iteration 1F (21.284060 sec): 3 clusters Score: Raw -554.099582 + Penalty 218.195050 = -335.904532 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 81 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.284516 sec): 2 clusters Score: Raw -76.989122 + Penalty 0.000000 = -76.989122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.284704 sec): 2 clusters Score: Raw -76.989122 + Penalty 0.000000 = -76.989122 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 82 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.285180 sec): 2 clusters Score: Raw -631.223076 + Penalty 229.955402 = -401.267673 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.285398 sec): 3 clusters Score: Raw -621.747933 + Penalty 485.973350 = -135.774583 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 83 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.285938 sec): 2 clusters Score: Raw -2925.519719 + Penalty 411.921560 = -2513.598160 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.286208 sec): 3 clusters Score: Raw -2935.613916 + Penalty 819.730092 = -2115.883824 nChanged 1 SP:Iteration 1Q (21.286468 sec): 3 clusters Score: Raw -2940.022168 + Penalty 819.730092 = -2120.292076 nChanged 0 SP:Iteration 2F (21.286735 sec): 3 clusters Score: Raw -2940.022168 + Penalty 819.730092 = -2120.292076 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 84 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.287290 sec): 2 clusters Score: Raw -3424.246412 + Penalty 493.662307 = -2930.584105 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.287564 sec): 3 clusters Score: Raw -3429.437041 + Penalty 988.343091 = -2441.093950 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 85 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.288102 sec): 2 clusters Score: Raw -2984.268148 + Penalty 472.733523 = -2511.534626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.288375 sec): 3 clusters Score: Raw -3014.527278 + Penalty 943.283046 = -2071.244232 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 88 (83 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.289048 sec): 2 clusters Score: Raw -7006.773491 + Penalty 284.482234 = -6722.291257 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.289409 sec): 3 clusters Score: Raw -6983.570954 + Penalty 565.561938 = -6418.009016 nChanged 15 SP:Iteration 1F (21.289765 sec): 3 clusters Score: Raw -7003.325284 + Penalty 566.023451 = -6437.301833 nChanged 5 SP:Iteration 2F (21.290121 sec): 3 clusters Score: Raw -7007.755909 + Penalty 566.386650 = -6441.369259 nChanged 2 SP:Iteration 3Q (21.290474 sec): 3 clusters Score: Raw -7009.943531 + Penalty 566.386650 = -6443.556881 nChanged 0 SP:Iteration 4F (21.290829 sec): 3 clusters Score: Raw -7009.943531 + Penalty 566.386650 = -6443.556881 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 89 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.291329 sec): 2 clusters Score: Raw -1472.543690 + Penalty 281.914264 = -1190.629427 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.291572 sec): 3 clusters Score: Raw -1472.726309 + Penalty 561.390311 = -911.335997 nChanged 1 SP:Iteration 1F (21.291811 sec): 3 clusters Score: Raw -1473.873044 + Penalty 561.390311 = -912.482732 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 91 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.292284 sec): 2 clusters Score: Raw -83.411472 + Penalty 0.000000 = -83.411472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.292477 sec): 2 clusters Score: Raw -83.411472 + Penalty 0.000000 = -83.411472 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 92 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.292952 sec): 2 clusters Score: Raw -730.062442 + Penalty 238.347702 = -491.714740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.293175 sec): 3 clusters Score: Raw -718.022651 + Penalty 499.804100 = -218.218551 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 93 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.293629 sec): 2 clusters Score: Raw -78.994643 + Penalty 0.000000 = -78.994643 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.293819 sec): 2 clusters Score: Raw -78.994643 + Penalty 0.000000 = -78.994643 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 94 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.294343 sec): 2 clusters Score: Raw -2229.871653 + Penalty 257.151710 = -1972.719944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.294601 sec): 3 clusters Score: Raw -2244.029030 + Penalty 509.144267 = -1734.884763 nChanged 1 SP:Iteration 1Q (21.294852 sec): 3 clusters Score: Raw -2245.507997 + Penalty 509.144267 = -1736.363730 nChanged 0 SP:Iteration 2F (21.295109 sec): 3 clusters Score: Raw -2245.507997 + Penalty 509.144267 = -1736.363730 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 95 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.295571 sec): 2 clusters Score: Raw -235.255307 + Penalty 45.440330 = -189.814976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.295775 sec): 3 clusters Score: Raw -232.120635 + Penalty 104.847158 = -127.273476 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 97 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.296249 sec): 2 clusters Score: Raw -702.325125 + Penalty 206.052781 = -496.272344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.296470 sec): 3 clusters Score: Raw -695.306786 + Penalty 412.105562 = -283.201224 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 100 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.296933 sec): 2 clusters Score: Raw -253.468977 + Penalty 117.924613 = -135.544364 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.297140 sec): 2 clusters Score: Raw -253.468977 + Penalty 117.924613 = -135.544364 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 101 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.297598 sec): 2 clusters Score: Raw -165.646819 + Penalty 56.445722 = -109.201096 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.297799 sec): 3 clusters Score: Raw -159.933176 + Penalty 112.891445 = -47.041731 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 102 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.298422 sec): 2 clusters Score: Raw -5865.502573 + Penalty 566.969898 = -5298.532675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.298747 sec): 3 clusters Score: Raw -5877.216145 + Penalty 1121.604837 = -4755.611308 nChanged 2 SP:Iteration 1Q (21.299063 sec): 3 clusters Score: Raw -5882.430415 + Penalty 1120.285249 = -4762.145166 nChanged 2 SP:Iteration 2Q (21.299376 sec): 3 clusters Score: Raw -5885.453621 + Penalty 1116.214284 = -4769.239337 nChanged 1 SP:Iteration 3Q (21.299688 sec): 3 clusters Score: Raw -5885.931321 + Penalty 1115.782963 = -4770.148358 nChanged 1 SP:Iteration 4Q (21.300018 sec): 3 clusters Score: Raw -5888.134099 + Penalty 1115.782963 = -4772.351136 nChanged 0 SP:Iteration 5F (21.300337 sec): 3 clusters Score: Raw -5888.134099 + Penalty 1115.782963 = -4772.351136 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 105 (19 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.300844 sec): 2 clusters Score: Raw -1690.430099 + Penalty 351.371923 = -1339.058176 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.301088 sec): 3 clusters Score: Raw -1693.890126 + Penalty 696.491317 = -997.398809 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 107 (40 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.301655 sec): 2 clusters Score: Raw -3929.165367 + Penalty 556.031311 = -3373.134056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.301936 sec): 3 clusters Score: Raw -3942.339668 + Penalty 1113.323136 = -2829.016532 nChanged 2 SP:Iteration 1Q (21.302206 sec): 3 clusters Score: Raw -3946.802727 + Penalty 1113.323136 = -2833.479592 nChanged 0 SP:Iteration 2F (21.302484 sec): 3 clusters Score: Raw -3946.802727 + Penalty 1113.323136 = -2833.479592 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 108 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.302957 sec): 2 clusters Score: Raw -534.250094 + Penalty 216.963591 = -317.286503 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.303174 sec): 3 clusters Score: Raw -528.126741 + Penalty 456.101244 = -72.025497 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 109 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.303633 sec): 2 clusters Score: Raw -169.584101 + Penalty 70.705923 = -98.878178 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.303838 sec): 3 clusters Score: Raw -161.874589 + Penalty 141.411847 = -20.462742 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 110 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.304347 sec): 2 clusters Score: Raw -2128.859340 + Penalty 425.498865 = -1703.360475 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.304596 sec): 3 clusters Score: Raw -2123.317036 + Penalty 851.907904 = -1271.409132 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 111 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.305130 sec): 2 clusters Score: Raw -2981.018370 + Penalty 522.417899 = -2458.600471 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.305395 sec): 3 clusters Score: Raw -3009.770220 + Penalty 1044.424863 = -1965.345357 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 112 (62 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.306008 sec): 2 clusters Score: Raw -5947.922866 + Penalty 641.799963 = -5306.122903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.306333 sec): 3 clusters Score: Raw -5993.381486 + Penalty 1283.599926 = -4709.781561 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 113 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.306789 sec): 2 clusters Score: Raw -80.499368 + Penalty 0.000000 = -80.499368 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.306978 sec): 2 clusters Score: Raw -80.499368 + Penalty 0.000000 = -80.499368 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 114 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.307436 sec): 2 clusters Score: Raw -161.696109 + Penalty 50.084112 = -111.611997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.307646 sec): 2 clusters Score: Raw -161.696109 + Penalty 50.084112 = -111.611997 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 119 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.308194 sec): 2 clusters Score: Raw -3426.539759 + Penalty 580.187223 = -2846.352536 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.308468 sec): 3 clusters Score: Raw -3516.780518 + Penalty 1160.361067 = -2356.419451 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 121 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.308996 sec): 2 clusters Score: Raw -2520.291035 + Penalty 414.440945 = -2105.850090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.309259 sec): 3 clusters Score: Raw -2543.042953 + Penalty 826.385886 = -1716.657067 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 123 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.309721 sec): 2 clusters Score: Raw -263.048942 + Penalty 133.355130 = -129.693812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.309927 sec): 3 clusters Score: Raw -257.865005 + Penalty 249.915329 = -7.949675 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 124 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.310381 sec): 2 clusters Score: Raw -81.682064 + Penalty 0.000000 = -81.682064 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.310571 sec): 2 clusters Score: Raw -81.682064 + Penalty 0.000000 = -81.682064 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 128 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.311039 sec): 2 clusters Score: Raw -422.877142 + Penalty 161.972725 = -260.904417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.311254 sec): 3 clusters Score: Raw -417.969431 + Penalty 313.768453 = -104.200977 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 129 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.311732 sec): 2 clusters Score: Raw -777.869325 + Penalty 207.738533 = -570.130792 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.311956 sec): 3 clusters Score: Raw -770.983632 + Penalty 416.553946 = -354.429686 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 131 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.312424 sec): 2 clusters Score: Raw -537.965338 + Penalty 227.264199 = -310.701139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.312643 sec): 3 clusters Score: Raw -535.194249 + Penalty 454.528398 = -80.665851 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 134 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.313117 sec): 2 clusters Score: Raw -631.917759 + Penalty 232.673404 = -399.244354 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.313335 sec): 3 clusters Score: Raw -631.897323 + Penalty 396.814132 = -235.083190 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 136 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.313802 sec): 2 clusters Score: Raw -172.413070 + Penalty 81.896477 = -90.516593 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.314014 sec): 3 clusters Score: Raw -164.078889 + Penalty 163.792953 = -0.285936 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 137 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.314507 sec): 2 clusters Score: Raw -439.452180 + Penalty 169.134193 = -270.317987 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.314741 sec): 3 clusters Score: Raw -432.828758 + Penalty 329.381098 = -103.447660 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 138 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.315271 sec): 2 clusters Score: Raw -2606.566542 + Penalty 456.328649 = -2150.237892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.315530 sec): 3 clusters Score: Raw -2616.966139 + Penalty 912.269425 = -1704.696715 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 139 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.316018 sec): 2 clusters Score: Raw -1185.939626 + Penalty 350.276133 = -835.663493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.316250 sec): 3 clusters Score: Raw -1186.463879 + Penalty 720.251301 = -466.212578 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 140 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.316723 sec): 2 clusters Score: Raw -647.161211 + Penalty 267.826718 = -379.334493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.316942 sec): 3 clusters Score: Raw -636.400381 + Penalty 539.053926 = -97.346455 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 141 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.317401 sec): 2 clusters Score: Raw -166.022443 + Penalty 61.769537 = -104.252906 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.317625 sec): 3 clusters Score: Raw -160.020012 + Penalty 123.539074 = -36.480938 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 142 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.318112 sec): 2 clusters Score: Raw -75.659320 + Penalty 0.000000 = -75.659320 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.318318 sec): 2 clusters Score: Raw -75.659320 + Penalty 0.000000 = -75.659320 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 144 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.318768 sec): 2 clusters Score: Raw -76.975815 + Penalty 0.000000 = -76.975815 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.318956 sec): 2 clusters Score: Raw -76.975815 + Penalty 0.000000 = -76.975815 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 146 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.319412 sec): 2 clusters Score: Raw -174.463080 + Penalty 85.371682 = -89.091398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.319606 sec): 2 clusters Score: Raw -174.463080 + Penalty 85.371682 = -89.091398 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 147 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.320072 sec): 2 clusters Score: Raw -439.411404 + Penalty 164.998843 = -274.412562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.320288 sec): 3 clusters Score: Raw -431.764931 + Penalty 331.710064 = -100.054867 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 148 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.320746 sec): 2 clusters Score: Raw -167.797377 + Penalty 68.429161 = -99.368216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.320938 sec): 2 clusters Score: Raw -167.797377 + Penalty 68.429161 = -99.368216 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 149 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.321401 sec): 2 clusters Score: Raw -82.415668 + Penalty 0.000000 = -82.415668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.321588 sec): 2 clusters Score: Raw -82.415668 + Penalty 0.000000 = -82.415668 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 151 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.322053 sec): 2 clusters Score: Raw -318.026375 + Penalty 39.791733 = -278.234642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.322257 sec): 3 clusters Score: Raw -312.971690 + Penalty 74.056786 = -238.914904 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 153 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.322727 sec): 2 clusters Score: Raw -528.996924 + Penalty 190.420412 = -338.576511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.322945 sec): 3 clusters Score: Raw -523.412430 + Penalty 380.840825 = -142.571605 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 154 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.323398 sec): 2 clusters Score: Raw -81.062399 + Penalty 0.000000 = -81.062399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.323586 sec): 2 clusters Score: Raw -81.062399 + Penalty 0.000000 = -81.062399 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 155 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.324028 sec): 2 clusters Score: Raw -73.630728 + Penalty 0.000000 = -73.630728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.324209 sec): 2 clusters Score: Raw -73.630728 + Penalty 0.000000 = -73.630728 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 156 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.324674 sec): 2 clusters Score: Raw -440.638922 + Penalty 177.922978 = -262.715944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.324889 sec): 3 clusters Score: Raw -430.432926 + Penalty 371.068212 = -59.364714 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 157 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.325392 sec): 2 clusters Score: Raw -1705.233130 + Penalty 402.295239 = -1302.937891 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.325635 sec): 3 clusters Score: Raw -1696.977944 + Penalty 804.590478 = -892.387466 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 159 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.326086 sec): 2 clusters Score: Raw -164.177383 + Penalty 45.355050 = -118.822333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.326284 sec): 3 clusters Score: Raw -159.600356 + Penalty 90.710100 = -68.890256 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 160 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.326777 sec): 2 clusters Score: Raw -1407.218043 + Penalty 321.384414 = -1085.833629 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.327015 sec): 3 clusters Score: Raw -1415.233123 + Penalty 643.454316 = -771.778807 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 161 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.327458 sec): 2 clusters Score: Raw -73.630727 + Penalty 0.000000 = -73.630727 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.327638 sec): 2 clusters Score: Raw -73.630727 + Penalty 0.000000 = -73.630727 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 162 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.328112 sec): 2 clusters Score: Raw -266.518118 + Penalty 129.613754 = -136.904364 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.328307 sec): 2 clusters Score: Raw -266.518118 + Penalty 129.613754 = -136.904364 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 164 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.328858 sec): 2 clusters Score: Raw -2200.054160 + Penalty 451.329918 = -1748.724242 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.329128 sec): 3 clusters Score: Raw -2209.127270 + Penalty 902.636116 = -1306.491154 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 165 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.329605 sec): 2 clusters Score: Raw -164.195852 + Penalty 72.926698 = -91.269154 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.329797 sec): 2 clusters Score: Raw -164.195852 + Penalty 72.926698 = -91.269154 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 166 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.330277 sec): 2 clusters Score: Raw -789.536910 + Penalty 101.415418 = -688.121492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.330515 sec): 3 clusters Score: Raw -786.908699 + Penalty 202.830836 = -584.077864 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 167 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.330971 sec): 2 clusters Score: Raw -158.188106 + Penalty 30.238957 = -127.949149 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.331158 sec): 2 clusters Score: Raw -158.188106 + Penalty 30.238957 = -127.949149 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 170 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.331632 sec): 2 clusters Score: Raw -689.488726 + Penalty 172.475695 = -517.013030 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.331853 sec): 3 clusters Score: Raw -682.332802 + Penalty 373.811944 = -308.520858 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 172 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.332311 sec): 2 clusters Score: Raw -171.379601 + Penalty 92.012744 = -79.366858 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.332518 sec): 3 clusters Score: Raw -163.503828 + Penalty 184.025488 = 20.521659 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 179 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.332978 sec): 2 clusters Score: Raw -262.489563 + Penalty 119.805954 = -142.683609 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.333186 sec): 3 clusters Score: Raw -253.742185 + Penalty 224.603254 = -29.138931 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 181 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.333644 sec): 2 clusters Score: Raw -172.731865 + Penalty 73.377322 = -99.354543 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.333836 sec): 2 clusters Score: Raw -172.731865 + Penalty 73.377322 = -99.354543 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 187 (20 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.334326 sec): 2 clusters Score: Raw -1561.081275 + Penalty 61.773587 = -1499.307688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.334546 sec): 3 clusters Score: Raw -1558.036859 + Penalty 130.364306 = -1427.672554 nChanged 2 SP:Iteration 1F (21.334760 sec): 3 clusters Score: Raw -1562.828837 + Penalty 130.364306 = -1432.464531 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 191 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.335226 sec): 2 clusters Score: Raw -148.712767 + Penalty 3.465736 = -145.247031 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.335407 sec): 2 clusters Score: Raw -148.712767 + Penalty 3.465736 = -145.247031 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 192 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.335868 sec): 2 clusters Score: Raw -267.796737 + Penalty 128.632778 = -139.163959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.336077 sec): 3 clusters Score: Raw -256.481940 + Penalty 251.657227 = -4.824713 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 193 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.336549 sec): 2 clusters Score: Raw -630.941735 + Penalty 228.388472 = -402.553264 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.336770 sec): 3 clusters Score: Raw -620.767734 + Penalty 456.280005 = -164.487729 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 195 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.337238 sec): 2 clusters Score: Raw -318.943545 + Penalty 93.463406 = -225.480139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.337449 sec): 3 clusters Score: Raw -316.888906 + Penalty 220.652865 = -96.236041 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 200 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.337912 sec): 2 clusters Score: Raw -177.303788 + Penalty 90.246645 = -87.057142 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.338105 sec): 2 clusters Score: Raw -177.303788 + Penalty 90.246645 = -87.057142 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 211 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.338578 sec): 2 clusters Score: Raw -543.377418 + Penalty 80.465168 = -462.912250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.338791 sec): 3 clusters Score: Raw -546.630356 + Penalty 155.064075 = -391.566281 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 214 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.339259 sec): 2 clusters Score: Raw -456.614031 + Penalty 192.834688 = -263.779343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.339474 sec): 3 clusters Score: Raw -442.275383 + Penalty 387.250965 = -55.024419 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 215 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.339927 sec): 2 clusters Score: Raw -78.056538 + Penalty 0.000000 = -78.056538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.340117 sec): 2 clusters Score: Raw -78.056538 + Penalty 0.000000 = -78.056538 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 217 (149 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.340960 sec): 2 clusters Score: Raw -11038.376674 + Penalty 325.613022 = -10712.763652 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.341441 sec): 3 clusters Score: Raw -11015.153770 + Penalty 650.538194 = -10364.615575 nChanged 39 SP:Iteration 1F (21.341916 sec): 3 clusters Score: Raw -11122.412923 + Penalty 657.941088 = -10464.471834 nChanged 16 SP:Iteration 2F (21.342390 sec): 3 clusters Score: Raw -11214.351859 + Penalty 653.792993 = -10560.558866 nChanged 6 SP:Iteration 3Q (21.342827 sec): 3 clusters Score: Raw -11226.706437 + Penalty 648.405750 = -10578.300687 nChanged 3 SP:Iteration 4Q (21.343282 sec): 3 clusters Score: Raw -11233.122897 + Penalty 644.586785 = -10588.536112 nChanged 2 SP:Iteration 5Q (21.343713 sec): 3 clusters Score: Raw -11234.509374 + Penalty 644.586785 = -10589.922589 nChanged 0 SP:Iteration 6F (21.344186 sec): 3 clusters Score: Raw -11234.509374 + Penalty 644.586785 = -10589.922589 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 224 (47 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.344775 sec): 2 clusters Score: Raw -3606.144973 + Penalty 192.625652 = -3413.519321 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.345074 sec): 3 clusters Score: Raw -3633.314357 + Penalty 389.964209 = -3243.350148 nChanged 5 SP:Iteration 1F (21.345363 sec): 3 clusters Score: Raw -3642.191931 + Penalty 391.401639 = -3250.790292 nChanged 2 SP:Iteration 2Q (21.345649 sec): 3 clusters Score: Raw -3647.000867 + Penalty 388.528963 = -3258.471904 nChanged 1 SP:Iteration 3Q (21.345931 sec): 3 clusters Score: Raw -3649.318673 + Penalty 388.528963 = -3260.789710 nChanged 0 SP:Iteration 4F (21.346221 sec): 3 clusters Score: Raw -3649.318673 + Penalty 388.528963 = -3260.789710 nChanged 0 Deleting Class 119 (37 points): Lose 292.483610 but Gain 1637.169036 Iteration 20F (23.174569 sec): 149 clusters Score: Raw -2161200.819519 + Penalty 146073.463667 = -2015127.355852 nChanged 374 Deleting Class 107 (40 points): Lose 196.138969 but Gain 1535.846322 Iteration 21Q (23.341701 sec): 147 clusters Score: Raw -2161271.340093 + Penalty 144522.656108 = -2016748.683986 nChanged 237 Deleting Class 32 (5 points): Lose 51.897989 but Gain 1390.107259 Iteration 22Q (23.498099 sec): 146 clusters Score: Raw -2161396.185840 + Penalty 142891.495418 = -2018504.690422 nChanged 156 Deleting Class 111 (30 points): Lose 209.932111 but Gain 1547.229276 Iteration 23Q (23.647533 sec): 145 clusters Score: Raw -2161326.451486 + Penalty 141203.047840 = -2020123.403646 nChanged 171 Deleting Class 68 (13 points): Lose 137.406496 but Gain 1471.371510 Iteration 24Q (23.796895 sec): 144 clusters Score: Raw -2161343.657689 + Penalty 139699.294291 = -2021644.363398 nChanged 150 Deleting Class 172 (2 points): Lose 20.948206 but Gain 1352.587899 Iteration 25Q (23.943521 sec): 143 clusters Score: Raw -2161442.387994 + Penalty 138369.157780 = -2023073.230214 nChanged 139 Deleting Class 164 (23 points): Lose 139.510583 but Gain 1466.665568 Iteration 26Q (24.089088 sec): 142 clusters Score: Raw -2161368.095360 + Penalty 136912.598222 = -2024455.497138 nChanged 150 Deleting Class 157 (21 points): Lose 111.265809 but Gain 1435.827680 Iteration 27Q (24.234191 sec): 141 clusters Score: Raw -2161374.653638 + Penalty 135555.539895 = -2025819.113743 nChanged 133 Deleting Class 110 (23 points): Lose 83.814433 but Gain 1405.064250 Iteration 28Q (24.376695 sec): 140 clusters Score: Raw -2161414.254426 + Penalty 134660.858443 = -2026753.395982 nChanged 134 Deleting Class 200 (2 points): Lose 5.926663 but Gain 1326.626243 Iteration 29Q (24.518880 sec): 139 clusters Score: Raw -2161565.261870 + Penalty 133338.886080 = -2028226.375790 nChanged 101 Deleting Class 53 (36 points): Lose 170.542647 but Gain 1496.124291 Iteration 30F (26.196551 sec): 138 clusters Score: Raw -2161516.525065 + Penalty 132114.567701 = -2029401.957364 nChanged 121 Deleting Class 140 (7 points): Lose 81.296135 but Gain 1402.407076 Iteration 31Q (26.338497 sec): 137 clusters Score: Raw -2161610.231340 + Penalty 130754.170215 = -2030856.061125 nChanged 96 Deleting Class 138 (31 points): Lose 123.266484 but Gain 1416.347088 Iteration 32Q (26.477746 sec): 136 clusters Score: Raw -2161578.264459 + Penalty 129475.811658 = -2032102.452801 nChanged 117 Deleting Class 79 (2 points): Lose 9.977375 but Gain 1291.613241 Iteration 33Q (26.621807 sec): 135 clusters Score: Raw -2161691.837295 + Penalty 128229.368045 = -2033462.469250 nChanged 88 Deleting Class 26 (6 points): Lose 51.426849 but Gain 1330.195017 Iteration 34Q (26.766412 sec): 134 clusters Score: Raw -2161699.093271 + Penalty 126921.986676 = -2034777.106595 nChanged 64 Deleting Class 139 (15 points): Lose 166.392554 but Gain 1424.440388 Iteration 35Q (26.908105 sec): 133 clusters Score: Raw -2161581.269858 + Penalty 125513.497255 = -2036067.772603 nChanged 86 Deleting Class 56 (11 points): Lose 36.285940 but Gain 1292.962813 Iteration 36Q (27.049747 sec): 132 clusters Score: Raw -2161641.903127 + Penalty 124254.686100 = -2037387.217026 nChanged 85 Deleting Class 84 (39 points): Lose 162.847794 but Gain 1414.425595 Iteration 37Q (27.189531 sec): 131 clusters Score: Raw -2161569.428774 + Penalty 122878.122596 = -2038691.306179 nChanged 105 Deleting Class 146 (2 points): Lose 6.299497 but Gain 1254.964248 Iteration 38Q (27.329830 sec): 130 clusters Score: Raw -2161663.120045 + Penalty 121541.341265 = -2040121.778780 nChanged 78 Deleting Class 76 (17 points): Lose 94.314339 but Gain 1333.886305 Iteration 39Q (27.468831 sec): 129 clusters Score: Raw -2161630.094652 + Penalty 120054.240275 = -2041575.854377 nChanged 72 Deleting Class 66 (49 points): Lose 384.553702 but Gain 1612.128256 Iteration 40F (29.018557 sec): 128 clusters Score: Raw -2161319.952927 + Penalty 118503.977445 = -2042815.975482 nChanged 96 Deleting Class 214 (6 points): Lose 47.855828 but Gain 1246.584635 Iteration 41Q (29.154217 sec): 127 clusters Score: Raw -2161444.389598 + Penalty 117284.117303 = -2044160.272295 nChanged 54 Deleting Class 17 (1 points): Lose 0.765398 but Gain 1195.258432 Iteration 42Q (29.285939 sec): 126 clusters Score: Raw -2161525.333972 + Penalty 116136.389899 = -2045388.944073 nChanged 48 Deleting Class 85 (33 points): Lose 185.258670 but Gain 1377.605621 Iteration 43Q (29.416776 sec): 125 clusters Score: Raw -2161396.685290 + Penalty 115073.604844 = -2046323.080446 nChanged 71 Deleting Class 134 (9 points): Lose 60.831440 but Gain 1252.605964 Iteration 44Q (29.548484 sec): 124 clusters Score: Raw -2161526.692783 + Penalty 113736.185381 = -2047790.507402 nChanged 54 Deleting Class 162 (3 points): Lose 13.526767 but Gain 1202.124961 Iteration 45Q (29.678854 sec): 123 clusters Score: Raw -2161594.294431 + Penalty 112591.912156 = -2049002.382275 nChanged 49 Deleting Class 52 (6 points): Lose 38.660647 but Gain 1226.251235 Iteration 46Q (29.808254 sec): 122 clusters Score: Raw -2161617.533917 + Penalty 111407.235099 = -2050210.298818 nChanged 51 Deleting Class 136 (2 points): Lose 22.277591 but Gain 1203.878711 Iteration 47Q (29.937218 sec): 121 clusters Score: Raw -2161662.674230 + Penalty 110188.761115 = -2051473.913115 nChanged 35 Deleting Class 82 (7 points): Lose 29.033781 but Gain 1204.103479 Iteration 48Q (30.068112 sec): 120 clusters Score: Raw -2161680.133728 + Penalty 109036.361700 = -2052643.772028 nChanged 44 Deleting Class 192 (3 points): Lose 22.207755 but Gain 1193.026726 Iteration 49Q (30.196322 sec): 119 clusters Score: Raw -2161717.775148 + Penalty 107850.755162 = -2053867.019986 nChanged 32 Deleting Class 124 (1 points): Lose 1.437348 but Gain 1168.850045 Iteration 50F (31.647081 sec): 118 clusters Score: Raw -2161742.818296 + Penalty 106689.049590 = -2055053.768706 nChanged 25 Deleting Class 50 (16 points): Lose 89.725248 but Gain 1251.980311 Iteration 51Q (31.776081 sec): 117 clusters Score: Raw -2161671.379210 + Penalty 105516.132930 = -2056155.246281 nChanged 40 Deleting Class 193 (8 points): Lose 44.226470 but Gain 1193.209373 Iteration 52Q (31.906093 sec): 116 clusters Score: Raw -2161678.892715 + Penalty 104345.421281 = -2057333.471434 nChanged 30 Deleting Class 102 (67 points): Lose 259.920975 but Gain 1407.831199 Iteration 53Q (32.032779 sec): 115 clusters Score: Raw -2161446.618577 + Penalty 103036.818829 = -2058409.799748 nChanged 84 Deleting Class 108 (6 points): Lose 100.482850 but Gain 1233.815237 Iteration 54Q (32.161461 sec): 114 clusters Score: Raw -2161477.661467 + Penalty 102298.093811 = -2059179.567655 nChanged 30 Deleting Class 156 (6 points): Lose 41.047183 but Gain 1158.062083 Iteration 55Q (32.287652 sec): 113 clusters Score: Raw -2161508.969208 + Penalty 101217.118269 = -2060291.850938 nChanged 26 Deleting Class 160 (20 points): Lose 131.139757 but Gain 1247.639344 Iteration 56Q (32.413436 sec): 112 clusters Score: Raw -2161408.725095 + Penalty 100084.098945 = -2061324.626150 nChanged 26 Deleting Class 69 (10 points): Lose 95.146409 but Gain 1208.909404 Iteration 57Q (32.539172 sec): 111 clusters Score: Raw -2161360.559926 + Penalty 98926.964997 = -2062433.594929 nChanged 16 Deleting Class 131 (7 points): Lose 202.249193 but Gain 1308.201240 Iteration 58Q (32.663279 sec): 110 clusters Score: Raw -2161201.291660 + Penalty 97631.037778 = -2063570.253882 nChanged 13 Deleting Class 137 (7 points): Lose 59.199947 but Gain 1164.940789 Iteration 59Q (32.786480 sec): 109 clusters Score: Raw -2161160.896157 + Penalty 96479.324894 = -2064681.571263 nChanged 18 Deleting Class 51 (14 points): Lose 62.568452 but Gain 1164.587497 Iteration 60F (34.112795 sec): 108 clusters Score: Raw -2161118.933964 + Penalty 95410.558370 = -2065708.375595 nChanged 26 Deleting Class 61 (102 points): Lose 343.754846 but Gain 1440.615355 Iteration 61Q (34.237147 sec): 107 clusters Score: Raw -2160804.637944 + Penalty 94135.503460 = -2066669.134484 nChanged 111 Deleting Class 121 (37 points): Lose 203.013661 but Gain 1305.364886 Iteration 62Q (34.364831 sec): 106 clusters Score: Raw -2160804.516833 + Penalty 92886.013375 = -2067918.503458 nChanged 57 Deleting Class 27 (56 points): Lose 269.876451 but Gain 1364.723558 Iteration 63Q (34.487942 sec): 105 clusters Score: Raw -2160630.185473 + Penalty 91844.932889 = -2068785.252584 nChanged 76 Deleting Class 179 (3 points): Lose 18.817677 but Gain 1111.160838 Iteration 64Q (34.613058 sec): 104 clusters Score: Raw -2160761.016727 + Penalty 90771.428640 = -2069989.588086 nChanged 35 Deleting Class 105 (20 points): Lose 159.150495 but Gain 1254.635263 Iteration 65Q (34.734742 sec): 103 clusters Score: Raw -2160640.783030 + Penalty 89615.038390 = -2071025.744640 nChanged 44 Deleting Class 92 (9 points): Lose 39.375360 but Gain 1130.773201 Iteration 66Q (34.857168 sec): 102 clusters Score: Raw -2160669.977674 + Penalty 88505.447333 = -2072164.530341 nChanged 28 Deleting Class 181 (2 points): Lose 4.814063 but Gain 1078.647083 Iteration 67Q (34.976636 sec): 101 clusters Score: Raw -2160696.239961 + Penalty 87423.413710 = -2073272.826250 nChanged 17 Deleting Class 77 (37 points): Lose 281.897137 but Gain 1340.501579 Iteration 68Q (35.095757 sec): 100 clusters Score: Raw -2160425.402118 + Penalty 86570.445582 = -2073854.956535 nChanged 49 Deleting Class 165 (2 points): Lose 13.833091 but Gain 1072.022910 Iteration 69Q (35.214912 sec): 99 clusters Score: Raw -2160528.795591 + Penalty 85691.523990 = -2074837.271601 nChanged 17 Deleting Class 100 (3 points): Lose 39.061656 but Gain 1093.712019 Iteration 70F (36.405046 sec): 98 clusters Score: Raw -2160517.585053 + Penalty 84682.432710 = -2075835.152343 nChanged 10 Deleting Class 109 (2 points): Lose 4.645466 but Gain 1039.377509 Iteration 71Q (36.524017 sec): 97 clusters Score: Raw -2160532.868458 + Penalty 83641.377152 = -2076891.491306 nChanged 6 Deleting Class 153 (8 points): Lose 122.673499 but Gain 1153.385814 Iteration 72Q (36.641996 sec): 96 clusters Score: Raw -2160413.519442 + Penalty 82539.716368 = -2077873.803074 nChanged 10 Deleting Class 149 (1 points): Lose 8.264641 but Gain 1033.773547 Iteration 73Q (36.758053 sec): 95 clusters Score: Raw -2160447.077756 + Penalty 81525.859968 = -2078921.217788 nChanged 6 Deleting Class 71 (31 points): Lose 143.034756 but Gain 1168.193879 Iteration 74Q (36.874276 sec): 94 clusters Score: Raw -2160318.235114 + Penalty 80357.967035 = -2079960.268079 nChanged 32 Deleting Class 43 (14 points): Lose 62.188829 but Gain 1086.145471 Iteration 75Q (36.990669 sec): 93 clusters Score: Raw -2160319.295787 + Penalty 78346.908292 = -2081972.387494 nChanged 22 Deleting Class 147 (6 points): Lose 41.242551 but Gain 1055.571274 Iteration 76Q (37.106569 sec): 91 clusters Score: Raw -2160316.714364 + Penalty 77308.374185 = -2083008.340179 nChanged 15 Deleting Class 97 (11 points): Lose 63.649812 but Gain 1074.697611 Iteration 77Q (37.220761 sec): 90 clusters Score: Raw -2160280.588550 + Penalty 76258.820654 = -2084021.767896 nChanged 17 Deleting Class 83 (41 points): Lose 215.667319 but Gain 1215.199667 Iteration 78Q (37.334778 sec): 89 clusters Score: Raw -2160106.242606 + Penalty 75187.051564 = -2084919.191043 nChanged 54 Deleting Class 129 (9 points): Lose 30.496554 but Gain 1026.717838 Iteration 79Q (37.449176 sec): 88 clusters Score: Raw -2160185.525788 + Penalty 74160.535680 = -2086024.990108 nChanged 29 Deleting Class 128 (6 points): Lose 30.418284 but Gain 1024.894386 Iteration 80F (38.517501 sec): 87 clusters Score: Raw -2160188.429831 + Penalty 73227.295543 = -2086961.134287 nChanged 26 Deleting Class 93 (3 points): Lose 33.564550 but Gain 1030.160953 Iteration 81Q (38.632324 sec): 86 clusters Score: Raw -2160180.542908 + Penalty 72230.431179 = -2087950.111729 nChanged 18 Deleting Class 73 (6 points): Lose 37.958349 but Gain 1030.881411 Iteration 82Q (38.745862 sec): 85 clusters Score: Raw -2160154.798180 + Penalty 71200.937597 = -2088953.860583 nChanged 16 Deleting Class 45 (5 points): Lose 40.413861 but Gain 1032.361846 Iteration 83Q (38.857757 sec): 84 clusters Score: Raw -2160132.107150 + Penalty 70221.362712 = -2089910.744439 nChanged 21 Deleting Class 40 (16 points): Lose 69.674307 but Gain 1057.632899 Iteration 84Q (38.969522 sec): 83 clusters Score: Raw -2160086.204060 + Penalty 69185.181093 = -2090901.022968 nChanged 21 Deleting Class 89 (24 points): Lose 148.401383 but Gain 1135.902507 Iteration 85Q (39.081994 sec): 82 clusters Score: Raw -2159961.325023 + Penalty 68080.600133 = -2091880.724889 nChanged 33 Deleting Class 142 (3 points): Lose 61.648357 but Gain 1044.957983 Iteration 86Q (39.194485 sec): 81 clusters Score: Raw -2159964.093556 + Penalty 66984.897150 = -2092979.196406 nChanged 11 Deleting Class 154 (1 points): Lose 24.072751 but Gain 978.993902 Iteration 87Q (39.310747 sec): 80 clusters Score: Raw -2159990.685287 + Penalty 65990.345207 = -2094000.340080 nChanged 7 Deleting Class 41 (15 points): Lose 82.009517 but Gain 1019.865737 Iteration 88Q (39.421747 sec): 79 clusters Score: Raw -2159936.679852 + Penalty 64988.883680 = -2094947.796171 nChanged 21 Deleting Class 141 (4 points): Lose 59.173841 but Gain 995.899942 Iteration 89Q (39.532244 sec): 78 clusters Score: Raw -2159907.691052 + Penalty 64016.589622 = -2095891.101430 nChanged 14 Deleting Class 148 (2 points): Lose 78.303128 but Gain 1005.909093 Iteration 90F (40.479488 sec): 77 clusters Score: Raw -2159858.724724 + Penalty 63003.635296 = -2096855.089428 nChanged 9 Deleting Class 123 (1 points): Lose 47.840002 but Gain 925.290062 Iteration 91Q (40.593078 sec): 76 clusters Score: Raw -2159822.458708 + Penalty 62196.609347 = -2097625.849360 nChanged 7 Deleting Class 37 (63 points): Lose 232.307680 but Gain 1106.116762 Iteration 92Q (40.701677 sec): 75 clusters Score: Raw -2159651.875836 + Penalty 61308.381738 = -2098343.494099 nChanged 67 Deleting Class 112 (103 points): Lose 720.890351 but Gain 1585.156496 Iteration 93Q (40.810998 sec): 74 clusters Score: Raw -2159048.018342 + Penalty 59962.129811 = -2099085.888531 nChanged 116 Deleting Class 49 (90 points): Lose 287.606759 but Gain 1131.960994 Iteration 94Q (40.921960 sec): 73 clusters Score: Raw -2159076.378788 + Penalty 58900.119704 = -2100176.259085 nChanged 118 Deleting Class 57 (9 points): Lose 199.555597 but Gain 991.311725 Iteration 95Q (41.032057 sec): 72 clusters Score: Raw -2159059.626122 + Penalty 57922.144720 = -2101137.481402 nChanged 57 Deleting Class 70 (6 points): Lose 133.980842 but Gain 905.604429 Iteration 96Q (41.139596 sec): 71 clusters Score: Raw -2159010.201481 + Penalty 56884.626721 = -2102125.574760 nChanged 38 Deleting Class 80 (15 points): Lose 72.455482 but Gain 807.476491 Iteration 97Q (41.245281 sec): 70 clusters Score: Raw -2158988.575525 + Penalty 56145.240544 = -2102843.334982 nChanged 42 Deleting Class 55 (2 points): Lose 104.753232 but Gain 836.639960 Iteration 98Q (41.350564 sec): 69 clusters Score: Raw -2158949.600758 + Penalty 55317.861155 = -2103631.739603 nChanged 30 Deleting Class 9 (200 points): Lose 875.384155 but Gain 1558.308279 Iteration 99Q (41.456123 sec): 68 clusters Score: Raw -2158114.679962 + Penalty 53859.998286 = -2104254.681676 nChanged 219 Deleting Class 24 (13 points): Lose 115.379833 but Gain 773.694367 Iteration 100F (42.288139 sec): 67 clusters Score: Raw -2158480.446444 + Penalty 53123.160038 = -2105357.286406 nChanged 68 Deleting Class 195 (4 points): Lose 32.394344 but Gain 686.956320 Iteration 101Q (42.394944 sec): 66 clusters Score: Raw -2158551.757394 + Penalty 52449.516002 = -2106102.241392 nChanged 29 Deleting Class 170 (31 points): Lose 201.888277 but Gain 852.158257 Iteration 102Q (42.499653 sec): 65 clusters Score: Raw -2158382.266054 + Penalty 51590.069631 = -2106792.196423 nChanged 61 Deleting Class 215 (6 points): Lose 48.147130 but Gain 695.953498 Iteration 103Q (42.604856 sec): 64 clusters Score: Raw -2158426.368514 + Penalty 50880.714625 = -2107545.653889 nChanged 35 Deleting Class 78 (2 points): Lose 161.919536 but Gain 807.133492 Iteration 104Q (42.708908 sec): 63 clusters Score: Raw -2158296.319945 + Penalty 50049.335634 = -2108246.984311 nChanged 30 Deleting Class 101 (1 points): Lose 11.625413 but Gain 643.011170 Iteration 105Q (42.812409 sec): 62 clusters Score: Raw -2158304.390545 + Penalty 49407.943004 = -2108896.447541 nChanged 29 Deleting Class 44 (135 points): Lose 632.204782 but Gain 1252.719051 Iteration 106Q (42.916259 sec): 61 clusters Score: Raw -2157700.647973 + Penalty 48192.429398 = -2109508.218575 nChanged 164 Deleting Class 114 (3 points): Lose 32.636312 but Gain 630.084819 Iteration 107Q (43.025499 sec): 60 clusters Score: Raw -2157990.699026 + Penalty 47540.041115 = -2110450.657910 nChanged 57 Deleting Class 58 (11 points): Lose 163.363504 but Gain 747.116605 Iteration 108Q (43.129812 sec): 59 clusters Score: Raw -2157894.171174 + Penalty 46850.527901 = -2111043.643273 nChanged 48 Deleting Class 159 (2 points): Lose 108.342104 but Gain 666.719514 Iteration 109Q (43.233547 sec): 58 clusters Score: Raw -2157895.877587 + Penalty 46174.117985 = -2111721.759603 nChanged 34 Deleting Class 23 (237 points): Lose 890.093920 but Gain 1437.207769 Iteration 110F (43.938512 sec): 57 clusters Score: Raw -2157074.503013 + Penalty 44864.131570 = -2112210.371443 nChanged 263 Deleting Class 48 (75 points): Lose 290.057656 but Gain 805.927485 Iteration 111Q (44.044882 sec): 56 clusters Score: Raw -2157407.872374 + Penalty 44127.149959 = -2113280.722415 nChanged 135 Deleting Class 47 (3 points): Lose 16.373170 but Gain 516.215168 Iteration 112Q (44.146745 sec): 55 clusters Score: Raw -2157614.025912 + Penalty 43705.895546 = -2113908.130365 nChanged 48 Deleting Class 144 (1 points): Lose 7.149621 but Gain 499.436454 Iteration 113Q (44.245616 sec): 54 clusters Score: Raw -2157657.039132 + Penalty 43223.635031 = -2114433.404101 nChanged 30 Deleting Class 161 (2 points): Lose 39.965192 but Gain 510.305409 Iteration 114Q (44.343181 sec): 53 clusters Score: Raw -2157640.996182 + Penalty 42719.663522 = -2114921.332660 nChanged 24 Deleting Class 63 (274 points): Lose 850.705953 but Gain 1298.354746 Iteration 115Q (44.442230 sec): 52 clusters Score: Raw -2156824.993069 + Penalty 41525.274933 = -2115299.718136 nChanged 291 Deleting Class 16 (64 points): Lose 208.323754 but Gain 630.807711 Iteration 116Q (44.544671 sec): 51 clusters Score: Raw -2157182.161542 + Penalty 40901.742636 = -2116280.418906 nChanged 150 Deleting Class 166 (22 points): Lose 151.407618 but Gain 570.536336 Iteration 117Q (44.643591 sec): 50 clusters Score: Raw -2157185.468586 + Penalty 40342.595654 = -2116842.872932 nChanged 90 Deleting Class 81 (1 points): Lose 41.642671 but Gain 448.574746 Iteration 118Q (44.739853 sec): 49 clusters Score: Raw -2157213.961309 + Penalty 39910.691729 = -2117303.269580 nChanged 53 Writing temp clu file Memory request: 0.12 GB would take us to total of 0.25 GB. Compute initial score before splitting: Score: Raw -2157213.961309 + Penalty 39910.691729 = -2117303.269580Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 1 (1295 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.798364 sec): 2 clusters Score: Raw -107012.332029 + Penalty 330.991681 = -106681.340348 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.800930 sec): 3 clusters Score: Raw -106220.601273 + Penalty 662.467365 = -105558.133908 nChanged 556 SP:Iteration 1F (44.803522 sec): 3 clusters Score: Raw -106517.918349 + Penalty 668.468057 = -105849.450291 nChanged 129 SP:Iteration 2F (44.806111 sec): 3 clusters Score: Raw -106610.629387 + Penalty 676.844414 = -105933.784973 nChanged 93 SP:Iteration 3F (44.808956 sec): 3 clusters Score: Raw -106690.551757 + Penalty 690.156662 = -106000.395095 nChanged 111 SP:Iteration 4F (44.811569 sec): 3 clusters Score: Raw -106792.656489 + Penalty 716.412849 = -106076.243640 nChanged 101 SP:Iteration 5F (44.814109 sec): 3 clusters Score: Raw -106897.189374 + Penalty 746.164712 = -106151.024662 nChanged 81 SP:Iteration 6F (44.816838 sec): 3 clusters Score: Raw -106985.031276 + Penalty 759.752314 = -106225.278962 nChanged 34 SP:Iteration 7Q (44.819436 sec): 3 clusters Score: Raw -107015.923806 + Penalty 770.909464 = -106245.014342 nChanged 14 SP:Iteration 8Q (44.821902 sec): 3 clusters Score: Raw -107026.766841 + Penalty 767.364923 = -106259.401918 nChanged 8 SP:Iteration 9Q (44.824142 sec): 3 clusters Score: Raw -107033.040084 + Penalty 771.514407 = -106261.525677 nChanged 3 SP:Iteration 10F (44.826701 sec): 3 clusters Score: Raw -107033.519285 + Penalty 764.399948 = -106269.119338 nChanged 1 SP:Iteration 11Q (44.828868 sec): 3 clusters Score: Raw -107033.504603 + Penalty 764.399948 = -106269.104655 nChanged 0 SP:Iteration 12F (44.831431 sec): 3 clusters Score: Raw -107033.504603 + Penalty 764.399948 = -106269.104655 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 2 (16 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.832021 sec): 2 clusters Score: Raw -1046.203730 + Penalty 41.635792 = -1004.567938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.832249 sec): 3 clusters Score: Raw -1064.523787 + Penalty 90.745783 = -973.778004 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 3 (611 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.835760 sec): 2 clusters Score: Raw -52819.950845 + Penalty 558.794537 = -52261.156307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.837114 sec): 3 clusters Score: Raw -52553.248509 + Penalty 1119.362223 = -51433.886286 nChanged 199 SP:Iteration 1F (44.838415 sec): 3 clusters Score: Raw -52721.189265 + Penalty 1120.163350 = -51601.025915 nChanged 58 SP:Iteration 2F (44.839717 sec): 3 clusters Score: Raw -52773.150431 + Penalty 1121.141089 = -51652.009342 nChanged 35 SP:Iteration 3F (44.841033 sec): 3 clusters Score: Raw -52807.143518 + Penalty 1119.984821 = -51687.158697 nChanged 26 SP:Iteration 4Q (44.842316 sec): 3 clusters Score: Raw -52828.793003 + Penalty 1119.446013 = -51709.346990 nChanged 20 SP:Iteration 5Q (44.843582 sec): 3 clusters Score: Raw -52843.151510 + Penalty 1119.187222 = -51723.964288 nChanged 15 SP:Iteration 6Q (44.844851 sec): 3 clusters Score: Raw -52858.767115 + Penalty 1119.093858 = -51739.673257 nChanged 20 SP:Iteration 7Q (44.846111 sec): 3 clusters Score: Raw -52881.403277 + Penalty 1119.663819 = -51761.739458 nChanged 17 SP:Iteration 8Q (44.847363 sec): 3 clusters Score: Raw -52894.496756 + Penalty 1119.375342 = -51775.121413 nChanged 12 SP:Iteration 9Q (44.848610 sec): 3 clusters Score: Raw -52907.014659 + Penalty 1119.750271 = -51787.264388 nChanged 16 SP:Iteration 10F (44.849905 sec): 3 clusters Score: Raw -52927.225413 + Penalty 1119.754470 = -51807.470943 nChanged 17 SP:Iteration 11Q (44.851255 sec): 3 clusters Score: Raw -52954.332190 + Penalty 1118.969295 = -51835.362895 nChanged 21 SP:Iteration 12Q (44.852518 sec): 3 clusters Score: Raw -52988.821021 + Penalty 1118.685693 = -51870.135328 nChanged 18 SP:Iteration 13Q (44.853830 sec): 3 clusters Score: Raw -53011.626861 + Penalty 1118.680995 = -51892.945866 nChanged 16 SP:Iteration 14Q (44.855081 sec): 3 clusters Score: Raw -53036.235458 + Penalty 1118.358840 = -51917.876618 nChanged 17 SP:Iteration 15Q (44.856319 sec): 3 clusters Score: Raw -53071.179486 + Penalty 1117.164665 = -51954.014820 nChanged 18 SP:Iteration 16Q (44.857542 sec): 3 clusters Score: Raw -53122.841453 + Penalty 1114.285571 = -52008.555882 nChanged 18 SP:Iteration 17Q (44.858697 sec): 3 clusters Score: Raw -53196.617358 + Penalty 1113.160977 = -52083.456381 nChanged 9 SP:Iteration 18Q (44.859788 sec): 3 clusters Score: Raw -53247.353428 + Penalty 1112.902991 = -52134.450438 nChanged 5 SP:Iteration 19Q (44.860857 sec): 3 clusters Score: Raw -53277.199873 + Penalty 1113.079230 = -52164.120643 nChanged 1 SP:Iteration 20F (44.862165 sec): 3 clusters Score: Raw -53277.843954 + Penalty 1113.079230 = -52164.764724 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 4 (307 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.863448 sec): 2 clusters Score: Raw -24831.094126 + Penalty 58.136081 = -24772.958045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.864210 sec): 3 clusters Score: Raw -24639.409965 + Penalty 122.977386 = -24516.432579 nChanged 123 SP:Iteration 1F (44.864953 sec): 3 clusters Score: Raw -24730.673734 + Penalty 124.153555 = -24606.520179 nChanged 32 SP:Iteration 2F (44.865692 sec): 3 clusters Score: Raw -24756.520140 + Penalty 125.957117 = -24630.563023 nChanged 32 SP:Iteration 3F (44.866426 sec): 3 clusters Score: Raw -24784.729386 + Penalty 101.520950 = -24683.208436 nChanged 30 SP:Iteration 4F (44.867119 sec): 3 clusters Score: Raw -24821.672390 + Penalty 58.136081 = -24763.536309 nChanged 9 SP:Iteration 5Q (44.867699 sec): 2 clusters Score: Raw -24831.094126 + Penalty 58.136081 = -24772.958045 nChanged 0 SP:Iteration 6F (44.868278 sec): 2 clusters Score: Raw -24831.094126 + Penalty 58.136081 = -24772.958045 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 5 (709 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.870748 sec): 2 clusters Score: Raw -60443.756936 + Penalty 318.771289 = -60124.985647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.872320 sec): 3 clusters Score: Raw -60001.150190 + Penalty 639.177571 = -59361.972618 nChanged 304 SP:Iteration 1F (44.873804 sec): 3 clusters Score: Raw -60226.142881 + Penalty 638.048548 = -59588.094333 nChanged 86 SP:Iteration 2F (44.875313 sec): 3 clusters Score: Raw -60302.529806 + Penalty 637.644734 = -59664.885072 nChanged 56 SP:Iteration 3F (44.876802 sec): 3 clusters Score: Raw -60358.674051 + Penalty 637.998573 = -59720.675477 nChanged 34 SP:Iteration 4Q (44.878261 sec): 3 clusters Score: Raw -60374.463080 + Penalty 637.916806 = -59736.546274 nChanged 8 SP:Iteration 5Q (44.879685 sec): 3 clusters Score: Raw -60375.079290 + Penalty 637.918528 = -59737.160762 nChanged 2 SP:Iteration 6Q (44.881145 sec): 3 clusters Score: Raw -60375.163557 + Penalty 638.129202 = -59737.034355 nChanged 1 SP:Iteration 7F (44.882628 sec): 3 clusters Score: Raw -60375.164957 + Penalty 638.129202 = -59737.035754 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 6 (769 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.885440 sec): 2 clusters Score: Raw -69216.101029 + Penalty 753.723331 = -68462.377697 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.887139 sec): 3 clusters Score: Raw -68891.687971 + Penalty 1505.783642 = -67385.904329 nChanged 253 SP:Iteration 1F (44.888740 sec): 3 clusters Score: Raw -69097.754062 + Penalty 1501.603170 = -67596.150892 nChanged 90 SP:Iteration 2F (44.890298 sec): 3 clusters Score: Raw -69199.794184 + Penalty 1497.651434 = -67702.142749 nChanged 75 SP:Iteration 3F (44.891844 sec): 3 clusters Score: Raw -69270.825986 + Penalty 1501.352640 = -67769.473346 nChanged 45 SP:Iteration 4F (44.893464 sec): 3 clusters Score: Raw -69323.885736 + Penalty 1509.186595 = -67814.699141 nChanged 37 SP:Iteration 5Q (44.895009 sec): 3 clusters Score: Raw -69382.764748 + Penalty 1517.210469 = -67865.554280 nChanged 31 SP:Iteration 6Q (44.896529 sec): 3 clusters Score: Raw -69405.018533 + Penalty 1522.597277 = -67882.421256 nChanged 19 SP:Iteration 7Q (44.898038 sec): 3 clusters Score: Raw -69416.601630 + Penalty 1524.539680 = -67892.061950 nChanged 9 SP:Iteration 8Q (44.899546 sec): 3 clusters Score: Raw -69422.798407 + Penalty 1528.808690 = -67893.989718 nChanged 7 SP:Iteration 9Q (44.901051 sec): 3 clusters Score: Raw -69429.515718 + Penalty 1532.811104 = -67896.704614 nChanged 8 SP:Iteration 10F (44.902602 sec): 3 clusters Score: Raw -69439.828152 + Penalty 1537.908194 = -67901.919958 nChanged 8 SP:Iteration 11Q (44.904149 sec): 3 clusters Score: Raw -69445.020834 + Penalty 1542.398362 = -67902.622473 nChanged 5 SP:Iteration 12Q (44.905698 sec): 3 clusters Score: Raw -69447.849997 + Penalty 1545.332058 = -67902.517939 nChanged 5 SP:Iteration 13F (44.907340 sec): 3 clusters Score: Raw -69450.288066 + Penalty 1545.704386 = -67904.583680 nChanged 1 SP:Iteration 14Q (44.908952 sec): 3 clusters Score: Raw -69450.704890 + Penalty 1545.704386 = -67905.000505 nChanged 0 SP:Iteration 15F (44.910599 sec): 3 clusters Score: Raw -69450.704890 + Penalty 1545.704386 = -67905.000505 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 7 (2136 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.921445 sec): 2 clusters Score: Raw -184515.561653 + Penalty 569.092490 = -183946.469163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.925642 sec): 3 clusters Score: Raw -183239.315763 + Penalty 1144.150126 = -182095.165637 nChanged 917 SP:Iteration 1F (44.929679 sec): 3 clusters Score: Raw -183928.082723 + Penalty 1140.467480 = -182787.615242 nChanged 293 SP:Iteration 2F (44.933678 sec): 3 clusters Score: Raw -184180.719323 + Penalty 1120.435607 = -183060.283717 nChanged 214 SP:Iteration 3F (44.937664 sec): 3 clusters Score: Raw -184363.414216 + Penalty 1093.734539 = -183269.679677 nChanged 186 SP:Iteration 4F (44.941635 sec): 3 clusters Score: Raw -184566.234436 + Penalty 1070.051466 = -183496.182971 nChanged 149 SP:Iteration 5F (44.945560 sec): 3 clusters Score: Raw -184724.035193 + Penalty 1059.730772 = -183664.304421 nChanged 90 SP:Iteration 6Q (44.949327 sec): 3 clusters Score: Raw -184802.708811 + Penalty 1055.760417 = -183746.948394 nChanged 48 SP:Iteration 7Q (44.953208 sec): 3 clusters Score: Raw -184831.004766 + Penalty 1053.660082 = -183777.344684 nChanged 29 SP:Iteration 8Q (44.957176 sec): 3 clusters Score: Raw -184842.039571 + Penalty 1055.175987 = -183786.863583 nChanged 17 SP:Iteration 9Q (44.960741 sec): 3 clusters Score: Raw -184846.065046 + Penalty 1055.133447 = -183790.931600 nChanged 8 SP:Iteration 10F (44.964684 sec): 3 clusters Score: Raw -184846.889932 + Penalty 1054.950176 = -183791.939756 nChanged 1 SP:Iteration 11Q (44.968249 sec): 3 clusters Score: Raw -184846.914577 + Penalty 1054.950176 = -183791.964401 nChanged 0 SP:Iteration 12F (44.972176 sec): 3 clusters Score: Raw -184846.914577 + Penalty 1054.950176 = -183791.964401 nChanged 0 Memory request: 0.04 GB would take us to total of 0.29 GB. Trying to split cluster 8 (9189 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.016226 sec): 2 clusters Score: Raw -716358.530814 + Penalty 294.078132 = -716064.452681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.034055 sec): 3 clusters Score: Raw -710131.313684 + Penalty 569.029459 = -709562.284225 nChanged 4363 SP:Iteration 1F (45.051303 sec): 3 clusters Score: Raw -712542.054373 + Penalty 575.326795 = -711966.727578 nChanged 1364 SP:Iteration 2F (45.069364 sec): 3 clusters Score: Raw -713088.560635 + Penalty 599.002387 = -712489.558248 nChanged 564 SP:Iteration 3F (45.087098 sec): 3 clusters Score: Raw -713328.597645 + Penalty 629.927556 = -712698.670089 nChanged 544 SP:Iteration 4F (45.104513 sec): 3 clusters Score: Raw -713607.747233 + Penalty 665.436790 = -712942.310443 nChanged 610 SP:Iteration 5F (45.122718 sec): 3 clusters Score: Raw -713976.809073 + Penalty 705.764604 = -713271.044469 nChanged 666 SP:Iteration 6F (45.140027 sec): 3 clusters Score: Raw -714404.729622 + Penalty 751.705726 = -713653.023896 nChanged 660 SP:Iteration 7F (45.157958 sec): 3 clusters Score: Raw -714836.385020 + Penalty 793.485743 = -714042.899277 nChanged 574 SP:Iteration 8F (45.175535 sec): 3 clusters Score: Raw -715237.330316 + Penalty 842.435829 = -714394.894487 nChanged 541 SP:Iteration 9F (45.193469 sec): 3 clusters Score: Raw -715659.936172 + Penalty 879.300209 = -714780.635964 nChanged 408 SP:Iteration 10F (45.211004 sec): 3 clusters Score: Raw -716021.342765 + Penalty 915.278340 = -715106.064425 nChanged 252 SP:Iteration 11Q (45.227106 sec): 3 clusters Score: Raw -716263.780686 + Penalty 927.305705 = -715336.474980 nChanged 93 SP:Iteration 12Q (45.242243 sec): 3 clusters Score: Raw -716358.048515 + Penalty 884.414837 = -715473.633678 nChanged 29 SP:Iteration 13Q (45.257060 sec): 3 clusters Score: Raw -716385.906276 + Penalty 856.469304 = -715529.436973 nChanged 8 SP:Iteration 14Q (45.271009 sec): 3 clusters Score: Raw -716395.236680 + Penalty 857.158698 = -715538.077983 nChanged 1 SP:Iteration 15Q (45.285079 sec): 3 clusters Score: Raw -716395.985147 + Penalty 855.915387 = -715540.069760 nChanged 1 SP:Iteration 16Q (45.299342 sec): 3 clusters Score: Raw -716395.971632 + Penalty 855.915387 = -715540.056246 nChanged 0 SP:Iteration 17F (45.317357 sec): 3 clusters Score: Raw -716395.971632 + Penalty 855.915387 = -715540.056246 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 10 (990 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.327714 sec): 2 clusters Score: Raw -86963.657084 + Penalty 489.418156 = -86474.238928 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.329705 sec): 3 clusters Score: Raw -86444.929573 + Penalty 978.827327 = -85466.102246 nChanged 400 SP:Iteration 1F (45.331663 sec): 3 clusters Score: Raw -86744.796648 + Penalty 981.658294 = -85763.138354 nChanged 104 SP:Iteration 2F (45.333642 sec): 3 clusters Score: Raw -86809.247508 + Penalty 985.333817 = -85823.913691 nChanged 73 SP:Iteration 3F (45.335606 sec): 3 clusters Score: Raw -86856.395742 + Penalty 992.801325 = -85863.594417 nChanged 53 SP:Iteration 4F (45.337615 sec): 3 clusters Score: Raw -86886.306142 + Penalty 1007.313871 = -85878.992271 nChanged 45 SP:Iteration 5Q (45.339633 sec): 3 clusters Score: Raw -86923.724681 + Penalty 1023.569738 = -85900.154943 nChanged 50 SP:Iteration 6F (45.341653 sec): 3 clusters Score: Raw -86964.598938 + Penalty 1036.248950 = -85928.349988 nChanged 35 SP:Iteration 7Q (45.343620 sec): 3 clusters Score: Raw -86990.508986 + Penalty 1045.717245 = -85944.791741 nChanged 32 SP:Iteration 8Q (45.345589 sec): 3 clusters Score: Raw -87011.557741 + Penalty 1054.911039 = -85956.646702 nChanged 22 SP:Iteration 9Q (45.347558 sec): 3 clusters Score: Raw -87031.018286 + Penalty 1067.224210 = -85963.794076 nChanged 30 SP:Iteration 10F (45.349532 sec): 3 clusters Score: Raw -87058.306246 + Penalty 1069.032947 = -85989.273299 nChanged 26 SP:Iteration 11Q (45.351475 sec): 3 clusters Score: Raw -87079.858427 + Penalty 1072.866316 = -86006.992110 nChanged 26 SP:Iteration 12Q (45.353544 sec): 3 clusters Score: Raw -87097.547063 + Penalty 1073.600492 = -86023.946571 nChanged 12 SP:Iteration 13Q (45.355483 sec): 3 clusters Score: Raw -87105.655907 + Penalty 1073.861576 = -86031.794332 nChanged 13 SP:Iteration 14Q (45.357410 sec): 3 clusters Score: Raw -87113.405250 + Penalty 1076.578868 = -86036.826382 nChanged 7 SP:Iteration 15Q (45.359284 sec): 3 clusters Score: Raw -87117.277421 + Penalty 1076.364864 = -86040.912557 nChanged 7 SP:Iteration 16Q (45.361191 sec): 3 clusters Score: Raw -87119.991273 + Penalty 1079.179765 = -86040.811507 nChanged 4 SP:Iteration 17F (45.363168 sec): 3 clusters Score: Raw -87122.549140 + Penalty 1079.389854 = -86043.159285 nChanged 4 SP:Iteration 18Q (45.365036 sec): 3 clusters Score: Raw -87123.695066 + Penalty 1079.678874 = -86044.016192 nChanged 4 SP:Iteration 19Q (45.366918 sec): 3 clusters Score: Raw -87126.006648 + Penalty 1080.036343 = -86045.970305 nChanged 3 SP:Iteration 20F (45.368923 sec): 3 clusters Score: Raw -87127.324291 + Penalty 1080.924222 = -86046.400069 nChanged 1 SP:Iteration 21Q (45.370828 sec): 3 clusters Score: Raw -87127.373270 + Penalty 1081.935467 = -86045.437803 nChanged 1 SP:Iteration 22F (45.372814 sec): 3 clusters Score: Raw -87127.919649 + Penalty 1083.117153 = -86044.802496 nChanged 1 SP:Iteration 23F (45.374787 sec): 3 clusters Score: Raw -87128.817635 + Penalty 1083.117153 = -86045.700482 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 11 (362 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.377591 sec): 2 clusters Score: Raw -28475.574107 + Penalty 929.458583 = -27546.115524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.378472 sec): 3 clusters Score: Raw -28503.769716 + Penalty 1856.421204 = -26647.348512 nChanged 80 SP:Iteration 1F (45.379329 sec): 3 clusters Score: Raw -28730.115084 + Penalty 1854.155938 = -26875.959146 nChanged 36 SP:Iteration 2F (45.380184 sec): 3 clusters Score: Raw -28869.770398 + Penalty 1851.954607 = -27017.815791 nChanged 21 SP:Iteration 3F (45.381040 sec): 3 clusters Score: Raw -28935.113025 + Penalty 1851.939849 = -27083.173175 nChanged 7 SP:Iteration 4Q (45.381813 sec): 3 clusters Score: Raw -28968.569030 + Penalty 1853.475412 = -27115.093618 nChanged 7 SP:Iteration 5Q (45.382638 sec): 3 clusters Score: Raw -28985.187420 + Penalty 1853.245398 = -27131.942022 nChanged 1 SP:Iteration 6Q (45.383430 sec): 3 clusters Score: Raw -28985.978219 + Penalty 1853.245398 = -27132.732820 nChanged 0 SP:Iteration 7F (45.384319 sec): 3 clusters Score: Raw -28985.978219 + Penalty 1853.245398 = -27132.732820 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 12 (314 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.386111 sec): 2 clusters Score: Raw -27267.777526 + Penalty 320.258641 = -26947.518886 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.386924 sec): 3 clusters Score: Raw -27100.755478 + Penalty 635.523116 = -26465.232362 nChanged 111 SP:Iteration 1F (45.387721 sec): 3 clusters Score: Raw -27190.712013 + Penalty 637.055184 = -26553.656829 nChanged 32 SP:Iteration 2F (45.388511 sec): 3 clusters Score: Raw -27215.852743 + Penalty 637.716667 = -26578.136075 nChanged 21 SP:Iteration 3F (45.389297 sec): 3 clusters Score: Raw -27233.065286 + Penalty 637.782370 = -26595.282915 nChanged 16 SP:Iteration 4F (45.390059 sec): 3 clusters Score: Raw -27246.177405 + Penalty 638.570490 = -26607.606915 nChanged 8 SP:Iteration 5Q (45.390816 sec): 3 clusters Score: Raw -27254.261974 + Penalty 638.112477 = -26616.149497 nChanged 8 SP:Iteration 6Q (45.391574 sec): 3 clusters Score: Raw -27263.438243 + Penalty 638.936495 = -26624.501748 nChanged 6 SP:Iteration 7Q (45.392326 sec): 3 clusters Score: Raw -27269.103331 + Penalty 639.761541 = -26629.341790 nChanged 5 SP:Iteration 8Q (45.393079 sec): 3 clusters Score: Raw -27273.755736 + Penalty 639.185604 = -26634.570132 nChanged 3 SP:Iteration 9Q (45.393827 sec): 3 clusters Score: Raw -27276.718895 + Penalty 639.112832 = -26637.606064 nChanged 4 SP:Iteration 10F (45.394587 sec): 3 clusters Score: Raw -27279.507859 + Penalty 638.997375 = -26640.510484 nChanged 1 SP:Iteration 11Q (45.395334 sec): 3 clusters Score: Raw -27280.039557 + Penalty 638.997375 = -26641.042182 nChanged 0 SP:Iteration 12F (45.396093 sec): 3 clusters Score: Raw -27280.039557 + Penalty 638.997375 = -26641.042182 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 13 (53 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.397144 sec): 2 clusters Score: Raw -3342.414409 + Penalty 81.379828 = -3261.034581 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (45.397454 sec): 3 clusters Score: Raw -3387.140021 + Penalty 160.426644 = -3226.713377 nChanged 11 SP:Iteration 1F (45.397756 sec): 3 clusters Score: Raw -3422.084194 + Penalty 154.688824 = -3267.395369 nChanged 6 SP:Iteration 2F (45.398049 sec): 3 clusters Score: Raw -3452.601760 + Penalty 155.308250 = -3297.293510 nChanged 3 SP:Iteration 3F (45.398357 sec): 3 clusters Score: Raw -3458.131373 + Penalty 157.056825 = -3301.074548 nChanged 1 SP:Iteration 4Q (45.398634 sec): 3 clusters Score: Raw -3459.647783 + Penalty 159.093817 = -3300.553966 nChanged 1 SP:Iteration 5F (45.398926 sec): 3 clusters Score: Raw -3462.491808 + Penalty 164.153415 = -3298.338393 nChanged 2 SP:Iteration 6F (45.399217 sec): 3 clusters Score: Raw -3470.055115 + Penalty 164.153415 = -3305.901700 nChanged 0 Score: Raw -2169014.270231 + Penalty 40123.120001 = -2128891.150231 Splitting cluster 13 changes total score from -2117303.269580 to -2128891.150231 So it's getting split into cluster 9. Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 14 (638 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.012237 sec): 2 clusters Score: Raw -55331.220593 + Penalty 533.824776 = -54797.395818 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.013576 sec): 3 clusters Score: Raw -54956.905880 + Penalty 1067.197088 = -53889.708792 nChanged 230 SP:Iteration 1F (46.014910 sec): 3 clusters Score: Raw -55091.471680 + Penalty 1067.520383 = -54023.951297 nChanged 68 SP:Iteration 2F (46.016217 sec): 3 clusters Score: Raw -55125.932566 + Penalty 1068.602593 = -54057.329973 nChanged 41 SP:Iteration 3F (46.017529 sec): 3 clusters Score: Raw -55157.847392 + Penalty 1069.400715 = -54088.446676 nChanged 23 SP:Iteration 4Q (46.018854 sec): 3 clusters Score: Raw -55171.394747 + Penalty 1069.895148 = -54101.499599 nChanged 12 SP:Iteration 5Q (46.020160 sec): 3 clusters Score: Raw -55176.537670 + Penalty 1069.893653 = -54106.644016 nChanged 9 SP:Iteration 6Q (46.021557 sec): 3 clusters Score: Raw -55180.360122 + Penalty 1069.768260 = -54110.591861 nChanged 4 SP:Iteration 7Q (46.022934 sec): 3 clusters Score: Raw -55181.589609 + Penalty 1069.696342 = -54111.893267 nChanged 1 SP:Iteration 8Q (46.024306 sec): 3 clusters Score: Raw -55182.295033 + Penalty 1069.734653 = -54112.560380 nChanged 3 SP:Iteration 9Q (46.025658 sec): 3 clusters Score: Raw -55182.961766 + Penalty 1069.458070 = -54113.503696 nChanged 3 SP:Iteration 10F (46.026987 sec): 3 clusters Score: Raw -55183.779924 + Penalty 1068.823405 = -54114.956519 nChanged 6 SP:Iteration 11Q (46.028296 sec): 3 clusters Score: Raw -55185.715429 + Penalty 1068.193189 = -54117.522240 nChanged 9 SP:Iteration 12Q (46.029672 sec): 3 clusters Score: Raw -55188.202578 + Penalty 1067.851399 = -54120.351179 nChanged 8 SP:Iteration 13Q (46.031018 sec): 3 clusters Score: Raw -55191.068592 + Penalty 1067.281961 = -54123.786630 nChanged 8 SP:Iteration 14Q (46.032322 sec): 3 clusters Score: Raw -55193.011940 + Penalty 1067.126551 = -54125.885388 nChanged 4 SP:Iteration 15Q (46.033644 sec): 3 clusters Score: Raw -55194.651742 + Penalty 1066.802328 = -54127.849414 nChanged 8 SP:Iteration 16Q (46.034948 sec): 3 clusters Score: Raw -55198.131127 + Penalty 1066.346454 = -54131.784673 nChanged 15 SP:Iteration 17Q (46.036323 sec): 3 clusters Score: Raw -55203.261787 + Penalty 1066.379387 = -54136.882400 nChanged 17 SP:Iteration 18Q (46.037695 sec): 3 clusters Score: Raw -55210.485695 + Penalty 1065.697708 = -54144.787987 nChanged 14 SP:Iteration 19Q (46.039061 sec): 3 clusters Score: Raw -55217.453839 + Penalty 1065.573960 = -54151.879879 nChanged 16 SP:Iteration 20F (46.040433 sec): 3 clusters Score: Raw -55223.806234 + Penalty 1065.279127 = -54158.527107 nChanged 13 SP:Iteration 21Q (46.041823 sec): 3 clusters Score: Raw -55228.344683 + Penalty 1065.927871 = -54162.416812 nChanged 11 SP:Iteration 22Q (46.043112 sec): 3 clusters Score: Raw -55231.993208 + Penalty 1065.915770 = -54166.077438 nChanged 8 SP:Iteration 23Q (46.044402 sec): 3 clusters Score: Raw -55234.930121 + Penalty 1065.570090 = -54169.360032 nChanged 8 SP:Iteration 24Q (46.045685 sec): 3 clusters Score: Raw -55237.681717 + Penalty 1065.263317 = -54172.418400 nChanged 8 SP:Iteration 25Q (46.046987 sec): 3 clusters Score: Raw -55242.018359 + Penalty 1064.965611 = -54177.052749 nChanged 8 SP:Iteration 26Q (46.048263 sec): 3 clusters Score: Raw -55244.453064 + Penalty 1065.834800 = -54178.618264 nChanged 9 SP:Iteration 27Q (46.049542 sec): 3 clusters Score: Raw -55246.652698 + Penalty 1066.736079 = -54179.916619 nChanged 5 SP:Iteration 28Q (46.050833 sec): 3 clusters Score: Raw -55247.586194 + Penalty 1067.769254 = -54179.816940 nChanged 5 SP:Iteration 29F (46.052146 sec): 3 clusters Score: Raw -55248.522675 + Penalty 1068.521737 = -54180.000938 nChanged 5 SP:Iteration 30F (46.053450 sec): 3 clusters Score: Raw -55249.467027 + Penalty 1069.475921 = -54179.991106 nChanged 4 SP:Iteration 31F (46.054841 sec): 3 clusters Score: Raw -55250.718010 + Penalty 1069.323325 = -54181.394685 nChanged 6 SP:Iteration 32Q (46.056178 sec): 3 clusters Score: Raw -55252.260715 + Penalty 1068.718408 = -54183.542306 nChanged 6 SP:Iteration 33Q (46.057511 sec): 3 clusters Score: Raw -55253.861764 + Penalty 1070.644436 = -54183.217328 nChanged 6 SP:Iteration 34F (46.058833 sec): 3 clusters Score: Raw -55255.073268 + Penalty 1070.732982 = -54184.340286 nChanged 4 SP:Iteration 35Q (46.060090 sec): 3 clusters Score: Raw -55256.115939 + Penalty 1071.918877 = -54184.197063 nChanged 6 SP:Iteration 36F (46.061397 sec): 3 clusters Score: Raw -55258.874521 + Penalty 1072.002776 = -54186.871745 nChanged 6 SP:Iteration 37Q (46.062658 sec): 3 clusters Score: Raw -55260.785711 + Penalty 1072.031140 = -54188.754571 nChanged 7 SP:Iteration 38Q (46.063913 sec): 3 clusters Score: Raw -55263.714450 + Penalty 1072.644813 = -54191.069637 nChanged 6 SP:Iteration 39Q (46.065162 sec): 3 clusters Score: Raw -55266.155004 + Penalty 1073.984466 = -54192.170538 nChanged 7 SP:Iteration 40F (46.066481 sec): 3 clusters Score: Raw -55267.992811 + Penalty 1074.351543 = -54193.641268 nChanged 7 SP:Iteration 41Q (46.067728 sec): 3 clusters Score: Raw -55271.314585 + Penalty 1077.156012 = -54194.158572 nChanged 9 SP:Iteration 42Q (46.068968 sec): 3 clusters Score: Raw -55274.974741 + Penalty 1084.597569 = -54190.377172 nChanged 15 SP:Iteration 43F (46.070275 sec): 3 clusters Score: Raw -55284.484550 + Penalty 1095.389639 = -54189.094911 nChanged 15 SP:Iteration 44F (46.071587 sec): 3 clusters Score: Raw -55297.170250 + Penalty 1107.769268 = -54189.400983 nChanged 16 SP:Iteration 45Q (46.072823 sec): 3 clusters Score: Raw -55312.410007 + Penalty 1120.573360 = -54191.836647 nChanged 14 SP:Iteration 46Q (46.074027 sec): 3 clusters Score: Raw -55323.765690 + Penalty 1131.882271 = -54191.883419 nChanged 11 SP:Iteration 47Q (46.075216 sec): 3 clusters Score: Raw -55335.368390 + Penalty 1157.814326 = -54177.554064 nChanged 12 SP:Iteration 48F (46.076528 sec): 3 clusters Score: Raw -55350.488961 + Penalty 1177.543966 = -54172.944995 nChanged 10 SP:Iteration 49F (46.077845 sec): 3 clusters Score: Raw -55362.405146 + Penalty 1198.142033 = -54164.263113 nChanged 6 SP:Iteration 50F (46.079157 sec): 3 clusters Score: Raw -55366.035607 + Penalty 1199.326949 = -54166.708658 nChanged 1 SP:Iteration 51Q (46.080275 sec): 3 clusters Score: Raw -55366.665134 + Penalty 1201.277118 = -54165.388016 nChanged 1 SP:Iteration 52F (46.081565 sec): 3 clusters Score: Raw -55367.450663 + Penalty 1201.277118 = -54166.173546 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 15 (681 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.084398 sec): 2 clusters Score: Raw -62150.896648 + Penalty 1054.953526 = -61095.943122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.085812 sec): 3 clusters Score: Raw -61973.718036 + Penalty 2109.932153 = -59863.785883 nChanged 181 SP:Iteration 1F (46.087302 sec): 3 clusters Score: Raw -62138.833292 + Penalty 2109.870863 = -60028.962429 nChanged 40 SP:Iteration 2F (46.088792 sec): 3 clusters Score: Raw -62185.415047 + Penalty 2109.850341 = -60075.564707 nChanged 21 SP:Iteration 3Q (46.090223 sec): 3 clusters Score: Raw -62216.175949 + Penalty 2109.859479 = -60106.316470 nChanged 18 SP:Iteration 4Q (46.091638 sec): 3 clusters Score: Raw -62236.512016 + Penalty 2109.845875 = -60126.666141 nChanged 8 SP:Iteration 5Q (46.093010 sec): 3 clusters Score: Raw -62246.977125 + Penalty 2109.807591 = -60137.169534 nChanged 9 SP:Iteration 6Q (46.094362 sec): 3 clusters Score: Raw -62255.823493 + Penalty 2109.767395 = -60146.056098 nChanged 8 SP:Iteration 7Q (46.095709 sec): 3 clusters Score: Raw -62261.724951 + Penalty 2109.752451 = -60151.972500 nChanged 2 SP:Iteration 8Q (46.097063 sec): 3 clusters Score: Raw -62262.191117 + Penalty 2109.744686 = -60152.446430 nChanged 1 SP:Iteration 9Q (46.098410 sec): 3 clusters Score: Raw -62262.617095 + Penalty 2109.744686 = -60152.872408 nChanged 0 SP:Iteration 10F (46.099786 sec): 3 clusters Score: Raw -62262.617095 + Penalty 2109.744686 = -60152.872408 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 18 (606 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.102438 sec): 2 clusters Score: Raw -52909.008570 + Penalty 510.652862 = -52398.355708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.103781 sec): 3 clusters Score: Raw -52609.395757 + Penalty 1033.627400 = -51575.768357 nChanged 221 SP:Iteration 1F (46.105096 sec): 3 clusters Score: Raw -52810.181546 + Penalty 1039.997905 = -51770.183642 nChanged 66 SP:Iteration 2F (46.106325 sec): 3 clusters Score: Raw -52915.322420 + Penalty 1041.611616 = -51873.710804 nChanged 48 SP:Iteration 3F (46.107559 sec): 3 clusters Score: Raw -52984.620348 + Penalty 1042.547519 = -51942.072829 nChanged 40 SP:Iteration 4F (46.108828 sec): 3 clusters Score: Raw -53037.782495 + Penalty 1044.659357 = -51993.123138 nChanged 30 SP:Iteration 5Q (46.110024 sec): 3 clusters Score: Raw -53095.954602 + Penalty 1046.951808 = -52049.002794 nChanged 22 SP:Iteration 6Q (46.111194 sec): 3 clusters Score: Raw -53170.778849 + Penalty 1049.395236 = -52121.383613 nChanged 16 SP:Iteration 7Q (46.112319 sec): 3 clusters Score: Raw -53232.058278 + Penalty 1050.968598 = -52181.089680 nChanged 6 SP:Iteration 8Q (46.113418 sec): 3 clusters Score: Raw -53258.424426 + Penalty 1051.105652 = -52207.318774 nChanged 6 SP:Iteration 9Q (46.114516 sec): 3 clusters Score: Raw -53272.529329 + Penalty 1050.727421 = -52221.801908 nChanged 3 SP:Iteration 10F (46.115765 sec): 3 clusters Score: Raw -53276.275722 + Penalty 1050.074372 = -52226.201350 nChanged 1 SP:Iteration 11Q (46.116868 sec): 3 clusters Score: Raw -53276.399976 + Penalty 1050.074372 = -52226.325604 nChanged 0 SP:Iteration 12F (46.118117 sec): 3 clusters Score: Raw -53276.399976 + Penalty 1050.074372 = -52226.325604 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 19 (216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.120030 sec): 2 clusters Score: Raw -19694.365933 + Penalty 684.828622 = -19009.537311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.120638 sec): 3 clusters Score: Raw -19656.307600 + Penalty 1349.392980 = -18306.914620 nChanged 51 SP:Iteration 1F (46.121236 sec): 3 clusters Score: Raw -19737.189051 + Penalty 1351.458712 = -18385.730339 nChanged 12 SP:Iteration 2F (46.121831 sec): 3 clusters Score: Raw -19759.766570 + Penalty 1358.545811 = -18401.220759 nChanged 8 SP:Iteration 3Q (46.122410 sec): 3 clusters Score: Raw -19779.812171 + Penalty 1366.748402 = -18413.063769 nChanged 9 SP:Iteration 4Q (46.123013 sec): 3 clusters Score: Raw -19810.965743 + Penalty 1372.890278 = -18438.075465 nChanged 12 SP:Iteration 5F (46.123603 sec): 3 clusters Score: Raw -19854.931444 + Penalty 1381.811620 = -18473.119824 nChanged 11 SP:Iteration 6F (46.124185 sec): 3 clusters Score: Raw -19885.089341 + Penalty 1389.216486 = -18495.872855 nChanged 4 SP:Iteration 7Q (46.124719 sec): 3 clusters Score: Raw -19893.284850 + Penalty 1391.060753 = -18502.224097 nChanged 1 SP:Iteration 8Q (46.125247 sec): 3 clusters Score: Raw -19895.287548 + Penalty 1392.626352 = -18502.661196 nChanged 1 SP:Iteration 9Q (46.125775 sec): 3 clusters Score: Raw -19896.244955 + Penalty 1394.295132 = -18501.949823 nChanged 1 SP:Iteration 10F (46.126353 sec): 3 clusters Score: Raw -19897.747355 + Penalty 1394.524057 = -18503.223298 nChanged 2 SP:Iteration 11Q (46.126880 sec): 3 clusters Score: Raw -19901.960215 + Penalty 1392.862786 = -18509.097429 nChanged 1 SP:Iteration 12Q (46.127426 sec): 3 clusters Score: Raw -19904.938012 + Penalty 1392.862786 = -18512.075226 nChanged 0 SP:Iteration 13F (46.128006 sec): 3 clusters Score: Raw -19904.938012 + Penalty 1392.862786 = -18512.075226 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 20 (142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.129377 sec): 2 clusters Score: Raw -12399.804795 + Penalty 579.200786 = -11820.604009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.129840 sec): 3 clusters Score: Raw -12431.538784 + Penalty 1140.858469 = -11290.680315 nChanged 32 SP:Iteration 1F (46.130316 sec): 3 clusters Score: Raw -12520.054851 + Penalty 1127.154668 = -11392.900183 nChanged 12 SP:Iteration 2F (46.130778 sec): 3 clusters Score: Raw -12556.910366 + Penalty 1128.437709 = -11428.472656 nChanged 2 SP:Iteration 3Q (46.131209 sec): 3 clusters Score: Raw -12563.275528 + Penalty 1129.157134 = -11434.118394 nChanged 1 SP:Iteration 4Q (46.131636 sec): 3 clusters Score: Raw -12568.303149 + Penalty 1129.157134 = -11439.146015 nChanged 0 SP:Iteration 5F (46.132096 sec): 3 clusters Score: Raw -12568.303149 + Penalty 1129.157134 = -11439.146015 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 21 (618 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.134596 sec): 2 clusters Score: Raw -61953.591585 + Penalty 1020.837154 = -60932.754431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.135928 sec): 3 clusters Score: Raw -61757.328241 + Penalty 2041.402522 = -59715.925719 nChanged 151 SP:Iteration 1F (46.137204 sec): 3 clusters Score: Raw -61917.275593 + Penalty 2041.253481 = -59876.022112 nChanged 41 SP:Iteration 2F (46.138517 sec): 3 clusters Score: Raw -61973.453800 + Penalty 2041.343601 = -59932.110199 nChanged 18 SP:Iteration 3Q (46.139851 sec): 3 clusters Score: Raw -61998.686361 + Penalty 2041.438936 = -59957.247425 nChanged 12 SP:Iteration 4Q (46.141171 sec): 3 clusters Score: Raw -62013.515809 + Penalty 2041.435635 = -59972.080174 nChanged 3 SP:Iteration 5Q (46.142469 sec): 3 clusters Score: Raw -62017.017893 + Penalty 2041.487992 = -59975.529901 nChanged 3 SP:Iteration 6Q (46.143783 sec): 3 clusters Score: Raw -62021.048798 + Penalty 2041.457626 = -59979.591173 nChanged 2 SP:Iteration 7Q (46.145093 sec): 3 clusters Score: Raw -62022.678645 + Penalty 2041.422498 = -59981.256148 nChanged 1 SP:Iteration 8Q (46.146338 sec): 3 clusters Score: Raw -62024.819298 + Penalty 2041.369695 = -59983.449603 nChanged 3 SP:Iteration 9Q (46.147585 sec): 3 clusters Score: Raw -62027.655137 + Penalty 2041.452224 = -59986.202913 nChanged 2 SP:Iteration 10F (46.148851 sec): 3 clusters Score: Raw -62031.260522 + Penalty 2041.431585 = -59989.828938 nChanged 3 SP:Iteration 11Q (46.150100 sec): 3 clusters Score: Raw -62035.097694 + Penalty 2041.354266 = -59993.743428 nChanged 4 SP:Iteration 12Q (46.151350 sec): 3 clusters Score: Raw -62037.877363 + Penalty 2041.317238 = -59996.560125 nChanged 2 SP:Iteration 13Q (46.152720 sec): 3 clusters Score: Raw -62039.584607 + Penalty 2041.317238 = -59998.267368 nChanged 0 SP:Iteration 14F (46.154057 sec): 3 clusters Score: Raw -62039.584607 + Penalty 2041.317238 = -59998.267368 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 25 (81 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.155216 sec): 2 clusters Score: Raw -6248.996215 + Penalty 260.896444 = -5988.099771 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.155573 sec): 3 clusters Score: Raw -6244.760892 + Penalty 536.447973 = -5708.312918 nChanged 21 SP:Iteration 1F (46.155934 sec): 3 clusters Score: Raw -6294.573947 + Penalty 530.448646 = -5764.125301 nChanged 6 SP:Iteration 2F (46.156286 sec): 3 clusters Score: Raw -6303.040314 + Penalty 533.503567 = -5769.536748 nChanged 1 SP:Iteration 3Q (46.156625 sec): 3 clusters Score: Raw -6305.719221 + Penalty 533.503567 = -5772.215654 nChanged 0 SP:Iteration 4F (46.156976 sec): 3 clusters Score: Raw -6305.719221 + Penalty 533.503567 = -5772.215654 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 28 (787 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.160011 sec): 2 clusters Score: Raw -71081.496890 + Penalty 1050.948353 = -70030.548536 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.161610 sec): 3 clusters Score: Raw -70832.150099 + Penalty 2102.180102 = -68729.969997 nChanged 224 SP:Iteration 1F (46.163195 sec): 3 clusters Score: Raw -71050.203088 + Penalty 2102.577609 = -68947.625479 nChanged 55 SP:Iteration 2F (46.164765 sec): 3 clusters Score: Raw -71114.728476 + Penalty 2102.790183 = -69011.938292 nChanged 32 SP:Iteration 3Q (46.166291 sec): 3 clusters Score: Raw -71147.991206 + Penalty 2103.079990 = -69044.911216 nChanged 17 SP:Iteration 4Q (46.167807 sec): 3 clusters Score: Raw -71164.475838 + Penalty 2103.414211 = -69061.061626 nChanged 17 SP:Iteration 5Q (46.169347 sec): 3 clusters Score: Raw -71184.466371 + Penalty 2103.583710 = -69080.882662 nChanged 14 SP:Iteration 6Q (46.170879 sec): 3 clusters Score: Raw -71199.224339 + Penalty 2103.803452 = -69095.420887 nChanged 12 SP:Iteration 7Q (46.172421 sec): 3 clusters Score: Raw -71213.408747 + Penalty 2104.048800 = -69109.359947 nChanged 12 SP:Iteration 8Q (46.173960 sec): 3 clusters Score: Raw -71225.994941 + Penalty 2104.002870 = -69121.992070 nChanged 14 SP:Iteration 9Q (46.175487 sec): 3 clusters Score: Raw -71238.611829 + Penalty 2104.308593 = -69134.303236 nChanged 4 SP:Iteration 10F (46.177069 sec): 3 clusters Score: Raw -71244.843123 + Penalty 2104.364545 = -69140.478577 nChanged 1 SP:Iteration 11Q (46.178585 sec): 3 clusters Score: Raw -71245.458540 + Penalty 2104.364545 = -69141.093994 nChanged 0 SP:Iteration 12F (46.180154 sec): 3 clusters Score: Raw -71245.458540 + Penalty 2104.364545 = -69141.093994 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 30 (170 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.181849 sec): 2 clusters Score: Raw -14073.588001 + Penalty 179.018919 = -13894.569082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.182388 sec): 3 clusters Score: Raw -13993.697128 + Penalty 372.221243 = -13621.475885 nChanged 57 SP:Iteration 1F (46.182904 sec): 3 clusters Score: Raw -14056.704160 + Penalty 420.377685 = -13636.326474 nChanged 21 SP:Iteration 2F (46.183419 sec): 3 clusters Score: Raw -14078.017437 + Penalty 497.209633 = -13580.807804 nChanged 10 SP:Iteration 3F (46.183934 sec): 3 clusters Score: Raw -14089.448418 + Penalty 561.633650 = -13527.814768 nChanged 4 SP:Iteration 4F (46.184445 sec): 3 clusters Score: Raw -14097.735548 + Penalty 556.996567 = -13540.738981 nChanged 1 SP:Iteration 5Q (46.184918 sec): 3 clusters Score: Raw -14100.841775 + Penalty 543.986768 = -13556.855007 nChanged 2 SP:Iteration 6Q (46.185415 sec): 3 clusters Score: Raw -14105.409216 + Penalty 534.415961 = -13570.993256 nChanged 1 SP:Iteration 7Q (46.185879 sec): 3 clusters Score: Raw -14107.334211 + Penalty 528.312757 = -13579.021453 nChanged 1 SP:Iteration 8Q (46.186349 sec): 3 clusters Score: Raw -14108.995203 + Penalty 517.037656 = -13591.957547 nChanged 1 SP:Iteration 9Q (46.186818 sec): 3 clusters Score: Raw -14110.697629 + Penalty 514.292612 = -13596.405017 nChanged 1 SP:Iteration 10F (46.187330 sec): 3 clusters Score: Raw -14111.912643 + Penalty 510.046579 = -13601.866064 nChanged 1 SP:Iteration 11Q (46.187799 sec): 3 clusters Score: Raw -14113.219981 + Penalty 510.046579 = -13603.173402 nChanged 0 SP:Iteration 12F (46.188313 sec): 3 clusters Score: Raw -14113.219981 + Penalty 510.046579 = -13603.173402 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 31 (618 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.190840 sec): 2 clusters Score: Raw -55141.632127 + Penalty 687.158140 = -54454.473986 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.192122 sec): 3 clusters Score: Raw -54845.930361 + Penalty 1374.409243 = -53471.521118 nChanged 217 SP:Iteration 1F (46.193384 sec): 3 clusters Score: Raw -55035.215978 + Penalty 1373.937077 = -53661.278902 nChanged 74 SP:Iteration 2F (46.194680 sec): 3 clusters Score: Raw -55090.538816 + Penalty 1374.361647 = -53716.177170 nChanged 34 SP:Iteration 3F (46.195956 sec): 3 clusters Score: Raw -55112.657698 + Penalty 1373.754048 = -53738.903649 nChanged 12 SP:Iteration 4Q (46.197222 sec): 3 clusters Score: Raw -55121.341450 + Penalty 1374.715649 = -53746.625801 nChanged 11 SP:Iteration 5Q (46.198460 sec): 3 clusters Score: Raw -55130.077212 + Penalty 1374.812262 = -53755.264950 nChanged 7 SP:Iteration 6Q (46.199704 sec): 3 clusters Score: Raw -55132.468347 + Penalty 1374.958311 = -53757.510036 nChanged 5 SP:Iteration 7Q (46.200986 sec): 3 clusters Score: Raw -55137.167984 + Penalty 1375.010775 = -53762.157209 nChanged 3 SP:Iteration 8Q (46.202257 sec): 3 clusters Score: Raw -55137.621301 + Penalty 1375.107805 = -53762.513496 nChanged 1 SP:Iteration 9Q (46.203528 sec): 3 clusters Score: Raw -55137.916890 + Penalty 1375.003735 = -53762.913155 nChanged 1 SP:Iteration 10F (46.204806 sec): 3 clusters Score: Raw -55139.016732 + Penalty 1375.032982 = -53763.983750 nChanged 1 SP:Iteration 11Q (46.206065 sec): 3 clusters Score: Raw -55139.036955 + Penalty 1375.379999 = -53763.656957 nChanged 2 SP:Iteration 12F (46.207340 sec): 3 clusters Score: Raw -55139.550984 + Penalty 1375.362216 = -53764.188767 nChanged 1 SP:Iteration 13Q (46.208601 sec): 3 clusters Score: Raw -55139.695990 + Penalty 1375.362216 = -53764.333774 nChanged 0 SP:Iteration 14F (46.209875 sec): 3 clusters Score: Raw -55139.695990 + Penalty 1375.362216 = -53764.333774 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 33 (409 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.211971 sec): 2 clusters Score: Raw -37149.742155 + Penalty 905.268395 = -36244.473761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.212895 sec): 3 clusters Score: Raw -37084.007403 + Penalty 1801.678620 = -35282.328783 nChanged 98 SP:Iteration 1F (46.213806 sec): 3 clusters Score: Raw -37249.859917 + Penalty 1794.177191 = -35455.682726 nChanged 37 SP:Iteration 2F (46.214712 sec): 3 clusters Score: Raw -37332.535840 + Penalty 1787.264316 = -35545.271524 nChanged 18 SP:Iteration 3Q (46.215582 sec): 3 clusters Score: Raw -37370.333436 + Penalty 1786.299816 = -35584.033620 nChanged 8 SP:Iteration 4Q (46.216443 sec): 3 clusters Score: Raw -37385.633535 + Penalty 1785.223437 = -35600.410098 nChanged 6 SP:Iteration 5Q (46.217365 sec): 3 clusters Score: Raw -37398.418192 + Penalty 1785.927144 = -35612.491047 nChanged 2 SP:Iteration 6Q (46.218249 sec): 3 clusters Score: Raw -37401.665743 + Penalty 1785.682428 = -35615.983315 nChanged 1 SP:Iteration 7Q (46.219131 sec): 3 clusters Score: Raw -37403.176894 + Penalty 1785.682428 = -35617.494466 nChanged 0 SP:Iteration 8F (46.220036 sec): 3 clusters Score: Raw -37403.176894 + Penalty 1785.682428 = -35617.494466 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 34 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.220968 sec): 2 clusters Score: Raw -387.967233 + Penalty 43.075432 = -344.891802 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.221182 sec): 3 clusters Score: Raw -385.190911 + Penalty 115.301551 = -269.889360 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 35 (192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.222450 sec): 2 clusters Score: Raw -16598.770812 + Penalty 845.978601 = -15752.792210 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.223014 sec): 3 clusters Score: Raw -16646.921432 + Penalty 1691.275102 = -14955.646330 nChanged 21 SP:Iteration 1F (46.223569 sec): 3 clusters Score: Raw -16705.037047 + Penalty 1691.224929 = -15013.812118 nChanged 3 SP:Iteration 2Q (46.224107 sec): 3 clusters Score: Raw -16714.540483 + Penalty 1691.224929 = -15023.315554 nChanged 0 SP:Iteration 3F (46.224662 sec): 3 clusters Score: Raw -16714.540483 + Penalty 1691.224929 = -15023.315554 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 36 (813 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.227685 sec): 2 clusters Score: Raw -75547.009320 + Penalty 841.062498 = -74705.946821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.229339 sec): 3 clusters Score: Raw -75161.113257 + Penalty 1681.040017 = -73480.073240 nChanged 264 SP:Iteration 1F (46.231043 sec): 3 clusters Score: Raw -75346.431400 + Penalty 1677.836437 = -73668.594963 nChanged 78 SP:Iteration 2F (46.232750 sec): 3 clusters Score: Raw -75406.321776 + Penalty 1673.911266 = -73732.410510 nChanged 45 SP:Iteration 3F (46.234369 sec): 3 clusters Score: Raw -75435.559157 + Penalty 1670.995650 = -73764.563507 nChanged 38 SP:Iteration 4Q (46.235991 sec): 3 clusters Score: Raw -75467.020091 + Penalty 1667.981838 = -73799.038253 nChanged 28 SP:Iteration 5Q (46.237608 sec): 3 clusters Score: Raw -75489.741005 + Penalty 1667.785285 = -73821.955720 nChanged 16 SP:Iteration 6Q (46.239215 sec): 3 clusters Score: Raw -75499.221867 + Penalty 1668.025330 = -73831.196537 nChanged 18 SP:Iteration 7Q (46.240913 sec): 3 clusters Score: Raw -75512.623430 + Penalty 1667.229043 = -73845.394387 nChanged 14 SP:Iteration 8Q (46.242601 sec): 3 clusters Score: Raw -75525.505682 + Penalty 1666.793431 = -73858.712251 nChanged 11 SP:Iteration 9Q (46.244286 sec): 3 clusters Score: Raw -75531.196051 + Penalty 1665.897418 = -73865.298632 nChanged 11 SP:Iteration 10F (46.245940 sec): 3 clusters Score: Raw -75538.750451 + Penalty 1667.205069 = -73871.545383 nChanged 12 SP:Iteration 11Q (46.247507 sec): 3 clusters Score: Raw -75545.373069 + Penalty 1668.666990 = -73876.706079 nChanged 16 SP:Iteration 12Q (46.249116 sec): 3 clusters Score: Raw -75553.202623 + Penalty 1671.485128 = -73881.717494 nChanged 12 SP:Iteration 13Q (46.250804 sec): 3 clusters Score: Raw -75558.722119 + Penalty 1670.266028 = -73888.456091 nChanged 7 SP:Iteration 14Q (46.252473 sec): 3 clusters Score: Raw -75562.467420 + Penalty 1669.481087 = -73892.986333 nChanged 10 SP:Iteration 15Q (46.254087 sec): 3 clusters Score: Raw -75570.577357 + Penalty 1672.104704 = -73898.472653 nChanged 10 SP:Iteration 16Q (46.255677 sec): 3 clusters Score: Raw -75578.345470 + Penalty 1671.956184 = -73906.389286 nChanged 7 SP:Iteration 17Q (46.257271 sec): 3 clusters Score: Raw -75584.349853 + Penalty 1673.534336 = -73910.815517 nChanged 6 SP:Iteration 18Q (46.258837 sec): 3 clusters Score: Raw -75592.580583 + Penalty 1673.301681 = -73919.278902 nChanged 8 SP:Iteration 19Q (46.260374 sec): 3 clusters Score: Raw -75600.026357 + Penalty 1672.782603 = -73927.243754 nChanged 8 SP:Iteration 20F (46.262002 sec): 3 clusters Score: Raw -75606.273958 + Penalty 1670.682370 = -73935.591589 nChanged 2 SP:Iteration 21Q (46.263554 sec): 3 clusters Score: Raw -75607.422000 + Penalty 1671.119376 = -73936.302624 nChanged 1 SP:Iteration 22Q (46.265105 sec): 3 clusters Score: Raw -75607.296107 + Penalty 1671.119376 = -73936.176731 nChanged 0 SP:Iteration 23F (46.266713 sec): 3 clusters Score: Raw -75607.296107 + Penalty 1671.119376 = -73936.176731 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 38 (307 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.268500 sec): 2 clusters Score: Raw -25090.402879 + Penalty 626.077020 = -24464.325859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.269249 sec): 3 clusters Score: Raw -24991.992894 + Penalty 1252.100250 = -23739.892644 nChanged 91 SP:Iteration 1F (46.269984 sec): 3 clusters Score: Raw -25085.395405 + Penalty 1253.174916 = -23832.220489 nChanged 18 SP:Iteration 2F (46.270718 sec): 3 clusters Score: Raw -25105.866363 + Penalty 1252.104262 = -23853.762101 nChanged 10 SP:Iteration 3Q (46.271443 sec): 3 clusters Score: Raw -25114.851882 + Penalty 1250.092329 = -23864.759553 nChanged 6 SP:Iteration 4Q (46.272166 sec): 3 clusters Score: Raw -25120.931142 + Penalty 1250.324847 = -23870.606295 nChanged 3 SP:Iteration 5Q (46.272890 sec): 3 clusters Score: Raw -25127.563917 + Penalty 1255.593478 = -23871.970439 nChanged 4 SP:Iteration 6Q (46.273612 sec): 3 clusters Score: Raw -25133.053066 + Penalty 1259.905226 = -23873.147839 nChanged 3 SP:Iteration 7Q (46.274337 sec): 3 clusters Score: Raw -25135.438673 + Penalty 1263.594564 = -23871.844109 nChanged 2 SP:Iteration 8F (46.275073 sec): 3 clusters Score: Raw -25137.552239 + Penalty 1266.388565 = -23871.163674 nChanged 2 SP:Iteration 9F (46.275807 sec): 3 clusters Score: Raw -25138.675007 + Penalty 1265.206004 = -23873.469003 nChanged 2 SP:Iteration 10F (46.276540 sec): 3 clusters Score: Raw -25140.217554 + Penalty 1265.185173 = -23875.032381 nChanged 1 SP:Iteration 11Q (46.277259 sec): 3 clusters Score: Raw -25141.620692 + Penalty 1264.469406 = -23877.151286 nChanged 1 SP:Iteration 12Q (46.277978 sec): 3 clusters Score: Raw -25142.348063 + Penalty 1261.579349 = -23880.768713 nChanged 2 SP:Iteration 13Q (46.278694 sec): 3 clusters Score: Raw -25144.172640 + Penalty 1261.499109 = -23882.673530 nChanged 1 SP:Iteration 14Q (46.279409 sec): 3 clusters Score: Raw -25144.761068 + Penalty 1259.701305 = -23885.059763 nChanged 1 SP:Iteration 15Q (46.280123 sec): 3 clusters Score: Raw -25149.079289 + Penalty 1258.515363 = -23890.563926 nChanged 2 SP:Iteration 16Q (46.280832 sec): 3 clusters Score: Raw -25151.175393 + Penalty 1258.515363 = -23892.660030 nChanged 0 SP:Iteration 17F (46.281565 sec): 3 clusters Score: Raw -25151.175393 + Penalty 1258.515363 = -23892.660030 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 39 (746 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.284506 sec): 2 clusters Score: Raw -72264.346911 + Penalty 1046.877686 = -71217.469225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.286040 sec): 3 clusters Score: Raw -72004.805606 + Penalty 2093.724714 = -69911.080891 nChanged 214 SP:Iteration 1F (46.287555 sec): 3 clusters Score: Raw -72219.396765 + Penalty 2093.788925 = -70125.607840 nChanged 53 SP:Iteration 2F (46.289089 sec): 3 clusters Score: Raw -72264.707487 + Penalty 2093.848232 = -70170.859254 nChanged 12 SP:Iteration 3Q (46.290596 sec): 3 clusters Score: Raw -72274.265155 + Penalty 2093.904594 = -70180.360561 nChanged 10 SP:Iteration 4Q (46.292079 sec): 3 clusters Score: Raw -72283.520610 + Penalty 2093.900550 = -70189.620060 nChanged 12 SP:Iteration 5Q (46.293547 sec): 3 clusters Score: Raw -72300.063597 + Penalty 2093.784423 = -70206.279174 nChanged 17 SP:Iteration 6Q (46.295059 sec): 3 clusters Score: Raw -72316.091300 + Penalty 2093.590785 = -70222.500515 nChanged 10 SP:Iteration 7Q (46.296580 sec): 3 clusters Score: Raw -72325.675472 + Penalty 2093.557764 = -70232.117707 nChanged 10 SP:Iteration 8Q (46.298052 sec): 3 clusters Score: Raw -72335.320316 + Penalty 2093.398477 = -70241.921839 nChanged 11 SP:Iteration 9Q (46.299509 sec): 3 clusters Score: Raw -72345.551380 + Penalty 2093.239405 = -70252.311976 nChanged 12 SP:Iteration 10F (46.301034 sec): 3 clusters Score: Raw -72354.358526 + Penalty 2093.239430 = -70261.119095 nChanged 7 SP:Iteration 11Q (46.302516 sec): 3 clusters Score: Raw -72360.677861 + Penalty 2093.372330 = -70267.305531 nChanged 7 SP:Iteration 12Q (46.304027 sec): 3 clusters Score: Raw -72373.168168 + Penalty 2093.322991 = -70279.845178 nChanged 10 SP:Iteration 13Q (46.305523 sec): 3 clusters Score: Raw -72388.460936 + Penalty 2093.132559 = -70295.328377 nChanged 14 SP:Iteration 14Q (46.307003 sec): 3 clusters Score: Raw -72407.926356 + Penalty 2093.026968 = -70314.899388 nChanged 15 SP:Iteration 15Q (46.308475 sec): 3 clusters Score: Raw -72421.465667 + Penalty 2093.173890 = -70328.291777 nChanged 2 SP:Iteration 16Q (46.309935 sec): 3 clusters Score: Raw -72424.756622 + Penalty 2093.423155 = -70331.333468 nChanged 3 SP:Iteration 17Q (46.311380 sec): 3 clusters Score: Raw -72431.001179 + Penalty 2093.590190 = -70337.410988 nChanged 2 SP:Iteration 18Q (46.312855 sec): 3 clusters Score: Raw -72434.334929 + Penalty 2093.673571 = -70340.661358 nChanged 3 SP:Iteration 19Q (46.314319 sec): 3 clusters Score: Raw -72437.242436 + Penalty 2093.755372 = -70343.487064 nChanged 5 SP:Iteration 20F (46.315915 sec): 3 clusters Score: Raw -72443.068495 + Penalty 2094.166726 = -70348.901769 nChanged 7 SP:Iteration 21Q (46.317463 sec): 3 clusters Score: Raw -72451.534776 + Penalty 2094.267751 = -70357.267025 nChanged 11 SP:Iteration 22Q (46.318994 sec): 3 clusters Score: Raw -72464.986820 + Penalty 2094.279120 = -70370.707700 nChanged 6 SP:Iteration 23Q (46.320458 sec): 3 clusters Score: Raw -72472.587701 + Penalty 2094.193808 = -70378.393893 nChanged 3 SP:Iteration 24Q (46.321912 sec): 3 clusters Score: Raw -72475.456807 + Penalty 2094.283550 = -70381.173257 nChanged 3 SP:Iteration 25Q (46.323370 sec): 3 clusters Score: Raw -72478.866849 + Penalty 2094.641500 = -70384.225350 nChanged 4 SP:Iteration 26Q (46.324822 sec): 3 clusters Score: Raw -72483.720705 + Penalty 2094.649200 = -70389.071505 nChanged 2 SP:Iteration 27Q (46.326250 sec): 3 clusters Score: Raw -72485.592616 + Penalty 2094.649200 = -70390.943417 nChanged 0 SP:Iteration 28F (46.327730 sec): 3 clusters Score: Raw -72485.592616 + Penalty 2094.649200 = -70390.943417 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 46 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.328753 sec): 2 clusters Score: Raw -682.930639 + Penalty 100.611730 = -582.318909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.328981 sec): 3 clusters Score: Raw -710.340967 + Penalty 193.730033 = -516.610934 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 54 (444 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.331001 sec): 2 clusters Score: Raw -42806.397530 + Penalty 848.085671 = -41958.311859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.331990 sec): 3 clusters Score: Raw -42639.425039 + Penalty 1696.898506 = -40942.526533 nChanged 106 SP:Iteration 1F (46.332958 sec): 3 clusters Score: Raw -42749.723306 + Penalty 1695.867890 = -41053.855416 nChanged 26 SP:Iteration 2F (46.333930 sec): 3 clusters Score: Raw -42783.590436 + Penalty 1694.834192 = -41088.756245 nChanged 23 SP:Iteration 3F (46.334903 sec): 3 clusters Score: Raw -42806.652919 + Penalty 1693.390468 = -41113.262451 nChanged 16 SP:Iteration 4Q (46.335862 sec): 3 clusters Score: Raw -42825.130054 + Penalty 1693.064459 = -41132.065595 nChanged 8 SP:Iteration 5Q (46.336849 sec): 3 clusters Score: Raw -42832.653539 + Penalty 1693.375041 = -41139.278497 nChanged 11 SP:Iteration 6Q (46.337827 sec): 3 clusters Score: Raw -42846.970793 + Penalty 1693.641847 = -41153.328946 nChanged 12 SP:Iteration 7Q (46.338843 sec): 3 clusters Score: Raw -42862.459349 + Penalty 1692.776099 = -41169.683249 nChanged 13 SP:Iteration 8Q (46.339840 sec): 3 clusters Score: Raw -42878.443164 + Penalty 1692.473386 = -41185.969778 nChanged 4 SP:Iteration 9Q (46.340835 sec): 3 clusters Score: Raw -42881.417787 + Penalty 1692.576545 = -41188.841242 nChanged 2 SP:Iteration 10F (46.341827 sec): 3 clusters Score: Raw -42883.779241 + Penalty 1692.429055 = -41191.350186 nChanged 1 SP:Iteration 11Q (46.342836 sec): 3 clusters Score: Raw -42884.132040 + Penalty 1692.307420 = -41191.824620 nChanged 1 SP:Iteration 12Q (46.343837 sec): 3 clusters Score: Raw -42884.589091 + Penalty 1691.478365 = -41193.110726 nChanged 4 SP:Iteration 13Q (46.344835 sec): 3 clusters Score: Raw -42888.192874 + Penalty 1690.272779 = -41197.920095 nChanged 4 SP:Iteration 14Q (46.345832 sec): 3 clusters Score: Raw -42890.567233 + Penalty 1689.696307 = -41200.870927 nChanged 3 SP:Iteration 15Q (46.346824 sec): 3 clusters Score: Raw -42892.157684 + Penalty 1688.697888 = -41203.459796 nChanged 3 SP:Iteration 16Q (46.347798 sec): 3 clusters Score: Raw -42897.821800 + Penalty 1688.533098 = -41209.288702 nChanged 2 SP:Iteration 17Q (46.348832 sec): 3 clusters Score: Raw -42898.665523 + Penalty 1688.533098 = -41210.132425 nChanged 0 SP:Iteration 18F (46.349830 sec): 3 clusters Score: Raw -42898.665523 + Penalty 1688.533098 = -41210.132425 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 60 (417 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.351882 sec): 2 clusters Score: Raw -36952.992733 + Penalty 583.399096 = -36369.593636 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.352869 sec): 3 clusters Score: Raw -36794.544936 + Penalty 1163.151327 = -35631.393609 nChanged 107 SP:Iteration 1F (46.353824 sec): 3 clusters Score: Raw -36873.832131 + Penalty 1159.609297 = -35714.222834 nChanged 35 SP:Iteration 2F (46.354753 sec): 3 clusters Score: Raw -36900.811418 + Penalty 1159.168574 = -35741.642844 nChanged 21 SP:Iteration 3F (46.355686 sec): 3 clusters Score: Raw -36921.354036 + Penalty 1154.403619 = -35766.950417 nChanged 18 SP:Iteration 4Q (46.356605 sec): 3 clusters Score: Raw -36935.076818 + Penalty 1153.635933 = -35781.440885 nChanged 14 SP:Iteration 5Q (46.357524 sec): 3 clusters Score: Raw -36947.972232 + Penalty 1152.723315 = -35795.248917 nChanged 15 SP:Iteration 6Q (46.358441 sec): 3 clusters Score: Raw -36960.539009 + Penalty 1152.869529 = -35807.669480 nChanged 9 SP:Iteration 7Q (46.359356 sec): 3 clusters Score: Raw -36966.950052 + Penalty 1151.529224 = -35815.420828 nChanged 9 SP:Iteration 8Q (46.360269 sec): 3 clusters Score: Raw -36971.758356 + Penalty 1147.190615 = -35824.567741 nChanged 9 SP:Iteration 9Q (46.361183 sec): 3 clusters Score: Raw -36977.569591 + Penalty 1149.488731 = -35828.080860 nChanged 5 SP:Iteration 10F (46.362110 sec): 3 clusters Score: Raw -36981.441736 + Penalty 1146.860744 = -35834.580993 nChanged 7 SP:Iteration 11Q (46.363028 sec): 3 clusters Score: Raw -36985.199908 + Penalty 1144.432886 = -35840.767022 nChanged 3 SP:Iteration 12Q (46.363943 sec): 3 clusters Score: Raw -36986.818265 + Penalty 1140.742921 = -35846.075343 nChanged 4 SP:Iteration 13Q (46.364861 sec): 3 clusters Score: Raw -36990.916320 + Penalty 1145.229209 = -35845.687111 nChanged 5 SP:Iteration 14F (46.365789 sec): 3 clusters Score: Raw -36995.331044 + Penalty 1145.024370 = -35850.306674 nChanged 1 SP:Iteration 15Q (46.366698 sec): 3 clusters Score: Raw -36995.712121 + Penalty 1148.267019 = -35847.445101 nChanged 1 SP:Iteration 16F (46.367623 sec): 3 clusters Score: Raw -36995.880023 + Penalty 1145.369143 = -35850.510880 nChanged 2 SP:Iteration 17Q (46.368534 sec): 3 clusters Score: Raw -36998.437220 + Penalty 1146.335043 = -35852.102177 nChanged 3 SP:Iteration 18Q (46.369471 sec): 3 clusters Score: Raw -37001.218821 + Penalty 1156.347047 = -35844.871774 nChanged 4 SP:Iteration 19F (46.370394 sec): 3 clusters Score: Raw -37003.161107 + Penalty 1164.467089 = -35838.694018 nChanged 3 SP:Iteration 20F (46.371318 sec): 3 clusters Score: Raw -37004.821567 + Penalty 1175.954315 = -35828.867253 nChanged 3 SP:Iteration 21F (46.372244 sec): 3 clusters Score: Raw -37006.933695 + Penalty 1187.289228 = -35819.644467 nChanged 3 SP:Iteration 22F (46.373167 sec): 3 clusters Score: Raw -37010.604042 + Penalty 1201.201807 = -35809.402235 nChanged 2 SP:Iteration 23F (46.374095 sec): 3 clusters Score: Raw -37012.904965 + Penalty 1205.371197 = -35807.533768 nChanged 1 SP:Iteration 24F (46.375026 sec): 3 clusters Score: Raw -37013.068010 + Penalty 1212.648356 = -35800.419654 nChanged 1 SP:Iteration 25F (46.375957 sec): 3 clusters Score: Raw -37014.249752 + Penalty 1212.648356 = -35801.601396 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 64 (8 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.376857 sec): 2 clusters Score: Raw -591.093046 + Penalty 24.384873 = -566.708173 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.377063 sec): 3 clusters Score: Raw -588.368052 + Penalty 46.534228 = -541.833824 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 65 (32 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.377889 sec): 2 clusters Score: Raw -2241.626218 + Penalty 213.113520 = -2028.512698 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.378157 sec): 3 clusters Score: Raw -2265.695577 + Penalty 448.752867 = -1816.942710 nChanged 3 SP:Iteration 1F (46.378421 sec): 3 clusters Score: Raw -2272.332749 + Penalty 448.752867 = -1823.579883 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 67 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.379166 sec): 2 clusters Score: Raw -224.799495 + Penalty 24.287228 = -200.512267 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.379363 sec): 3 clusters Score: Raw -226.318424 + Penalty 49.990167 = -176.328258 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 72 (455 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.381390 sec): 2 clusters Score: Raw -40060.505813 + Penalty 792.794373 = -39267.711440 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.382445 sec): 3 clusters Score: Raw -39900.687430 + Penalty 1588.120377 = -38312.567052 nChanged 112 SP:Iteration 1F (46.383478 sec): 3 clusters Score: Raw -40042.459356 + Penalty 1587.479605 = -38454.979751 nChanged 43 SP:Iteration 2F (46.384513 sec): 3 clusters Score: Raw -40111.372310 + Penalty 1587.230030 = -38524.142280 nChanged 31 SP:Iteration 3F (46.385545 sec): 3 clusters Score: Raw -40154.372923 + Penalty 1587.535679 = -38566.837244 nChanged 17 SP:Iteration 4Q (46.386500 sec): 3 clusters Score: Raw -40175.081618 + Penalty 1587.055364 = -38588.026254 nChanged 7 SP:Iteration 5Q (46.387452 sec): 3 clusters Score: Raw -40180.521818 + Penalty 1585.533748 = -38594.988070 nChanged 6 SP:Iteration 6Q (46.388440 sec): 3 clusters Score: Raw -40187.018687 + Penalty 1585.113258 = -38601.905429 nChanged 4 SP:Iteration 7Q (46.389389 sec): 3 clusters Score: Raw -40191.260660 + Penalty 1584.297135 = -38606.963525 nChanged 3 SP:Iteration 8Q (46.390404 sec): 3 clusters Score: Raw -40198.146259 + Penalty 1583.488361 = -38614.657898 nChanged 2 SP:Iteration 9Q (46.391400 sec): 3 clusters Score: Raw -40202.301912 + Penalty 1582.716071 = -38619.585841 nChanged 3 SP:Iteration 10F (46.392427 sec): 3 clusters Score: Raw -40204.004566 + Penalty 1581.868041 = -38622.136525 nChanged 3 SP:Iteration 11Q (46.393414 sec): 3 clusters Score: Raw -40206.089372 + Penalty 1580.811251 = -38625.278121 nChanged 3 SP:Iteration 12Q (46.394433 sec): 3 clusters Score: Raw -40208.242753 + Penalty 1581.962619 = -38626.280134 nChanged 3 SP:Iteration 13Q (46.395419 sec): 3 clusters Score: Raw -40211.717141 + Penalty 1582.247199 = -38629.469942 nChanged 1 SP:Iteration 14Q (46.396401 sec): 3 clusters Score: Raw -40212.884145 + Penalty 1582.247199 = -38630.636946 nChanged 0 SP:Iteration 15F (46.397429 sec): 3 clusters Score: Raw -40212.884145 + Penalty 1582.247199 = -38630.636946 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 74 (305 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.399179 sec): 2 clusters Score: Raw -29406.776902 + Penalty 853.582572 = -28553.194331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.399951 sec): 3 clusters Score: Raw -29346.064731 + Penalty 1707.177496 = -27638.887235 nChanged 63 SP:Iteration 1F (46.400710 sec): 3 clusters Score: Raw -29430.651195 + Penalty 1707.516105 = -27723.135090 nChanged 13 SP:Iteration 2Q (46.401459 sec): 3 clusters Score: Raw -29446.529818 + Penalty 1707.634355 = -27738.895463 nChanged 2 SP:Iteration 3Q (46.402205 sec): 3 clusters Score: Raw -29451.071325 + Penalty 1707.615239 = -27743.456086 nChanged 1 SP:Iteration 4Q (46.402951 sec): 3 clusters Score: Raw -29452.605607 + Penalty 1707.636366 = -27744.969241 nChanged 2 SP:Iteration 5Q (46.403686 sec): 3 clusters Score: Raw -29457.931877 + Penalty 1707.615833 = -27750.316044 nChanged 1 SP:Iteration 6Q (46.404407 sec): 3 clusters Score: Raw -29458.931781 + Penalty 1707.553226 = -27751.378555 nChanged 1 SP:Iteration 7Q (46.405165 sec): 3 clusters Score: Raw -29459.939534 + Penalty 1707.509201 = -27752.430333 nChanged 1 SP:Iteration 8Q (46.405897 sec): 3 clusters Score: Raw -29460.736861 + Penalty 1707.509201 = -27753.227660 nChanged 0 SP:Iteration 9F (46.406665 sec): 3 clusters Score: Raw -29460.736861 + Penalty 1707.509201 = -27753.227660 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 75 (334 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.408451 sec): 2 clusters Score: Raw -30658.125059 + Penalty 482.902865 = -30175.222194 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.409277 sec): 3 clusters Score: Raw -30525.993928 + Penalty 973.606175 = -29552.387753 nChanged 114 SP:Iteration 1F (46.410092 sec): 3 clusters Score: Raw -30705.637024 + Penalty 979.125505 = -29726.511519 nChanged 33 SP:Iteration 2F (46.410904 sec): 3 clusters Score: Raw -30745.137873 + Penalty 985.512850 = -29759.625023 nChanged 16 SP:Iteration 3Q (46.411683 sec): 3 clusters Score: Raw -30759.367142 + Penalty 989.762699 = -29769.604443 nChanged 5 SP:Iteration 4Q (46.412452 sec): 3 clusters Score: Raw -30762.117782 + Penalty 995.169567 = -29766.948215 nChanged 6 SP:Iteration 5F (46.413261 sec): 3 clusters Score: Raw -30764.369480 + Penalty 996.395323 = -29767.974157 nChanged 4 SP:Iteration 6Q (46.414028 sec): 3 clusters Score: Raw -30767.907379 + Penalty 999.710083 = -29768.197296 nChanged 4 SP:Iteration 7Q (46.414795 sec): 3 clusters Score: Raw -30768.745609 + Penalty 1001.505406 = -29767.240203 nChanged 2 SP:Iteration 8F (46.415604 sec): 3 clusters Score: Raw -30769.490872 + Penalty 1003.951722 = -29765.539150 nChanged 2 SP:Iteration 9F (46.416413 sec): 3 clusters Score: Raw -30770.085031 + Penalty 1007.263741 = -29762.821290 nChanged 4 SP:Iteration 10F (46.417221 sec): 3 clusters Score: Raw -30771.516147 + Penalty 1007.860309 = -29763.655838 nChanged 1 SP:Iteration 11Q (46.417982 sec): 3 clusters Score: Raw -30772.777101 + Penalty 1009.057854 = -29763.719247 nChanged 1 SP:Iteration 12Q (46.418742 sec): 3 clusters Score: Raw -30773.166193 + Penalty 1009.057854 = -29764.108339 nChanged 0 SP:Iteration 13F (46.419549 sec): 3 clusters Score: Raw -30773.166193 + Penalty 1009.057854 = -29764.108339 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 88 (262 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.421127 sec): 2 clusters Score: Raw -21598.830871 + Penalty 340.534452 = -21258.296419 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.421823 sec): 3 clusters Score: Raw -21485.938062 + Penalty 672.534082 = -20813.403980 nChanged 88 SP:Iteration 1F (46.422510 sec): 3 clusters Score: Raw -21567.780081 + Penalty 679.005369 = -20888.774713 nChanged 24 SP:Iteration 2F (46.423204 sec): 3 clusters Score: Raw -21597.025704 + Penalty 691.910224 = -20905.115480 nChanged 6 SP:Iteration 3Q (46.423889 sec): 3 clusters Score: Raw -21604.415583 + Penalty 690.662118 = -20913.753465 nChanged 6 SP:Iteration 4Q (46.424566 sec): 3 clusters Score: Raw -21611.577532 + Penalty 692.611854 = -20918.965678 nChanged 2 SP:Iteration 5Q (46.425238 sec): 3 clusters Score: Raw -21612.693300 + Penalty 692.611854 = -20920.081446 nChanged 0 SP:Iteration 6F (46.425901 sec): 3 clusters Score: Raw -21612.693300 + Penalty 692.611854 = -20920.081446 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 94 (133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.427119 sec): 2 clusters Score: Raw -10266.377371 + Penalty 499.670986 = -9766.706385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.427567 sec): 3 clusters Score: Raw -10263.464008 + Penalty 1001.618605 = -9261.845403 nChanged 25 SP:Iteration 1F (46.428019 sec): 3 clusters Score: Raw -10311.970640 + Penalty 1008.597506 = -9303.373134 nChanged 10 SP:Iteration 2F (46.428466 sec): 3 clusters Score: Raw -10338.433609 + Penalty 1012.789110 = -9325.644499 nChanged 5 SP:Iteration 3Q (46.428895 sec): 3 clusters Score: Raw -10348.631271 + Penalty 1013.904178 = -9334.727093 nChanged 1 SP:Iteration 4Q (46.429320 sec): 3 clusters Score: Raw -10350.768184 + Penalty 1014.676271 = -9336.091914 nChanged 2 SP:Iteration 5Q (46.429743 sec): 3 clusters Score: Raw -10360.601461 + Penalty 1015.182710 = -9345.418750 nChanged 1 SP:Iteration 6Q (46.430165 sec): 3 clusters Score: Raw -10363.001980 + Penalty 1015.182710 = -9347.819270 nChanged 0 SP:Iteration 7F (46.430609 sec): 3 clusters Score: Raw -10363.001980 + Penalty 1015.182710 = -9347.819270 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 95 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.431411 sec): 2 clusters Score: Raw -235.255307 + Penalty 45.440330 = -189.814976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.431606 sec): 2 clusters Score: Raw -235.255307 + Penalty 45.440330 = -189.814976 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 151 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.432365 sec): 2 clusters Score: Raw -318.026375 + Penalty 39.791733 = -278.234642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.432562 sec): 2 clusters Score: Raw -318.026375 + Penalty 39.791733 = -278.234642 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 155 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.433284 sec): 2 clusters Score: Raw -73.630728 + Penalty 0.000000 = -73.630728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.433465 sec): 2 clusters Score: Raw -73.630728 + Penalty 0.000000 = -73.630728 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 167 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.434202 sec): 2 clusters Score: Raw -158.188106 + Penalty 30.238957 = -127.949149 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.434398 sec): 3 clusters Score: Raw -155.795426 + Penalty 60.477913 = -95.317512 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 187 (65 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.435338 sec): 2 clusters Score: Raw -5059.787423 + Penalty 133.952757 = -4925.834666 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.435669 sec): 3 clusters Score: Raw -5041.730291 + Penalty 271.644396 = -4770.085895 nChanged 14 SP:Iteration 1F (46.435993 sec): 3 clusters Score: Raw -5062.708875 + Penalty 274.153500 = -4788.555375 nChanged 3 SP:Iteration 2Q (46.436316 sec): 3 clusters Score: Raw -5067.310652 + Penalty 284.699539 = -4782.611113 nChanged 5 SP:Iteration 3F (46.436641 sec): 3 clusters Score: Raw -5077.627867 + Penalty 281.399043 = -4796.228824 nChanged 2 SP:Iteration 4Q (46.436954 sec): 3 clusters Score: Raw -5080.766461 + Penalty 281.399043 = -4799.367418 nChanged 0 SP:Iteration 5F (46.437278 sec): 3 clusters Score: Raw -5080.766461 + Penalty 281.399043 = -4799.367418 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 191 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.438027 sec): 2 clusters Score: Raw -148.712767 + Penalty 3.465736 = -145.247031 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.438214 sec): 3 clusters Score: Raw -146.239804 + Penalty 6.931472 = -139.308332 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 211 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.438975 sec): 2 clusters Score: Raw -543.377418 + Penalty 80.465168 = -462.912250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.439190 sec): 3 clusters Score: Raw -541.864510 + Penalty 155.778523 = -386.085987 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 217 (205 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.440472 sec): 2 clusters Score: Raw -15832.207679 + Penalty 445.687602 = -15386.520078 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.441050 sec): 3 clusters Score: Raw -15783.424565 + Penalty 891.561287 = -14891.863277 nChanged 42 SP:Iteration 1F (46.441618 sec): 3 clusters Score: Raw -15833.600187 + Penalty 894.763878 = -14938.836310 nChanged 13 SP:Iteration 2F (46.442221 sec): 3 clusters Score: Raw -15845.811378 + Penalty 900.500967 = -14945.310411 nChanged 7 SP:Iteration 3Q (46.442790 sec): 3 clusters Score: Raw -15855.539432 + Penalty 913.469130 = -14942.070302 nChanged 10 SP:Iteration 4F (46.443369 sec): 3 clusters Score: Raw -15873.239921 + Penalty 920.166620 = -14953.073301 nChanged 7 SP:Iteration 5Q (46.443937 sec): 3 clusters Score: Raw -15887.848299 + Penalty 927.062060 = -14960.786240 nChanged 5 SP:Iteration 6Q (46.444499 sec): 3 clusters Score: Raw -15893.234451 + Penalty 939.347463 = -14953.886988 nChanged 6 SP:Iteration 7F (46.445077 sec): 3 clusters Score: Raw -15907.495544 + Penalty 954.200737 = -14953.294807 nChanged 7 SP:Iteration 8F (46.445661 sec): 3 clusters Score: Raw -15924.176853 + Penalty 963.918103 = -14960.258750 nChanged 7 SP:Iteration 9Q (46.446210 sec): 3 clusters Score: Raw -15938.804699 + Penalty 970.749768 = -14968.054931 nChanged 6 SP:Iteration 10F (46.446793 sec): 3 clusters Score: Raw -15952.835489 + Penalty 980.159642 = -14972.675847 nChanged 3 SP:Iteration 11Q (46.447331 sec): 3 clusters Score: Raw -15957.637754 + Penalty 977.278997 = -14980.358757 nChanged 1 SP:Iteration 12Q (46.447861 sec): 3 clusters Score: Raw -15958.574441 + Penalty 977.278997 = -14981.295444 nChanged 0 SP:Iteration 13F (46.448437 sec): 3 clusters Score: Raw -15958.574441 + Penalty 977.278997 = -14981.295444 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 224 (73 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46.449481 sec): 2 clusters Score: Raw -5581.965538 + Penalty 226.397383 = -5355.568154 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.449825 sec): 3 clusters Score: Raw -5579.882426 + Penalty 459.496068 = -5120.386359 nChanged 15 SP:Iteration 1F (46.450187 sec): 3 clusters Score: Raw -5603.410568 + Penalty 470.896061 = -5132.514508 nChanged 6 SP:Iteration 2F (46.450522 sec): 3 clusters Score: Raw -5611.694659 + Penalty 481.814979 = -5129.879680 nChanged 2 SP:Iteration 3F (46.450856 sec): 3 clusters Score: Raw -5615.778742 + Penalty 468.421271 = -5147.357471 nChanged 1 SP:Iteration 4Q (46.451180 sec): 3 clusters Score: Raw -5616.839284 + Penalty 468.421271 = -5148.418013 nChanged 0 SP:Iteration 5F (46.451515 sec): 3 clusters Score: Raw -5616.839284 + Penalty 468.421271 = -5148.418013 nChanged 0 Deleting Class 95 (3 points): Lose 25.377583 but Gain 421.444125 Iteration 119Q (46.564231 sec): 49 clusters Score: Raw -2157364.614876 + Penalty 39705.521655 = -2117659.093220 nChanged 25 Deleting Class 20 (142 points): Lose 749.221516 but Gain 1190.847030 Iteration 120F (47.184168 sec): 48 clusters Score: Raw -2156640.725199 + Penalty 38646.650609 = -2117994.074591 nChanged 158 Deleting Class 167 (2 points): Lose 61.143557 but Gain 444.512849 Iteration 121Q (47.285656 sec): 47 clusters Score: Raw -2157155.785834 + Penalty 38243.170352 = -2118912.615482 nChanged 45 Deleting Class 35 (188 points): Lose 1305.506750 but Gain 1640.652751 Iteration 122Q (47.383640 sec): 46 clusters Score: Raw -2155931.536332 + Penalty 36679.369899 = -2119252.166433 nChanged 220 Deleting Class 211 (7 points): Lose 90.914443 but Gain 421.335563 Iteration 123Q (47.482553 sec): 45 clusters Score: Raw -2156503.993835 + Penalty 36288.376004 = -2120215.617831 nChanged 60 Deleting Class 74 (307 points): Lose 1228.421584 but Gain 1528.970452 Iteration 124Q (47.575947 sec): 44 clusters Score: Raw -2155357.218800 + Penalty 34912.953689 = -2120444.265110 nChanged 340 Deleting Class 151 (4 points): Lose 29.096338 but Gain 292.469360 Iteration 125Q (47.676167 sec): 43 clusters Score: Raw -2155929.549397 + Penalty 34631.332785 = -2121298.216611 nChanged 92 Deleting Class 34 (5 points): Lose 36.905536 but Gain 272.708320 Iteration 126Q (47.769622 sec): 42 clusters Score: Raw -2155952.137418 + Penalty 34339.799922 = -2121612.337496 nChanged 42 Deleting Class 94 (138 points): Lose 891.212074 but Gain 1119.084924 Iteration 127Q (47.866282 sec): 41 clusters Score: Raw -2155096.955655 + Penalty 33624.582642 = -2121472.373014 nChanged 170 Deleting Class 224 (87 points): Lose 362.917701 but Gain 553.162123 Iteration 128F (48.376671 sec): 40 clusters Score: Raw -2155244.942944 + Penalty 33080.281674 = -2122164.661270 nChanged 155 Deleting Class 67 (3 points): Lose 109.904455 but Gain 225.256056 Iteration 129Q (48.470098 sec): 39 clusters Score: Raw -2155432.015493 + Penalty 32862.952000 = -2122569.063493 nChanged 77 Deleting Class 64 (8 points): Lose 66.722467 but Gain 119.485929 Iteration 130F (48.961799 sec): 38 clusters Score: Raw -2155504.746835 + Penalty 32823.093414 = -2122681.653421 nChanged 40 Deleting Class 38 (330 points): Lose 1067.961717 but Gain 1116.132509 Iteration 131Q (49.053169 sec): 37 clusters Score: Raw -2154617.585333 + Penalty 31817.291773 = -2122800.293560 nChanged 350 Deleting Class 191 (2 points): Lose 14.243442 but Gain 50.946339 Iteration 132Q (49.146113 sec): 36 clusters Score: Raw -2155197.059223 + Penalty 31752.450178 = -2123444.609046 nChanged 89 Deleting Class 155 (1 points): Lose 19.373669 but Gain 50.946339 Iteration 133Q (49.234645 sec): 35 clusters Score: Raw -2155241.900726 + Penalty 31703.438199 = -2123538.462527 nChanged 52 Deleting Class 54 (453 points): Lose 1414.094409 but Gain 1415.387644 Iteration 134Q (49.320708 sec): 34 clusters Score: Raw -2153859.973174 + Penalty 30305.277761 = -2123554.695412 nChanged 486 Iteration 135Q (49.413167 sec): 34 clusters Score: Raw -2154741.263368 + Penalty 30304.048563 = -2124437.214805 nChanged 133 Iteration 136Q (49.499953 sec): 34 clusters Score: Raw -2154808.982819 + Penalty 30325.588593 = -2124483.394226 nChanged 78 Iteration 137Q (49.586223 sec): 34 clusters Score: Raw -2154860.551140 + Penalty 30324.665172 = -2124535.885968 nChanged 61 Iteration 138Q (49.672715 sec): 34 clusters Score: Raw -2154888.899021 + Penalty 30331.316235 = -2124557.582786 nChanged 47 Iteration 139Q (49.758385 sec): 34 clusters Score: Raw -2154905.324427 + Penalty 30331.416388 = -2124573.908038 nChanged 30 Iteration 140F (50.196664 sec): 34 clusters Score: Raw -2154937.979605 + Penalty 30345.872663 = -2124592.106942 nChanged 21 Deleting Class 187 (99 points): Lose 377.203253 but Gain 379.751232 Iteration 141Q (50.282811 sec): 33 clusters Score: Raw -2154619.863056 + Penalty 29921.486893 = -2124698.376163 nChanged 109 Iteration 142Q (50.370041 sec): 33 clusters Score: Raw -2154770.923188 + Penalty 29922.608322 = -2124848.314866 nChanged 19 Iteration 143Q (50.455524 sec): 33 clusters Score: Raw -2154776.909425 + Penalty 29918.265051 = -2124858.644374 nChanged 7 Iteration 144Q (50.540628 sec): 33 clusters Score: Raw -2154779.530944 + Penalty 29910.557273 = -2124868.973670 nChanged 6 Iteration 145Q (50.626853 sec): 33 clusters Score: Raw -2154782.505185 + Penalty 29903.353684 = -2124879.151502 nChanged 7 Iteration 146Q (50.713108 sec): 33 clusters Score: Raw -2154785.992081 + Penalty 29906.584597 = -2124879.407484 nChanged 4 Iteration 147Q (50.799487 sec): 33 clusters Score: Raw -2154787.528118 + Penalty 29905.809072 = -2124881.719046 nChanged 3 Iteration 148Q (50.884690 sec): 33 clusters Score: Raw -2154789.037709 + Penalty 29903.603109 = -2124885.434601 nChanged 8 Iteration 149Q (50.970456 sec): 33 clusters Score: Raw -2154790.432526 + Penalty 29904.294120 = -2124886.138405 nChanged 2 Iteration 150F (51.398667 sec): 33 clusters Score: Raw -2154791.905649 + Penalty 29904.753637 = -2124887.152012 nChanged 2 Iteration 151Q (51.487371 sec): 33 clusters Score: Raw -2154792.767041 + Penalty 29904.337510 = -2124888.429531 nChanged 1 Iteration 152Q (51.576718 sec): 33 clusters Score: Raw -2154793.394876 + Penalty 29904.337510 = -2124889.057366 nChanged 0 Iteration 153F (52.016464 sec): 33 clusters Score: Raw -2154793.394876 + Penalty 29904.337510 = -2124889.057366 nChanged 0 Writing temp clu file Memory request: 0.12 GB would take us to total of 0.25 GB. Compute initial score before splitting: Score: Raw -2154793.394876 + Penalty 29904.337510 = -2124889.057366Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 1 (1328 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.075616 sec): 2 clusters Score: Raw -109509.009225 + Penalty 335.011671 = -109173.997554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.078258 sec): 3 clusters Score: Raw -108685.790681 + Penalty 678.353239 = -108007.437442 nChanged 542 SP:Iteration 1F (52.080813 sec): 3 clusters Score: Raw -109015.622862 + Penalty 691.717213 = -108323.905649 nChanged 170 SP:Iteration 2F (52.083322 sec): 3 clusters Score: Raw -109141.554764 + Penalty 708.203237 = -108433.351527 nChanged 132 SP:Iteration 3F (52.085843 sec): 3 clusters Score: Raw -109273.343750 + Penalty 721.744837 = -108551.598912 nChanged 101 SP:Iteration 4F (52.088367 sec): 3 clusters Score: Raw -109373.712291 + Penalty 731.340023 = -108642.372268 nChanged 66 SP:Iteration 5Q (52.090875 sec): 3 clusters Score: Raw -109427.761519 + Penalty 745.848182 = -108681.913337 nChanged 41 SP:Iteration 6Q (52.093428 sec): 3 clusters Score: Raw -109455.879686 + Penalty 752.040410 = -108703.839276 nChanged 40 SP:Iteration 7Q (52.095890 sec): 3 clusters Score: Raw -109491.080213 + Penalty 753.707197 = -108737.373016 nChanged 27 SP:Iteration 8Q (52.098400 sec): 3 clusters Score: Raw -109517.968179 + Penalty 760.436100 = -108757.532079 nChanged 18 SP:Iteration 9Q (52.100761 sec): 3 clusters Score: Raw -109534.425233 + Penalty 766.172250 = -108768.252983 nChanged 10 SP:Iteration 10F (52.103361 sec): 3 clusters Score: Raw -109542.642433 + Penalty 766.653206 = -108775.989227 nChanged 6 SP:Iteration 11Q (52.105541 sec): 3 clusters Score: Raw -109544.797695 + Penalty 765.569660 = -108779.228036 nChanged 6 SP:Iteration 12Q (52.107694 sec): 3 clusters Score: Raw -109546.606290 + Penalty 764.956298 = -108781.649992 nChanged 1 SP:Iteration 13Q (52.109840 sec): 3 clusters Score: Raw -109546.486411 + Penalty 764.956298 = -108781.530113 nChanged 0 SP:Iteration 14F (52.112408 sec): 3 clusters Score: Raw -109546.486411 + Penalty 764.956298 = -108781.530113 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 2 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.113026 sec): 2 clusters Score: Raw -1838.275793 + Penalty 56.570737 = -1781.705056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.113289 sec): 3 clusters Score: Raw -1851.151308 + Penalty 108.970398 = -1742.180911 nChanged 4 SP:Iteration 1F (52.113545 sec): 3 clusters Score: Raw -1865.364835 + Penalty 109.601718 = -1755.763117 nChanged 1 SP:Iteration 2Q (52.113791 sec): 3 clusters Score: Raw -1869.501593 + Penalty 109.601718 = -1759.899874 nChanged 0 SP:Iteration 3F (52.114044 sec): 3 clusters Score: Raw -1869.501593 + Penalty 109.601718 = -1759.899874 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 3 (654 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.117941 sec): 2 clusters Score: Raw -56692.400123 + Penalty 597.977497 = -56094.422626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.119305 sec): 3 clusters Score: Raw -56400.694360 + Penalty 1186.938034 = -55213.756326 nChanged 237 SP:Iteration 1F (52.120706 sec): 3 clusters Score: Raw -56597.894273 + Penalty 1185.123873 = -55412.770400 nChanged 57 SP:Iteration 2F (52.122060 sec): 3 clusters Score: Raw -56661.983647 + Penalty 1186.618377 = -55475.365270 nChanged 40 SP:Iteration 3F (52.123487 sec): 3 clusters Score: Raw -56703.108712 + Penalty 1187.894036 = -55515.214676 nChanged 22 SP:Iteration 4Q (52.124922 sec): 3 clusters Score: Raw -56720.605283 + Penalty 1190.165408 = -55530.439876 nChanged 17 SP:Iteration 5Q (52.126315 sec): 3 clusters Score: Raw -56741.075533 + Penalty 1192.506932 = -55548.568600 nChanged 26 SP:Iteration 6Q (52.127648 sec): 3 clusters Score: Raw -56770.359495 + Penalty 1195.438779 = -55574.920716 nChanged 21 SP:Iteration 7Q (52.128925 sec): 3 clusters Score: Raw -56797.535870 + Penalty 1197.426566 = -55600.109304 nChanged 27 SP:Iteration 8Q (52.130213 sec): 3 clusters Score: Raw -56832.560412 + Penalty 1203.162698 = -55629.397714 nChanged 35 SP:Iteration 9F (52.131672 sec): 3 clusters Score: Raw -56887.120709 + Penalty 1208.231270 = -55678.889439 nChanged 30 SP:Iteration 10F (52.133091 sec): 3 clusters Score: Raw -56936.348544 + Penalty 1210.749876 = -55725.598668 nChanged 25 SP:Iteration 11Q (52.134389 sec): 3 clusters Score: Raw -57002.533756 + Penalty 1210.830602 = -55791.703154 nChanged 26 SP:Iteration 12Q (52.135614 sec): 3 clusters Score: Raw -57099.999398 + Penalty 1207.414058 = -55892.585340 nChanged 16 SP:Iteration 13Q (52.136762 sec): 3 clusters Score: Raw -57169.492009 + Penalty 1203.953264 = -55965.538745 nChanged 17 SP:Iteration 14Q (52.137902 sec): 3 clusters Score: Raw -57233.561033 + Penalty 1200.375621 = -56033.185412 nChanged 15 SP:Iteration 15Q (52.139021 sec): 3 clusters Score: Raw -57282.017592 + Penalty 1200.285029 = -56081.732563 nChanged 2 SP:Iteration 16Q (52.140110 sec): 3 clusters Score: Raw -57284.124456 + Penalty 1200.285029 = -56083.839428 nChanged 0 SP:Iteration 17F (52.141456 sec): 3 clusters Score: Raw -57284.124456 + Penalty 1200.285029 = -56083.839428 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 4 (307 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.142754 sec): 2 clusters Score: Raw -24831.094126 + Penalty 58.136081 = -24772.958045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.143510 sec): 3 clusters Score: Raw -24645.205676 + Penalty 109.838084 = -24535.367591 nChanged 126 SP:Iteration 1F (52.144260 sec): 3 clusters Score: Raw -24753.126483 + Penalty 109.962387 = -24643.164096 nChanged 21 SP:Iteration 2F (52.145006 sec): 3 clusters Score: Raw -24760.974609 + Penalty 109.162637 = -24651.811972 nChanged 17 SP:Iteration 3F (52.145781 sec): 3 clusters Score: Raw -24772.139657 + Penalty 105.489689 = -24666.649967 nChanged 29 SP:Iteration 4F (52.146529 sec): 3 clusters Score: Raw -24805.422259 + Penalty 58.136081 = -24747.286178 nChanged 21 SP:Iteration 5F (52.147133 sec): 2 clusters Score: Raw -24831.094126 + Penalty 58.136081 = -24772.958045 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 5 (712 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.149602 sec): 2 clusters Score: Raw -60700.234165 + Penalty 319.282590 = -60380.951576 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.151203 sec): 3 clusters Score: Raw -60251.333756 + Penalty 674.002569 = -59577.331187 nChanged 304 SP:Iteration 1F (52.152685 sec): 3 clusters Score: Raw -60509.240799 + Penalty 689.703798 = -59819.537001 nChanged 86 SP:Iteration 2F (52.154142 sec): 3 clusters Score: Raw -60570.433651 + Penalty 702.479180 = -59867.954470 nChanged 49 SP:Iteration 3F (52.155597 sec): 3 clusters Score: Raw -60612.711594 + Penalty 709.124195 = -59903.587399 nChanged 34 SP:Iteration 4Q (52.157105 sec): 3 clusters Score: Raw -60636.359305 + Penalty 716.041499 = -59920.317805 nChanged 23 SP:Iteration 5Q (52.158562 sec): 3 clusters Score: Raw -60648.608879 + Penalty 730.625359 = -59917.983520 nChanged 23 SP:Iteration 6F (52.160082 sec): 3 clusters Score: Raw -60663.443756 + Penalty 765.542017 = -59897.901739 nChanged 20 SP:Iteration 7F (52.161564 sec): 3 clusters Score: Raw -60681.185373 + Penalty 828.491271 = -59852.694102 nChanged 16 SP:Iteration 8F (52.163001 sec): 3 clusters Score: Raw -60694.060985 + Penalty 900.771959 = -59793.289026 nChanged 7 SP:Iteration 9F (52.164503 sec): 3 clusters Score: Raw -60698.345369 + Penalty 1017.404956 = -59680.940413 nChanged 6 SP:Iteration 10F (52.166018 sec): 3 clusters Score: Raw -60701.713723 + Penalty 1087.738064 = -59613.975659 nChanged 2 SP:Iteration 11F (52.167531 sec): 3 clusters Score: Raw -60703.156993 + Penalty 1087.738064 = -59615.418929 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 6 (775 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.170143 sec): 2 clusters Score: Raw -69757.650024 + Penalty 751.748225 = -69005.901799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.171737 sec): 3 clusters Score: Raw -69422.218363 + Penalty 1510.997240 = -67911.221123 nChanged 265 SP:Iteration 1F (52.173304 sec): 3 clusters Score: Raw -69745.760739 + Penalty 1525.119778 = -68220.640961 nChanged 97 SP:Iteration 2F (52.174910 sec): 3 clusters Score: Raw -69868.230736 + Penalty 1540.095516 = -68328.135220 nChanged 42 SP:Iteration 3F (52.176489 sec): 3 clusters Score: Raw -69926.804821 + Penalty 1550.601442 = -68376.203379 nChanged 30 SP:Iteration 4Q (52.178026 sec): 3 clusters Score: Raw -69961.352274 + Penalty 1554.694053 = -68406.658221 nChanged 18 SP:Iteration 5Q (52.179619 sec): 3 clusters Score: Raw -69985.422618 + Penalty 1556.827313 = -68428.595304 nChanged 14 SP:Iteration 6Q (52.181166 sec): 3 clusters Score: Raw -70001.792228 + Penalty 1561.590605 = -68440.201623 nChanged 17 SP:Iteration 7Q (52.182681 sec): 3 clusters Score: Raw -70021.789464 + Penalty 1564.624247 = -68457.165218 nChanged 10 SP:Iteration 8Q (52.184191 sec): 3 clusters Score: Raw -70038.069382 + Penalty 1570.653010 = -68467.416372 nChanged 9 SP:Iteration 9Q (52.185686 sec): 3 clusters Score: Raw -70047.428791 + Penalty 1575.314639 = -68472.114152 nChanged 8 SP:Iteration 10F (52.187239 sec): 3 clusters Score: Raw -70053.731568 + Penalty 1577.661524 = -68476.070045 nChanged 6 SP:Iteration 11Q (52.188747 sec): 3 clusters Score: Raw -70059.170496 + Penalty 1578.905960 = -68480.264536 nChanged 4 SP:Iteration 12Q (52.190231 sec): 3 clusters Score: Raw -70061.775401 + Penalty 1580.643640 = -68481.131762 nChanged 4 SP:Iteration 13Q (52.191701 sec): 3 clusters Score: Raw -70065.907681 + Penalty 1582.114057 = -68483.793623 nChanged 3 SP:Iteration 14Q (52.193183 sec): 3 clusters Score: Raw -70068.195837 + Penalty 1583.284841 = -68484.910997 nChanged 3 SP:Iteration 15Q (52.194676 sec): 3 clusters Score: Raw -70069.582332 + Penalty 1583.077492 = -68486.504840 nChanged 1 SP:Iteration 16Q (52.196148 sec): 3 clusters Score: Raw -70070.288707 + Penalty 1584.121267 = -68486.167440 nChanged 1 SP:Iteration 17F (52.197720 sec): 3 clusters Score: Raw -70072.022725 + Penalty 1584.121267 = -68487.901458 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 7 (2192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.208665 sec): 2 clusters Score: Raw -189325.300059 + Penalty 578.402015 = -188746.898045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.212863 sec): 3 clusters Score: Raw -188064.684614 + Penalty 1147.802770 = -186916.881844 nChanged 918 SP:Iteration 1F (52.216898 sec): 3 clusters Score: Raw -188903.389313 + Penalty 1132.784176 = -187770.605137 nChanged 277 SP:Iteration 2F (52.221058 sec): 3 clusters Score: Raw -189156.178840 + Penalty 1116.733326 = -188039.445514 nChanged 179 SP:Iteration 3F (52.225095 sec): 3 clusters Score: Raw -189285.362738 + Penalty 1101.889891 = -188183.472847 nChanged 109 SP:Iteration 4Q (52.229078 sec): 3 clusters Score: Raw -189397.345669 + Penalty 1088.022030 = -188309.323639 nChanged 84 SP:Iteration 5Q (52.233284 sec): 3 clusters Score: Raw -189535.525340 + Penalty 1068.592041 = -188466.933299 nChanged 61 SP:Iteration 6Q (52.237324 sec): 3 clusters Score: Raw -189677.613830 + Penalty 1053.700621 = -188623.913208 nChanged 39 SP:Iteration 7Q (52.240951 sec): 3 clusters Score: Raw -189737.517638 + Penalty 1046.200180 = -188691.317459 nChanged 18 SP:Iteration 8Q (52.244374 sec): 3 clusters Score: Raw -189763.056792 + Penalty 1038.341735 = -188724.715057 nChanged 15 SP:Iteration 9Q (52.247733 sec): 3 clusters Score: Raw -189789.885597 + Penalty 1031.034593 = -188758.851004 nChanged 10 SP:Iteration 10F (52.251732 sec): 3 clusters Score: Raw -189805.025435 + Penalty 1028.241471 = -188776.783964 nChanged 9 SP:Iteration 11Q (52.255045 sec): 3 clusters Score: Raw -189812.653313 + Penalty 1024.200180 = -188788.453133 nChanged 4 SP:Iteration 12Q (52.258317 sec): 3 clusters Score: Raw -189814.423594 + Penalty 1023.525792 = -188790.897801 nChanged 2 SP:Iteration 13Q (52.261577 sec): 3 clusters Score: Raw -189814.666250 + Penalty 1023.525792 = -188791.140458 nChanged 0 SP:Iteration 14F (52.265700 sec): 3 clusters Score: Raw -189814.666250 + Penalty 1023.525792 = -188791.140458 nChanged 0 Score: Raw -2166677.396523 + Penalty 30493.930531 = -2136183.465992 Splitting cluster 7 changes total score from -2124889.057366 to -2136183.465992 So it's getting split into cluster 16. Memory request: 0.04 GB would take us to total of 0.29 GB. Trying to split cluster 8 (9288 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.738657 sec): 2 clusters Score: Raw -723961.575315 + Penalty 298.188937 = -723663.386378 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.755830 sec): 3 clusters Score: Raw -717686.446892 + Penalty 735.918982 = -716950.527909 nChanged 4422 SP:Iteration 1F (52.773310 sec): 3 clusters Score: Raw -721730.513977 + Penalty 943.930677 = -720786.583301 nChanged 1446 SP:Iteration 2F (52.790012 sec): 3 clusters Score: Raw -723364.363254 + Penalty 1087.638137 = -722276.725117 nChanged 448 SP:Iteration 3Q (52.806444 sec): 3 clusters Score: Raw -723835.805663 + Penalty 1156.839556 = -722678.966107 nChanged 114 SP:Iteration 4Q (52.821043 sec): 3 clusters Score: Raw -723949.689433 + Penalty 1189.190517 = -722760.498916 nChanged 33 SP:Iteration 5Q (52.834870 sec): 3 clusters Score: Raw -723979.889838 + Penalty 1221.348914 = -722758.540924 nChanged 13 SP:Iteration 6F (52.851778 sec): 3 clusters Score: Raw -723990.672249 + Penalty 1236.931967 = -722753.740281 nChanged 6 SP:Iteration 7F (52.868756 sec): 3 clusters Score: Raw -723994.661722 + Penalty 1246.663474 = -722747.998248 nChanged 5 SP:Iteration 8F (52.885865 sec): 3 clusters Score: Raw -724000.279005 + Penalty 1246.620753 = -722753.658252 nChanged 4 SP:Iteration 9Q (52.899621 sec): 3 clusters Score: Raw -724003.095310 + Penalty 1261.926616 = -722741.168694 nChanged 2 SP:Iteration 10F (52.916491 sec): 3 clusters Score: Raw -724004.494809 + Penalty 1261.926616 = -722742.568193 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 9 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.921376 sec): 2 clusters Score: Raw -1871.277318 + Penalty 55.094658 = -1816.182660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.921630 sec): 3 clusters Score: Raw -1901.218290 + Penalty 118.143924 = -1783.074366 nChanged 8 SP:Iteration 1F (52.921873 sec): 3 clusters Score: Raw -1909.013311 + Penalty 124.644651 = -1784.368660 nChanged 3 SP:Iteration 2F (52.922106 sec): 3 clusters Score: Raw -1917.945126 + Penalty 141.750613 = -1776.194513 nChanged 2 SP:Iteration 3F (52.922337 sec): 3 clusters Score: Raw -1923.422097 + Penalty 186.086508 = -1737.335589 nChanged 3 SP:Iteration 4F (52.922567 sec): 3 clusters Score: Raw -1933.709849 + Penalty 245.446272 = -1688.263577 nChanged 2 SP:Iteration 5F (52.922795 sec): 3 clusters Score: Raw -1940.279224 + Penalty 297.616970 = -1642.662254 nChanged 1 SP:Iteration 6F (52.923023 sec): 3 clusters Score: Raw -1955.163118 + Penalty 297.616970 = -1657.546148 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 10 (988 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.928219 sec): 2 clusters Score: Raw -86763.743591 + Penalty 486.450879 = -86277.292712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.930139 sec): 3 clusters Score: Raw -86235.872604 + Penalty 976.277600 = -85259.595004 nChanged 401 SP:Iteration 1F (52.932211 sec): 3 clusters Score: Raw -86467.514208 + Penalty 979.791923 = -85487.722285 nChanged 99 SP:Iteration 2F (52.934256 sec): 3 clusters Score: Raw -86534.073784 + Penalty 989.292752 = -85544.781032 nChanged 74 SP:Iteration 3F (52.936192 sec): 3 clusters Score: Raw -86619.409133 + Penalty 1002.951389 = -85616.457744 nChanged 84 SP:Iteration 4F (52.938073 sec): 3 clusters Score: Raw -86705.152430 + Penalty 1018.096630 = -85687.055799 nChanged 72 SP:Iteration 5F (52.939955 sec): 3 clusters Score: Raw -86776.295126 + Penalty 1044.274491 = -85732.020635 nChanged 67 SP:Iteration 6F (52.941832 sec): 3 clusters Score: Raw -86835.022312 + Penalty 1061.404978 = -85773.617334 nChanged 46 SP:Iteration 7Q (52.943629 sec): 3 clusters Score: Raw -86871.358708 + Penalty 1076.068191 = -85795.290517 nChanged 38 SP:Iteration 8Q (52.945403 sec): 3 clusters Score: Raw -86901.146837 + Penalty 1093.957990 = -85807.188847 nChanged 33 SP:Iteration 9Q (52.947156 sec): 3 clusters Score: Raw -86922.200508 + Penalty 1106.307823 = -85815.892685 nChanged 17 SP:Iteration 10F (52.949113 sec): 3 clusters Score: Raw -86928.732160 + Penalty 1110.239177 = -85818.492984 nChanged 8 SP:Iteration 11Q (52.950882 sec): 3 clusters Score: Raw -86931.471541 + Penalty 1114.076886 = -85817.394655 nChanged 5 SP:Iteration 12F (52.952754 sec): 3 clusters Score: Raw -86932.758151 + Penalty 1118.177411 = -85814.580740 nChanged 5 SP:Iteration 13F (52.954632 sec): 3 clusters Score: Raw -86935.052060 + Penalty 1119.655662 = -85815.396398 nChanged 3 SP:Iteration 14Q (52.956344 sec): 3 clusters Score: Raw -86935.785902 + Penalty 1119.655662 = -85816.130240 nChanged 0 SP:Iteration 15F (52.958218 sec): 3 clusters Score: Raw -86935.785902 + Penalty 1119.655662 = -85816.130240 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 11 (412 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.961154 sec): 2 clusters Score: Raw -32456.108367 + Penalty 957.383275 = -31498.725091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.962116 sec): 3 clusters Score: Raw -32394.811331 + Penalty 1914.712316 = -30480.099015 nChanged 90 SP:Iteration 1F (52.963028 sec): 3 clusters Score: Raw -32540.934940 + Penalty 1914.692231 = -30626.242710 nChanged 34 SP:Iteration 2F (52.964013 sec): 3 clusters Score: Raw -32628.312203 + Penalty 1914.660919 = -30713.651284 nChanged 25 SP:Iteration 3F (52.964973 sec): 3 clusters Score: Raw -32704.791345 + Penalty 1914.726625 = -30790.064721 nChanged 13 SP:Iteration 4Q (52.965888 sec): 3 clusters Score: Raw -32740.533116 + Penalty 1914.798225 = -30825.734891 nChanged 14 SP:Iteration 5Q (52.966791 sec): 3 clusters Score: Raw -32780.127471 + Penalty 1914.841330 = -30865.286142 nChanged 7 SP:Iteration 6Q (52.967642 sec): 3 clusters Score: Raw -32804.802879 + Penalty 1914.871725 = -30889.931154 nChanged 4 SP:Iteration 7Q (52.968495 sec): 3 clusters Score: Raw -32811.168335 + Penalty 1914.853815 = -30896.314520 nChanged 3 SP:Iteration 8Q (52.969334 sec): 3 clusters Score: Raw -32816.045116 + Penalty 1914.829639 = -30901.215477 nChanged 4 SP:Iteration 9Q (52.970172 sec): 3 clusters Score: Raw -32823.747647 + Penalty 1914.823817 = -30908.923830 nChanged 5 SP:Iteration 10F (52.971082 sec): 3 clusters Score: Raw -32836.876205 + Penalty 1914.823817 = -30922.052388 nChanged 4 SP:Iteration 11Q (52.971917 sec): 3 clusters Score: Raw -32855.231435 + Penalty 1914.871162 = -30940.360273 nChanged 5 SP:Iteration 12Q (52.972747 sec): 3 clusters Score: Raw -32870.501631 + Penalty 1914.804874 = -30955.696757 nChanged 8 SP:Iteration 13Q (52.973601 sec): 3 clusters Score: Raw -32920.431593 + Penalty 1914.779102 = -31005.652491 nChanged 11 SP:Iteration 14Q (52.974482 sec): 3 clusters Score: Raw -32969.127732 + Penalty 1914.861813 = -31054.265919 nChanged 10 SP:Iteration 15Q (52.975338 sec): 3 clusters Score: Raw -33002.451477 + Penalty 1914.941408 = -31087.510070 nChanged 11 SP:Iteration 16Q (52.976186 sec): 3 clusters Score: Raw -33047.701656 + Penalty 1915.003945 = -31132.697711 nChanged 4 SP:Iteration 17Q (52.977026 sec): 3 clusters Score: Raw -33058.606228 + Penalty 1915.024788 = -31143.581440 nChanged 1 SP:Iteration 18Q (52.977827 sec): 3 clusters Score: Raw -33059.461404 + Penalty 1915.024788 = -31144.436616 nChanged 0 SP:Iteration 19F (52.978737 sec): 3 clusters Score: Raw -33059.461404 + Penalty 1915.024788 = -31144.436616 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 12 (312 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.980492 sec): 2 clusters Score: Raw -27146.998007 + Penalty 320.085203 = -26826.912804 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.981253 sec): 3 clusters Score: Raw -26972.828517 + Penalty 634.120502 = -26338.708016 nChanged 118 SP:Iteration 1F (52.982002 sec): 3 clusters Score: Raw -27088.296356 + Penalty 631.388727 = -26456.907629 nChanged 36 SP:Iteration 2F (52.982751 sec): 3 clusters Score: Raw -27114.577873 + Penalty 632.060074 = -26482.517799 nChanged 13 SP:Iteration 3Q (52.983498 sec): 3 clusters Score: Raw -27122.202483 + Penalty 631.947703 = -26490.254780 nChanged 8 SP:Iteration 4Q (52.984243 sec): 3 clusters Score: Raw -27129.585376 + Penalty 630.449041 = -26499.136335 nChanged 10 SP:Iteration 5Q (52.984989 sec): 3 clusters Score: Raw -27137.168212 + Penalty 632.351693 = -26504.816519 nChanged 10 SP:Iteration 6Q (52.985731 sec): 3 clusters Score: Raw -27144.503631 + Penalty 633.351827 = -26511.151804 nChanged 7 SP:Iteration 7Q (52.986469 sec): 3 clusters Score: Raw -27150.215550 + Penalty 635.357924 = -26514.857625 nChanged 5 SP:Iteration 8Q (52.987206 sec): 3 clusters Score: Raw -27155.510929 + Penalty 636.300344 = -26519.210585 nChanged 3 SP:Iteration 9Q (52.987941 sec): 3 clusters Score: Raw -27160.056013 + Penalty 636.111243 = -26523.944770 nChanged 1 SP:Iteration 10F (52.988686 sec): 3 clusters Score: Raw -27161.772880 + Penalty 635.961586 = -26525.811294 nChanged 1 SP:Iteration 11Q (52.989419 sec): 3 clusters Score: Raw -27162.270236 + Penalty 635.961586 = -26526.308650 nChanged 0 SP:Iteration 12F (52.990195 sec): 3 clusters Score: Raw -27162.270236 + Penalty 635.961586 = -26526.308650 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 13 (157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.991800 sec): 2 clusters Score: Raw -10737.696165 + Penalty 274.040345 = -10463.655820 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.992295 sec): 3 clusters Score: Raw -10797.321052 + Penalty 531.487098 = -10265.833954 nChanged 43 SP:Iteration 1F (52.992776 sec): 3 clusters Score: Raw -10863.724734 + Penalty 517.121591 = -10346.603144 nChanged 16 SP:Iteration 2F (52.993255 sec): 3 clusters Score: Raw -10904.309871 + Penalty 492.439880 = -10411.869991 nChanged 11 SP:Iteration 3F (52.993733 sec): 3 clusters Score: Raw -10929.245230 + Penalty 499.032842 = -10430.212387 nChanged 8 SP:Iteration 4F (52.994223 sec): 3 clusters Score: Raw -10951.498276 + Penalty 487.972985 = -10463.525290 nChanged 4 SP:Iteration 5Q (52.994660 sec): 3 clusters Score: Raw -10961.306986 + Penalty 493.377358 = -10467.929627 nChanged 1 SP:Iteration 6Q (52.995090 sec): 3 clusters Score: Raw -10962.756162 + Penalty 493.377358 = -10469.378804 nChanged 0 SP:Iteration 7F (52.995574 sec): 3 clusters Score: Raw -10962.756162 + Penalty 493.377358 = -10469.378804 nChanged 0 Score: Raw -2166902.442134 + Penalty 30935.935066 = -2135966.507068 Splitting cluster 13 changes total score from -2124889.057366 to -2135966.507068 So it's getting split into cluster 17. Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 14 (671 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.447736 sec): 2 clusters Score: Raw -58151.092380 + Penalty 544.539515 = -57606.552865 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.449119 sec): 3 clusters Score: Raw -57775.456967 + Penalty 1086.422499 = -56689.034469 nChanged 227 SP:Iteration 1F (53.450490 sec): 3 clusters Score: Raw -57902.141758 + Penalty 1086.158489 = -56815.983269 nChanged 87 SP:Iteration 2F (53.451849 sec): 3 clusters Score: Raw -57965.515355 + Penalty 1077.170125 = -56888.345230 nChanged 65 SP:Iteration 3F (53.453320 sec): 3 clusters Score: Raw -58022.155680 + Penalty 1074.770490 = -56947.385190 nChanged 51 SP:Iteration 4F (53.454774 sec): 3 clusters Score: Raw -58074.112108 + Penalty 1091.471042 = -56982.641066 nChanged 35 SP:Iteration 5F (53.456204 sec): 3 clusters Score: Raw -58112.032539 + Penalty 1134.313430 = -56977.719110 nChanged 24 SP:Iteration 6F (53.457598 sec): 3 clusters Score: Raw -58140.554014 + Penalty 1179.758324 = -56960.795689 nChanged 16 SP:Iteration 7F (53.458938 sec): 3 clusters Score: Raw -58158.373036 + Penalty 1194.328746 = -56964.044290 nChanged 6 SP:Iteration 8Q (53.460212 sec): 3 clusters Score: Raw -58165.986287 + Penalty 1213.439205 = -56952.547082 nChanged 6 SP:Iteration 9F (53.461838 sec): 3 clusters Score: Raw -58175.259827 + Penalty 1208.162254 = -56967.097573 nChanged 2 SP:Iteration 10F (53.463215 sec): 3 clusters Score: Raw -58178.022710 + Penalty 1223.381696 = -56954.641014 nChanged 3 SP:Iteration 11F (53.464644 sec): 3 clusters Score: Raw -58181.469802 + Penalty 1235.431404 = -56946.038398 nChanged 2 SP:Iteration 12F (53.466094 sec): 3 clusters Score: Raw -58183.995785 + Penalty 1267.699312 = -56916.296473 nChanged 3 SP:Iteration 13F (53.467555 sec): 3 clusters Score: Raw -58191.069724 + Penalty 1267.699312 = -56923.370412 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 15 (749 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.470290 sec): 2 clusters Score: Raw -67799.093020 + Penalty 1069.359111 = -66729.733909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.471849 sec): 3 clusters Score: Raw -67619.902960 + Penalty 2138.684051 = -65481.218909 nChanged 213 SP:Iteration 1F (53.473346 sec): 3 clusters Score: Raw -67873.826898 + Penalty 2138.848920 = -65734.977978 nChanged 54 SP:Iteration 2F (53.474895 sec): 3 clusters Score: Raw -67942.029125 + Penalty 2138.860728 = -65803.168397 nChanged 23 SP:Iteration 3Q (53.476343 sec): 3 clusters Score: Raw -67969.257677 + Penalty 2138.874297 = -65830.383379 nChanged 14 SP:Iteration 4Q (53.477790 sec): 3 clusters Score: Raw -67983.892325 + Penalty 2138.888329 = -65845.003996 nChanged 12 SP:Iteration 5Q (53.479276 sec): 3 clusters Score: Raw -67996.210134 + Penalty 2138.912211 = -65857.297923 nChanged 7 SP:Iteration 6Q (53.480786 sec): 3 clusters Score: Raw -68003.634002 + Penalty 2138.896459 = -65864.737543 nChanged 4 SP:Iteration 7Q (53.482227 sec): 3 clusters Score: Raw -68007.704353 + Penalty 2138.896459 = -65868.807894 nChanged 0 SP:Iteration 8F (53.483708 sec): 3 clusters Score: Raw -68007.704353 + Penalty 2138.896459 = -65868.807894 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 18 (595 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.486086 sec): 2 clusters Score: Raw -52035.093295 + Penalty 507.734601 = -51527.358694 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.487335 sec): 3 clusters Score: Raw -51749.756893 + Penalty 1015.378363 = -50734.378530 nChanged 214 SP:Iteration 1F (53.488563 sec): 3 clusters Score: Raw -51896.907502 + Penalty 1015.875439 = -50881.032062 nChanged 54 SP:Iteration 2F (53.489789 sec): 3 clusters Score: Raw -51966.506446 + Penalty 1016.552686 = -50949.953760 nChanged 60 SP:Iteration 3F (53.491020 sec): 3 clusters Score: Raw -52076.768493 + Penalty 1015.887864 = -51060.880629 nChanged 48 SP:Iteration 4F (53.492247 sec): 3 clusters Score: Raw -52174.972264 + Penalty 1014.045496 = -51160.926768 nChanged 32 SP:Iteration 5F (53.493471 sec): 3 clusters Score: Raw -52242.912287 + Penalty 1012.921652 = -51229.990635 nChanged 18 SP:Iteration 6Q (53.494611 sec): 3 clusters Score: Raw -52277.922195 + Penalty 1012.350533 = -51265.571662 nChanged 19 SP:Iteration 7Q (53.495728 sec): 3 clusters Score: Raw -52306.473633 + Penalty 1011.036308 = -51295.437326 nChanged 12 SP:Iteration 8Q (53.496826 sec): 3 clusters Score: Raw -52315.715352 + Penalty 1010.361802 = -51305.353551 nChanged 6 SP:Iteration 9Q (53.497925 sec): 3 clusters Score: Raw -52320.425301 + Penalty 1009.502786 = -51310.922514 nChanged 6 SP:Iteration 10F (53.499234 sec): 3 clusters Score: Raw -52326.648928 + Penalty 1008.785705 = -51317.863223 nChanged 8 SP:Iteration 11Q (53.500373 sec): 3 clusters Score: Raw -52336.135416 + Penalty 1008.332913 = -51327.802503 nChanged 6 SP:Iteration 12Q (53.501519 sec): 3 clusters Score: Raw -52341.905502 + Penalty 1007.541016 = -51334.364486 nChanged 3 SP:Iteration 13Q (53.502660 sec): 3 clusters Score: Raw -52347.730920 + Penalty 1007.238167 = -51340.492753 nChanged 3 SP:Iteration 14Q (53.503769 sec): 3 clusters Score: Raw -52354.476583 + Penalty 1007.225618 = -51347.250966 nChanged 1 SP:Iteration 15Q (53.504860 sec): 3 clusters Score: Raw -52355.389557 + Penalty 1007.182514 = -51348.207043 nChanged 2 SP:Iteration 16Q (53.505969 sec): 3 clusters Score: Raw -52357.215139 + Penalty 1007.231152 = -51349.983987 nChanged 2 SP:Iteration 17Q (53.507059 sec): 3 clusters Score: Raw -52358.428074 + Penalty 1007.125379 = -51351.302695 nChanged 2 SP:Iteration 18Q (53.508145 sec): 3 clusters Score: Raw -52358.917204 + Penalty 1007.251382 = -51351.665822 nChanged 1 SP:Iteration 19Q (53.509228 sec): 3 clusters Score: Raw -52359.462012 + Penalty 1007.342942 = -51352.119070 nChanged 1 SP:Iteration 20F (53.510494 sec): 3 clusters Score: Raw -52360.635490 + Penalty 1007.593019 = -51353.042470 nChanged 2 SP:Iteration 21Q (53.511635 sec): 3 clusters Score: Raw -52363.361508 + Penalty 1007.628268 = -51355.733240 nChanged 1 SP:Iteration 22Q (53.512774 sec): 3 clusters Score: Raw -52364.056487 + Penalty 1007.628268 = -51356.428218 nChanged 0 SP:Iteration 23F (53.514067 sec): 3 clusters Score: Raw -52364.056487 + Penalty 1007.628268 = -51356.428218 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 19 (219 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.515523 sec): 2 clusters Score: Raw -19924.106391 + Penalty 685.722072 = -19238.384319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.516123 sec): 3 clusters Score: Raw -19860.293604 + Penalty 1380.572995 = -18479.720609 nChanged 41 SP:Iteration 1F (53.516707 sec): 3 clusters Score: Raw -19938.817589 + Penalty 1391.719861 = -18547.097729 nChanged 23 SP:Iteration 2F (53.517292 sec): 3 clusters Score: Raw -19978.670231 + Penalty 1390.879251 = -18587.790980 nChanged 6 SP:Iteration 3Q (53.517862 sec): 3 clusters Score: Raw -19995.430665 + Penalty 1390.708747 = -18604.721918 nChanged 5 SP:Iteration 4Q (53.518427 sec): 3 clusters Score: Raw -20011.616633 + Penalty 1391.095726 = -18620.520907 nChanged 1 SP:Iteration 5Q (53.518991 sec): 3 clusters Score: Raw -20015.446601 + Penalty 1392.762015 = -18622.684587 nChanged 2 SP:Iteration 6Q (53.519554 sec): 3 clusters Score: Raw -20018.323974 + Penalty 1391.727052 = -18626.596922 nChanged 1 SP:Iteration 7Q (53.520116 sec): 3 clusters Score: Raw -20020.339320 + Penalty 1391.727052 = -18628.612269 nChanged 0 SP:Iteration 8F (53.520698 sec): 3 clusters Score: Raw -20020.339320 + Penalty 1391.727052 = -18628.612269 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 21 (859 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.526645 sec): 2 clusters Score: Raw -85058.733998 + Penalty 1053.077371 = -84005.656627 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.528361 sec): 3 clusters Score: Raw -84755.917962 + Penalty 2107.666349 = -82648.251613 nChanged 256 SP:Iteration 1F (53.530028 sec): 3 clusters Score: Raw -84970.328057 + Penalty 2108.503830 = -82861.824227 nChanged 43 SP:Iteration 2F (53.531682 sec): 3 clusters Score: Raw -85008.284091 + Penalty 2108.898064 = -82899.386027 nChanged 23 SP:Iteration 3Q (53.533462 sec): 3 clusters Score: Raw -85025.034224 + Penalty 2109.304114 = -82915.730110 nChanged 13 SP:Iteration 4Q (53.535275 sec): 3 clusters Score: Raw -85036.845083 + Penalty 2109.638211 = -82927.206872 nChanged 10 SP:Iteration 5Q (53.537037 sec): 3 clusters Score: Raw -85047.974041 + Penalty 2109.839401 = -82938.134640 nChanged 12 SP:Iteration 6Q (53.538662 sec): 3 clusters Score: Raw -85058.869177 + Penalty 2110.014136 = -82948.855041 nChanged 6 SP:Iteration 7Q (53.540294 sec): 3 clusters Score: Raw -85062.808487 + Penalty 2110.146988 = -82952.661498 nChanged 4 SP:Iteration 8Q (53.541923 sec): 3 clusters Score: Raw -85065.886001 + Penalty 2110.405839 = -82955.480163 nChanged 4 SP:Iteration 9Q (53.543601 sec): 3 clusters Score: Raw -85069.131340 + Penalty 2110.661530 = -82958.469810 nChanged 4 SP:Iteration 10F (53.545287 sec): 3 clusters Score: Raw -85072.565075 + Penalty 2110.999992 = -82961.565082 nChanged 5 SP:Iteration 11Q (53.546964 sec): 3 clusters Score: Raw -85076.226156 + Penalty 2111.190300 = -82965.035856 nChanged 4 SP:Iteration 12Q (53.548618 sec): 3 clusters Score: Raw -85079.161716 + Penalty 2111.298075 = -82967.863641 nChanged 3 SP:Iteration 13Q (53.550263 sec): 3 clusters Score: Raw -85082.000550 + Penalty 2111.298075 = -82970.702474 nChanged 0 SP:Iteration 14F (53.551914 sec): 3 clusters Score: Raw -85082.000550 + Penalty 2111.298075 = -82970.702474 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 25 (145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.552826 sec): 2 clusters Score: Raw -11345.239354 + Penalty 402.203036 = -10943.036318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.553299 sec): 3 clusters Score: Raw -11323.769481 + Penalty 807.324802 = -10516.444679 nChanged 24 SP:Iteration 1F (53.553783 sec): 3 clusters Score: Raw -11357.498653 + Penalty 807.417710 = -10550.080943 nChanged 5 SP:Iteration 2Q (53.554271 sec): 3 clusters Score: Raw -11365.372744 + Penalty 808.473262 = -10556.899482 nChanged 4 SP:Iteration 3Q (53.554729 sec): 3 clusters Score: Raw -11377.864129 + Penalty 807.249951 = -10570.614178 nChanged 3 SP:Iteration 4Q (53.555182 sec): 3 clusters Score: Raw -11386.930993 + Penalty 805.477107 = -10581.453886 nChanged 5 SP:Iteration 5Q (53.555634 sec): 3 clusters Score: Raw -11395.054853 + Penalty 809.114411 = -10585.940442 nChanged 5 SP:Iteration 6Q (53.556083 sec): 3 clusters Score: Raw -11415.344451 + Penalty 816.654817 = -10598.689635 nChanged 8 SP:Iteration 7F (53.556548 sec): 3 clusters Score: Raw -11444.302055 + Penalty 823.518190 = -10620.783865 nChanged 6 SP:Iteration 8Q (53.556986 sec): 3 clusters Score: Raw -11462.618502 + Penalty 827.456114 = -10635.162388 nChanged 3 SP:Iteration 9Q (53.557411 sec): 3 clusters Score: Raw -11479.028228 + Penalty 826.203368 = -10652.824860 nChanged 1 SP:Iteration 10F (53.557866 sec): 3 clusters Score: Raw -11481.087853 + Penalty 828.326683 = -10652.761170 nChanged 1 SP:Iteration 11F (53.558322 sec): 3 clusters Score: Raw -11483.292584 + Penalty 828.326683 = -10654.965900 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 28 (962 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.561486 sec): 2 clusters Score: Raw -87027.582993 + Penalty 1079.046507 = -85948.536486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.563403 sec): 3 clusters Score: Raw -86644.907202 + Penalty 2158.133592 = -84486.773611 nChanged 269 SP:Iteration 1F (53.565389 sec): 3 clusters Score: Raw -86899.462906 + Penalty 2158.321729 = -84741.141177 nChanged 87 SP:Iteration 2F (53.567395 sec): 3 clusters Score: Raw -86998.800599 + Penalty 2158.668880 = -84840.131719 nChanged 51 SP:Iteration 3F (53.569380 sec): 3 clusters Score: Raw -87042.148471 + Penalty 2158.903354 = -84883.245117 nChanged 33 SP:Iteration 4Q (53.571318 sec): 3 clusters Score: Raw -87068.583732 + Penalty 2159.118421 = -84909.465310 nChanged 17 SP:Iteration 5Q (53.573121 sec): 3 clusters Score: Raw -87080.767671 + Penalty 2159.347670 = -84921.420000 nChanged 18 SP:Iteration 6Q (53.574927 sec): 3 clusters Score: Raw -87096.773840 + Penalty 2159.645588 = -84937.128252 nChanged 15 SP:Iteration 7Q (53.576725 sec): 3 clusters Score: Raw -87111.256854 + Penalty 2159.823122 = -84951.433731 nChanged 12 SP:Iteration 8Q (53.578524 sec): 3 clusters Score: Raw -87118.265532 + Penalty 2159.936931 = -84958.328601 nChanged 8 SP:Iteration 9Q (53.580345 sec): 3 clusters Score: Raw -87121.584920 + Penalty 2159.918488 = -84961.666433 nChanged 2 SP:Iteration 10F (53.582208 sec): 3 clusters Score: Raw -87122.162755 + Penalty 2159.908265 = -84962.254490 nChanged 1 SP:Iteration 11Q (53.584150 sec): 3 clusters Score: Raw -87122.726832 + Penalty 2159.908265 = -84962.818567 nChanged 0 SP:Iteration 12F (53.586130 sec): 3 clusters Score: Raw -87122.726832 + Penalty 2159.908265 = -84962.818567 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 30 (165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.587116 sec): 2 clusters Score: Raw -13655.522315 + Penalty 169.534490 = -13485.987826 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.587625 sec): 3 clusters Score: Raw -13578.230717 + Penalty 423.486930 = -13154.743787 nChanged 50 SP:Iteration 1F (53.588124 sec): 3 clusters Score: Raw -13656.375392 + Penalty 490.538318 = -13165.837074 nChanged 16 SP:Iteration 2F (53.588615 sec): 3 clusters Score: Raw -13684.951324 + Penalty 503.343522 = -13181.607802 nChanged 3 SP:Iteration 3Q (53.589069 sec): 3 clusters Score: Raw -13689.569003 + Penalty 503.722664 = -13185.846340 nChanged 1 SP:Iteration 4Q (53.589511 sec): 3 clusters Score: Raw -13691.195880 + Penalty 503.722664 = -13187.473216 nChanged 0 SP:Iteration 5F (53.590001 sec): 3 clusters Score: Raw -13691.195880 + Penalty 503.722664 = -13187.473216 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 31 (789 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.592689 sec): 2 clusters Score: Raw -70456.891054 + Penalty 757.667477 = -69699.223577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.594282 sec): 3 clusters Score: Raw -70046.002368 + Penalty 1515.535241 = -68530.467128 nChanged 267 SP:Iteration 1F (53.595841 sec): 3 clusters Score: Raw -70183.378003 + Penalty 1518.179016 = -68665.198987 nChanged 79 SP:Iteration 2F (53.597384 sec): 3 clusters Score: Raw -70253.586473 + Penalty 1522.856156 = -68730.730317 nChanged 71 SP:Iteration 3F (53.598970 sec): 3 clusters Score: Raw -70310.935416 + Penalty 1528.878054 = -68782.057361 nChanged 53 SP:Iteration 4F (53.600640 sec): 3 clusters Score: Raw -70344.508380 + Penalty 1532.648740 = -68811.859640 nChanged 32 SP:Iteration 5Q (53.602299 sec): 3 clusters Score: Raw -70373.582593 + Penalty 1542.497045 = -68831.085548 nChanged 43 SP:Iteration 6F (53.603888 sec): 3 clusters Score: Raw -70413.512533 + Penalty 1551.173661 = -68862.338872 nChanged 37 SP:Iteration 7Q (53.605426 sec): 3 clusters Score: Raw -70447.715084 + Penalty 1553.437694 = -68894.277390 nChanged 20 SP:Iteration 8Q (53.607000 sec): 3 clusters Score: Raw -70457.418706 + Penalty 1556.807346 = -68900.611360 nChanged 11 SP:Iteration 9Q (53.608581 sec): 3 clusters Score: Raw -70465.283068 + Penalty 1558.765671 = -68906.517397 nChanged 11 SP:Iteration 10F (53.610145 sec): 3 clusters Score: Raw -70471.521765 + Penalty 1559.636561 = -68911.885204 nChanged 9 SP:Iteration 11Q (53.611704 sec): 3 clusters Score: Raw -70476.991315 + Penalty 1560.751977 = -68916.239338 nChanged 8 SP:Iteration 12Q (53.613322 sec): 3 clusters Score: Raw -70480.354750 + Penalty 1561.504525 = -68918.850225 nChanged 4 SP:Iteration 13Q (53.614973 sec): 3 clusters Score: Raw -70483.060462 + Penalty 1561.395765 = -68921.664697 nChanged 3 SP:Iteration 14Q (53.616620 sec): 3 clusters Score: Raw -70485.682469 + Penalty 1561.590750 = -68924.091719 nChanged 4 SP:Iteration 15Q (53.618183 sec): 3 clusters Score: Raw -70488.307333 + Penalty 1561.781581 = -68926.525752 nChanged 5 SP:Iteration 16Q (53.619719 sec): 3 clusters Score: Raw -70491.797988 + Penalty 1565.026179 = -68926.771809 nChanged 8 SP:Iteration 17Q (53.621251 sec): 3 clusters Score: Raw -70496.204765 + Penalty 1567.005282 = -68929.199482 nChanged 3 SP:Iteration 18Q (53.622822 sec): 3 clusters Score: Raw -70497.323398 + Penalty 1566.645986 = -68930.677412 nChanged 3 SP:Iteration 19Q (53.624378 sec): 3 clusters Score: Raw -70498.554634 + Penalty 1566.672182 = -68931.882451 nChanged 2 SP:Iteration 20F (53.625928 sec): 3 clusters Score: Raw -70499.656753 + Penalty 1566.672182 = -68932.984571 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 33 (467 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.627836 sec): 2 clusters Score: Raw -42036.166842 + Penalty 930.438121 = -41105.728721 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.628859 sec): 3 clusters Score: Raw -41974.461070 + Penalty 1861.340049 = -40113.121021 nChanged 126 SP:Iteration 1F (53.629868 sec): 3 clusters Score: Raw -42124.352399 + Penalty 1861.382900 = -40262.969499 nChanged 29 SP:Iteration 2F (53.630874 sec): 3 clusters Score: Raw -42157.683520 + Penalty 1861.560347 = -40296.123173 nChanged 12 SP:Iteration 3Q (53.631848 sec): 3 clusters Score: Raw -42173.992334 + Penalty 1861.874002 = -40312.118332 nChanged 11 SP:Iteration 4Q (53.632882 sec): 3 clusters Score: Raw -42183.806432 + Penalty 1862.483373 = -40321.323059 nChanged 10 SP:Iteration 5Q (53.633900 sec): 3 clusters Score: Raw -42194.582589 + Penalty 1864.301132 = -40330.281456 nChanged 14 SP:Iteration 6Q (53.634926 sec): 3 clusters Score: Raw -42218.016655 + Penalty 1867.801062 = -40350.215593 nChanged 15 SP:Iteration 7Q (53.635935 sec): 3 clusters Score: Raw -42243.122630 + Penalty 1869.345034 = -40373.777597 nChanged 9 SP:Iteration 8Q (53.636967 sec): 3 clusters Score: Raw -42261.998779 + Penalty 1870.478728 = -40391.520052 nChanged 7 SP:Iteration 9Q (53.637924 sec): 3 clusters Score: Raw -42276.312201 + Penalty 1869.903796 = -40406.408405 nChanged 12 SP:Iteration 10F (53.638926 sec): 3 clusters Score: Raw -42295.171061 + Penalty 1869.473534 = -40425.697527 nChanged 6 SP:Iteration 11Q (53.639871 sec): 3 clusters Score: Raw -42302.721270 + Penalty 1870.184057 = -40432.537214 nChanged 5 SP:Iteration 12Q (53.640816 sec): 3 clusters Score: Raw -42309.004387 + Penalty 1870.397484 = -40438.606904 nChanged 4 SP:Iteration 13Q (53.641758 sec): 3 clusters Score: Raw -42314.615060 + Penalty 1870.855059 = -40443.760001 nChanged 3 SP:Iteration 14Q (53.642697 sec): 3 clusters Score: Raw -42318.835722 + Penalty 1871.322316 = -40447.513406 nChanged 1 SP:Iteration 15Q (53.643633 sec): 3 clusters Score: Raw -42319.635663 + Penalty 1872.780957 = -40446.854707 nChanged 3 SP:Iteration 16F (53.644637 sec): 3 clusters Score: Raw -42323.188151 + Penalty 1873.368903 = -40449.819247 nChanged 3 SP:Iteration 17Q (53.645580 sec): 3 clusters Score: Raw -42326.473225 + Penalty 1873.004917 = -40453.468308 nChanged 1 SP:Iteration 18Q (53.646516 sec): 3 clusters Score: Raw -42330.028959 + Penalty 1873.084994 = -40456.943964 nChanged 2 SP:Iteration 19Q (53.647451 sec): 3 clusters Score: Raw -42331.754825 + Penalty 1872.786524 = -40458.968301 nChanged 3 SP:Iteration 20F (53.648452 sec): 3 clusters Score: Raw -42340.502206 + Penalty 1873.169299 = -40467.332907 nChanged 1 SP:Iteration 21Q (53.649385 sec): 3 clusters Score: Raw -42341.327752 + Penalty 1873.993536 = -40467.334216 nChanged 2 SP:Iteration 22Q (53.650318 sec): 3 clusters Score: Raw -42344.073725 + Penalty 1874.358872 = -40469.714853 nChanged 1 SP:Iteration 23Q (53.651250 sec): 3 clusters Score: Raw -42345.038015 + Penalty 1875.178264 = -40469.859751 nChanged 2 SP:Iteration 24Q (53.652181 sec): 3 clusters Score: Raw -42347.714281 + Penalty 1875.583133 = -40472.131148 nChanged 1 SP:Iteration 25Q (53.653110 sec): 3 clusters Score: Raw -42349.628384 + Penalty 1875.583133 = -40474.045252 nChanged 0 SP:Iteration 26F (53.654111 sec): 3 clusters Score: Raw -42349.628384 + Penalty 1875.583133 = -40474.045252 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 36 (861 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.656920 sec): 2 clusters Score: Raw -80097.777427 + Penalty 855.970321 = -79241.807106 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.658677 sec): 3 clusters Score: Raw -79708.615311 + Penalty 1711.274420 = -77997.340891 nChanged 271 SP:Iteration 1F (53.660367 sec): 3 clusters Score: Raw -79889.045613 + Penalty 1716.209629 = -78172.835984 nChanged 71 SP:Iteration 2F (53.662026 sec): 3 clusters Score: Raw -79946.173680 + Penalty 1722.085477 = -78224.088203 nChanged 44 SP:Iteration 3F (53.663681 sec): 3 clusters Score: Raw -79976.635726 + Penalty 1727.091863 = -78249.543863 nChanged 36 SP:Iteration 4Q (53.665339 sec): 3 clusters Score: Raw -80003.947034 + Penalty 1732.453116 = -78271.493918 nChanged 33 SP:Iteration 5Q (53.667158 sec): 3 clusters Score: Raw -80028.403195 + Penalty 1736.431971 = -78291.971224 nChanged 31 SP:Iteration 6Q (53.668965 sec): 3 clusters Score: Raw -80049.928181 + Penalty 1740.629760 = -78309.298421 nChanged 22 SP:Iteration 7Q (53.670743 sec): 3 clusters Score: Raw -80066.516156 + Penalty 1742.941927 = -78323.574229 nChanged 18 SP:Iteration 8Q (53.672395 sec): 3 clusters Score: Raw -80079.306982 + Penalty 1744.963810 = -78334.343172 nChanged 18 SP:Iteration 9Q (53.674038 sec): 3 clusters Score: Raw -80088.908625 + Penalty 1745.326035 = -78343.582590 nChanged 11 SP:Iteration 10F (53.675698 sec): 3 clusters Score: Raw -80094.128011 + Penalty 1745.118304 = -78349.009707 nChanged 6 SP:Iteration 11Q (53.677358 sec): 3 clusters Score: Raw -80097.411160 + Penalty 1746.046989 = -78351.364171 nChanged 7 SP:Iteration 12Q (53.679050 sec): 3 clusters Score: Raw -80100.259112 + Penalty 1745.886653 = -78354.372459 nChanged 2 SP:Iteration 13Q (53.680767 sec): 3 clusters Score: Raw -80101.303774 + Penalty 1746.037884 = -78355.265890 nChanged 2 SP:Iteration 14Q (53.682424 sec): 3 clusters Score: Raw -80102.424827 + Penalty 1746.205074 = -78356.219753 nChanged 1 SP:Iteration 15Q (53.684084 sec): 3 clusters Score: Raw -80103.017774 + Penalty 1746.205074 = -78356.812700 nChanged 0 SP:Iteration 16F (53.685740 sec): 3 clusters Score: Raw -80103.017774 + Penalty 1746.205074 = -78356.812700 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 39 (772 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.688304 sec): 2 clusters Score: Raw -74633.550251 + Penalty 1050.072543 = -73583.477708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.689867 sec): 3 clusters Score: Raw -74389.029505 + Penalty 2098.891664 = -72290.137841 nChanged 210 SP:Iteration 1F (53.691410 sec): 3 clusters Score: Raw -74668.994440 + Penalty 2098.072162 = -72570.922277 nChanged 68 SP:Iteration 2F (53.692965 sec): 3 clusters Score: Raw -74783.487418 + Penalty 2097.253008 = -72686.234410 nChanged 44 SP:Iteration 3F (53.694504 sec): 3 clusters Score: Raw -74851.631492 + Penalty 2096.387172 = -72755.244320 nChanged 24 SP:Iteration 4Q (53.695971 sec): 3 clusters Score: Raw -74876.122149 + Penalty 2096.126412 = -72779.995736 nChanged 17 SP:Iteration 5Q (53.697426 sec): 3 clusters Score: Raw -74897.226892 + Penalty 2095.805754 = -72801.421138 nChanged 10 SP:Iteration 6Q (53.698912 sec): 3 clusters Score: Raw -74907.798252 + Penalty 2095.513820 = -72812.284432 nChanged 8 SP:Iteration 7Q (53.700482 sec): 3 clusters Score: Raw -74915.636741 + Penalty 2095.824055 = -72819.812687 nChanged 7 SP:Iteration 8Q (53.702027 sec): 3 clusters Score: Raw -74924.098587 + Penalty 2095.950538 = -72828.148049 nChanged 7 SP:Iteration 9Q (53.703546 sec): 3 clusters Score: Raw -74930.453810 + Penalty 2096.194028 = -72834.259782 nChanged 2 SP:Iteration 10F (53.705081 sec): 3 clusters Score: Raw -74932.922407 + Penalty 2096.297000 = -72836.625406 nChanged 1 SP:Iteration 11Q (53.706514 sec): 3 clusters Score: Raw -74933.835982 + Penalty 2096.427463 = -72837.408518 nChanged 3 SP:Iteration 12Q (53.707949 sec): 3 clusters Score: Raw -74936.157493 + Penalty 2096.670858 = -72839.486635 nChanged 4 SP:Iteration 13Q (53.709384 sec): 3 clusters Score: Raw -74940.106233 + Penalty 2097.033725 = -72843.072508 nChanged 3 SP:Iteration 14Q (53.710884 sec): 3 clusters Score: Raw -74941.433622 + Penalty 2097.033725 = -72844.399897 nChanged 0 SP:Iteration 15F (53.712432 sec): 3 clusters Score: Raw -74941.433622 + Penalty 2097.033725 = -72844.399897 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 46 (17 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.712971 sec): 2 clusters Score: Raw -1088.626347 + Penalty 121.436288 = -967.190058 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.713218 sec): 3 clusters Score: Raw -1138.800686 + Penalty 244.127286 = -894.673399 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 60 (528 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.715160 sec): 2 clusters Score: Raw -47308.687708 + Penalty 667.486019 = -46641.201689 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.716346 sec): 3 clusters Score: Raw -47065.564459 + Penalty 1331.436857 = -45734.127602 nChanged 166 SP:Iteration 1F (53.717517 sec): 3 clusters Score: Raw -47178.954224 + Penalty 1329.553954 = -45849.400270 nChanged 48 SP:Iteration 2F (53.718655 sec): 3 clusters Score: Raw -47236.029271 + Penalty 1323.278896 = -45912.750374 nChanged 43 SP:Iteration 3F (53.719751 sec): 3 clusters Score: Raw -47316.669304 + Penalty 1311.709138 = -46004.960166 nChanged 57 SP:Iteration 4F (53.720846 sec): 3 clusters Score: Raw -47427.048424 + Penalty 1311.171576 = -46115.876848 nChanged 41 SP:Iteration 5F (53.722001 sec): 3 clusters Score: Raw -47484.207101 + Penalty 1312.238750 = -46171.968351 nChanged 26 SP:Iteration 6Q (53.723066 sec): 3 clusters Score: Raw -47510.453004 + Penalty 1313.623419 = -46196.829585 nChanged 11 SP:Iteration 7Q (53.724121 sec): 3 clusters Score: Raw -47520.788160 + Penalty 1311.285850 = -46209.502310 nChanged 6 SP:Iteration 8Q (53.725177 sec): 3 clusters Score: Raw -47524.052017 + Penalty 1313.712732 = -46210.339285 nChanged 2 SP:Iteration 9Q (53.726228 sec): 3 clusters Score: Raw -47526.760424 + Penalty 1312.503377 = -46214.257047 nChanged 1 SP:Iteration 10F (53.727336 sec): 3 clusters Score: Raw -47527.810079 + Penalty 1312.503377 = -46215.306702 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 65 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.727907 sec): 2 clusters Score: Raw -2581.942442 + Penalty 209.020778 = -2372.921664 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.728188 sec): 3 clusters Score: Raw -2606.125741 + Penalty 391.486225 = -2214.639517 nChanged 3 SP:Iteration 1F (53.728467 sec): 3 clusters Score: Raw -2618.883910 + Penalty 404.017673 = -2214.866237 nChanged 2 SP:Iteration 2F (53.728739 sec): 3 clusters Score: Raw -2623.147117 + Penalty 423.088301 = -2200.058816 nChanged 2 SP:Iteration 3F (53.729017 sec): 3 clusters Score: Raw -2629.475535 + Penalty 434.633613 = -2194.841922 nChanged 1 SP:Iteration 4F (53.729294 sec): 3 clusters Score: Raw -2633.204603 + Penalty 447.916264 = -2185.288340 nChanged 1 SP:Iteration 5F (53.729565 sec): 3 clusters Score: Raw -2634.780284 + Penalty 447.916264 = -2186.864021 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 72 (476 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.731383 sec): 2 clusters Score: Raw -41448.121369 + Penalty 782.467041 = -40665.654328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.732469 sec): 3 clusters Score: Raw -41263.999333 + Penalty 1562.068730 = -39701.930603 nChanged 133 SP:Iteration 1F (53.733518 sec): 3 clusters Score: Raw -41435.627947 + Penalty 1558.155103 = -39877.472844 nChanged 48 SP:Iteration 2F (53.734596 sec): 3 clusters Score: Raw -41498.215693 + Penalty 1556.934049 = -39941.281644 nChanged 26 SP:Iteration 3F (53.735672 sec): 3 clusters Score: Raw -41529.910263 + Penalty 1558.008198 = -39971.902065 nChanged 15 SP:Iteration 4Q (53.736716 sec): 3 clusters Score: Raw -41549.065824 + Penalty 1558.575533 = -39990.490292 nChanged 12 SP:Iteration 5Q (53.737730 sec): 3 clusters Score: Raw -41565.438694 + Penalty 1559.059215 = -40006.379479 nChanged 7 SP:Iteration 6Q (53.738720 sec): 3 clusters Score: Raw -41579.216872 + Penalty 1559.125988 = -40020.090884 nChanged 5 SP:Iteration 7Q (53.739707 sec): 3 clusters Score: Raw -41589.497306 + Penalty 1558.928451 = -40030.568855 nChanged 1 SP:Iteration 8Q (53.740695 sec): 3 clusters Score: Raw -41590.591197 + Penalty 1558.928451 = -40031.662746 nChanged 0 SP:Iteration 9F (53.741711 sec): 3 clusters Score: Raw -41590.591197 + Penalty 1558.928451 = -40031.662746 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 75 (333 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.743067 sec): 2 clusters Score: Raw -30564.724182 + Penalty 489.050765 = -30075.673417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.743878 sec): 3 clusters Score: Raw -30407.057692 + Penalty 984.368157 = -29422.689535 nChanged 108 SP:Iteration 1F (53.744660 sec): 3 clusters Score: Raw -30529.949414 + Penalty 992.548037 = -29537.401378 nChanged 41 SP:Iteration 2F (53.745439 sec): 3 clusters Score: Raw -30578.936723 + Penalty 994.666951 = -29584.269772 nChanged 14 SP:Iteration 3Q (53.746210 sec): 3 clusters Score: Raw -30589.255525 + Penalty 994.364355 = -29594.891170 nChanged 5 SP:Iteration 4Q (53.747007 sec): 3 clusters Score: Raw -30593.978774 + Penalty 994.459399 = -29599.519375 nChanged 2 SP:Iteration 5Q (53.747775 sec): 3 clusters Score: Raw -30595.191242 + Penalty 995.341920 = -29599.849322 nChanged 2 SP:Iteration 6Q (53.748543 sec): 3 clusters Score: Raw -30596.168720 + Penalty 994.756927 = -29601.411793 nChanged 1 SP:Iteration 7Q (53.749309 sec): 3 clusters Score: Raw -30597.628799 + Penalty 996.021983 = -29601.606816 nChanged 1 SP:Iteration 8Q (53.750080 sec): 3 clusters Score: Raw -30599.535976 + Penalty 996.404980 = -29603.130996 nChanged 1 SP:Iteration 9Q (53.750867 sec): 3 clusters Score: Raw -30599.565014 + Penalty 996.798868 = -29602.766147 nChanged 1 SP:Iteration 10F (53.751640 sec): 3 clusters Score: Raw -30601.227299 + Penalty 995.341431 = -29605.885868 nChanged 2 SP:Iteration 11Q (53.752409 sec): 3 clusters Score: Raw -30602.431477 + Penalty 995.477795 = -29606.953682 nChanged 1 SP:Iteration 12Q (53.753176 sec): 3 clusters Score: Raw -30602.104450 + Penalty 995.477795 = -29606.626655 nChanged 0 SP:Iteration 13F (53.753949 sec): 3 clusters Score: Raw -30602.104450 + Penalty 995.477795 = -29606.626655 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 88 (283 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.755130 sec): 2 clusters Score: Raw -23359.823782 + Penalty 358.599754 = -23001.224028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.755832 sec): 3 clusters Score: Raw -23220.797429 + Penalty 710.519589 = -22510.277840 nChanged 88 SP:Iteration 1F (53.756523 sec): 3 clusters Score: Raw -23289.383132 + Penalty 707.259036 = -22582.124095 nChanged 32 SP:Iteration 2F (53.757213 sec): 3 clusters Score: Raw -23317.063206 + Penalty 706.425301 = -22610.637905 nChanged 20 SP:Iteration 3F (53.757902 sec): 3 clusters Score: Raw -23336.596944 + Penalty 709.961743 = -22626.635201 nChanged 14 SP:Iteration 4Q (53.758586 sec): 3 clusters Score: Raw -23346.621696 + Penalty 714.527176 = -22632.094520 nChanged 8 SP:Iteration 5Q (53.759268 sec): 3 clusters Score: Raw -23350.969114 + Penalty 717.585044 = -22633.384070 nChanged 6 SP:Iteration 6Q (53.759952 sec): 3 clusters Score: Raw -23354.095586 + Penalty 721.521333 = -22632.574253 nChanged 5 SP:Iteration 7F (53.760641 sec): 3 clusters Score: Raw -23355.773920 + Penalty 724.657518 = -22631.116402 nChanged 4 SP:Iteration 8F (53.761330 sec): 3 clusters Score: Raw -23357.133636 + Penalty 726.236182 = -22630.897454 nChanged 2 SP:Iteration 9F (53.762018 sec): 3 clusters Score: Raw -23357.801700 + Penalty 727.143243 = -22630.658457 nChanged 1 SP:Iteration 10F (53.762708 sec): 3 clusters Score: Raw -23358.052002 + Penalty 727.143243 = -22630.908759 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 217 (441 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.764339 sec): 2 clusters Score: Raw -33735.383174 + Penalty 566.403771 = -33168.979404 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.765403 sec): 3 clusters Score: Raw -33554.673417 + Penalty 1136.352724 = -32418.320693 nChanged 141 SP:Iteration 1F (53.766409 sec): 3 clusters Score: Raw -33701.826896 + Penalty 1146.046168 = -32555.780727 nChanged 55 SP:Iteration 2F (53.767411 sec): 3 clusters Score: Raw -33792.175449 + Penalty 1161.334233 = -32630.841216 nChanged 31 SP:Iteration 3F (53.768412 sec): 3 clusters Score: Raw -33870.805085 + Penalty 1185.061501 = -32685.743584 nChanged 24 SP:Iteration 4F (53.769407 sec): 3 clusters Score: Raw -33920.454298 + Penalty 1202.237781 = -32718.216517 nChanged 14 SP:Iteration 5Q (53.770313 sec): 3 clusters Score: Raw -33947.978039 + Penalty 1215.483690 = -32732.494349 nChanged 15 SP:Iteration 6Q (53.771207 sec): 3 clusters Score: Raw -33972.373447 + Penalty 1222.922230 = -32749.451216 nChanged 10 SP:Iteration 7Q (53.772091 sec): 3 clusters Score: Raw -33982.770015 + Penalty 1228.914843 = -32753.855173 nChanged 6 SP:Iteration 8Q (53.772969 sec): 3 clusters Score: Raw -33993.209924 + Penalty 1229.840082 = -32763.369842 nChanged 1 SP:Iteration 9Q (53.773863 sec): 3 clusters Score: Raw -33993.680076 + Penalty 1230.260309 = -32763.419768 nChanged 1 SP:Iteration 10F (53.774825 sec): 3 clusters Score: Raw -33994.369301 + Penalty 1230.260309 = -32764.108992 nChanged 0 Deleting Class 17 (14 points): Lose 204.938490 but Gain 509.926621 Iteration 154F (54.241533 sec): 34 clusters Score: Raw -2155350.947019 + Penalty 30485.552879 = -2124865.394140 nChanged 216 Iteration 155F (54.687039 sec): 34 clusters Score: Raw -2155582.639692 + Penalty 30518.921660 = -2125063.718031 nChanged 128 Iteration 156Q (54.776258 sec): 34 clusters Score: Raw -2155673.600047 + Penalty 30529.310478 = -2125144.289570 nChanged 106 Iteration 157Q (54.866095 sec): 34 clusters Score: Raw -2155707.274881 + Penalty 30543.890922 = -2125163.383959 nChanged 78 Iteration 158Q (54.954098 sec): 34 clusters Score: Raw -2155729.021160 + Penalty 30547.194266 = -2125181.826894 nChanged 58 Iteration 159Q (55.041449 sec): 34 clusters Score: Raw -2155747.148285 + Penalty 30561.232549 = -2125185.915735 nChanged 42 Iteration 160F (55.480015 sec): 34 clusters Score: Raw -2155762.616662 + Penalty 30567.602959 = -2125195.013703 nChanged 34 Iteration 161Q (55.567552 sec): 34 clusters Score: Raw -2155770.558973 + Penalty 30566.768862 = -2125203.790112 nChanged 24 Iteration 162Q (55.655751 sec): 34 clusters Score: Raw -2155776.396529 + Penalty 30564.726948 = -2125211.669581 nChanged 17 Iteration 163Q (55.745717 sec): 34 clusters Score: Raw -2155780.728329 + Penalty 30564.849930 = -2125215.878399 nChanged 17 Iteration 164Q (55.833995 sec): 34 clusters Score: Raw -2155785.835530 + Penalty 30566.775389 = -2125219.060141 nChanged 11 Iteration 165Q (55.921189 sec): 34 clusters Score: Raw -2155788.777843 + Penalty 30567.590760 = -2125221.187083 nChanged 5 Iteration 166Q (56.009269 sec): 34 clusters Score: Raw -2155789.886227 + Penalty 30567.661463 = -2125222.224763 nChanged 1 Iteration 167Q (56.097794 sec): 34 clusters Score: Raw -2155790.067924 + Penalty 30567.754481 = -2125222.313443 nChanged 1 Iteration 168Q (56.184487 sec): 34 clusters Score: Raw -2155790.261717 + Penalty 30567.754481 = -2125222.507236 nChanged 0 Iteration 169F (56.620288 sec): 34 clusters Score: Raw -2155790.261717 + Penalty 30567.754481 = -2125222.507236 nChanged 0 Writing temp clu file Memory request: 0.12 GB would take us to total of 0.25 GB. Compute initial score before splitting: Score: Raw -2155790.261717 + Penalty 30567.754481 = -2125222.507236Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 1 (1226 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.679071 sec): 2 clusters Score: Raw -101006.115877 + Penalty 311.333747 = -100694.782131 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.681560 sec): 3 clusters Score: Raw -100281.370923 + Penalty 636.123176 = -99645.247747 nChanged 522 SP:Iteration 1F (56.683895 sec): 3 clusters Score: Raw -100664.274128 + Penalty 650.144751 = -100014.129377 nChanged 139 SP:Iteration 2F (56.686377 sec): 3 clusters Score: Raw -100797.786693 + Penalty 662.571058 = -100135.215634 nChanged 95 SP:Iteration 3F (56.688745 sec): 3 clusters Score: Raw -100901.583167 + Penalty 668.114057 = -100233.469110 nChanged 54 SP:Iteration 4Q (56.690993 sec): 3 clusters Score: Raw -100957.214903 + Penalty 669.287963 = -100287.926941 nChanged 33 SP:Iteration 5Q (56.693224 sec): 3 clusters Score: Raw -100999.364123 + Penalty 670.777682 = -100328.586442 nChanged 26 SP:Iteration 6Q (56.695389 sec): 3 clusters Score: Raw -101014.230864 + Penalty 667.207857 = -100347.023006 nChanged 19 SP:Iteration 7Q (56.697461 sec): 3 clusters Score: Raw -101022.965373 + Penalty 667.969926 = -100354.995447 nChanged 15 SP:Iteration 8Q (56.699526 sec): 3 clusters Score: Raw -101030.588415 + Penalty 667.111273 = -100363.477142 nChanged 6 SP:Iteration 9Q (56.701573 sec): 3 clusters Score: Raw -101036.752520 + Penalty 667.039019 = -100369.713501 nChanged 3 SP:Iteration 10F (56.703900 sec): 3 clusters Score: Raw -101038.704575 + Penalty 662.616906 = -100376.087668 nChanged 6 SP:Iteration 11Q (56.706120 sec): 3 clusters Score: Raw -101045.312681 + Penalty 654.746068 = -100390.566612 nChanged 5 SP:Iteration 12Q (56.708303 sec): 3 clusters Score: Raw -101053.137386 + Penalty 654.028940 = -100399.108446 nChanged 2 SP:Iteration 13Q (56.710333 sec): 3 clusters Score: Raw -101055.064266 + Penalty 653.788349 = -100401.275917 nChanged 3 SP:Iteration 14Q (56.712329 sec): 3 clusters Score: Raw -101056.697868 + Penalty 653.279047 = -100403.418821 nChanged 1 SP:Iteration 15Q (56.714316 sec): 3 clusters Score: Raw -101056.788779 + Penalty 654.018482 = -100402.770297 nChanged 1 SP:Iteration 16F (56.716601 sec): 3 clusters Score: Raw -101056.903156 + Penalty 654.018482 = -100402.884674 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 2 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.717241 sec): 2 clusters Score: Raw -1838.275793 + Penalty 56.570737 = -1781.705056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.717505 sec): 3 clusters Score: Raw -1876.153389 + Penalty 110.332953 = -1765.820437 nChanged 6 SP:Iteration 1F (56.717763 sec): 3 clusters Score: Raw -1895.580372 + Penalty 110.486433 = -1785.093939 nChanged 1 SP:Iteration 2Q (56.718013 sec): 3 clusters Score: Raw -1900.472412 + Penalty 110.486433 = -1789.985979 nChanged 0 SP:Iteration 3F (56.718268 sec): 3 clusters Score: Raw -1900.472412 + Penalty 110.486433 = -1789.985979 nChanged 0 Score: Raw -2167295.800225 + Penalty 30732.618752 = -2136563.181473 Splitting cluster 2 changes total score from -2125222.507236 to -2136563.181473 So it's getting split into cluster 17. Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 3 (654 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.166406 sec): 2 clusters Score: Raw -56692.400123 + Penalty 597.977497 = -56094.422626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.167845 sec): 3 clusters Score: Raw -56375.213030 + Penalty 1190.253310 = -55184.959719 nChanged 216 SP:Iteration 1F (57.169209 sec): 3 clusters Score: Raw -56541.807366 + Penalty 1181.306087 = -55360.501278 nChanged 82 SP:Iteration 2F (57.170567 sec): 3 clusters Score: Raw -56644.726524 + Penalty 1179.720759 = -55465.005765 nChanged 56 SP:Iteration 3F (57.171923 sec): 3 clusters Score: Raw -56705.040446 + Penalty 1175.550062 = -55529.490384 nChanged 38 SP:Iteration 4F (57.173400 sec): 3 clusters Score: Raw -56747.614484 + Penalty 1172.987485 = -55574.626999 nChanged 30 SP:Iteration 5Q (57.174808 sec): 3 clusters Score: Raw -56807.117295 + Penalty 1177.184141 = -55629.933154 nChanged 40 SP:Iteration 6F (57.176241 sec): 3 clusters Score: Raw -56908.170633 + Penalty 1185.219834 = -55722.950799 nChanged 33 SP:Iteration 7F (57.177637 sec): 3 clusters Score: Raw -56967.211802 + Penalty 1190.540297 = -55776.671505 nChanged 23 SP:Iteration 8Q (57.178836 sec): 3 clusters Score: Raw -57029.357637 + Penalty 1194.868921 = -55834.488717 nChanged 22 SP:Iteration 9Q (57.180011 sec): 3 clusters Score: Raw -57098.521979 + Penalty 1197.877198 = -55900.644781 nChanged 21 SP:Iteration 10F (57.181352 sec): 3 clusters Score: Raw -57217.887090 + Penalty 1199.079969 = -56018.807121 nChanged 8 SP:Iteration 11Q (57.182468 sec): 3 clusters Score: Raw -57269.525992 + Penalty 1199.589045 = -56069.936947 nChanged 4 SP:Iteration 12Q (57.183564 sec): 3 clusters Score: Raw -57280.098804 + Penalty 1200.243650 = -56079.855154 nChanged 3 SP:Iteration 13Q (57.184658 sec): 3 clusters Score: Raw -57284.206048 + Penalty 1200.243650 = -56083.962398 nChanged 0 SP:Iteration 14F (57.186025 sec): 3 clusters Score: Raw -57284.206048 + Penalty 1200.243650 = -56083.962398 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 4 (307 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.187344 sec): 2 clusters Score: Raw -24831.094126 + Penalty 58.136081 = -24772.958045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.188140 sec): 3 clusters Score: Raw -24641.500634 + Penalty 113.076432 = -24528.424202 nChanged 129 SP:Iteration 1F (57.188887 sec): 3 clusters Score: Raw -24772.180156 + Penalty 113.151918 = -24659.028237 nChanged 8 SP:Iteration 2Q (57.189632 sec): 3 clusters Score: Raw -24777.993717 + Penalty 113.188488 = -24664.805229 nChanged 2 SP:Iteration 3Q (57.190375 sec): 3 clusters Score: Raw -24777.996322 + Penalty 113.180365 = -24664.815956 nChanged 2 SP:Iteration 4Q (57.191119 sec): 3 clusters Score: Raw -24777.460396 + Penalty 113.142129 = -24664.318267 nChanged 1 SP:Iteration 5F (57.191862 sec): 3 clusters Score: Raw -24777.215946 + Penalty 113.281479 = -24663.934467 nChanged 5 SP:Iteration 6F (57.192610 sec): 3 clusters Score: Raw -24776.728711 + Penalty 112.760915 = -24663.967796 nChanged 6 SP:Iteration 7Q (57.193352 sec): 3 clusters Score: Raw -24778.011632 + Penalty 112.847207 = -24665.164425 nChanged 8 SP:Iteration 8Q (57.194095 sec): 3 clusters Score: Raw -24778.495406 + Penalty 113.439593 = -24665.055813 nChanged 8 SP:Iteration 9F (57.194841 sec): 3 clusters Score: Raw -24779.981217 + Penalty 113.788403 = -24666.192814 nChanged 12 SP:Iteration 10F (57.195571 sec): 3 clusters Score: Raw -24783.949268 + Penalty 112.398215 = -24671.551053 nChanged 12 SP:Iteration 11Q (57.196290 sec): 3 clusters Score: Raw -24784.435827 + Penalty 114.163445 = -24670.272383 nChanged 15 SP:Iteration 12F (57.197112 sec): 3 clusters Score: Raw -24789.956965 + Penalty 110.919197 = -24679.037768 nChanged 18 SP:Iteration 13F (57.197854 sec): 3 clusters Score: Raw -24805.114450 + Penalty 91.655765 = -24713.458685 nChanged 18 SP:Iteration 14F (57.198537 sec): 3 clusters Score: Raw -24828.351730 + Penalty 58.136081 = -24770.215649 nChanged 2 SP:Iteration 15Q (57.199139 sec): 2 clusters Score: Raw -24831.094126 + Penalty 58.136081 = -24772.958045 nChanged 0 SP:Iteration 16F (57.199735 sec): 2 clusters Score: Raw -24831.094126 + Penalty 58.136081 = -24772.958045 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 5 (678 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.203390 sec): 2 clusters Score: Raw -57850.351899 + Penalty 315.329661 = -57535.022238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.204890 sec): 3 clusters Score: Raw -57412.497689 + Penalty 596.206501 = -56816.291187 nChanged 304 SP:Iteration 1F (57.206424 sec): 3 clusters Score: Raw -57674.234842 + Penalty 590.348750 = -57083.886092 nChanged 72 SP:Iteration 2F (57.207928 sec): 3 clusters Score: Raw -57705.880988 + Penalty 597.872466 = -57108.008521 nChanged 32 SP:Iteration 3Q (57.209384 sec): 3 clusters Score: Raw -57726.580189 + Penalty 604.996163 = -57121.584026 nChanged 24 SP:Iteration 4Q (57.210762 sec): 3 clusters Score: Raw -57744.863145 + Penalty 612.821034 = -57132.042111 nChanged 24 SP:Iteration 5Q (57.212121 sec): 3 clusters Score: Raw -57757.839472 + Penalty 622.014177 = -57135.825295 nChanged 17 SP:Iteration 6Q (57.213463 sec): 3 clusters Score: Raw -57766.156198 + Penalty 629.824072 = -57136.332127 nChanged 15 SP:Iteration 7Q (57.214799 sec): 3 clusters Score: Raw -57770.966900 + Penalty 631.113630 = -57139.853270 nChanged 8 SP:Iteration 8Q (57.216130 sec): 3 clusters Score: Raw -57772.351894 + Penalty 635.299004 = -57137.052890 nChanged 7 SP:Iteration 9F (57.217560 sec): 3 clusters Score: Raw -57774.421145 + Penalty 636.492552 = -57137.928593 nChanged 8 SP:Iteration 10F (57.218997 sec): 3 clusters Score: Raw -57776.537874 + Penalty 638.900992 = -57137.636882 nChanged 4 SP:Iteration 11F (57.220419 sec): 3 clusters Score: Raw -57777.663998 + Penalty 639.198935 = -57138.465064 nChanged 3 SP:Iteration 12Q (57.221759 sec): 3 clusters Score: Raw -57777.527758 + Penalty 639.134987 = -57138.392771 nChanged 4 SP:Iteration 13F (57.223204 sec): 3 clusters Score: Raw -57777.498862 + Penalty 639.023468 = -57138.475395 nChanged 3 SP:Iteration 14Q (57.224596 sec): 3 clusters Score: Raw -57777.588937 + Penalty 640.092909 = -57137.496028 nChanged 3 SP:Iteration 15F (57.226023 sec): 3 clusters Score: Raw -57777.646697 + Penalty 640.092909 = -57137.553787 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 6 (772 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.230251 sec): 2 clusters Score: Raw -69455.423381 + Penalty 752.249852 = -68703.173529 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.231912 sec): 3 clusters Score: Raw -69106.567920 + Penalty 1508.025137 = -67598.542783 nChanged 261 SP:Iteration 1F (57.233485 sec): 3 clusters Score: Raw -69368.454267 + Penalty 1523.887149 = -67844.567117 nChanged 100 SP:Iteration 2F (57.235032 sec): 3 clusters Score: Raw -69478.134396 + Penalty 1551.798074 = -67926.336322 nChanged 68 SP:Iteration 3F (57.236580 sec): 3 clusters Score: Raw -69588.458075 + Penalty 1584.062074 = -68004.396000 nChanged 58 SP:Iteration 4F (57.238122 sec): 3 clusters Score: Raw -69667.422549 + Penalty 1606.505522 = -68060.917027 nChanged 35 SP:Iteration 5Q (57.239770 sec): 3 clusters Score: Raw -69716.776156 + Penalty 1618.183157 = -68098.592999 nChanged 24 SP:Iteration 6Q (57.241339 sec): 3 clusters Score: Raw -69749.094567 + Penalty 1625.406945 = -68123.687622 nChanged 13 SP:Iteration 7Q (57.242873 sec): 3 clusters Score: Raw -69759.622402 + Penalty 1628.658399 = -68130.964003 nChanged 5 SP:Iteration 8Q (57.244315 sec): 3 clusters Score: Raw -69762.847314 + Penalty 1630.029993 = -68132.817322 nChanged 2 SP:Iteration 9Q (57.245737 sec): 3 clusters Score: Raw -69763.490637 + Penalty 1630.013086 = -68133.477552 nChanged 1 SP:Iteration 10F (57.247274 sec): 3 clusters Score: Raw -69764.145463 + Penalty 1630.013086 = -68134.132378 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 7 (447 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.249166 sec): 2 clusters Score: Raw -38470.332562 + Penalty 327.074144 = -38143.258418 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.250305 sec): 3 clusters Score: Raw -38251.336428 + Penalty 640.428286 = -37610.908142 nChanged 178 SP:Iteration 1F (57.251385 sec): 3 clusters Score: Raw -38527.486038 + Penalty 629.418719 = -37898.067320 nChanged 59 SP:Iteration 2F (57.252434 sec): 3 clusters Score: Raw -38603.989388 + Penalty 622.923165 = -37981.066223 nChanged 26 SP:Iteration 3F (57.253483 sec): 3 clusters Score: Raw -38629.512106 + Penalty 620.481155 = -38009.030951 nChanged 14 SP:Iteration 4Q (57.254469 sec): 3 clusters Score: Raw -38651.439576 + Penalty 620.250459 = -38031.189117 nChanged 9 SP:Iteration 5Q (57.255412 sec): 3 clusters Score: Raw -38656.419741 + Penalty 623.670967 = -38032.748773 nChanged 6 SP:Iteration 6Q (57.256375 sec): 3 clusters Score: Raw -38659.180066 + Penalty 626.376600 = -38032.803466 nChanged 5 SP:Iteration 7Q (57.257304 sec): 3 clusters Score: Raw -38661.170192 + Penalty 628.028469 = -38033.141722 nChanged 3 SP:Iteration 8Q (57.258283 sec): 3 clusters Score: Raw -38662.647849 + Penalty 631.032327 = -38031.615522 nChanged 5 SP:Iteration 9F (57.259328 sec): 3 clusters Score: Raw -38664.813442 + Penalty 630.991989 = -38033.821452 nChanged 2 SP:Iteration 10F (57.260371 sec): 3 clusters Score: Raw -38667.886372 + Penalty 632.003543 = -38035.882828 nChanged 2 SP:Iteration 11Q (57.261326 sec): 3 clusters Score: Raw -38668.324774 + Penalty 632.556697 = -38035.768077 nChanged 1 SP:Iteration 12F (57.262367 sec): 3 clusters Score: Raw -38668.553650 + Penalty 633.155878 = -38035.397772 nChanged 1 SP:Iteration 13F (57.263409 sec): 3 clusters Score: Raw -38668.891774 + Penalty 633.155878 = -38035.735896 nChanged 0 Memory request: 0.04 GB would take us to total of 0.29 GB. Trying to split cluster 8 (9308 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.303436 sec): 2 clusters Score: Raw -725985.342837 + Penalty 299.254516 = -725686.088321 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.321448 sec): 3 clusters Score: Raw -719720.298892 + Penalty 674.996870 = -719045.302022 nChanged 4386 SP:Iteration 1F (57.339213 sec): 3 clusters Score: Raw -724193.564152 + Penalty 793.371654 = -723400.192497 nChanged 1328 SP:Iteration 2F (57.356897 sec): 3 clusters Score: Raw -725751.131421 + Penalty 865.516137 = -724885.615285 nChanged 195 SP:Iteration 3Q (57.371469 sec): 3 clusters Score: Raw -725957.724662 + Penalty 881.623137 = -725076.101525 nChanged 32 SP:Iteration 4Q (57.385989 sec): 3 clusters Score: Raw -725995.543020 + Penalty 838.450720 = -725157.092300 nChanged 8 SP:Iteration 5Q (57.400094 sec): 3 clusters Score: Raw -726001.953804 + Penalty 835.865269 = -725166.088535 nChanged 4 SP:Iteration 6Q (57.414503 sec): 3 clusters Score: Raw -726004.480552 + Penalty 825.578872 = -725178.901680 nChanged 2 SP:Iteration 7Q (57.428243 sec): 3 clusters Score: Raw -726006.863632 + Penalty 825.578872 = -725181.284759 nChanged 0 SP:Iteration 8F (57.446209 sec): 3 clusters Score: Raw -726006.863632 + Penalty 825.578872 = -725181.284759 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 9 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.451297 sec): 2 clusters Score: Raw -2146.885439 + Penalty 59.686916 = -2087.198523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.451586 sec): 3 clusters Score: Raw -2190.202627 + Penalty 124.301238 = -2065.901389 nChanged 6 SP:Iteration 1F (57.451872 sec): 3 clusters Score: Raw -2205.299856 + Penalty 127.538510 = -2077.761346 nChanged 1 SP:Iteration 2Q (57.452139 sec): 3 clusters Score: Raw -2205.882205 + Penalty 127.538510 = -2078.343694 nChanged 0 SP:Iteration 3F (57.452411 sec): 3 clusters Score: Raw -2205.882205 + Penalty 127.538510 = -2078.343694 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 10 (986 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.457264 sec): 2 clusters Score: Raw -86609.712741 + Penalty 484.228616 = -86125.484125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.459250 sec): 3 clusters Score: Raw -86084.872996 + Penalty 977.287224 = -85107.585772 nChanged 399 SP:Iteration 1F (57.461298 sec): 3 clusters Score: Raw -86361.920498 + Penalty 996.079789 = -85365.840710 nChanged 111 SP:Iteration 2F (57.463226 sec): 3 clusters Score: Raw -86462.710177 + Penalty 1021.925976 = -85440.784201 nChanged 91 SP:Iteration 3F (57.465149 sec): 3 clusters Score: Raw -86542.116137 + Penalty 1052.529685 = -85489.586452 nChanged 63 SP:Iteration 4F (57.467078 sec): 3 clusters Score: Raw -86596.485775 + Penalty 1077.992079 = -85518.493696 nChanged 40 SP:Iteration 5Q (57.469138 sec): 3 clusters Score: Raw -86631.277445 + Penalty 1098.768262 = -85532.509183 nChanged 28 SP:Iteration 6Q (57.471066 sec): 3 clusters Score: Raw -86657.934901 + Penalty 1106.183614 = -85551.751287 nChanged 22 SP:Iteration 7Q (57.472963 sec): 3 clusters Score: Raw -86685.755406 + Penalty 1121.734602 = -85564.020804 nChanged 25 SP:Iteration 8Q (57.474996 sec): 3 clusters Score: Raw -86709.392178 + Penalty 1123.345160 = -85586.047018 nChanged 23 SP:Iteration 9Q (57.477029 sec): 3 clusters Score: Raw -86729.217458 + Penalty 1127.006544 = -85602.210914 nChanged 13 SP:Iteration 10F (57.479112 sec): 3 clusters Score: Raw -86747.507872 + Penalty 1125.785813 = -85621.722059 nChanged 12 SP:Iteration 11Q (57.480894 sec): 3 clusters Score: Raw -86756.896005 + Penalty 1125.726823 = -85631.169182 nChanged 8 SP:Iteration 12Q (57.482654 sec): 3 clusters Score: Raw -86760.750928 + Penalty 1125.570343 = -85635.180585 nChanged 3 SP:Iteration 13Q (57.484401 sec): 3 clusters Score: Raw -86762.416093 + Penalty 1127.476634 = -85634.939460 nChanged 2 SP:Iteration 14F (57.486333 sec): 3 clusters Score: Raw -86763.678737 + Penalty 1125.908711 = -85637.770025 nChanged 2 SP:Iteration 15Q (57.488104 sec): 3 clusters Score: Raw -86764.440347 + Penalty 1125.184775 = -85639.255571 nChanged 1 SP:Iteration 16Q (57.489854 sec): 3 clusters Score: Raw -86764.693528 + Penalty 1123.842353 = -85640.851175 nChanged 1 SP:Iteration 17Q (57.491621 sec): 3 clusters Score: Raw -86764.927187 + Penalty 1122.960355 = -85641.966832 nChanged 1 SP:Iteration 18Q (57.493385 sec): 3 clusters Score: Raw -86765.134976 + Penalty 1122.960355 = -85642.174621 nChanged 0 SP:Iteration 19F (57.495371 sec): 3 clusters Score: Raw -86765.134976 + Penalty 1122.960355 = -85642.174621 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 11 (409 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.497692 sec): 2 clusters Score: Raw -32247.937448 + Penalty 956.340356 = -31291.597092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.498641 sec): 3 clusters Score: Raw -32237.505092 + Penalty 1912.017510 = -30325.487582 nChanged 96 SP:Iteration 1F (57.499596 sec): 3 clusters Score: Raw -32467.311402 + Penalty 1912.313714 = -30554.997688 nChanged 33 SP:Iteration 2F (57.500529 sec): 3 clusters Score: Raw -32602.146326 + Penalty 1911.947989 = -30690.198337 nChanged 27 SP:Iteration 3F (57.501482 sec): 3 clusters Score: Raw -32700.042115 + Penalty 1911.920774 = -30788.121341 nChanged 23 SP:Iteration 4F (57.502421 sec): 3 clusters Score: Raw -32766.770777 + Penalty 1911.667474 = -30855.103303 nChanged 9 SP:Iteration 5Q (57.503261 sec): 3 clusters Score: Raw -32787.080875 + Penalty 1911.775905 = -30875.304969 nChanged 8 SP:Iteration 6Q (57.504126 sec): 3 clusters Score: Raw -32811.100395 + Penalty 1912.118158 = -30898.982237 nChanged 8 SP:Iteration 7Q (57.505007 sec): 3 clusters Score: Raw -32828.603449 + Penalty 1912.501799 = -30916.101650 nChanged 6 SP:Iteration 8Q (57.505873 sec): 3 clusters Score: Raw -32845.949429 + Penalty 1912.979629 = -30932.969800 nChanged 7 SP:Iteration 9Q (57.506732 sec): 3 clusters Score: Raw -32860.979930 + Penalty 1913.099709 = -30947.880221 nChanged 2 SP:Iteration 10F (57.507706 sec): 3 clusters Score: Raw -32879.863883 + Penalty 1913.099709 = -30966.764173 nChanged 2 SP:Iteration 11Q (57.508562 sec): 3 clusters Score: Raw -32892.314907 + Penalty 1913.228248 = -30979.086659 nChanged 3 SP:Iteration 12Q (57.509377 sec): 3 clusters Score: Raw -32899.465493 + Penalty 1913.292985 = -30986.172509 nChanged 1 SP:Iteration 13Q (57.510191 sec): 3 clusters Score: Raw -32901.155461 + Penalty 1913.292985 = -30987.862476 nChanged 0 SP:Iteration 14F (57.511123 sec): 3 clusters Score: Raw -32901.155461 + Penalty 1913.292985 = -30987.862476 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 12 (316 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.512906 sec): 2 clusters Score: Raw -27536.267105 + Penalty 323.480746 = -27212.786359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.513688 sec): 3 clusters Score: Raw -27368.022387 + Penalty 650.875118 = -26717.147269 nChanged 117 SP:Iteration 1F (57.514458 sec): 3 clusters Score: Raw -27466.923434 + Penalty 650.360480 = -26816.562954 nChanged 27 SP:Iteration 2F (57.515228 sec): 3 clusters Score: Raw -27492.991969 + Penalty 649.954991 = -26843.036978 nChanged 12 SP:Iteration 3Q (57.515989 sec): 3 clusters Score: Raw -27497.776348 + Penalty 649.809800 = -26847.966548 nChanged 5 SP:Iteration 4Q (57.516743 sec): 3 clusters Score: Raw -27499.041848 + Penalty 649.910206 = -26849.131643 nChanged 5 SP:Iteration 5Q (57.517495 sec): 3 clusters Score: Raw -27500.282242 + Penalty 650.037043 = -26850.245198 nChanged 2 SP:Iteration 6Q (57.518248 sec): 3 clusters Score: Raw -27500.793251 + Penalty 651.158163 = -26849.635088 nChanged 4 SP:Iteration 7F (57.519016 sec): 3 clusters Score: Raw -27502.382120 + Penalty 652.335759 = -26850.046361 nChanged 5 SP:Iteration 8Q (57.519768 sec): 3 clusters Score: Raw -27504.312818 + Penalty 653.466920 = -26850.845898 nChanged 7 SP:Iteration 9Q (57.520549 sec): 3 clusters Score: Raw -27507.886814 + Penalty 654.879245 = -26853.007569 nChanged 3 SP:Iteration 10F (57.521319 sec): 3 clusters Score: Raw -27509.008961 + Penalty 653.584960 = -26855.424001 nChanged 2 SP:Iteration 11Q (57.522065 sec): 3 clusters Score: Raw -27509.423666 + Penalty 654.451688 = -26854.971978 nChanged 4 SP:Iteration 12F (57.522834 sec): 3 clusters Score: Raw -27511.094619 + Penalty 655.004516 = -26856.090103 nChanged 2 SP:Iteration 13Q (57.523595 sec): 3 clusters Score: Raw -27511.934644 + Penalty 655.024945 = -26856.909699 nChanged 1 SP:Iteration 14Q (57.524333 sec): 3 clusters Score: Raw -27511.786195 + Penalty 655.024945 = -26856.761250 nChanged 0 SP:Iteration 15F (57.525122 sec): 3 clusters Score: Raw -27511.786195 + Penalty 655.024945 = -26856.761250 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 13 (208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.526929 sec): 2 clusters Score: Raw -14729.107060 + Penalty 306.987722 = -14422.119338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.527519 sec): 3 clusters Score: Raw -14731.986782 + Penalty 618.698047 = -14113.288735 nChanged 50 SP:Iteration 1F (57.528098 sec): 3 clusters Score: Raw -14802.577705 + Penalty 619.879782 = -14182.697923 nChanged 13 SP:Iteration 2F (57.528678 sec): 3 clusters Score: Raw -14826.363831 + Penalty 615.152280 = -14211.211551 nChanged 11 SP:Iteration 3F (57.529256 sec): 3 clusters Score: Raw -14850.916708 + Penalty 607.615620 = -14243.301088 nChanged 8 SP:Iteration 4Q (57.529807 sec): 3 clusters Score: Raw -14864.755908 + Penalty 606.023133 = -14258.732775 nChanged 5 SP:Iteration 5Q (57.530355 sec): 3 clusters Score: Raw -14871.100061 + Penalty 607.090268 = -14264.009792 nChanged 5 SP:Iteration 6Q (57.530901 sec): 3 clusters Score: Raw -14873.882511 + Penalty 609.771489 = -14264.111023 nChanged 2 SP:Iteration 7Q (57.531446 sec): 3 clusters Score: Raw -14874.841265 + Penalty 609.771489 = -14265.069777 nChanged 0 SP:Iteration 8F (57.532022 sec): 3 clusters Score: Raw -14874.841265 + Penalty 609.771489 = -14265.069777 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 14 (672 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.534892 sec): 2 clusters Score: Raw -58230.758344 + Penalty 544.492487 = -57686.265856 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.536322 sec): 3 clusters Score: Raw -57857.917680 + Penalty 1151.272833 = -56706.644846 nChanged 259 SP:Iteration 1F (57.537735 sec): 3 clusters Score: Raw -58101.335793 + Penalty 1188.215983 = -56913.119810 nChanged 71 SP:Iteration 2F (57.539243 sec): 3 clusters Score: Raw -58174.454459 + Penalty 1215.688275 = -56958.766184 nChanged 37 SP:Iteration 3F (57.540756 sec): 3 clusters Score: Raw -58211.258533 + Penalty 1240.121583 = -56971.136950 nChanged 27 SP:Iteration 4Q (57.542238 sec): 3 clusters Score: Raw -58239.776200 + Penalty 1261.539443 = -56978.236757 nChanged 19 SP:Iteration 5Q (57.543639 sec): 3 clusters Score: Raw -58255.935419 + Penalty 1273.735252 = -56982.200167 nChanged 8 SP:Iteration 6Q (57.544906 sec): 3 clusters Score: Raw -58262.798940 + Penalty 1278.391292 = -56984.407648 nChanged 8 SP:Iteration 7Q (57.546195 sec): 3 clusters Score: Raw -58272.204626 + Penalty 1282.292383 = -56989.912243 nChanged 6 SP:Iteration 8Q (57.547441 sec): 3 clusters Score: Raw -58274.939334 + Penalty 1293.095990 = -56981.843344 nChanged 4 SP:Iteration 9F (57.548800 sec): 3 clusters Score: Raw -58278.074131 + Penalty 1296.551903 = -56981.522228 nChanged 2 SP:Iteration 10F (57.550151 sec): 3 clusters Score: Raw -58279.925935 + Penalty 1305.639031 = -56974.286904 nChanged 1 SP:Iteration 11F (57.551552 sec): 3 clusters Score: Raw -58281.599876 + Penalty 1322.815343 = -56958.784534 nChanged 2 SP:Iteration 12F (57.552888 sec): 3 clusters Score: Raw -58283.843541 + Penalty 1328.596445 = -56955.247096 nChanged 2 SP:Iteration 13F (57.554286 sec): 3 clusters Score: Raw -58284.683659 + Penalty 1328.596445 = -56956.087214 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 15 (749 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.557495 sec): 2 clusters Score: Raw -67799.093020 + Penalty 1069.359111 = -66729.733909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.559097 sec): 3 clusters Score: Raw -67597.065979 + Penalty 2138.688311 = -65458.377668 nChanged 216 SP:Iteration 1F (57.560637 sec): 3 clusters Score: Raw -67865.946174 + Penalty 2138.396728 = -65727.549445 nChanged 69 SP:Iteration 2F (57.562200 sec): 3 clusters Score: Raw -67962.345753 + Penalty 2137.934598 = -65824.411155 nChanged 47 SP:Iteration 3F (57.563746 sec): 3 clusters Score: Raw -68024.988257 + Penalty 2137.554187 = -65887.434071 nChanged 34 SP:Iteration 4Q (57.565248 sec): 3 clusters Score: Raw -68076.821136 + Penalty 2137.385392 = -65939.435743 nChanged 27 SP:Iteration 5Q (57.566764 sec): 3 clusters Score: Raw -68109.571628 + Penalty 2137.461836 = -65972.109792 nChanged 11 SP:Iteration 6Q (57.568249 sec): 3 clusters Score: Raw -68124.305566 + Penalty 2137.405061 = -65986.900505 nChanged 4 SP:Iteration 7Q (57.569719 sec): 3 clusters Score: Raw -68129.194356 + Penalty 2137.405061 = -65991.789295 nChanged 0 SP:Iteration 8F (57.571250 sec): 3 clusters Score: Raw -68129.194356 + Penalty 2137.405061 = -65991.789295 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 16 (2012 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.585249 sec): 2 clusters Score: Raw -175649.369319 + Penalty 627.650377 = -175021.718943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.589099 sec): 3 clusters Score: Raw -174448.877577 + Penalty 1258.051585 = -173190.825992 nChanged 837 SP:Iteration 1F (57.593021 sec): 3 clusters Score: Raw -174977.667162 + Penalty 1260.029239 = -173717.637923 nChanged 251 SP:Iteration 2F (57.596878 sec): 3 clusters Score: Raw -175114.659909 + Penalty 1261.808868 = -173852.851041 nChanged 143 SP:Iteration 3F (57.600594 sec): 3 clusters Score: Raw -175191.977560 + Penalty 1262.221115 = -173929.756444 nChanged 113 SP:Iteration 4F (57.604422 sec): 3 clusters Score: Raw -175249.385180 + Penalty 1262.503662 = -173986.881518 nChanged 87 SP:Iteration 5Q (57.608514 sec): 3 clusters Score: Raw -175285.260093 + Penalty 1265.015772 = -174020.244321 nChanged 62 SP:Iteration 6Q (57.612492 sec): 3 clusters Score: Raw -175312.222750 + Penalty 1266.772825 = -174045.449925 nChanged 54 SP:Iteration 7Q (57.616214 sec): 3 clusters Score: Raw -175333.645219 + Penalty 1268.741103 = -174064.904116 nChanged 50 SP:Iteration 8Q (57.620031 sec): 3 clusters Score: Raw -175352.310261 + Penalty 1270.467401 = -174081.842860 nChanged 31 SP:Iteration 9Q (57.623775 sec): 3 clusters Score: Raw -175362.208231 + Penalty 1271.163392 = -174091.044839 nChanged 31 SP:Iteration 10F (57.627485 sec): 3 clusters Score: Raw -175370.420067 + Penalty 1272.974907 = -174097.445159 nChanged 28 SP:Iteration 11Q (57.631264 sec): 3 clusters Score: Raw -175375.495090 + Penalty 1273.952413 = -174101.542678 nChanged 16 SP:Iteration 12Q (57.635037 sec): 3 clusters Score: Raw -175378.537060 + Penalty 1275.789707 = -174102.747353 nChanged 16 SP:Iteration 13Q (57.638860 sec): 3 clusters Score: Raw -175382.216893 + Penalty 1278.725594 = -174103.491299 nChanged 23 SP:Iteration 14Q (57.642898 sec): 3 clusters Score: Raw -175388.474008 + Penalty 1281.481605 = -174106.992403 nChanged 27 SP:Iteration 15Q (57.646609 sec): 3 clusters Score: Raw -175396.275456 + Penalty 1285.857821 = -174110.417635 nChanged 24 SP:Iteration 16Q (57.650297 sec): 3 clusters Score: Raw -175404.410029 + Penalty 1290.273557 = -174114.136472 nChanged 20 SP:Iteration 17Q (57.653979 sec): 3 clusters Score: Raw -175408.841841 + Penalty 1292.845635 = -174115.996207 nChanged 19 SP:Iteration 18Q (57.657679 sec): 3 clusters Score: Raw -175413.039786 + Penalty 1296.173507 = -174116.866279 nChanged 23 SP:Iteration 19Q (57.661389 sec): 3 clusters Score: Raw -175418.306549 + Penalty 1299.016466 = -174119.290083 nChanged 24 SP:Iteration 20F (57.665118 sec): 3 clusters Score: Raw -175423.955459 + Penalty 1301.620092 = -174122.335367 nChanged 23 SP:Iteration 21Q (57.668942 sec): 3 clusters Score: Raw -175429.515243 + Penalty 1301.196897 = -174128.318346 nChanged 18 SP:Iteration 22Q (57.672799 sec): 3 clusters Score: Raw -175436.341870 + Penalty 1301.729240 = -174134.612629 nChanged 24 SP:Iteration 23Q (57.676857 sec): 3 clusters Score: Raw -175443.823081 + Penalty 1303.643164 = -174140.179917 nChanged 25 SP:Iteration 24Q (57.680576 sec): 3 clusters Score: Raw -175452.921072 + Penalty 1308.032784 = -174144.888288 nChanged 26 SP:Iteration 25Q (57.684542 sec): 3 clusters Score: Raw -175464.684184 + Penalty 1314.063885 = -174150.620299 nChanged 29 SP:Iteration 26Q (57.688311 sec): 3 clusters Score: Raw -175476.107198 + Penalty 1317.218089 = -174158.889108 nChanged 29 SP:Iteration 27Q (57.692002 sec): 3 clusters Score: Raw -175486.735694 + Penalty 1321.009814 = -174165.725879 nChanged 32 SP:Iteration 28Q (57.695656 sec): 3 clusters Score: Raw -175503.032344 + Penalty 1327.741406 = -174175.290938 nChanged 41 SP:Iteration 29Q (57.699364 sec): 3 clusters Score: Raw -175530.608652 + Penalty 1345.995717 = -174184.612934 nChanged 42 SP:Iteration 30F (57.703104 sec): 3 clusters Score: Raw -175557.202015 + Penalty 1364.439542 = -174192.762473 nChanged 35 SP:Iteration 31Q (57.707031 sec): 3 clusters Score: Raw -175577.912566 + Penalty 1375.391301 = -174202.521265 nChanged 33 SP:Iteration 32Q (57.710872 sec): 3 clusters Score: Raw -175598.780470 + Penalty 1390.221451 = -174208.559019 nChanged 34 SP:Iteration 33Q (57.714473 sec): 3 clusters Score: Raw -175624.037079 + Penalty 1398.979185 = -174225.057894 nChanged 18 SP:Iteration 34Q (57.717892 sec): 3 clusters Score: Raw -175638.928267 + Penalty 1410.844188 = -174228.084079 nChanged 11 SP:Iteration 35Q (57.721324 sec): 3 clusters Score: Raw -175646.659610 + Penalty 1425.320163 = -174221.339447 nChanged 9 SP:Iteration 36F (57.725036 sec): 3 clusters Score: Raw -175655.895976 + Penalty 1426.965338 = -174228.930637 nChanged 8 SP:Iteration 37Q (57.728275 sec): 3 clusters Score: Raw -175663.904658 + Penalty 1428.632787 = -174235.271871 nChanged 8 SP:Iteration 38Q (57.731529 sec): 3 clusters Score: Raw -175672.728464 + Penalty 1441.993655 = -174230.734808 nChanged 6 SP:Iteration 39F (57.735279 sec): 3 clusters Score: Raw -175677.885987 + Penalty 1452.393790 = -174225.492198 nChanged 4 SP:Iteration 40F (57.739016 sec): 3 clusters Score: Raw -175681.574801 + Penalty 1454.566129 = -174227.008671 nChanged 2 SP:Iteration 41Q (57.742454 sec): 3 clusters Score: Raw -175682.609066 + Penalty 1459.866939 = -174222.742127 nChanged 3 SP:Iteration 42F (57.746154 sec): 3 clusters Score: Raw -175684.904541 + Penalty 1462.082505 = -174222.822036 nChanged 4 SP:Iteration 43Q (57.749363 sec): 3 clusters Score: Raw -175687.330655 + Penalty 1468.389726 = -174218.940929 nChanged 5 SP:Iteration 44F (57.753263 sec): 3 clusters Score: Raw -175689.745612 + Penalty 1471.929540 = -174217.816072 nChanged 4 SP:Iteration 45F (57.757106 sec): 3 clusters Score: Raw -175691.984404 + Penalty 1471.929540 = -174220.054864 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 18 (515 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.761439 sec): 2 clusters Score: Raw -45411.870533 + Penalty 510.793468 = -44901.077065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.762607 sec): 3 clusters Score: Raw -45175.761431 + Penalty 1020.775981 = -44154.985450 nChanged 176 SP:Iteration 1F (57.763733 sec): 3 clusters Score: Raw -45310.797231 + Penalty 1018.353528 = -44292.443703 nChanged 50 SP:Iteration 2F (57.764857 sec): 3 clusters Score: Raw -45381.598196 + Penalty 1015.905634 = -44365.692562 nChanged 36 SP:Iteration 3F (57.766044 sec): 3 clusters Score: Raw -45441.889680 + Penalty 1016.087842 = -44425.801838 nChanged 34 SP:Iteration 4F (57.767238 sec): 3 clusters Score: Raw -45498.670064 + Penalty 1015.749036 = -44482.921028 nChanged 26 SP:Iteration 5F (57.768360 sec): 3 clusters Score: Raw -45533.251096 + Penalty 1016.477199 = -44516.773898 nChanged 15 SP:Iteration 6Q (57.769411 sec): 3 clusters Score: Raw -45545.172970 + Penalty 1017.025058 = -44528.147912 nChanged 7 SP:Iteration 7Q (57.770455 sec): 3 clusters Score: Raw -45550.426806 + Penalty 1017.496360 = -44532.930446 nChanged 4 SP:Iteration 8Q (57.771491 sec): 3 clusters Score: Raw -45553.141662 + Penalty 1018.025489 = -44535.116172 nChanged 7 SP:Iteration 9Q (57.772641 sec): 3 clusters Score: Raw -45569.761155 + Penalty 1019.160546 = -44550.600609 nChanged 13 SP:Iteration 10F (57.773781 sec): 3 clusters Score: Raw -45593.826471 + Penalty 1020.932723 = -44572.893749 nChanged 10 SP:Iteration 11Q (57.774858 sec): 3 clusters Score: Raw -45612.187811 + Penalty 1022.310065 = -44589.877746 nChanged 7 SP:Iteration 12Q (57.775930 sec): 3 clusters Score: Raw -45622.186402 + Penalty 1024.740747 = -44597.445655 nChanged 11 SP:Iteration 13Q (57.777003 sec): 3 clusters Score: Raw -45633.419342 + Penalty 1025.970003 = -44607.449339 nChanged 6 SP:Iteration 14Q (57.778020 sec): 3 clusters Score: Raw -45637.213141 + Penalty 1026.992279 = -44610.220862 nChanged 4 SP:Iteration 15Q (57.779029 sec): 3 clusters Score: Raw -45639.809337 + Penalty 1027.992981 = -44611.816356 nChanged 4 SP:Iteration 16Q (57.780034 sec): 3 clusters Score: Raw -45643.643383 + Penalty 1028.428020 = -44615.215363 nChanged 1 SP:Iteration 17Q (57.781036 sec): 3 clusters Score: Raw -45644.543433 + Penalty 1028.657828 = -44615.885605 nChanged 1 SP:Iteration 18Q (57.782039 sec): 3 clusters Score: Raw -45644.735216 + Penalty 1028.657828 = -44616.077388 nChanged 0 SP:Iteration 19F (57.783215 sec): 3 clusters Score: Raw -45644.735216 + Penalty 1028.657828 = -44616.077388 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 19 (221 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.784767 sec): 2 clusters Score: Raw -20099.722560 + Penalty 686.084557 = -19413.638003 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.785404 sec): 3 clusters Score: Raw -20069.093582 + Penalty 1370.909712 = -18698.183870 nChanged 42 SP:Iteration 1F (57.786032 sec): 3 clusters Score: Raw -20149.330228 + Penalty 1372.744188 = -18776.586040 nChanged 18 SP:Iteration 2F (57.786658 sec): 3 clusters Score: Raw -20183.793231 + Penalty 1371.560569 = -18812.232662 nChanged 5 SP:Iteration 3Q (57.787265 sec): 3 clusters Score: Raw -20189.185663 + Penalty 1375.346631 = -18813.839031 nChanged 3 SP:Iteration 4Q (57.787874 sec): 3 clusters Score: Raw -20196.843507 + Penalty 1380.270922 = -18816.572585 nChanged 4 SP:Iteration 5Q (57.788473 sec): 3 clusters Score: Raw -20202.604457 + Penalty 1384.058909 = -18818.545548 nChanged 3 SP:Iteration 6Q (57.789071 sec): 3 clusters Score: Raw -20208.338853 + Penalty 1392.562179 = -18815.776673 nChanged 6 SP:Iteration 7F (57.789692 sec): 3 clusters Score: Raw -20217.918854 + Penalty 1401.179861 = -18816.738993 nChanged 5 SP:Iteration 8Q (57.790283 sec): 3 clusters Score: Raw -20229.407081 + Penalty 1408.531212 = -18820.875870 nChanged 4 SP:Iteration 9Q (57.790867 sec): 3 clusters Score: Raw -20237.551961 + Penalty 1414.373255 = -18823.178706 nChanged 3 SP:Iteration 10F (57.791468 sec): 3 clusters Score: Raw -20242.346086 + Penalty 1414.373255 = -18827.972831 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 21 (860 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.795874 sec): 2 clusters Score: Raw -85152.736756 + Penalty 1053.191989 = -84099.544767 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.797609 sec): 3 clusters Score: Raw -84840.365295 + Penalty 2106.250046 = -82734.115249 nChanged 228 SP:Iteration 1F (57.799348 sec): 3 clusters Score: Raw -85015.351471 + Penalty 2106.217486 = -82909.133985 nChanged 51 SP:Iteration 2F (57.801205 sec): 3 clusters Score: Raw -85050.339671 + Penalty 2106.312366 = -82944.027304 nChanged 29 SP:Iteration 3Q (57.803032 sec): 3 clusters Score: Raw -85079.682825 + Penalty 2106.305325 = -82973.377500 nChanged 24 SP:Iteration 4Q (57.804772 sec): 3 clusters Score: Raw -85098.806539 + Penalty 2106.343215 = -82992.463324 nChanged 12 SP:Iteration 5Q (57.806631 sec): 3 clusters Score: Raw -85110.424041 + Penalty 2106.293336 = -83004.130705 nChanged 10 SP:Iteration 6Q (57.808457 sec): 3 clusters Score: Raw -85120.127860 + Penalty 2106.339977 = -83013.787883 nChanged 9 SP:Iteration 7Q (57.810277 sec): 3 clusters Score: Raw -85128.204599 + Penalty 2106.406539 = -83021.798060 nChanged 9 SP:Iteration 8Q (57.812152 sec): 3 clusters Score: Raw -85137.353373 + Penalty 2106.436839 = -83030.916534 nChanged 10 SP:Iteration 9Q (57.813991 sec): 3 clusters Score: Raw -85145.709270 + Penalty 2106.431275 = -83039.277995 nChanged 8 SP:Iteration 10F (57.815828 sec): 3 clusters Score: Raw -85151.580746 + Penalty 2106.455291 = -83045.125455 nChanged 7 SP:Iteration 11Q (57.817595 sec): 3 clusters Score: Raw -85155.894753 + Penalty 2106.464075 = -83049.430678 nChanged 6 SP:Iteration 12Q (57.819280 sec): 3 clusters Score: Raw -85158.346098 + Penalty 2106.452927 = -83051.893171 nChanged 6 SP:Iteration 13Q (57.821018 sec): 3 clusters Score: Raw -85161.696577 + Penalty 2106.378174 = -83055.318402 nChanged 9 SP:Iteration 14Q (57.822734 sec): 3 clusters Score: Raw -85165.583902 + Penalty 2106.381432 = -83059.202470 nChanged 10 SP:Iteration 15Q (57.824442 sec): 3 clusters Score: Raw -85172.399787 + Penalty 2106.313622 = -83066.086165 nChanged 10 SP:Iteration 16Q (57.826156 sec): 3 clusters Score: Raw -85176.931302 + Penalty 2106.310685 = -83070.620617 nChanged 9 SP:Iteration 17Q (57.827868 sec): 3 clusters Score: Raw -85182.237830 + Penalty 2106.197320 = -83076.040510 nChanged 8 SP:Iteration 18Q (57.829572 sec): 3 clusters Score: Raw -85185.923035 + Penalty 2106.102466 = -83079.820570 nChanged 6 SP:Iteration 19Q (57.831252 sec): 3 clusters Score: Raw -85190.047979 + Penalty 2106.080615 = -83083.967365 nChanged 4 SP:Iteration 20F (57.833002 sec): 3 clusters Score: Raw -85194.351305 + Penalty 2106.070527 = -83088.280778 nChanged 1 SP:Iteration 21Q (57.834790 sec): 3 clusters Score: Raw -85195.129204 + Penalty 2106.070527 = -83089.058677 nChanged 0 SP:Iteration 22F (57.836558 sec): 3 clusters Score: Raw -85195.129204 + Penalty 2106.070527 = -83089.058677 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 25 (145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.837811 sec): 2 clusters Score: Raw -11345.239354 + Penalty 402.203036 = -10943.036318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.838305 sec): 3 clusters Score: Raw -11343.665373 + Penalty 817.172857 = -10526.492516 nChanged 27 SP:Iteration 1F (57.838776 sec): 3 clusters Score: Raw -11447.190306 + Penalty 819.665690 = -10627.524616 nChanged 12 SP:Iteration 2F (57.839245 sec): 3 clusters Score: Raw -11486.714856 + Penalty 819.387012 = -10667.327844 nChanged 4 SP:Iteration 3Q (57.839682 sec): 3 clusters Score: Raw -11497.527451 + Penalty 816.447760 = -10681.079691 nChanged 2 SP:Iteration 4Q (57.840122 sec): 3 clusters Score: Raw -11501.243220 + Penalty 818.160792 = -10683.082428 nChanged 1 SP:Iteration 5Q (57.840549 sec): 3 clusters Score: Raw -11501.998039 + Penalty 818.160792 = -10683.837247 nChanged 0 SP:Iteration 6F (57.841025 sec): 3 clusters Score: Raw -11501.998039 + Penalty 818.160792 = -10683.837247 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 28 (956 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.845698 sec): 2 clusters Score: Raw -86471.610233 + Penalty 1078.360758 = -85393.249476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.847734 sec): 3 clusters Score: Raw -86139.802288 + Penalty 2157.575894 = -83982.226394 nChanged 264 SP:Iteration 1F (57.849635 sec): 3 clusters Score: Raw -86419.176860 + Penalty 2158.265384 = -84260.911476 nChanged 73 SP:Iteration 2F (57.851549 sec): 3 clusters Score: Raw -86495.862613 + Penalty 2158.911823 = -84336.950790 nChanged 43 SP:Iteration 3Q (57.853432 sec): 3 clusters Score: Raw -86553.733258 + Penalty 2159.691201 = -84394.042057 nChanged 43 SP:Iteration 4Q (57.855274 sec): 3 clusters Score: Raw -86609.645645 + Penalty 2160.337819 = -84449.307826 nChanged 32 SP:Iteration 5Q (57.857124 sec): 3 clusters Score: Raw -86645.901888 + Penalty 2160.899162 = -84485.002726 nChanged 27 SP:Iteration 6Q (57.858948 sec): 3 clusters Score: Raw -86669.479896 + Penalty 2161.657772 = -84507.822123 nChanged 18 SP:Iteration 7Q (57.860766 sec): 3 clusters Score: Raw -86687.778826 + Penalty 2161.445351 = -84526.333475 nChanged 17 SP:Iteration 8Q (57.862580 sec): 3 clusters Score: Raw -86709.641609 + Penalty 2161.900472 = -84547.741136 nChanged 15 SP:Iteration 9Q (57.864389 sec): 3 clusters Score: Raw -86723.982709 + Penalty 2161.870999 = -84562.111710 nChanged 9 SP:Iteration 10F (57.866268 sec): 3 clusters Score: Raw -86731.250028 + Penalty 2161.941956 = -84569.308072 nChanged 6 SP:Iteration 11Q (57.868214 sec): 3 clusters Score: Raw -86735.239735 + Penalty 2161.917560 = -84573.322175 nChanged 1 SP:Iteration 12Q (57.870029 sec): 3 clusters Score: Raw -86736.003750 + Penalty 2161.867024 = -84574.136726 nChanged 4 SP:Iteration 13Q (57.872012 sec): 3 clusters Score: Raw -86739.558796 + Penalty 2161.840886 = -84577.717910 nChanged 1 SP:Iteration 14Q (57.873977 sec): 3 clusters Score: Raw -86739.928548 + Penalty 2161.840886 = -84578.087662 nChanged 0 SP:Iteration 15F (57.875940 sec): 3 clusters Score: Raw -86739.928548 + Penalty 2161.840886 = -84578.087662 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 30 (165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.876933 sec): 2 clusters Score: Raw -13655.522315 + Penalty 169.534490 = -13485.987826 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.877447 sec): 3 clusters Score: Raw -13580.629828 + Penalty 373.952464 = -13206.677364 nChanged 57 SP:Iteration 1F (57.877941 sec): 3 clusters Score: Raw -13665.822030 + Penalty 405.311484 = -13260.510546 nChanged 22 SP:Iteration 2F (57.878443 sec): 3 clusters Score: Raw -13687.526836 + Penalty 427.365557 = -13260.161279 nChanged 8 SP:Iteration 3F (57.878935 sec): 3 clusters Score: Raw -13694.710967 + Penalty 448.366788 = -13246.344179 nChanged 6 SP:Iteration 4F (57.879429 sec): 3 clusters Score: Raw -13699.729123 + Penalty 462.922645 = -13236.806477 nChanged 3 SP:Iteration 5F (57.879923 sec): 3 clusters Score: Raw -13700.393492 + Penalty 474.717633 = -13225.675859 nChanged 2 SP:Iteration 6F (57.880417 sec): 3 clusters Score: Raw -13700.754942 + Penalty 475.811161 = -13224.943781 nChanged 1 SP:Iteration 7F (57.880915 sec): 3 clusters Score: Raw -13700.674542 + Penalty 475.811161 = -13224.863381 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 31 (778 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.883704 sec): 2 clusters Score: Raw -69500.461831 + Penalty 756.503414 = -68743.958417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.885378 sec): 3 clusters Score: Raw -69094.991567 + Penalty 1512.631385 = -67582.360182 nChanged 285 SP:Iteration 1F (57.886980 sec): 3 clusters Score: Raw -69377.187543 + Penalty 1522.504308 = -67854.683235 nChanged 107 SP:Iteration 2F (57.888560 sec): 3 clusters Score: Raw -69481.592399 + Penalty 1535.952441 = -67945.639958 nChanged 46 SP:Iteration 3F (57.890110 sec): 3 clusters Score: Raw -69512.894165 + Penalty 1543.530576 = -67969.363589 nChanged 19 SP:Iteration 4Q (57.891705 sec): 3 clusters Score: Raw -69526.497239 + Penalty 1549.851109 = -67976.646130 nChanged 16 SP:Iteration 5Q (57.893310 sec): 3 clusters Score: Raw -69535.679353 + Penalty 1554.234835 = -67981.444519 nChanged 8 SP:Iteration 6Q (57.894966 sec): 3 clusters Score: Raw -69539.312133 + Penalty 1558.946259 = -67980.365874 nChanged 7 SP:Iteration 7F (57.896624 sec): 3 clusters Score: Raw -69542.899773 + Penalty 1559.432090 = -67983.467683 nChanged 3 SP:Iteration 8Q (57.898221 sec): 3 clusters Score: Raw -69544.242672 + Penalty 1562.799902 = -67981.442769 nChanged 3 SP:Iteration 9F (57.899810 sec): 3 clusters Score: Raw -69546.347053 + Penalty 1562.489738 = -67983.857315 nChanged 1 SP:Iteration 10F (57.901396 sec): 3 clusters Score: Raw -69546.584769 + Penalty 1562.489738 = -67984.095031 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 33 (466 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.903397 sec): 2 clusters Score: Raw -41954.471651 + Penalty 930.164301 = -41024.307351 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.904505 sec): 3 clusters Score: Raw -41837.321992 + Penalty 1861.587207 = -39975.734785 nChanged 122 SP:Iteration 1F (57.905585 sec): 3 clusters Score: Raw -41965.222695 + Penalty 1865.684103 = -40099.538592 nChanged 27 SP:Iteration 2F (57.906660 sec): 3 clusters Score: Raw -42015.237234 + Penalty 1871.166952 = -40144.070282 nChanged 18 SP:Iteration 3Q (57.907709 sec): 3 clusters Score: Raw -42040.887028 + Penalty 1877.825885 = -40163.061143 nChanged 14 SP:Iteration 4Q (57.908755 sec): 3 clusters Score: Raw -42059.196690 + Penalty 1882.625725 = -40176.570964 nChanged 17 SP:Iteration 5Q (57.909792 sec): 3 clusters Score: Raw -42081.272857 + Penalty 1886.568304 = -40194.704553 nChanged 13 SP:Iteration 6Q (57.910823 sec): 3 clusters Score: Raw -42112.532523 + Penalty 1892.419894 = -40220.112630 nChanged 13 SP:Iteration 7Q (57.911845 sec): 3 clusters Score: Raw -42139.515506 + Penalty 1897.428973 = -40242.086533 nChanged 10 SP:Iteration 8Q (57.912857 sec): 3 clusters Score: Raw -42156.695773 + Penalty 1900.326506 = -40256.369267 nChanged 6 SP:Iteration 9Q (57.913850 sec): 3 clusters Score: Raw -42173.600950 + Penalty 1901.913910 = -40271.687040 nChanged 7 SP:Iteration 10F (57.914920 sec): 3 clusters Score: Raw -42199.343912 + Penalty 1902.746491 = -40296.597421 nChanged 4 SP:Iteration 11Q (57.915902 sec): 3 clusters Score: Raw -42222.457070 + Penalty 1902.298837 = -40320.158234 nChanged 2 SP:Iteration 12Q (57.916870 sec): 3 clusters Score: Raw -42232.655557 + Penalty 1902.500498 = -40330.155058 nChanged 1 SP:Iteration 13Q (57.917834 sec): 3 clusters Score: Raw -42233.624032 + Penalty 1902.500498 = -40331.123534 nChanged 0 SP:Iteration 14F (57.918897 sec): 3 clusters Score: Raw -42233.624032 + Penalty 1902.500498 = -40331.123534 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 36 (761 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.921495 sec): 2 clusters Score: Raw -71055.672964 + Penalty 852.350049 = -70203.322915 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.923090 sec): 3 clusters Score: Raw -70711.464284 + Penalty 1702.826080 = -69008.638204 nChanged 248 SP:Iteration 1F (57.924686 sec): 3 clusters Score: Raw -70872.696567 + Penalty 1702.075238 = -69170.621329 nChanged 54 SP:Iteration 2F (57.926256 sec): 3 clusters Score: Raw -70912.776541 + Penalty 1701.347684 = -69211.428856 nChanged 37 SP:Iteration 3Q (57.927817 sec): 3 clusters Score: Raw -70941.511613 + Penalty 1700.585421 = -69240.926191 nChanged 23 SP:Iteration 4Q (57.929373 sec): 3 clusters Score: Raw -70964.898762 + Penalty 1699.818527 = -69265.080235 nChanged 21 SP:Iteration 5Q (57.930935 sec): 3 clusters Score: Raw -70979.770451 + Penalty 1700.125151 = -69279.645300 nChanged 22 SP:Iteration 6Q (57.932490 sec): 3 clusters Score: Raw -70996.745719 + Penalty 1698.844080 = -69297.901639 nChanged 22 SP:Iteration 7Q (57.934022 sec): 3 clusters Score: Raw -71014.402810 + Penalty 1699.512917 = -69314.889893 nChanged 23 SP:Iteration 8Q (57.935618 sec): 3 clusters Score: Raw -71030.580943 + Penalty 1700.133102 = -69330.447841 nChanged 17 SP:Iteration 9Q (57.937183 sec): 3 clusters Score: Raw -71040.879975 + Penalty 1700.706806 = -69340.173169 nChanged 11 SP:Iteration 10F (57.938854 sec): 3 clusters Score: Raw -71048.697394 + Penalty 1701.642294 = -69347.055100 nChanged 8 SP:Iteration 11Q (57.940480 sec): 3 clusters Score: Raw -71052.309178 + Penalty 1702.644107 = -69349.665071 nChanged 6 SP:Iteration 12Q (57.942118 sec): 3 clusters Score: Raw -71057.082575 + Penalty 1701.389368 = -69355.693207 nChanged 6 SP:Iteration 13Q (57.943714 sec): 3 clusters Score: Raw -71060.243609 + Penalty 1700.295844 = -69359.947765 nChanged 4 SP:Iteration 14Q (57.945264 sec): 3 clusters Score: Raw -71062.879272 + Penalty 1699.649431 = -69363.229840 nChanged 2 SP:Iteration 15Q (57.946926 sec): 3 clusters Score: Raw -71063.347925 + Penalty 1700.127125 = -69363.220800 nChanged 2 SP:Iteration 16F (57.948578 sec): 3 clusters Score: Raw -71064.068565 + Penalty 1700.127125 = -69363.941440 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 39 (772 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.951200 sec): 2 clusters Score: Raw -74633.550251 + Penalty 1050.072543 = -73583.477708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.952863 sec): 3 clusters Score: Raw -74347.042591 + Penalty 2100.455170 = -72246.587421 nChanged 208 SP:Iteration 1F (57.954439 sec): 3 clusters Score: Raw -74526.412782 + Penalty 2100.984309 = -72425.428473 nChanged 47 SP:Iteration 2F (57.955997 sec): 3 clusters Score: Raw -74573.294613 + Penalty 2100.916197 = -72472.378417 nChanged 34 SP:Iteration 3Q (57.957596 sec): 3 clusters Score: Raw -74617.310926 + Penalty 2100.970441 = -72516.340485 nChanged 24 SP:Iteration 4Q (57.959170 sec): 3 clusters Score: Raw -74645.454378 + Penalty 2100.505876 = -72544.948502 nChanged 23 SP:Iteration 5Q (57.960736 sec): 3 clusters Score: Raw -74675.846255 + Penalty 2100.263234 = -72575.583021 nChanged 17 SP:Iteration 6Q (57.962295 sec): 3 clusters Score: Raw -74697.540962 + Penalty 2100.080765 = -72597.460197 nChanged 15 SP:Iteration 7Q (57.963835 sec): 3 clusters Score: Raw -74714.914214 + Penalty 2099.566468 = -72615.347746 nChanged 17 SP:Iteration 8Q (57.965362 sec): 3 clusters Score: Raw -74732.417450 + Penalty 2099.060196 = -72633.357254 nChanged 16 SP:Iteration 9Q (57.966923 sec): 3 clusters Score: Raw -74749.406504 + Penalty 2098.491846 = -72650.914658 nChanged 17 SP:Iteration 10F (57.968518 sec): 3 clusters Score: Raw -74765.200118 + Penalty 2097.718503 = -72667.481615 nChanged 15 SP:Iteration 11Q (57.970083 sec): 3 clusters Score: Raw -74782.861037 + Penalty 2097.802608 = -72685.058429 nChanged 15 SP:Iteration 12Q (57.971743 sec): 3 clusters Score: Raw -74803.435797 + Penalty 2098.706066 = -72704.729731 nChanged 16 SP:Iteration 13Q (57.973364 sec): 3 clusters Score: Raw -74831.400440 + Penalty 2098.786931 = -72732.613509 nChanged 22 SP:Iteration 14Q (57.974973 sec): 3 clusters Score: Raw -74854.662979 + Penalty 2098.218773 = -72756.444206 nChanged 14 SP:Iteration 15Q (57.976538 sec): 3 clusters Score: Raw -74867.342864 + Penalty 2097.906663 = -72769.436201 nChanged 10 SP:Iteration 16Q (57.978053 sec): 3 clusters Score: Raw -74882.780119 + Penalty 2098.653270 = -72784.126849 nChanged 14 SP:Iteration 17Q (57.979553 sec): 3 clusters Score: Raw -74899.893528 + Penalty 2098.620493 = -72801.273035 nChanged 8 SP:Iteration 18Q (57.981032 sec): 3 clusters Score: Raw -74911.620983 + Penalty 2098.610104 = -72813.010879 nChanged 4 SP:Iteration 19Q (57.982546 sec): 3 clusters Score: Raw -74914.787679 + Penalty 2098.460283 = -72816.327396 nChanged 3 SP:Iteration 20F (57.984121 sec): 3 clusters Score: Raw -74917.049219 + Penalty 2098.321222 = -72818.727997 nChanged 1 SP:Iteration 21Q (57.985614 sec): 3 clusters Score: Raw -74918.113329 + Penalty 2098.321222 = -72819.792107 nChanged 0 SP:Iteration 22F (57.987224 sec): 3 clusters Score: Raw -74918.113329 + Penalty 2098.321222 = -72819.792107 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 46 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.987805 sec): 2 clusters Score: Raw -1143.031092 + Penalty 124.072873 = -1018.958219 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.988049 sec): 3 clusters Score: Raw -1209.717694 + Penalty 251.927338 = -957.790355 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 60 (528 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.990019 sec): 2 clusters Score: Raw -47308.687708 + Penalty 667.486019 = -46641.201689 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.991225 sec): 3 clusters Score: Raw -47065.574547 + Penalty 1352.177331 = -45713.397216 nChanged 160 SP:Iteration 1F (57.992368 sec): 3 clusters Score: Raw -47194.949379 + Penalty 1380.559136 = -45814.390244 nChanged 59 SP:Iteration 2F (57.993501 sec): 3 clusters Score: Raw -47279.102120 + Penalty 1403.672210 = -45875.429910 nChanged 43 SP:Iteration 3F (57.994633 sec): 3 clusters Score: Raw -47360.053655 + Penalty 1420.657174 = -45939.396481 nChanged 35 SP:Iteration 4F (57.995764 sec): 3 clusters Score: Raw -47427.179342 + Penalty 1426.659582 = -46000.519760 nChanged 28 SP:Iteration 5F (57.996899 sec): 3 clusters Score: Raw -47478.987494 + Penalty 1432.541081 = -46046.446413 nChanged 16 SP:Iteration 6Q (57.997953 sec): 3 clusters Score: Raw -47512.351405 + Penalty 1431.850639 = -46080.500766 nChanged 10 SP:Iteration 7Q (57.999002 sec): 3 clusters Score: Raw -47526.377329 + Penalty 1429.927383 = -46096.449946 nChanged 8 SP:Iteration 8Q (58.000098 sec): 3 clusters Score: Raw -47532.988077 + Penalty 1431.173436 = -46101.814641 nChanged 7 SP:Iteration 9Q (58.001183 sec): 3 clusters Score: Raw -47538.977328 + Penalty 1428.847191 = -46110.130138 nChanged 3 SP:Iteration 10F (58.002369 sec): 3 clusters Score: Raw -47541.180210 + Penalty 1428.847191 = -46112.333019 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 65 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.002932 sec): 2 clusters Score: Raw -2581.942442 + Penalty 209.020778 = -2372.921664 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.003213 sec): 3 clusters Score: Raw -2602.612043 + Penalty 418.712110 = -2183.899933 nChanged 6 SP:Iteration 1F (58.003488 sec): 3 clusters Score: Raw -2613.825299 + Penalty 418.046308 = -2195.778991 nChanged 2 SP:Iteration 2F (58.003762 sec): 3 clusters Score: Raw -2617.542287 + Penalty 416.155305 = -2201.386982 nChanged 1 SP:Iteration 3Q (58.004028 sec): 3 clusters Score: Raw -2619.429331 + Penalty 416.155305 = -2203.274026 nChanged 0 SP:Iteration 4F (58.004303 sec): 3 clusters Score: Raw -2619.429331 + Penalty 416.155305 = -2203.274026 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 72 (475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.006161 sec): 2 clusters Score: Raw -41374.887496 + Penalty 782.542898 = -40592.344598 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.007267 sec): 3 clusters Score: Raw -41214.097748 + Penalty 1565.292556 = -39648.805192 nChanged 134 SP:Iteration 1F (58.008382 sec): 3 clusters Score: Raw -41443.625007 + Penalty 1565.282357 = -39878.342649 nChanged 57 SP:Iteration 2F (58.009477 sec): 3 clusters Score: Raw -41533.542221 + Penalty 1564.838130 = -39968.704091 nChanged 26 SP:Iteration 3F (58.010570 sec): 3 clusters Score: Raw -41561.833344 + Penalty 1565.287848 = -39996.545496 nChanged 9 SP:Iteration 4Q (58.011593 sec): 3 clusters Score: Raw -41569.401796 + Penalty 1565.257627 = -40004.144170 nChanged 4 SP:Iteration 5Q (58.012636 sec): 3 clusters Score: Raw -41572.115515 + Penalty 1565.239676 = -40006.875839 nChanged 2 SP:Iteration 6Q (58.013711 sec): 3 clusters Score: Raw -41573.196964 + Penalty 1565.239676 = -40007.957288 nChanged 0 SP:Iteration 7F (58.014804 sec): 3 clusters Score: Raw -41573.196964 + Penalty 1565.239676 = -40007.957288 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 75 (326 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.016808 sec): 2 clusters Score: Raw -29934.809323 + Penalty 484.797671 = -29450.011652 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.017642 sec): 3 clusters Score: Raw -29768.330668 + Penalty 973.787272 = -28794.543396 nChanged 95 SP:Iteration 1F (58.018465 sec): 3 clusters Score: Raw -29854.915776 + Penalty 981.126302 = -28873.789474 nChanged 37 SP:Iteration 2F (58.019284 sec): 3 clusters Score: Raw -29902.792810 + Penalty 996.842524 = -28905.950285 nChanged 28 SP:Iteration 3F (58.020103 sec): 3 clusters Score: Raw -29948.251090 + Penalty 1016.277963 = -28931.973127 nChanged 29 SP:Iteration 4F (58.020921 sec): 3 clusters Score: Raw -29992.303164 + Penalty 1026.135516 = -28966.167648 nChanged 12 SP:Iteration 5Q (58.021682 sec): 3 clusters Score: Raw -30006.040424 + Penalty 1032.369676 = -28973.670749 nChanged 8 SP:Iteration 6Q (58.022438 sec): 3 clusters Score: Raw -30021.343847 + Penalty 1036.438404 = -28984.905442 nChanged 11 SP:Iteration 7Q (58.023192 sec): 3 clusters Score: Raw -30038.486487 + Penalty 1037.673301 = -29000.813187 nChanged 6 SP:Iteration 8Q (58.023936 sec): 3 clusters Score: Raw -30041.588057 + Penalty 1038.210194 = -29003.377863 nChanged 2 SP:Iteration 9Q (58.024679 sec): 3 clusters Score: Raw -30044.672234 + Penalty 1040.350825 = -29004.321408 nChanged 2 SP:Iteration 10F (58.025468 sec): 3 clusters Score: Raw -30046.547644 + Penalty 1041.092066 = -29005.455579 nChanged 1 SP:Iteration 11Q (58.026210 sec): 3 clusters Score: Raw -30047.209852 + Penalty 1042.236358 = -29004.973495 nChanged 3 SP:Iteration 12F (58.026997 sec): 3 clusters Score: Raw -30050.502742 + Penalty 1042.903892 = -29007.598850 nChanged 1 SP:Iteration 13Q (58.027732 sec): 3 clusters Score: Raw -30052.495039 + Penalty 1043.339638 = -29009.155401 nChanged 1 SP:Iteration 14Q (58.028467 sec): 3 clusters Score: Raw -30052.490399 + Penalty 1043.339638 = -29009.150761 nChanged 0 SP:Iteration 15F (58.029256 sec): 3 clusters Score: Raw -30052.490399 + Penalty 1043.339638 = -29009.150761 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 88 (283 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.030983 sec): 2 clusters Score: Raw -23359.823782 + Penalty 358.599754 = -23001.224028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.031708 sec): 3 clusters Score: Raw -23223.837662 + Penalty 720.118352 = -22503.719310 nChanged 97 SP:Iteration 1F (58.032421 sec): 3 clusters Score: Raw -23285.821473 + Penalty 721.705012 = -22564.116461 nChanged 18 SP:Iteration 2F (58.033133 sec): 3 clusters Score: Raw -23296.328901 + Penalty 723.285563 = -22573.043338 nChanged 11 SP:Iteration 3Q (58.033842 sec): 3 clusters Score: Raw -23306.910846 + Penalty 725.860201 = -22581.050645 nChanged 11 SP:Iteration 4Q (58.034550 sec): 3 clusters Score: Raw -23315.132183 + Penalty 728.395040 = -22586.737143 nChanged 5 SP:Iteration 5Q (58.035257 sec): 3 clusters Score: Raw -23318.086714 + Penalty 730.880935 = -22587.205779 nChanged 9 SP:Iteration 6Q (58.036041 sec): 3 clusters Score: Raw -23324.191356 + Penalty 736.707959 = -22587.483397 nChanged 13 SP:Iteration 7Q (58.036780 sec): 3 clusters Score: Raw -23332.274872 + Penalty 741.188885 = -22591.085987 nChanged 11 SP:Iteration 8Q (58.037497 sec): 3 clusters Score: Raw -23341.167312 + Penalty 744.929511 = -22596.237801 nChanged 10 SP:Iteration 9Q (58.038241 sec): 3 clusters Score: Raw -23350.817997 + Penalty 753.221279 = -22597.596718 nChanged 9 SP:Iteration 10F (58.038958 sec): 3 clusters Score: Raw -23358.590781 + Penalty 759.426832 = -22599.163949 nChanged 5 SP:Iteration 11Q (58.039703 sec): 3 clusters Score: Raw -23362.599582 + Penalty 764.054522 = -22598.545060 nChanged 2 SP:Iteration 12F (58.040419 sec): 3 clusters Score: Raw -23364.416897 + Penalty 766.240486 = -22598.176411 nChanged 1 SP:Iteration 13F (58.041136 sec): 3 clusters Score: Raw -23365.448607 + Penalty 780.119495 = -22585.329112 nChanged 6 SP:Iteration 14F (58.041852 sec): 3 clusters Score: Raw -23373.487132 + Penalty 782.294816 = -22591.192316 nChanged 4 SP:Iteration 15Q (58.042546 sec): 3 clusters Score: Raw -23378.448351 + Penalty 778.814918 = -22599.633432 nChanged 3 SP:Iteration 16Q (58.043230 sec): 3 clusters Score: Raw -23381.899366 + Penalty 778.166173 = -22603.733192 nChanged 4 SP:Iteration 17Q (58.043897 sec): 3 clusters Score: Raw -23385.804913 + Penalty 780.215245 = -22605.589668 nChanged 2 SP:Iteration 18Q (58.044561 sec): 3 clusters Score: Raw -23388.300083 + Penalty 786.478699 = -22601.821384 nChanged 2 SP:Iteration 19F (58.045252 sec): 3 clusters Score: Raw -23391.020585 + Penalty 781.777534 = -22609.243051 nChanged 2 SP:Iteration 20F (58.045946 sec): 3 clusters Score: Raw -23393.912941 + Penalty 786.942283 = -22606.970658 nChanged 1 SP:Iteration 21F (58.046662 sec): 3 clusters Score: Raw -23394.187768 + Penalty 791.698666 = -22602.489103 nChanged 1 SP:Iteration 22F (58.047378 sec): 3 clusters Score: Raw -23394.017729 + Penalty 791.698666 = -22602.319063 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 217 (439 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58.049506 sec): 2 clusters Score: Raw -33821.147522 + Penalty 560.855201 = -33260.292321 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.050508 sec): 3 clusters Score: Raw -33677.203175 + Penalty 1123.989054 = -32553.214121 nChanged 130 SP:Iteration 1F (58.051494 sec): 3 clusters Score: Raw -33806.674475 + Penalty 1129.577213 = -32677.097262 nChanged 42 SP:Iteration 2F (58.052479 sec): 3 clusters Score: Raw -33857.143843 + Penalty 1133.155075 = -32723.988768 nChanged 14 SP:Iteration 3Q (58.053442 sec): 3 clusters Score: Raw -33873.691196 + Penalty 1141.086426 = -32732.604770 nChanged 14 SP:Iteration 4Q (58.054400 sec): 3 clusters Score: Raw -33900.977334 + Penalty 1154.183272 = -32746.794063 nChanged 21 SP:Iteration 5Q (58.055349 sec): 3 clusters Score: Raw -33943.793720 + Penalty 1169.635336 = -32774.158384 nChanged 17 SP:Iteration 6Q (58.056288 sec): 3 clusters Score: Raw -33987.057730 + Penalty 1176.698907 = -32810.358823 nChanged 21 SP:Iteration 7Q (58.057209 sec): 3 clusters Score: Raw -34040.279031 + Penalty 1181.371961 = -32858.907070 nChanged 15 SP:Iteration 8Q (58.058120 sec): 3 clusters Score: Raw -34072.461166 + Penalty 1188.322571 = -32884.138595 nChanged 13 SP:Iteration 9Q (58.059022 sec): 3 clusters Score: Raw -34103.808567 + Penalty 1192.689740 = -32911.118827 nChanged 6 SP:Iteration 10F (58.060002 sec): 3 clusters Score: Raw -34118.433792 + Penalty 1199.874249 = -32918.559543 nChanged 6 SP:Iteration 11Q (58.060894 sec): 3 clusters Score: Raw -34123.632781 + Penalty 1204.621021 = -32919.011760 nChanged 4 SP:Iteration 12Q (58.061784 sec): 3 clusters Score: Raw -34126.482204 + Penalty 1204.621021 = -32921.861183 nChanged 0 SP:Iteration 13F (58.062761 sec): 3 clusters Score: Raw -34126.482204 + Penalty 1204.621021 = -32921.861183 nChanged 0 Iteration 170F (58.531665 sec): 35 clusters Score: Raw -2155855.419026 + Penalty 30784.631638 = -2125070.787388 nChanged 3 Iteration 171F (58.995829 sec): 35 clusters Score: Raw -2155945.737535 + Penalty 30786.027548 = -2125159.709987 nChanged 2 Iteration 172Q (59.084342 sec): 35 clusters Score: Raw -2155952.621237 + Penalty 30785.553614 = -2125167.067622 nChanged 3 Iteration 173Q (59.172191 sec): 35 clusters Score: Raw -2155960.561132 + Penalty 30790.579901 = -2125169.981231 nChanged 5 Iteration 174Q (59.259686 sec): 35 clusters Score: Raw -2155964.129779 + Penalty 30797.625869 = -2125166.503910 nChanged 6 Iteration 175F (59.709519 sec): 35 clusters Score: Raw -2155967.067503 + Penalty 30802.872928 = -2125164.194576 nChanged 3 Iteration 176F (60.162422 sec): 35 clusters Score: Raw -2155968.904034 + Penalty 30802.189275 = -2125166.714759 nChanged 3 Iteration 177Q (60.250090 sec): 35 clusters Score: Raw -2155970.844360 + Penalty 30805.353067 = -2125165.491293 nChanged 3 Iteration 178F (60.704910 sec): 35 clusters Score: Raw -2155972.157997 + Penalty 30806.499570 = -2125165.658427 nChanged 2 Iteration 179Q (60.793869 sec): 35 clusters Score: Raw -2155973.001616 + Penalty 30807.160145 = -2125165.841470 nChanged 1 Iteration 180F (61.246035 sec): 35 clusters Score: Raw -2155973.553657 + Penalty 30807.674288 = -2125165.879369 nChanged 1 Iteration 181Q (61.333255 sec): 35 clusters Score: Raw -2155974.007395 + Penalty 30809.955314 = -2125164.052081 nChanged 3 Iteration 182F (61.783346 sec): 35 clusters Score: Raw -2155974.953678 + Penalty 30809.955314 = -2125164.998364 nChanged 0 Writing temp clu file Memory request: 0.12 GB would take us to total of 0.25 GB. Compute initial score before splitting: Score: Raw -2155974.953678 + Penalty 30809.955314 = -2125164.998364Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 1 (1226 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.842259 sec): 2 clusters Score: Raw -101006.115877 + Penalty 311.333747 = -100694.782131 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.844643 sec): 3 clusters Score: Raw -100279.638448 + Penalty 616.986916 = -99662.651532 nChanged 500 SP:Iteration 1F (61.846943 sec): 3 clusters Score: Raw -100567.860408 + Penalty 614.985843 = -99952.874566 nChanged 131 SP:Iteration 2F (61.849332 sec): 3 clusters Score: Raw -100664.672857 + Penalty 614.300580 = -100050.372277 nChanged 103 SP:Iteration 3F (61.851689 sec): 3 clusters Score: Raw -100753.861019 + Penalty 607.800237 = -100146.060782 nChanged 107 SP:Iteration 4F (61.853962 sec): 3 clusters Score: Raw -100876.620965 + Penalty 599.118701 = -100277.502264 nChanged 76 SP:Iteration 5F (61.856236 sec): 3 clusters Score: Raw -100962.993429 + Penalty 595.752433 = -100367.240996 nChanged 33 SP:Iteration 6Q (61.858474 sec): 3 clusters Score: Raw -100995.778212 + Penalty 597.047741 = -100398.730471 nChanged 9 SP:Iteration 7Q (61.860664 sec): 3 clusters Score: Raw -101001.373569 + Penalty 600.889158 = -100400.484411 nChanged 6 SP:Iteration 8Q (61.862814 sec): 3 clusters Score: Raw -101003.608041 + Penalty 614.603780 = -100389.004261 nChanged 7 SP:Iteration 9F (61.865293 sec): 3 clusters Score: Raw -101006.519201 + Penalty 623.883366 = -100382.635835 nChanged 7 SP:Iteration 10F (61.867689 sec): 3 clusters Score: Raw -101007.679380 + Penalty 632.415510 = -100375.263870 nChanged 4 SP:Iteration 11F (61.870007 sec): 3 clusters Score: Raw -101008.763005 + Penalty 635.441345 = -100373.321660 nChanged 4 SP:Iteration 12F (61.872324 sec): 3 clusters Score: Raw -101012.642614 + Penalty 646.339194 = -100366.303420 nChanged 5 SP:Iteration 13F (61.874644 sec): 3 clusters Score: Raw -101016.769238 + Penalty 647.611151 = -100369.158086 nChanged 5 SP:Iteration 14Q (61.876645 sec): 3 clusters Score: Raw -101018.940243 + Penalty 654.389769 = -100364.550473 nChanged 2 SP:Iteration 15F (61.878936 sec): 3 clusters Score: Raw -101020.950778 + Penalty 662.962795 = -100357.987983 nChanged 3 SP:Iteration 16F (61.881254 sec): 3 clusters Score: Raw -101023.846059 + Penalty 668.040782 = -100355.805277 nChanged 1 SP:Iteration 17F (61.883582 sec): 3 clusters Score: Raw -101024.841708 + Penalty 668.040782 = -100356.800925 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 2 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.884117 sec): 2 clusters Score: Raw -854.155036 + Penalty 37.199881 = -816.955155 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.884358 sec): 3 clusters Score: Raw -883.770481 + Penalty 75.233596 = -808.536886 nChanged 1 SP:Iteration 1F (61.884595 sec): 3 clusters Score: Raw -885.492024 + Penalty 75.233596 = -810.258429 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 3 (637 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.888046 sec): 2 clusters Score: Raw -55318.712292 + Penalty 596.217301 = -54722.494991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.889407 sec): 3 clusters Score: Raw -55016.174846 + Penalty 1189.273130 = -53826.901716 nChanged 218 SP:Iteration 1F (61.890693 sec): 3 clusters Score: Raw -55168.047727 + Penalty 1183.762002 = -53984.285725 nChanged 57 SP:Iteration 2F (61.891996 sec): 3 clusters Score: Raw -55218.397259 + Penalty 1177.342371 = -54041.054888 nChanged 33 SP:Iteration 3F (61.893353 sec): 3 clusters Score: Raw -55245.319793 + Penalty 1168.914203 = -54076.405590 nChanged 29 SP:Iteration 4Q (61.894629 sec): 3 clusters Score: Raw -55260.455574 + Penalty 1164.034106 = -54096.421468 nChanged 12 SP:Iteration 5Q (61.895904 sec): 3 clusters Score: Raw -55270.909998 + Penalty 1166.750879 = -54104.159119 nChanged 13 SP:Iteration 6Q (61.897311 sec): 3 clusters Score: Raw -55279.006021 + Penalty 1166.596216 = -54112.409805 nChanged 7 SP:Iteration 7Q (61.898686 sec): 3 clusters Score: Raw -55282.403731 + Penalty 1166.267324 = -54116.136407 nChanged 5 SP:Iteration 8Q (61.900039 sec): 3 clusters Score: Raw -55285.178911 + Penalty 1166.931437 = -54118.247473 nChanged 5 SP:Iteration 9Q (61.901367 sec): 3 clusters Score: Raw -55296.274049 + Penalty 1163.843095 = -54132.430954 nChanged 6 SP:Iteration 10F (61.902693 sec): 3 clusters Score: Raw -55305.265789 + Penalty 1159.291132 = -54145.974657 nChanged 5 SP:Iteration 11Q (61.903980 sec): 3 clusters Score: Raw -55313.304867 + Penalty 1152.944302 = -54160.360564 nChanged 5 SP:Iteration 12Q (61.905257 sec): 3 clusters Score: Raw -55318.024375 + Penalty 1151.472550 = -54166.551826 nChanged 2 SP:Iteration 13Q (61.906527 sec): 3 clusters Score: Raw -55320.033728 + Penalty 1150.245032 = -54169.788696 nChanged 3 SP:Iteration 14Q (61.907840 sec): 3 clusters Score: Raw -55322.741273 + Penalty 1149.020347 = -54173.720926 nChanged 4 SP:Iteration 15Q (61.909104 sec): 3 clusters Score: Raw -55326.193809 + Penalty 1146.302817 = -54179.890992 nChanged 3 SP:Iteration 16Q (61.910364 sec): 3 clusters Score: Raw -55328.565066 + Penalty 1141.831045 = -54186.734022 nChanged 3 SP:Iteration 17Q (61.911623 sec): 3 clusters Score: Raw -55330.720409 + Penalty 1142.394451 = -54188.325958 nChanged 1 SP:Iteration 18Q (61.912875 sec): 3 clusters Score: Raw -55331.591288 + Penalty 1142.555086 = -54189.036201 nChanged 1 SP:Iteration 19Q (61.914158 sec): 3 clusters Score: Raw -55331.716198 + Penalty 1143.344048 = -54188.372150 nChanged 2 SP:Iteration 20F (61.915487 sec): 3 clusters Score: Raw -55332.064439 + Penalty 1142.656302 = -54189.408137 nChanged 1 SP:Iteration 21Q (61.916745 sec): 3 clusters Score: Raw -55333.349128 + Penalty 1143.119617 = -54190.229511 nChanged 2 SP:Iteration 22Q (61.917998 sec): 3 clusters Score: Raw -55333.983204 + Penalty 1143.119617 = -54190.863587 nChanged 0 SP:Iteration 23F (61.919296 sec): 3 clusters Score: Raw -55333.983204 + Penalty 1143.119617 = -54190.863587 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 4 (307 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.920596 sec): 2 clusters Score: Raw -24831.094126 + Penalty 58.136081 = -24772.958045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.921364 sec): 3 clusters Score: Raw -24646.118899 + Penalty 119.190909 = -24526.927990 nChanged 114 SP:Iteration 1F (61.922136 sec): 3 clusters Score: Raw -24746.078003 + Penalty 118.106232 = -24627.971771 nChanged 31 SP:Iteration 2F (61.922894 sec): 3 clusters Score: Raw -24773.126409 + Penalty 117.647366 = -24655.479043 nChanged 21 SP:Iteration 3F (61.923649 sec): 3 clusters Score: Raw -24785.197429 + Penalty 117.220621 = -24667.976808 nChanged 8 SP:Iteration 4Q (61.924397 sec): 3 clusters Score: Raw -24786.652171 + Penalty 116.919169 = -24669.733002 nChanged 4 SP:Iteration 5Q (61.925168 sec): 3 clusters Score: Raw -24787.384479 + Penalty 116.838858 = -24670.545621 nChanged 2 SP:Iteration 6Q (61.925892 sec): 3 clusters Score: Raw -24787.690829 + Penalty 116.828942 = -24670.861887 nChanged 1 SP:Iteration 7Q (61.926613 sec): 3 clusters Score: Raw -24788.000445 + Penalty 116.828942 = -24671.171504 nChanged 0 SP:Iteration 8F (61.927339 sec): 3 clusters Score: Raw -24788.000445 + Penalty 116.828942 = -24671.171504 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 5 (678 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.929728 sec): 2 clusters Score: Raw -57850.351899 + Penalty 315.329661 = -57535.022238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.931208 sec): 3 clusters Score: Raw -57416.041328 + Penalty 629.802672 = -56786.238656 nChanged 277 SP:Iteration 1F (61.932657 sec): 3 clusters Score: Raw -57568.832004 + Penalty 632.527525 = -56936.304479 nChanged 93 SP:Iteration 2F (61.934037 sec): 3 clusters Score: Raw -57621.496917 + Penalty 637.619756 = -56983.877161 nChanged 56 SP:Iteration 3F (61.935402 sec): 3 clusters Score: Raw -57651.588693 + Penalty 645.730411 = -57005.858282 nChanged 43 SP:Iteration 4F (61.936756 sec): 3 clusters Score: Raw -57672.161511 + Penalty 656.313422 = -57015.848089 nChanged 36 SP:Iteration 5F (61.938145 sec): 3 clusters Score: Raw -57691.239632 + Penalty 667.882108 = -57023.357524 nChanged 38 SP:Iteration 6F (61.939519 sec): 3 clusters Score: Raw -57714.775020 + Penalty 678.342624 = -57036.432396 nChanged 38 SP:Iteration 7F (61.940893 sec): 3 clusters Score: Raw -57741.452095 + Penalty 687.765505 = -57053.686590 nChanged 31 SP:Iteration 8Q (61.942241 sec): 3 clusters Score: Raw -57763.878434 + Penalty 696.113572 = -57067.764863 nChanged 32 SP:Iteration 9Q (61.943565 sec): 3 clusters Score: Raw -57787.494946 + Penalty 705.866913 = -57081.628033 nChanged 19 SP:Iteration 10F (61.944945 sec): 3 clusters Score: Raw -57796.570913 + Penalty 715.890131 = -57080.680783 nChanged 20 SP:Iteration 11F (61.946322 sec): 3 clusters Score: Raw -57810.230076 + Penalty 715.427215 = -57094.802860 nChanged 18 SP:Iteration 12Q (61.947568 sec): 3 clusters Score: Raw -57823.224359 + Penalty 740.327969 = -57082.896390 nChanged 12 SP:Iteration 13F (61.948943 sec): 3 clusters Score: Raw -57830.244618 + Penalty 932.384665 = -56897.859953 nChanged 16 SP:Iteration 14F (61.950322 sec): 3 clusters Score: Raw -57846.584116 + Penalty 1096.986927 = -56749.597189 nChanged 4 SP:Iteration 15F (61.951698 sec): 3 clusters Score: Raw -57847.762864 + Penalty 1096.986927 = -56750.775937 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 6 (772 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.954227 sec): 2 clusters Score: Raw -69455.423381 + Penalty 752.249852 = -68703.173529 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.955790 sec): 3 clusters Score: Raw -69119.828772 + Penalty 1504.447155 = -67615.381617 nChanged 253 SP:Iteration 1F (61.957324 sec): 3 clusters Score: Raw -69316.899673 + Penalty 1505.172195 = -67811.727478 nChanged 75 SP:Iteration 2F (61.958834 sec): 3 clusters Score: Raw -69405.960068 + Penalty 1507.512038 = -67898.448031 nChanged 55 SP:Iteration 3F (61.960381 sec): 3 clusters Score: Raw -69465.714301 + Penalty 1510.246930 = -67955.467371 nChanged 36 SP:Iteration 4Q (61.961965 sec): 3 clusters Score: Raw -69499.602834 + Penalty 1517.156894 = -67982.445940 nChanged 31 SP:Iteration 5Q (61.963503 sec): 3 clusters Score: Raw -69532.736327 + Penalty 1528.734444 = -68004.001882 nChanged 39 SP:Iteration 6F (61.965118 sec): 3 clusters Score: Raw -69576.447444 + Penalty 1545.604885 = -68030.842559 nChanged 41 SP:Iteration 7F (61.966735 sec): 3 clusters Score: Raw -69626.355559 + Penalty 1561.073144 = -68065.282415 nChanged 32 SP:Iteration 8Q (61.968229 sec): 3 clusters Score: Raw -69664.655857 + Penalty 1573.773876 = -68090.881981 nChanged 30 SP:Iteration 9Q (61.969747 sec): 3 clusters Score: Raw -69702.628060 + Penalty 1580.244783 = -68122.383278 nChanged 18 SP:Iteration 10F (61.971323 sec): 3 clusters Score: Raw -69726.424011 + Penalty 1587.166406 = -68139.257605 nChanged 13 SP:Iteration 11Q (61.972788 sec): 3 clusters Score: Raw -69744.935006 + Penalty 1590.334909 = -68154.600097 nChanged 6 SP:Iteration 12Q (61.974241 sec): 3 clusters Score: Raw -69748.979305 + Penalty 1589.993984 = -68158.985321 nChanged 2 SP:Iteration 13Q (61.975727 sec): 3 clusters Score: Raw -69750.766900 + Penalty 1589.993984 = -68160.772916 nChanged 0 SP:Iteration 14F (61.977306 sec): 3 clusters Score: Raw -69750.766900 + Penalty 1589.993984 = -68160.772916 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 7 (447 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.979107 sec): 2 clusters Score: Raw -38470.332562 + Penalty 327.074144 = -38143.258418 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.980168 sec): 3 clusters Score: Raw -38243.572443 + Penalty 672.764436 = -37570.808007 nChanged 165 SP:Iteration 1F (61.981195 sec): 3 clusters Score: Raw -38457.257338 + Penalty 678.102091 = -37779.155247 nChanged 56 SP:Iteration 2F (61.982233 sec): 3 clusters Score: Raw -38546.793820 + Penalty 671.924650 = -37874.869170 nChanged 39 SP:Iteration 3F (61.983234 sec): 3 clusters Score: Raw -38592.349024 + Penalty 663.758240 = -37928.590784 nChanged 24 SP:Iteration 4F (61.984205 sec): 3 clusters Score: Raw -38621.749251 + Penalty 658.112911 = -37963.636340 nChanged 24 SP:Iteration 5F (61.985176 sec): 3 clusters Score: Raw -38643.311243 + Penalty 653.499179 = -37989.812064 nChanged 13 SP:Iteration 6Q (61.986080 sec): 3 clusters Score: Raw -38653.302664 + Penalty 651.702688 = -38001.599976 nChanged 4 SP:Iteration 7Q (61.986980 sec): 3 clusters Score: Raw -38654.481972 + Penalty 650.659113 = -38003.822859 nChanged 2 SP:Iteration 8Q (61.987883 sec): 3 clusters Score: Raw -38655.387607 + Penalty 650.217358 = -38005.170249 nChanged 1 SP:Iteration 9Q (61.988785 sec): 3 clusters Score: Raw -38656.240003 + Penalty 647.949727 = -38008.290275 nChanged 5 SP:Iteration 10F (61.989762 sec): 3 clusters Score: Raw -38658.433785 + Penalty 645.977674 = -38012.456111 nChanged 4 SP:Iteration 11Q (61.990668 sec): 3 clusters Score: Raw -38659.765832 + Penalty 644.666491 = -38015.099341 nChanged 3 SP:Iteration 12Q (61.991568 sec): 3 clusters Score: Raw -38659.692972 + Penalty 644.116504 = -38015.576468 nChanged 1 SP:Iteration 13Q (61.992462 sec): 3 clusters Score: Raw -38659.745151 + Penalty 643.612830 = -38016.132321 nChanged 1 SP:Iteration 14Q (61.993356 sec): 3 clusters Score: Raw -38659.878559 + Penalty 643.612830 = -38016.265729 nChanged 0 SP:Iteration 15F (61.994366 sec): 3 clusters Score: Raw -38659.878559 + Penalty 643.612830 = -38016.265729 nChanged 0 Memory request: 0.04 GB would take us to total of 0.29 GB. Trying to split cluster 8 (9309 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.036268 sec): 2 clusters Score: Raw -726049.148504 + Penalty 299.226625 = -725749.921879 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.053212 sec): 3 clusters Score: Raw -719741.616474 + Penalty 577.679066 = -719163.937408 nChanged 4366 SP:Iteration 1F (62.070336 sec): 3 clusters Score: Raw -721876.384707 + Penalty 545.784375 = -721330.600332 nChanged 1769 SP:Iteration 2F (62.087140 sec): 3 clusters Score: Raw -722471.717084 + Penalty 530.156868 = -721941.560215 nChanged 608 SP:Iteration 3F (62.104251 sec): 3 clusters Score: Raw -722639.851256 + Penalty 517.804317 = -722122.046938 nChanged 399 SP:Iteration 4Q (62.121763 sec): 3 clusters Score: Raw -722821.023397 + Penalty 499.701606 = -722321.321791 nChanged 702 SP:Iteration 5F (62.138893 sec): 3 clusters Score: Raw -723679.404483 + Penalty 522.618915 = -723156.785569 nChanged 1353 SP:Iteration 6F (62.155552 sec): 3 clusters Score: Raw -725561.062986 + Penalty 589.426365 = -724971.636621 nChanged 408 SP:Iteration 7Q (62.172920 sec): 3 clusters Score: Raw -726042.384556 + Penalty 592.946792 = -725449.437763 nChanged 40 SP:Iteration 8Q (62.186157 sec): 3 clusters Score: Raw -726077.304023 + Penalty 604.696625 = -725472.607398 nChanged 6 SP:Iteration 9Q (62.199728 sec): 3 clusters Score: Raw -726080.699261 + Penalty 603.495161 = -725477.204100 nChanged 2 SP:Iteration 10F (62.216676 sec): 3 clusters Score: Raw -726081.547961 + Penalty 603.218130 = -725478.329831 nChanged 1 SP:Iteration 11Q (62.229836 sec): 3 clusters Score: Raw -726081.844329 + Penalty 603.218130 = -725478.626199 nChanged 0 SP:Iteration 12F (62.246792 sec): 3 clusters Score: Raw -726081.844329 + Penalty 603.218130 = -725478.626199 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 9 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.252388 sec): 2 clusters Score: Raw -2146.885439 + Penalty 59.686916 = -2087.198523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.252664 sec): 3 clusters Score: Raw -2176.306558 + Penalty 124.960756 = -2051.345802 nChanged 4 SP:Iteration 1F (62.252933 sec): 3 clusters Score: Raw -2178.733809 + Penalty 132.884126 = -2045.849684 nChanged 2 SP:Iteration 2F (62.253204 sec): 3 clusters Score: Raw -2182.635463 + Penalty 138.724409 = -2043.911054 nChanged 1 SP:Iteration 3F (62.253468 sec): 3 clusters Score: Raw -2183.852993 + Penalty 138.724409 = -2045.128584 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 10 (986 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.256968 sec): 2 clusters Score: Raw -86609.712741 + Penalty 484.228616 = -86125.484125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.258881 sec): 3 clusters Score: Raw -86066.650213 + Penalty 969.851203 = -85096.799010 nChanged 365 SP:Iteration 1F (62.260759 sec): 3 clusters Score: Raw -86282.043738 + Penalty 970.186571 = -85311.857166 nChanged 89 SP:Iteration 2F (62.262650 sec): 3 clusters Score: Raw -86326.303443 + Penalty 970.419403 = -85355.884041 nChanged 47 SP:Iteration 3Q (62.264723 sec): 3 clusters Score: Raw -86360.708394 + Penalty 973.217362 = -85387.491032 nChanged 46 SP:Iteration 4Q (62.266755 sec): 3 clusters Score: Raw -86402.304549 + Penalty 978.497357 = -85423.807192 nChanged 59 SP:Iteration 5F (62.268771 sec): 3 clusters Score: Raw -86456.382938 + Penalty 986.876027 = -85469.506911 nChanged 52 SP:Iteration 6F (62.270645 sec): 3 clusters Score: Raw -86502.955517 + Penalty 1000.847831 = -85502.107686 nChanged 46 SP:Iteration 7Q (62.272555 sec): 3 clusters Score: Raw -86547.297030 + Penalty 1015.460301 = -85531.836729 nChanged 50 SP:Iteration 8F (62.274469 sec): 3 clusters Score: Raw -86582.343517 + Penalty 1026.762996 = -85555.580521 nChanged 32 SP:Iteration 9Q (62.276361 sec): 3 clusters Score: Raw -86608.526280 + Penalty 1039.278151 = -85569.248130 nChanged 32 SP:Iteration 10F (62.278272 sec): 3 clusters Score: Raw -86634.724061 + Penalty 1049.482904 = -85585.241157 nChanged 27 SP:Iteration 11Q (62.280105 sec): 3 clusters Score: Raw -86653.159004 + Penalty 1056.714706 = -85596.444298 nChanged 23 SP:Iteration 12Q (62.281942 sec): 3 clusters Score: Raw -86671.820438 + Penalty 1061.322235 = -85610.498203 nChanged 20 SP:Iteration 13Q (62.283867 sec): 3 clusters Score: Raw -86689.464960 + Penalty 1062.104668 = -85627.360292 nChanged 20 SP:Iteration 14Q (62.285747 sec): 3 clusters Score: Raw -86710.664494 + Penalty 1060.875239 = -85649.789255 nChanged 14 SP:Iteration 15Q (62.287583 sec): 3 clusters Score: Raw -86718.683510 + Penalty 1061.589670 = -85657.093840 nChanged 12 SP:Iteration 16Q (62.289391 sec): 3 clusters Score: Raw -86726.114075 + Penalty 1062.158666 = -85663.955409 nChanged 6 SP:Iteration 17Q (62.291167 sec): 3 clusters Score: Raw -86730.466862 + Penalty 1062.407629 = -85668.059234 nChanged 8 SP:Iteration 18Q (62.292976 sec): 3 clusters Score: Raw -86735.065643 + Penalty 1062.269402 = -85672.796240 nChanged 8 SP:Iteration 19Q (62.294749 sec): 3 clusters Score: Raw -86739.151342 + Penalty 1062.414660 = -85676.736682 nChanged 11 SP:Iteration 20F (62.296766 sec): 3 clusters Score: Raw -86743.411828 + Penalty 1062.242979 = -85681.168849 nChanged 3 SP:Iteration 21Q (62.298669 sec): 3 clusters Score: Raw -86744.718315 + Penalty 1062.242979 = -85682.475336 nChanged 0 SP:Iteration 22F (62.300688 sec): 3 clusters Score: Raw -86744.718315 + Penalty 1062.242979 = -85682.475336 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 11 (409 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.302819 sec): 2 clusters Score: Raw -32247.937448 + Penalty 956.340356 = -31291.597092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.303815 sec): 3 clusters Score: Raw -32212.353425 + Penalty 1912.529292 = -30299.824133 nChanged 97 SP:Iteration 1F (62.304793 sec): 3 clusters Score: Raw -32403.793610 + Penalty 1912.671828 = -30491.121782 nChanged 26 SP:Iteration 2F (62.305749 sec): 3 clusters Score: Raw -32468.893301 + Penalty 1912.734807 = -30556.158493 nChanged 14 SP:Iteration 3Q (62.306650 sec): 3 clusters Score: Raw -32505.205341 + Penalty 1912.854123 = -30592.351218 nChanged 12 SP:Iteration 4Q (62.307547 sec): 3 clusters Score: Raw -32522.681964 + Penalty 1912.850121 = -30609.831842 nChanged 8 SP:Iteration 5Q (62.308430 sec): 3 clusters Score: Raw -32531.628361 + Penalty 1912.864277 = -30618.764084 nChanged 1 SP:Iteration 6Q (62.309313 sec): 3 clusters Score: Raw -32532.835570 + Penalty 1912.937312 = -30619.898258 nChanged 2 SP:Iteration 7Q (62.310195 sec): 3 clusters Score: Raw -32534.880689 + Penalty 1912.937312 = -30621.943378 nChanged 0 SP:Iteration 8F (62.311131 sec): 3 clusters Score: Raw -32534.880689 + Penalty 1912.937312 = -30621.943378 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 12 (316 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.312919 sec): 2 clusters Score: Raw -27536.267105 + Penalty 323.480746 = -27212.786359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.313684 sec): 3 clusters Score: Raw -27354.593017 + Penalty 651.929977 = -26702.663040 nChanged 110 SP:Iteration 1F (62.314438 sec): 3 clusters Score: Raw -27436.033322 + Penalty 652.682059 = -26783.351264 nChanged 33 SP:Iteration 2F (62.315194 sec): 3 clusters Score: Raw -27472.243978 + Penalty 648.195647 = -26824.048331 nChanged 29 SP:Iteration 3F (62.315992 sec): 3 clusters Score: Raw -27501.210016 + Penalty 646.532769 = -26854.677247 nChanged 21 SP:Iteration 4F (62.316772 sec): 3 clusters Score: Raw -27522.772648 + Penalty 645.815646 = -26876.957003 nChanged 24 SP:Iteration 5F (62.317549 sec): 3 clusters Score: Raw -27545.641333 + Penalty 645.831932 = -26899.809401 nChanged 13 SP:Iteration 6Q (62.318312 sec): 3 clusters Score: Raw -27551.744908 + Penalty 646.561388 = -26905.183520 nChanged 4 SP:Iteration 7Q (62.319071 sec): 3 clusters Score: Raw -27553.132996 + Penalty 646.561388 = -26906.571609 nChanged 0 SP:Iteration 8F (62.319841 sec): 3 clusters Score: Raw -27553.132996 + Penalty 646.561388 = -26906.571609 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 13 (208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.321669 sec): 2 clusters Score: Raw -14729.107060 + Penalty 306.987722 = -14422.119338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.322254 sec): 3 clusters Score: Raw -14686.540470 + Penalty 611.897425 = -14074.643046 nChanged 58 SP:Iteration 1F (62.322827 sec): 3 clusters Score: Raw -14774.946226 + Penalty 621.599837 = -14153.346389 nChanged 18 SP:Iteration 2F (62.323397 sec): 3 clusters Score: Raw -14811.227358 + Penalty 635.723789 = -14175.503569 nChanged 9 SP:Iteration 3Q (62.323966 sec): 3 clusters Score: Raw -14831.598455 + Penalty 634.189881 = -14197.408574 nChanged 6 SP:Iteration 4Q (62.324550 sec): 3 clusters Score: Raw -14844.845934 + Penalty 638.973403 = -14205.872531 nChanged 2 SP:Iteration 5Q (62.325092 sec): 3 clusters Score: Raw -14846.559569 + Penalty 645.360037 = -14201.199532 nChanged 1 SP:Iteration 6F (62.325675 sec): 3 clusters Score: Raw -14847.164686 + Penalty 645.360037 = -14201.804648 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 14 (672 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.328366 sec): 2 clusters Score: Raw -58225.861481 + Penalty 544.113653 = -57681.747828 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.329864 sec): 3 clusters Score: Raw -57849.995241 + Penalty 1080.442551 = -56769.552691 nChanged 243 SP:Iteration 1F (62.331307 sec): 3 clusters Score: Raw -57988.867553 + Penalty 1081.759578 = -56907.107974 nChanged 68 SP:Iteration 2F (62.332741 sec): 3 clusters Score: Raw -58053.165724 + Penalty 1097.557264 = -56955.608459 nChanged 58 SP:Iteration 3F (62.334102 sec): 3 clusters Score: Raw -58103.242973 + Penalty 1111.866388 = -56991.376585 nChanged 36 SP:Iteration 4F (62.335474 sec): 3 clusters Score: Raw -58138.089237 + Penalty 1131.885705 = -57006.203532 nChanged 35 SP:Iteration 5F (62.336838 sec): 3 clusters Score: Raw -58169.690373 + Penalty 1143.313989 = -57026.376384 nChanged 23 SP:Iteration 6Q (62.338166 sec): 3 clusters Score: Raw -58185.348943 + Penalty 1151.987069 = -57033.361874 nChanged 14 SP:Iteration 7Q (62.339501 sec): 3 clusters Score: Raw -58197.258152 + Penalty 1169.037879 = -57028.220273 nChanged 15 SP:Iteration 8F (62.340864 sec): 3 clusters Score: Raw -58207.971521 + Penalty 1185.015618 = -57022.955903 nChanged 18 SP:Iteration 9F (62.342236 sec): 3 clusters Score: Raw -58223.397490 + Penalty 1222.831550 = -57000.565940 nChanged 22 SP:Iteration 10F (62.343605 sec): 3 clusters Score: Raw -58247.816671 + Penalty 1249.065813 = -56998.750858 nChanged 13 SP:Iteration 11F (62.344968 sec): 3 clusters Score: Raw -58261.563444 + Penalty 1256.128160 = -57005.435284 nChanged 3 SP:Iteration 12Q (62.346231 sec): 3 clusters Score: Raw -58265.318639 + Penalty 1273.774429 = -56991.544210 nChanged 2 SP:Iteration 13F (62.347595 sec): 3 clusters Score: Raw -58268.335919 + Penalty 1305.480767 = -56962.855152 nChanged 5 SP:Iteration 14F (62.348987 sec): 3 clusters Score: Raw -58275.629263 + Penalty 1313.333635 = -56962.295629 nChanged 2 SP:Iteration 15F (62.350368 sec): 3 clusters Score: Raw -58277.581902 + Penalty 1313.333635 = -56964.248267 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 15 (749 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.353321 sec): 2 clusters Score: Raw -67799.093020 + Penalty 1069.359111 = -66729.733909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.354853 sec): 3 clusters Score: Raw -67597.233117 + Penalty 2138.096758 = -65459.136358 nChanged 212 SP:Iteration 1F (62.356328 sec): 3 clusters Score: Raw -67793.313023 + Penalty 2137.996746 = -65655.316277 nChanged 57 SP:Iteration 2F (62.357808 sec): 3 clusters Score: Raw -67862.381620 + Penalty 2137.921563 = -65724.460057 nChanged 32 SP:Iteration 3Q (62.359263 sec): 3 clusters Score: Raw -67905.037732 + Penalty 2137.737082 = -65767.300649 nChanged 23 SP:Iteration 4Q (62.360762 sec): 3 clusters Score: Raw -67930.579113 + Penalty 2137.834074 = -65792.745039 nChanged 18 SP:Iteration 5Q (62.362236 sec): 3 clusters Score: Raw -67952.811567 + Penalty 2137.852758 = -65814.958809 nChanged 14 SP:Iteration 6Q (62.363818 sec): 3 clusters Score: Raw -67975.224034 + Penalty 2137.910577 = -65837.313457 nChanged 11 SP:Iteration 7Q (62.365361 sec): 3 clusters Score: Raw -67993.297881 + Penalty 2137.819683 = -65855.478198 nChanged 13 SP:Iteration 8Q (62.366895 sec): 3 clusters Score: Raw -68005.316234 + Penalty 2137.523286 = -65867.792948 nChanged 11 SP:Iteration 9Q (62.368362 sec): 3 clusters Score: Raw -68018.516241 + Penalty 2137.315297 = -65881.200943 nChanged 13 SP:Iteration 10F (62.369898 sec): 3 clusters Score: Raw -68030.527253 + Penalty 2137.149094 = -65893.378159 nChanged 8 SP:Iteration 11Q (62.371346 sec): 3 clusters Score: Raw -68038.487574 + Penalty 2137.146212 = -65901.341363 nChanged 7 SP:Iteration 12Q (62.372768 sec): 3 clusters Score: Raw -68047.644395 + Penalty 2137.201150 = -65910.443245 nChanged 4 SP:Iteration 13Q (62.374192 sec): 3 clusters Score: Raw -68052.627836 + Penalty 2137.173826 = -65915.454010 nChanged 1 SP:Iteration 14Q (62.375614 sec): 3 clusters Score: Raw -68053.238881 + Penalty 2137.173826 = -65916.065055 nChanged 0 SP:Iteration 15F (62.377090 sec): 3 clusters Score: Raw -68053.238881 + Penalty 2137.173826 = -65916.065055 nChanged 0 Memory request: 0.01 GB would take us to total of 0.26 GB. Trying to split cluster 16 (2012 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.387814 sec): 2 clusters Score: Raw -175649.369319 + Penalty 627.650377 = -175021.718943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.391531 sec): 3 clusters Score: Raw -174416.892296 + Penalty 1255.240619 = -173161.651677 nChanged 874 SP:Iteration 1F (62.395170 sec): 3 clusters Score: Raw -174841.526588 + Penalty 1253.799477 = -173587.727111 nChanged 211 SP:Iteration 2F (62.399087 sec): 3 clusters Score: Raw -174938.185246 + Penalty 1251.361101 = -173686.824146 nChanged 145 SP:Iteration 3F (62.402894 sec): 3 clusters Score: Raw -175005.796858 + Penalty 1249.732788 = -173756.064071 nChanged 106 SP:Iteration 4F (62.406532 sec): 3 clusters Score: Raw -175052.951141 + Penalty 1247.569441 = -173805.381700 nChanged 83 SP:Iteration 5Q (62.410179 sec): 3 clusters Score: Raw -175082.891732 + Penalty 1246.892086 = -173835.999646 nChanged 71 SP:Iteration 6Q (62.413847 sec): 3 clusters Score: Raw -175112.487736 + Penalty 1244.829559 = -173867.658177 nChanged 75 SP:Iteration 7Q (62.417621 sec): 3 clusters Score: Raw -175146.821893 + Penalty 1244.811109 = -173902.010784 nChanged 81 SP:Iteration 8Q (62.421390 sec): 3 clusters Score: Raw -175183.096142 + Penalty 1245.769255 = -173937.326887 nChanged 93 SP:Iteration 9Q (62.425057 sec): 3 clusters Score: Raw -175231.248741 + Penalty 1253.252598 = -173977.996143 nChanged 110 SP:Iteration 10F (62.428668 sec): 3 clusters Score: Raw -175308.612398 + Penalty 1274.760285 = -174033.852113 nChanged 120 SP:Iteration 11F (62.432485 sec): 3 clusters Score: Raw -175419.091091 + Penalty 1325.243695 = -174093.847396 nChanged 111 SP:Iteration 12F (62.436093 sec): 3 clusters Score: Raw -175525.748283 + Penalty 1360.207961 = -174165.540322 nChanged 61 SP:Iteration 13Q (62.439817 sec): 3 clusters Score: Raw -175583.313420 + Penalty 1386.527354 = -174196.786066 nChanged 39 SP:Iteration 14Q (62.443462 sec): 3 clusters Score: Raw -175623.699552 + Penalty 1417.744825 = -174205.954726 nChanged 27 SP:Iteration 15Q (62.447013 sec): 3 clusters Score: Raw -175650.837508 + Penalty 1430.053259 = -174220.784250 nChanged 12 SP:Iteration 16Q (62.450471 sec): 3 clusters Score: Raw -175667.798862 + Penalty 1447.746786 = -174220.052075 nChanged 7 SP:Iteration 17F (62.454177 sec): 3 clusters Score: Raw -175673.796963 + Penalty 1456.080004 = -174217.716959 nChanged 6 SP:Iteration 18F (62.457794 sec): 3 clusters Score: Raw -175678.820107 + Penalty 1465.624393 = -174213.195714 nChanged 3 SP:Iteration 19F (62.461574 sec): 3 clusters Score: Raw -175682.098865 + Penalty 1469.481981 = -174212.616885 nChanged 2 SP:Iteration 20F (62.465463 sec): 3 clusters Score: Raw -175685.509742 + Penalty 1477.349214 = -174208.160527 nChanged 3 SP:Iteration 21F (62.469221 sec): 3 clusters Score: Raw -175687.417753 + Penalty 1480.141345 = -174207.276408 nChanged 2 SP:Iteration 22F (62.473190 sec): 3 clusters Score: Raw -175687.913729 + Penalty 1480.141345 = -174207.772384 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 17 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.478527 sec): 2 clusters Score: Raw -1248.363570 + Penalty 54.167677 = -1194.195894 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.478778 sec): 3 clusters Score: Raw -1263.497819 + Penalty 115.914671 = -1147.583148 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 18 (515 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.481707 sec): 2 clusters Score: Raw -45411.870533 + Penalty 510.793468 = -44901.077065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.482936 sec): 3 clusters Score: Raw -45177.750179 + Penalty 1021.328537 = -44156.421643 nChanged 181 SP:Iteration 1F (62.484038 sec): 3 clusters Score: Raw -45319.236550 + Penalty 1019.978327 = -44299.258223 nChanged 49 SP:Iteration 2F (62.485126 sec): 3 clusters Score: Raw -45360.374975 + Penalty 1017.715515 = -44342.659460 nChanged 27 SP:Iteration 3F (62.486214 sec): 3 clusters Score: Raw -45378.774584 + Penalty 1015.102592 = -44363.671992 nChanged 22 SP:Iteration 4Q (62.487293 sec): 3 clusters Score: Raw -45394.333615 + Penalty 1014.038376 = -44380.295239 nChanged 15 SP:Iteration 5Q (62.488378 sec): 3 clusters Score: Raw -45406.389440 + Penalty 1013.561503 = -44392.827937 nChanged 20 SP:Iteration 6Q (62.489457 sec): 3 clusters Score: Raw -45424.072504 + Penalty 1011.041281 = -44413.031222 nChanged 19 SP:Iteration 7Q (62.490538 sec): 3 clusters Score: Raw -45442.143918 + Penalty 1007.934658 = -44434.209260 nChanged 14 SP:Iteration 8Q (62.491614 sec): 3 clusters Score: Raw -45453.321548 + Penalty 1003.201283 = -44450.120265 nChanged 10 SP:Iteration 9Q (62.492687 sec): 3 clusters Score: Raw -45458.652995 + Penalty 1003.150802 = -44455.502193 nChanged 3 SP:Iteration 10F (62.493772 sec): 3 clusters Score: Raw -45459.280276 + Penalty 1003.992019 = -44455.288256 nChanged 1 SP:Iteration 11F (62.494857 sec): 3 clusters Score: Raw -45459.857290 + Penalty 1003.868626 = -44455.988663 nChanged 3 SP:Iteration 12Q (62.495998 sec): 3 clusters Score: Raw -45462.079148 + Penalty 1004.918167 = -44457.160981 nChanged 4 SP:Iteration 13Q (62.497129 sec): 3 clusters Score: Raw -45466.404353 + Penalty 1004.797898 = -44461.606455 nChanged 2 SP:Iteration 14Q (62.498257 sec): 3 clusters Score: Raw -45466.457879 + Penalty 1003.647299 = -44462.810580 nChanged 2 SP:Iteration 15Q (62.499355 sec): 3 clusters Score: Raw -45468.217877 + Penalty 1002.120624 = -44466.097253 nChanged 3 SP:Iteration 16Q (62.500424 sec): 3 clusters Score: Raw -45471.743401 + Penalty 1001.687772 = -44470.055629 nChanged 1 SP:Iteration 17Q (62.501486 sec): 3 clusters Score: Raw -45472.122172 + Penalty 1001.581275 = -44470.540897 nChanged 1 SP:Iteration 18Q (62.502578 sec): 3 clusters Score: Raw -45472.108223 + Penalty 1001.581275 = -44470.526948 nChanged 0 SP:Iteration 19F (62.503680 sec): 3 clusters Score: Raw -45472.108223 + Penalty 1001.581275 = -44470.526948 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 19 (221 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.505301 sec): 2 clusters Score: Raw -20099.722560 + Penalty 686.084557 = -19413.638003 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.505899 sec): 3 clusters Score: Raw -20046.141535 + Penalty 1372.327126 = -18673.814409 nChanged 43 SP:Iteration 1F (62.506486 sec): 3 clusters Score: Raw -20103.974709 + Penalty 1370.654247 = -18733.320462 nChanged 20 SP:Iteration 2F (62.507071 sec): 3 clusters Score: Raw -20130.763066 + Penalty 1367.396450 = -18763.366616 nChanged 8 SP:Iteration 3Q (62.507645 sec): 3 clusters Score: Raw -20141.217292 + Penalty 1364.407190 = -18776.810102 nChanged 5 SP:Iteration 4Q (62.508218 sec): 3 clusters Score: Raw -20148.873462 + Penalty 1362.345536 = -18786.527925 nChanged 5 SP:Iteration 5Q (62.508818 sec): 3 clusters Score: Raw -20161.212975 + Penalty 1360.791423 = -18800.421552 nChanged 2 SP:Iteration 6Q (62.509389 sec): 3 clusters Score: Raw -20162.968756 + Penalty 1358.431397 = -18804.537359 nChanged 2 SP:Iteration 7Q (62.510015 sec): 3 clusters Score: Raw -20165.184937 + Penalty 1357.348541 = -18807.836396 nChanged 3 SP:Iteration 8Q (62.510603 sec): 3 clusters Score: Raw -20170.188933 + Penalty 1356.147578 = -18814.041355 nChanged 2 SP:Iteration 9Q (62.511190 sec): 3 clusters Score: Raw -20171.128202 + Penalty 1355.902572 = -18815.225630 nChanged 1 SP:Iteration 10F (62.511797 sec): 3 clusters Score: Raw -20172.806874 + Penalty 1355.902572 = -18816.904302 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 21 (860 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.514742 sec): 2 clusters Score: Raw -85152.736756 + Penalty 1053.191989 = -84099.544767 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.516553 sec): 3 clusters Score: Raw -84838.493397 + Penalty 2107.547390 = -82730.946007 nChanged 264 SP:Iteration 1F (62.518259 sec): 3 clusters Score: Raw -85049.228847 + Penalty 2109.156683 = -82940.072164 nChanged 61 SP:Iteration 2F (62.519937 sec): 3 clusters Score: Raw -85109.433985 + Penalty 2110.121647 = -82999.312338 nChanged 28 SP:Iteration 3Q (62.521641 sec): 3 clusters Score: Raw -85138.328336 + Penalty 2111.428965 = -83026.899371 nChanged 19 SP:Iteration 4Q (62.523313 sec): 3 clusters Score: Raw -85160.848854 + Penalty 2113.162662 = -83047.686192 nChanged 25 SP:Iteration 5Q (62.524974 sec): 3 clusters Score: Raw -85185.196643 + Penalty 2114.512650 = -83070.683993 nChanged 19 SP:Iteration 6Q (62.526700 sec): 3 clusters Score: Raw -85203.618372 + Penalty 2115.297769 = -83088.320603 nChanged 8 SP:Iteration 7Q (62.528363 sec): 3 clusters Score: Raw -85210.800040 + Penalty 2116.214019 = -83094.586020 nChanged 9 SP:Iteration 8Q (62.530150 sec): 3 clusters Score: Raw -85221.875889 + Penalty 2117.735400 = -83104.140489 nChanged 10 SP:Iteration 9Q (62.531901 sec): 3 clusters Score: Raw -85234.135389 + Penalty 2118.499145 = -83115.636244 nChanged 8 SP:Iteration 10F (62.533622 sec): 3 clusters Score: Raw -85243.107647 + Penalty 2119.058429 = -83124.049218 nChanged 5 SP:Iteration 11Q (62.535244 sec): 3 clusters Score: Raw -85245.584762 + Penalty 2119.454271 = -83126.130491 nChanged 4 SP:Iteration 12Q (62.536908 sec): 3 clusters Score: Raw -85252.342964 + Penalty 2119.621509 = -83132.721456 nChanged 3 SP:Iteration 13Q (62.538553 sec): 3 clusters Score: Raw -85253.616572 + Penalty 2119.621509 = -83133.995064 nChanged 0 SP:Iteration 14F (62.540264 sec): 3 clusters Score: Raw -85253.616572 + Penalty 2119.621509 = -83133.995064 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 25 (146 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.541152 sec): 2 clusters Score: Raw -11507.399588 + Penalty 418.990879 = -11088.408708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.541644 sec): 3 clusters Score: Raw -11516.446462 + Penalty 839.931419 = -10676.515043 nChanged 32 SP:Iteration 1F (62.542107 sec): 3 clusters Score: Raw -11588.014703 + Penalty 837.981759 = -10750.032944 nChanged 8 SP:Iteration 2F (62.542567 sec): 3 clusters Score: Raw -11611.930706 + Penalty 834.959415 = -10776.971291 nChanged 6 SP:Iteration 3Q (62.543004 sec): 3 clusters Score: Raw -11623.794842 + Penalty 834.959415 = -10788.835428 nChanged 0 SP:Iteration 4F (62.543465 sec): 3 clusters Score: Raw -11623.794842 + Penalty 834.959415 = -10788.835428 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 28 (956 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.546512 sec): 2 clusters Score: Raw -86471.610233 + Penalty 1078.360758 = -85393.249476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.548399 sec): 3 clusters Score: Raw -86122.406467 + Penalty 2156.325600 = -83966.080867 nChanged 288 SP:Iteration 1F (62.550225 sec): 3 clusters Score: Raw -86366.905253 + Penalty 2155.078684 = -84211.826570 nChanged 86 SP:Iteration 2F (62.552081 sec): 3 clusters Score: Raw -86464.314880 + Penalty 2153.649562 = -84310.665318 nChanged 70 SP:Iteration 3F (62.553927 sec): 3 clusters Score: Raw -86538.448767 + Penalty 2152.707491 = -84385.741276 nChanged 45 SP:Iteration 4Q (62.555727 sec): 3 clusters Score: Raw -86611.965131 + Penalty 2152.641198 = -84459.323933 nChanged 46 SP:Iteration 5Q (62.557584 sec): 3 clusters Score: Raw -86684.548325 + Penalty 2153.617173 = -84530.931152 nChanged 34 SP:Iteration 6Q (62.559377 sec): 3 clusters Score: Raw -86724.828590 + Penalty 2153.847617 = -84570.980973 nChanged 20 SP:Iteration 7Q (62.561196 sec): 3 clusters Score: Raw -86743.451794 + Penalty 2154.456934 = -84588.994860 nChanged 13 SP:Iteration 8Q (62.563065 sec): 3 clusters Score: Raw -86755.928192 + Penalty 2154.847631 = -84601.080560 nChanged 11 SP:Iteration 9Q (62.564873 sec): 3 clusters Score: Raw -86769.668600 + Penalty 2155.165691 = -84614.502910 nChanged 10 SP:Iteration 10F (62.566729 sec): 3 clusters Score: Raw -86779.126841 + Penalty 2155.171574 = -84623.955267 nChanged 4 SP:Iteration 11Q (62.568511 sec): 3 clusters Score: Raw -86783.213119 + Penalty 2155.363987 = -84627.849132 nChanged 2 SP:Iteration 12Q (62.570295 sec): 3 clusters Score: Raw -86784.711634 + Penalty 2155.635442 = -84629.076191 nChanged 5 SP:Iteration 13Q (62.572054 sec): 3 clusters Score: Raw -86787.245970 + Penalty 2155.710095 = -84631.535874 nChanged 5 SP:Iteration 14Q (62.573794 sec): 3 clusters Score: Raw -86789.873440 + Penalty 2155.710095 = -84634.163345 nChanged 0 SP:Iteration 15F (62.575628 sec): 3 clusters Score: Raw -86789.873440 + Penalty 2155.710095 = -84634.163345 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 30 (165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.576531 sec): 2 clusters Score: Raw -13655.522315 + Penalty 169.534490 = -13485.987826 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.577034 sec): 3 clusters Score: Raw -13573.543856 + Penalty 371.105990 = -13202.437866 nChanged 60 SP:Iteration 1F (62.577530 sec): 3 clusters Score: Raw -13673.955195 + Penalty 414.573173 = -13259.382022 nChanged 23 SP:Iteration 2F (62.578038 sec): 3 clusters Score: Raw -13710.081430 + Penalty 413.684750 = -13296.396680 nChanged 3 SP:Iteration 3Q (62.578518 sec): 3 clusters Score: Raw -13712.837694 + Penalty 407.216390 = -13305.621304 nChanged 2 SP:Iteration 4Q (62.578992 sec): 3 clusters Score: Raw -13714.093227 + Penalty 404.081705 = -13310.011521 nChanged 1 SP:Iteration 5Q (62.579463 sec): 3 clusters Score: Raw -13714.954262 + Penalty 402.928411 = -13312.025850 nChanged 1 SP:Iteration 6Q (62.579933 sec): 3 clusters Score: Raw -13715.520619 + Penalty 402.928411 = -13312.592208 nChanged 0 SP:Iteration 7F (62.580433 sec): 3 clusters Score: Raw -13715.520619 + Penalty 402.928411 = -13312.592208 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 31 (778 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.583062 sec): 2 clusters Score: Raw -69500.461831 + Penalty 756.503414 = -68743.958417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.584694 sec): 3 clusters Score: Raw -69108.072604 + Penalty 1513.247868 = -67594.824736 nChanged 254 SP:Iteration 1F (62.586241 sec): 3 clusters Score: Raw -69290.654255 + Penalty 1516.110975 = -67774.543280 nChanged 97 SP:Iteration 2F (62.587766 sec): 3 clusters Score: Raw -69389.144109 + Penalty 1522.545228 = -67866.598881 nChanged 70 SP:Iteration 3F (62.589284 sec): 3 clusters Score: Raw -69460.233850 + Penalty 1529.422329 = -67930.811521 nChanged 60 SP:Iteration 4F (62.590854 sec): 3 clusters Score: Raw -69507.738245 + Penalty 1533.771572 = -67973.966673 nChanged 33 SP:Iteration 5Q (62.592379 sec): 3 clusters Score: Raw -69527.107752 + Penalty 1535.318701 = -67991.789051 nChanged 20 SP:Iteration 6Q (62.593876 sec): 3 clusters Score: Raw -69539.020750 + Penalty 1535.273275 = -68003.747475 nChanged 16 SP:Iteration 7Q (62.595531 sec): 3 clusters Score: Raw -69548.356038 + Penalty 1531.923165 = -68016.432873 nChanged 11 SP:Iteration 8Q (62.597254 sec): 3 clusters Score: Raw -69556.336408 + Penalty 1532.281443 = -68024.054965 nChanged 8 SP:Iteration 9Q (62.598976 sec): 3 clusters Score: Raw -69561.314786 + Penalty 1533.619301 = -68027.695486 nChanged 4 SP:Iteration 10F (62.600752 sec): 3 clusters Score: Raw -69563.680589 + Penalty 1533.619301 = -68030.061289 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 33 (466 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.602752 sec): 2 clusters Score: Raw -41954.471651 + Penalty 930.164301 = -41024.307351 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.603820 sec): 3 clusters Score: Raw -41873.806782 + Penalty 1856.962199 = -40016.844583 nChanged 110 SP:Iteration 1F (62.604887 sec): 3 clusters Score: Raw -42034.169262 + Penalty 1855.499877 = -40178.669385 nChanged 21 SP:Iteration 2Q (62.605881 sec): 3 clusters Score: Raw -42075.619454 + Penalty 1855.674777 = -40219.944677 nChanged 14 SP:Iteration 3Q (62.606858 sec): 3 clusters Score: Raw -42116.359880 + Penalty 1854.241690 = -40262.118191 nChanged 19 SP:Iteration 4Q (62.607826 sec): 3 clusters Score: Raw -42158.184155 + Penalty 1855.045576 = -40303.138579 nChanged 14 SP:Iteration 5Q (62.608786 sec): 3 clusters Score: Raw -42201.786923 + Penalty 1855.630802 = -40346.156120 nChanged 10 SP:Iteration 6Q (62.609762 sec): 3 clusters Score: Raw -42217.105576 + Penalty 1857.021765 = -40360.083811 nChanged 10 SP:Iteration 7Q (62.610750 sec): 3 clusters Score: Raw -42227.441796 + Penalty 1858.190942 = -40369.250855 nChanged 7 SP:Iteration 8Q (62.611735 sec): 3 clusters Score: Raw -42235.499151 + Penalty 1859.035720 = -40376.463431 nChanged 4 SP:Iteration 9Q (62.612716 sec): 3 clusters Score: Raw -42240.334810 + Penalty 1859.465015 = -40380.869795 nChanged 1 SP:Iteration 10F (62.613735 sec): 3 clusters Score: Raw -42241.292263 + Penalty 1859.465015 = -40381.827248 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 36 (761 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.616357 sec): 2 clusters Score: Raw -71055.672964 + Penalty 852.350049 = -70203.322915 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.618005 sec): 3 clusters Score: Raw -70714.914293 + Penalty 1718.758885 = -68996.155408 nChanged 239 SP:Iteration 1F (62.619615 sec): 3 clusters Score: Raw -70908.493091 + Penalty 1733.312001 = -69175.181090 nChanged 63 SP:Iteration 2F (62.621147 sec): 3 clusters Score: Raw -70964.842074 + Penalty 1744.670736 = -69220.171338 nChanged 37 SP:Iteration 3Q (62.622674 sec): 3 clusters Score: Raw -71002.746386 + Penalty 1756.213121 = -69246.533265 nChanged 34 SP:Iteration 4Q (62.624235 sec): 3 clusters Score: Raw -71037.047933 + Penalty 1765.549873 = -69271.498060 nChanged 21 SP:Iteration 5Q (62.625824 sec): 3 clusters Score: Raw -71057.335247 + Penalty 1773.519443 = -69283.815804 nChanged 16 SP:Iteration 6Q (62.627399 sec): 3 clusters Score: Raw -71070.742192 + Penalty 1778.144470 = -69292.597722 nChanged 10 SP:Iteration 7Q (62.628966 sec): 3 clusters Score: Raw -71078.752039 + Penalty 1781.146938 = -69297.605101 nChanged 5 SP:Iteration 8Q (62.630523 sec): 3 clusters Score: Raw -71084.482230 + Penalty 1783.346944 = -69301.135286 nChanged 5 SP:Iteration 9Q (62.632008 sec): 3 clusters Score: Raw -71088.793352 + Penalty 1784.465435 = -69304.327917 nChanged 5 SP:Iteration 10F (62.633521 sec): 3 clusters Score: Raw -71093.838279 + Penalty 1784.818373 = -69309.019906 nChanged 2 SP:Iteration 11Q (62.634992 sec): 3 clusters Score: Raw -71096.253752 + Penalty 1786.219813 = -69310.033939 nChanged 2 SP:Iteration 12Q (62.636456 sec): 3 clusters Score: Raw -71097.455961 + Penalty 1787.469241 = -69309.986719 nChanged 1 SP:Iteration 13F (62.637982 sec): 3 clusters Score: Raw -71098.086176 + Penalty 1787.469241 = -69310.616934 nChanged 0 Memory request: 0.01 GB would take us to total of 0.25 GB. Trying to split cluster 39 (772 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.640596 sec): 2 clusters Score: Raw -74633.550251 + Penalty 1050.072543 = -73583.477708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.642199 sec): 3 clusters Score: Raw -74389.778632 + Penalty 2100.239337 = -72289.539295 nChanged 209 SP:Iteration 1F (62.643739 sec): 3 clusters Score: Raw -74602.539130 + Penalty 2100.446103 = -72502.093027 nChanged 58 SP:Iteration 2F (62.645278 sec): 3 clusters Score: Raw -74661.307400 + Penalty 2100.739145 = -72560.568255 nChanged 26 SP:Iteration 3Q (62.646807 sec): 3 clusters Score: Raw -74690.764209 + Penalty 2100.656620 = -72590.107590 nChanged 19 SP:Iteration 4Q (62.648323 sec): 3 clusters Score: Raw -74710.537567 + Penalty 2100.684530 = -72609.853037 nChanged 11 SP:Iteration 5Q (62.649814 sec): 3 clusters Score: Raw -74719.825702 + Penalty 2100.731070 = -72619.094632 nChanged 2 SP:Iteration 6Q (62.651300 sec): 3 clusters Score: Raw -74721.376723 + Penalty 2100.712319 = -72620.664405 nChanged 1 SP:Iteration 7Q (62.652782 sec): 3 clusters Score: Raw -74723.874656 + Penalty 2100.793653 = -72623.081004 nChanged 2 SP:Iteration 8Q (62.654264 sec): 3 clusters Score: Raw -74727.051313 + Penalty 2100.793653 = -72626.257661 nChanged 2 SP:Iteration 9Q (62.655769 sec): 3 clusters Score: Raw -74728.704223 + Penalty 2100.876415 = -72627.827808 nChanged 4 SP:Iteration 10F (62.657278 sec): 3 clusters Score: Raw -74733.865848 + Penalty 2100.828772 = -72633.037076 nChanged 3 SP:Iteration 11Q (62.658790 sec): 3 clusters Score: Raw -74738.763767 + Penalty 2100.828772 = -72637.934995 nChanged 2 SP:Iteration 12Q (62.660293 sec): 3 clusters Score: Raw -74739.923389 + Penalty 2100.914451 = -72639.008938 nChanged 3 SP:Iteration 13Q (62.661889 sec): 3 clusters Score: Raw -74741.658478 + Penalty 2100.943872 = -72640.714607 nChanged 3 SP:Iteration 14Q (62.663396 sec): 3 clusters Score: Raw -74743.048805 + Penalty 2101.133482 = -72641.915323 nChanged 2 SP:Iteration 15Q (62.664900 sec): 3 clusters Score: Raw -74744.880895 + Penalty 2101.120064 = -72643.760831 nChanged 2 SP:Iteration 16Q (62.666411 sec): 3 clusters Score: Raw -74746.024174 + Penalty 2101.104986 = -72644.919188 nChanged 1 SP:Iteration 17Q (62.667915 sec): 3 clusters Score: Raw -74746.980615 + Penalty 2101.080933 = -72645.899682 nChanged 3 SP:Iteration 18Q (62.669408 sec): 3 clusters Score: Raw -74749.200872 + Penalty 2100.922728 = -72648.278143 nChanged 3 SP:Iteration 19Q (62.670886 sec): 3 clusters Score: Raw -74750.511870 + Penalty 2101.030652 = -72649.481218 nChanged 1 SP:Iteration 20F (62.672433 sec): 3 clusters Score: Raw -74752.211045 + Penalty 2101.157996 = -72651.053050 nChanged 3 SP:Iteration 21Q (62.673942 sec): 3 clusters Score: Raw -74756.567090 + Penalty 2101.054702 = -72655.512388 nChanged 4 SP:Iteration 22Q (62.675435 sec): 3 clusters Score: Raw -74759.596140 + Penalty 2101.077684 = -72658.518456 nChanged 2 SP:Iteration 23Q (62.676911 sec): 3 clusters Score: Raw -74762.998654 + Penalty 2101.155107 = -72661.843547 nChanged 1 SP:Iteration 24Q (62.678422 sec): 3 clusters Score: Raw -74763.918448 + Penalty 2101.269611 = -72662.648837 nChanged 2 SP:Iteration 25Q (62.679919 sec): 3 clusters Score: Raw -74766.893519 + Penalty 2101.316147 = -72665.577372 nChanged 4 SP:Iteration 26Q (62.681408 sec): 3 clusters Score: Raw -74772.021315 + Penalty 2101.337340 = -72670.683975 nChanged 5 SP:Iteration 27Q (62.682892 sec): 3 clusters Score: Raw -74776.505781 + Penalty 2101.376347 = -72675.129433 nChanged 2 SP:Iteration 28Q (62.684394 sec): 3 clusters Score: Raw -74777.163889 + Penalty 2101.376347 = -72675.787542 nChanged 0 SP:Iteration 29F (62.685924 sec): 3 clusters Score: Raw -74777.163889 + Penalty 2101.376347 = -72675.787542 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 46 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.686503 sec): 2 clusters Score: Raw -1143.031092 + Penalty 124.072873 = -1018.958219 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.686758 sec): 3 clusters Score: Raw -1199.655027 + Penalty 254.285207 = -945.369820 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 60 (529 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.689626 sec): 2 clusters Score: Raw -47401.194602 + Penalty 667.820006 = -46733.374596 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.690813 sec): 3 clusters Score: Raw -47169.087900 + Penalty 1325.975142 = -45843.112758 nChanged 160 SP:Iteration 1F (62.691931 sec): 3 clusters Score: Raw -47343.756527 + Penalty 1302.533934 = -46041.222593 nChanged 74 SP:Iteration 2F (62.693063 sec): 3 clusters Score: Raw -47461.133018 + Penalty 1285.384171 = -46175.748847 nChanged 49 SP:Iteration 3F (62.694264 sec): 3 clusters Score: Raw -47539.991297 + Penalty 1277.422858 = -46262.568439 nChanged 25 SP:Iteration 4Q (62.695391 sec): 3 clusters Score: Raw -47574.117615 + Penalty 1279.588779 = -46294.528836 nChanged 14 SP:Iteration 5Q (62.696505 sec): 3 clusters Score: Raw -47592.886286 + Penalty 1281.955162 = -46310.931124 nChanged 7 SP:Iteration 6Q (62.697573 sec): 3 clusters Score: Raw -47600.243600 + Penalty 1278.801190 = -46321.442409 nChanged 8 SP:Iteration 7Q (62.698647 sec): 3 clusters Score: Raw -47606.988032 + Penalty 1273.619177 = -46333.368855 nChanged 5 SP:Iteration 8Q (62.699727 sec): 3 clusters Score: Raw -47612.950775 + Penalty 1272.344252 = -46340.606523 nChanged 1 SP:Iteration 9Q (62.700785 sec): 3 clusters Score: Raw -47613.095361 + Penalty 1272.344252 = -46340.751110 nChanged 0 SP:Iteration 10F (62.701899 sec): 3 clusters Score: Raw -47613.095361 + Penalty 1272.344252 = -46340.751110 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 65 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.702531 sec): 2 clusters Score: Raw -2581.942442 + Penalty 209.020778 = -2372.921664 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.702819 sec): 3 clusters Score: Raw -2615.091650 + Penalty 482.934370 = -2132.157279 nChanged 9 SP:Iteration 1F (62.703093 sec): 3 clusters Score: Raw -2649.450957 + Penalty 506.598864 = -2142.852093 nChanged 1 SP:Iteration 2Q (62.703354 sec): 3 clusters Score: Raw -2658.408597 + Penalty 506.598864 = -2151.809733 nChanged 0 SP:Iteration 3F (62.703627 sec): 3 clusters Score: Raw -2658.408597 + Penalty 506.598864 = -2151.809733 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 72 (475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.705402 sec): 2 clusters Score: Raw -41374.887496 + Penalty 782.542898 = -40592.344598 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.706440 sec): 3 clusters Score: Raw -41187.470318 + Penalty 1562.535939 = -39624.934379 nChanged 122 SP:Iteration 1F (62.707467 sec): 3 clusters Score: Raw -41332.627231 + Penalty 1559.543633 = -39773.083599 nChanged 56 SP:Iteration 2F (62.708485 sec): 3 clusters Score: Raw -41439.145695 + Penalty 1556.425411 = -39882.720285 nChanged 36 SP:Iteration 3F (62.709503 sec): 3 clusters Score: Raw -41487.739463 + Penalty 1555.084592 = -39932.654870 nChanged 28 SP:Iteration 4F (62.710521 sec): 3 clusters Score: Raw -41538.407280 + Penalty 1557.744891 = -39980.662389 nChanged 13 SP:Iteration 5Q (62.711504 sec): 3 clusters Score: Raw -41558.051124 + Penalty 1559.585450 = -39998.465675 nChanged 7 SP:Iteration 6Q (62.712480 sec): 3 clusters Score: Raw -41570.320955 + Penalty 1560.911476 = -40009.409479 nChanged 8 SP:Iteration 7Q (62.713452 sec): 3 clusters Score: Raw -41584.841714 + Penalty 1561.627524 = -40023.214190 nChanged 4 SP:Iteration 8Q (62.714420 sec): 3 clusters Score: Raw -41587.846433 + Penalty 1561.545171 = -40026.301262 nChanged 1 SP:Iteration 9Q (62.715415 sec): 3 clusters Score: Raw -41590.825672 + Penalty 1561.288828 = -40029.536843 nChanged 2 SP:Iteration 10F (62.716431 sec): 3 clusters Score: Raw -41593.144769 + Penalty 1561.688882 = -40031.455887 nChanged 1 SP:Iteration 11Q (62.717394 sec): 3 clusters Score: Raw -41593.558668 + Penalty 1561.688882 = -40031.869786 nChanged 0 SP:Iteration 12F (62.718412 sec): 3 clusters Score: Raw -41593.558668 + Penalty 1561.688882 = -40031.869786 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 75 (326 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.719732 sec): 2 clusters Score: Raw -29934.809323 + Penalty 484.797671 = -29450.011652 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.720513 sec): 3 clusters Score: Raw -29777.114442 + Penalty 968.116833 = -28808.997609 nChanged 101 SP:Iteration 1F (62.721284 sec): 3 clusters Score: Raw -29886.005656 + Penalty 960.967283 = -28925.038373 nChanged 37 SP:Iteration 2F (62.722069 sec): 3 clusters Score: Raw -29921.896213 + Penalty 959.661053 = -28962.235160 nChanged 20 SP:Iteration 3F (62.722840 sec): 3 clusters Score: Raw -29933.631036 + Penalty 963.564918 = -28970.066118 nChanged 7 SP:Iteration 4Q (62.723605 sec): 3 clusters Score: Raw -29940.339273 + Penalty 964.103922 = -28976.235352 nChanged 4 SP:Iteration 5Q (62.724373 sec): 3 clusters Score: Raw -29940.790851 + Penalty 965.883110 = -28974.907741 nChanged 3 SP:Iteration 6F (62.725138 sec): 3 clusters Score: Raw -29942.163992 + Penalty 965.883110 = -28976.280882 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 88 (296 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.726392 sec): 2 clusters Score: Raw -24383.864872 + Penalty 361.626830 = -24022.238042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.727151 sec): 3 clusters Score: Raw -24258.007032 + Penalty 725.389063 = -23532.617969 nChanged 80 SP:Iteration 1F (62.727896 sec): 3 clusters Score: Raw -24324.254424 + Penalty 727.758875 = -23596.495549 nChanged 24 SP:Iteration 2F (62.728638 sec): 3 clusters Score: Raw -24340.563743 + Penalty 732.828824 = -23607.734919 nChanged 10 SP:Iteration 3Q (62.729373 sec): 3 clusters Score: Raw -24348.945511 + Penalty 734.165798 = -23614.779713 nChanged 5 SP:Iteration 4Q (62.730107 sec): 3 clusters Score: Raw -24352.669687 + Penalty 735.357778 = -23617.311909 nChanged 2 SP:Iteration 5Q (62.730841 sec): 3 clusters Score: Raw -24353.751920 + Penalty 740.658325 = -23613.093595 nChanged 6 SP:Iteration 6F (62.731616 sec): 3 clusters Score: Raw -24358.303060 + Penalty 744.836213 = -23613.466847 nChanged 5 SP:Iteration 7Q (62.732364 sec): 3 clusters Score: Raw -24361.320676 + Penalty 748.763468 = -23612.557208 nChanged 7 SP:Iteration 8F (62.733086 sec): 3 clusters Score: Raw -24366.026907 + Penalty 752.686406 = -23613.340501 nChanged 6 SP:Iteration 9Q (62.733794 sec): 3 clusters Score: Raw -24368.610448 + Penalty 755.264511 = -23613.345938 nChanged 3 SP:Iteration 10F (62.734510 sec): 3 clusters Score: Raw -24369.346189 + Penalty 758.355705 = -23610.990483 nChanged 3 SP:Iteration 11F (62.735225 sec): 3 clusters Score: Raw -24371.899089 + Penalty 768.402596 = -23603.496493 nChanged 8 SP:Iteration 12F (62.735939 sec): 3 clusters Score: Raw -24378.519778 + Penalty 772.062361 = -23606.457417 nChanged 4 SP:Iteration 13Q (62.736638 sec): 3 clusters Score: Raw -24379.940878 + Penalty 773.963354 = -23605.977524 nChanged 1 SP:Iteration 14F (62.737351 sec): 3 clusters Score: Raw -24380.624551 + Penalty 781.575762 = -23599.048789 nChanged 5 SP:Iteration 15F (62.738063 sec): 3 clusters Score: Raw -24382.795973 + Penalty 785.138041 = -23597.657933 nChanged 5 SP:Iteration 16F (62.738777 sec): 3 clusters Score: Raw -24385.524919 + Penalty 793.766052 = -23591.758867 nChanged 6 SP:Iteration 17F (62.739491 sec): 3 clusters Score: Raw -24389.644643 + Penalty 805.787307 = -23583.857337 nChanged 5 SP:Iteration 18F (62.740231 sec): 3 clusters Score: Raw -24394.767520 + Penalty 808.227642 = -23586.539878 nChanged 1 SP:Iteration 19Q (62.740917 sec): 3 clusters Score: Raw -24395.785469 + Penalty 809.424108 = -23586.361361 nChanged 1 SP:Iteration 20F (62.741636 sec): 3 clusters Score: Raw -24396.126199 + Penalty 806.029274 = -23590.096925 nChanged 1 SP:Iteration 21Q (62.742323 sec): 3 clusters Score: Raw -24396.771097 + Penalty 806.409015 = -23590.362083 nChanged 1 SP:Iteration 22Q (62.743014 sec): 3 clusters Score: Raw -24397.859576 + Penalty 806.409015 = -23591.450562 nChanged 0 SP:Iteration 23F (62.743731 sec): 3 clusters Score: Raw -24397.859576 + Penalty 806.409015 = -23591.450562 nChanged 0 Memory request: 0.00 GB would take us to total of 0.25 GB. Trying to split cluster 217 (439 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.745377 sec): 2 clusters Score: Raw -33821.147522 + Penalty 560.855201 = -33260.292321 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.746353 sec): 3 clusters Score: Raw -33683.853033 + Penalty 1126.348642 = -32557.504392 nChanged 127 SP:Iteration 1F (62.747312 sec): 3 clusters Score: Raw -33860.863186 + Penalty 1125.963132 = -32734.900055 nChanged 35 SP:Iteration 2F (62.748270 sec): 3 clusters Score: Raw -33910.713179 + Penalty 1123.996097 = -32786.717082 nChanged 18 SP:Iteration 3Q (62.749198 sec): 3 clusters Score: Raw -33928.877775 + Penalty 1121.352484 = -32807.525291 nChanged 10 SP:Iteration 4Q (62.750124 sec): 3 clusters Score: Raw -33941.947030 + Penalty 1113.995507 = -32827.951523 nChanged 13 SP:Iteration 5Q (62.751048 sec): 3 clusters Score: Raw -33955.560095 + Penalty 1112.855131 = -32842.704965 nChanged 5 SP:Iteration 6Q (62.751969 sec): 3 clusters Score: Raw -33957.847400 + Penalty 1112.007547 = -32845.839853 nChanged 1 SP:Iteration 7Q (62.752885 sec): 3 clusters Score: Raw -33958.851326 + Penalty 1111.173578 = -32847.677748 nChanged 1 SP:Iteration 8Q (62.753801 sec): 3 clusters Score: Raw -33959.976997 + Penalty 1110.205577 = -32849.771420 nChanged 1 SP:Iteration 9Q (62.754715 sec): 3 clusters Score: Raw -33960.184926 + Penalty 1110.205577 = -32849.979350 nChanged 0 SP:Iteration 10F (62.755702 sec): 3 clusters Score: Raw -33960.184926 + Penalty 1110.205577 = -32849.979350 nChanged 0 Time taken for this iteration:62.009727 seconds. 300->35 Clusters: Score -2125164.998364, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 183 (time per iteration =343.102055 ms) Total iterations: 2899 (time per iteration =21.658391 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 4383013750.000000 (time per metric unit =14.325229ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 109575343750.000000 (time per metric unit=573.009163ps) That took 62.787676 seconds.