warning: commands will be executed using /bin/sh job 3362 at Tue Apr 7 00:17:00 2015 FileBase /isis1/Yuta/YutaData/YutaMouse32-150320/YutaMouse32-150320 ElecNo 3 UseFeatures 11111111111111111111111111111100000 DropLastNFeatures 0 UseDistributional 0 MaskStarts 500 MinClusters 20 MaxClusters 21 MaxPossibleClusters 200 nStarts 1 StartCluFile SplitEvery 40 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 3 FullStepEvery 20 MaxIter 10000 RandomSeed 1 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 SaveTempCluEveryIter 0 Screen 1 PriorPoint 1 SaveSorted 0 SaveCovarianceMeans 0 UseMaskedInitialConditions 0 AssignToFirstClosestMask 0 RamLimitGB -1.000000 AlwaysSplitBimodal 1 PointsForClusterMask 10.000000 MinMaskOverlap 0.000000 help 0 WARNING: You have chosen not to set a RAM limit, this may cause problems. This run is expected to use between 10.90 and 16.35 GB of RAM. Memory request: 5.45 GB would take us to total of 5.45 GB. ---------------------------------------------------------- Loaded 2924956 data points of dimension 30. MEMO: A lower score indicates a better clustering Starting from 20 clusters... Memory request: 1.82 GB would take us to total of 7.27 GB. ------ Running on subset of 974985 points ------ SP: Assigned 20 initial classes randomly. Deleting Class 9 (16960 points): Lose 701.552810 but Gain 3419.963987 Iteration 0F (87.180000 sec): 19 clusters Score: Raw -131623874.582559 + Penalty 61559.351758 = -131562315.230801 nChanged 919599 Iteration 1F (112.270000 sec): 19 clusters Score: Raw -136495692.509977 + Penalty 61559.351758 = -136434133.158218 nChanged 401233 Iteration 2F (178.040000 sec): 19 clusters Score: Raw -137698168.042761 + Penalty 61559.351758 = -137636608.691002 nChanged 275306 Iteration 3F (202.580000 sec): 19 clusters Score: Raw -138151876.435956 + Penalty 61559.351758 = -138090317.084197 nChanged 194660 Iteration 4F (227.110000 sec): 19 clusters Score: Raw -138542716.276082 + Penalty 61559.351758 = -138481156.924323 nChanged 145010 Iteration 5F (251.670000 sec): 19 clusters Score: Raw -138735356.791058 + Penalty 61559.351758 = -138673797.439299 nChanged 112176 Iteration 6F (275.910000 sec): 19 clusters Score: Raw -138834699.145496 + Penalty 61559.351758 = -138773139.793738 nChanged 91369 Iteration 7F (299.950000 sec): 19 clusters Score: Raw -138903101.999863 + Penalty 61559.351758 = -138841542.648104 nChanged 73187 Iteration 8F (326.710000 sec): 19 clusters Score: Raw -138953514.037815 + Penalty 61559.351758 = -138891954.686056 nChanged 59332 Iteration 9F (351.060000 sec): 19 clusters Score: Raw -138992295.956895 + Penalty 61559.351758 = -138930736.605137 nChanged 50028 Iteration 10F (375.290000 sec): 19 clusters Score: Raw -139023850.277621 + Penalty 61559.351758 = -138962290.925863 nChanged 43751 Iteration 11Q (384.970000 sec): 19 clusters Score: Raw -139048905.574428 + Penalty 61559.351758 = -138987346.222670 nChanged 38375 Iteration 12Q (394.400000 sec): 19 clusters Score: Raw -139069030.803688 + Penalty 61559.351758 = -139007471.451930 nChanged 34345 Iteration 13Q (404.180000 sec): 19 clusters Score: Raw -139086840.619271 + Penalty 61559.351758 = -139025281.267513 nChanged 30526 Iteration 14Q (413.280000 sec): 19 clusters Score: Raw -139100274.051235 + Penalty 61559.351758 = -139038714.699476 nChanged 26208 Iteration 15Q (421.940000 sec): 19 clusters Score: Raw -139109478.973020 + Penalty 61559.351758 = -139047919.621262 nChanged 22638 Iteration 16Q (430.580000 sec): 19 clusters Score: Raw -139116615.187996 + Penalty 61559.351758 = -139055055.836238 nChanged 19876 Iteration 17Q (440.320000 sec): 19 clusters Score: Raw -139122676.560673 + Penalty 61559.351758 = -139061117.208915 nChanged 17793 Iteration 18Q (449.230000 sec): 19 clusters Score: Raw -139128141.486890 + Penalty 61559.351758 = -139066582.135132 nChanged 15963 Iteration 19Q (460.200000 sec): 19 clusters Score: Raw -139133091.035364 + Penalty 61559.351758 = -139071531.683606 nChanged 14319 Writing temp clu file Because OldScore, -139066582.135132, is greater than current (better) Score,-139071531.683606 Compute initial score before splitting: Score: Raw -139133091.035364 + Penalty 61559.351758 = -139071531.683606 Memory request: 0.06 GB would take us to total of 7.33 GB. Trying to split cluster 1 (31205 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (460.480000 sec): 2 clusters Score: Raw -4632482.807897 + Penalty 2566.386737 = -4629916.421160 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (460.600000 sec): 3 clusters Score: Raw -4613813.158890 + Penalty 5132.773474 = -4608680.385416 nChanged 13980 SP:Iteration 1F (460.720000 sec): 3 clusters Score: Raw -4621196.867944 + Penalty 5132.773474 = -4616064.094470 nChanged 1356 SP:Iteration 2Q (460.920000 sec): 3 clusters Score: Raw -4621595.123506 + Penalty 5132.773474 = -4616462.350031 nChanged 1250 SP:Iteration 3Q (461.060000 sec): 3 clusters Score: Raw -4621945.735474 + Penalty 5132.773474 = -4616812.961999 nChanged 1102 SP:Iteration 4Q (461.200000 sec): 3 clusters Score: Raw -4622211.402513 + Penalty 5132.773474 = -4617078.629039 nChanged 892 SP:Iteration 5Q (461.360000 sec): 3 clusters Score: Raw -4622392.511534 + Penalty 5132.773474 = -4617259.738060 nChanged 723 SP:Iteration 6Q (461.720000 sec): 3 clusters Score: Raw -4622545.975227 + Penalty 5132.773474 = -4617413.201753 nChanged 674 SP:Iteration 7Q (461.870000 sec): 3 clusters Score: Raw -4622694.262940 + Penalty 5132.773474 = -4617561.489466 nChanged 688 SP:Iteration 8Q (462.000000 sec): 3 clusters Score: Raw -4622850.684276 + Penalty 5132.773474 = -4617717.910801 nChanged 705 SP:Iteration 9Q (462.280000 sec): 3 clusters Score: Raw -4623026.859657 + Penalty 5132.773474 = -4617894.086182 nChanged 770 SP:Iteration 10Q (462.490000 sec): 3 clusters Score: Raw -4623250.808870 + Penalty 5132.773474 = -4618118.035396 nChanged 855 SP:Iteration 11Q (462.600000 sec): 3 clusters Score: Raw -4623534.918952 + Penalty 5132.773474 = -4618402.145478 nChanged 971 SP:Iteration 12Q (462.720000 sec): 3 clusters Score: Raw -4623926.471037 + Penalty 5132.773474 = -4618793.697563 nChanged 1128 SP:Iteration 13Q (462.990000 sec): 3 clusters Score: Raw -4624483.892072 + Penalty 5132.773474 = -4619351.118598 nChanged 1332 SP:Iteration 14Q (463.480000 sec): 3 clusters Score: Raw -4625277.243200 + Penalty 5132.773474 = -4620144.469726 nChanged 1504 SP:Iteration 15Q (463.640000 sec): 3 clusters Score: Raw -4626336.920776 + Penalty 5132.773474 = -4621204.147302 nChanged 1617 SP:Iteration 16F (463.770000 sec): 3 clusters Score: Raw -4627386.224140 + Penalty 5132.773474 = -4622253.450666 nChanged 1306 SP:Iteration 17Q (463.890000 sec): 3 clusters Score: Raw -4627994.485176 + Penalty 5132.773474 = -4622861.711702 nChanged 876 SP:Iteration 18Q (464.020000 sec): 3 clusters Score: Raw -4628249.704833 + Penalty 5132.773474 = -4623116.931359 nChanged 508 SP:Iteration 19Q (464.140000 sec): 3 clusters Score: Raw -4628359.144078 + Penalty 5132.773474 = -4623226.370604 nChanged 329 SP:Iteration 20F (464.270000 sec): 3 clusters Score: Raw -4628421.340660 + Penalty 5132.773474 = -4623288.567185 nChanged 256 SP:Iteration 21Q (464.390000 sec): 3 clusters Score: Raw -4628467.079288 + Penalty 5132.773474 = -4623334.305814 nChanged 208 SP:Iteration 22Q (464.510000 sec): 3 clusters Score: Raw -4628500.719388 + Penalty 5132.773474 = -4623367.945914 nChanged 168 SP:Iteration 23Q (464.620000 sec): 3 clusters Score: Raw -4628525.655785 + Penalty 5132.773474 = -4623392.882311 nChanged 157 SP:Iteration 24Q (464.740000 sec): 3 clusters Score: Raw -4628553.064164 + Penalty 5132.773474 = -4623420.290690 nChanged 185 SP:Iteration 25Q (464.860000 sec): 3 clusters Score: Raw -4628583.583215 + Penalty 5132.773474 = -4623450.809741 nChanged 161 SP:Iteration 26Q (464.980000 sec): 3 clusters Score: Raw -4628611.669790 + Penalty 5132.773474 = -4623478.896316 nChanged 167 SP:Iteration 27Q (465.100000 sec): 3 clusters Score: Raw -4628642.135066 + Penalty 5132.773474 = -4623509.361591 nChanged 171 SP:Iteration 28Q (465.210000 sec): 3 clusters Score: Raw -4628668.042913 + Penalty 5132.773474 = -4623535.269439 nChanged 141 SP:Iteration 29Q (465.330000 sec): 3 clusters Score: Raw -4628689.019951 + Penalty 5132.773474 = -4623556.246477 nChanged 151 SP:Iteration 30Q (465.450000 sec): 3 clusters Score: Raw -4628708.994079 + Penalty 5132.773474 = -4623576.220605 nChanged 135 SP:Iteration 31Q (465.560000 sec): 3 clusters Score: Raw -4628728.029796 + Penalty 5132.773474 = -4623595.256321 nChanged 124 SP:Iteration 32Q (465.680000 sec): 3 clusters Score: Raw -4628744.097847 + Penalty 5132.773474 = -4623611.324372 nChanged 108 SP:Iteration 33Q (465.800000 sec): 3 clusters Score: Raw -4628757.043084 + Penalty 5132.773474 = -4623624.269610 nChanged 105 SP:Iteration 34Q (465.920000 sec): 3 clusters Score: Raw -4628769.117535 + Penalty 5132.773474 = -4623636.344061 nChanged 96 SP:Iteration 35Q (466.040000 sec): 3 clusters Score: Raw -4628780.357536 + Penalty 5132.773474 = -4623647.584062 nChanged 100 SP:Iteration 36Q (466.150000 sec): 3 clusters Score: Raw -4628790.341715 + Penalty 5132.773474 = -4623657.568241 nChanged 93 SP:Iteration 37Q (466.260000 sec): 3 clusters Score: Raw -4628800.038315 + Penalty 5132.773474 = -4623667.264841 nChanged 83 SP:Iteration 38Q (466.380000 sec): 3 clusters Score: Raw -4628808.383910 + Penalty 5132.773474 = -4623675.610436 nChanged 84 SP:Iteration 39Q (466.500000 sec): 3 clusters Score: Raw -4628816.997052 + Penalty 5132.773474 = -4623684.223578 nChanged 86 SP:Iteration 40F (466.620000 sec): 3 clusters Score: Raw -4628827.030582 + Penalty 5132.773474 = -4623694.257108 nChanged 84 SP:Iteration 41Q (466.740000 sec): 3 clusters Score: Raw -4628836.110682 + Penalty 5132.773474 = -4623703.337208 nChanged 88 SP:Iteration 42Q (466.860000 sec): 3 clusters Score: Raw -4628846.851584 + Penalty 5132.773474 = -4623714.078109 nChanged 99 SP:Iteration 43Q (466.980000 sec): 3 clusters Score: Raw -4628857.855875 + Penalty 5132.773474 = -4623725.082401 nChanged 100 SP:Iteration 44Q (467.100000 sec): 3 clusters Score: Raw -4628869.977708 + Penalty 5132.773474 = -4623737.204234 nChanged 98 SP:Iteration 45Q (467.220000 sec): 3 clusters Score: Raw -4628881.727990 + Penalty 5132.773474 = -4623748.954515 nChanged 112 SP:Iteration 46Q (467.340000 sec): 3 clusters Score: Raw -4628895.751574 + Penalty 5132.773474 = -4623762.978100 nChanged 99 SP:Iteration 47Q (467.450000 sec): 3 clusters Score: Raw -4628908.533078 + Penalty 5132.773474 = -4623775.759604 nChanged 116 SP:Iteration 48Q (467.880000 sec): 3 clusters Score: Raw -4628923.392861 + Penalty 5132.773474 = -4623790.619386 nChanged 109 SP:Iteration 49Q (468.280000 sec): 3 clusters Score: Raw -4628939.855848 + Penalty 5132.773474 = -4623807.082374 nChanged 122 SP:Iteration 50Q (468.500000 sec): 3 clusters Score: Raw -4628958.127761 + Penalty 5132.773474 = -4623825.354287 nChanged 117 SP:Iteration 51Q (468.630000 sec): 3 clusters Score: Raw -4628975.015662 + Penalty 5132.773474 = -4623842.242188 nChanged 125 SP:Iteration 52Q (468.770000 sec): 3 clusters Score: Raw -4628994.095102 + Penalty 5132.773474 = -4623861.321627 nChanged 150 SP:Iteration 53Q (468.890000 sec): 3 clusters Score: Raw -4629017.566861 + Penalty 5132.773474 = -4623884.793387 nChanged 133 SP:Iteration 54Q (469.010000 sec): 3 clusters Score: Raw -4629037.664299 + Penalty 5132.773474 = -4623904.890825 nChanged 136 SP:Iteration 55Q (469.130000 sec): 3 clusters Score: Raw -4629057.792871 + Penalty 5132.773474 = -4623925.019397 nChanged 139 SP:Iteration 56Q (469.240000 sec): 3 clusters Score: Raw -4629077.833642 + Penalty 5132.773474 = -4623945.060168 nChanged 141 SP:Iteration 57Q (469.480000 sec): 3 clusters Score: Raw -4629099.096353 + Penalty 5132.773474 = -4623966.322879 nChanged 142 SP:Iteration 58Q (469.880000 sec): 3 clusters Score: Raw -4629120.958200 + Penalty 5132.773474 = -4623988.184725 nChanged 152 SP:Iteration 59Q (470.040000 sec): 3 clusters Score: Raw -4629143.469663 + Penalty 5132.773474 = -4624010.696189 nChanged 153 SP:Iteration 60F (470.270000 sec): 3 clusters Score: Raw -4629168.873167 + Penalty 5132.773474 = -4624036.099693 nChanged 164 SP:Iteration 61Q (470.780000 sec): 3 clusters Score: Raw -4629196.271604 + Penalty 5132.773474 = -4624063.498130 nChanged 168 SP:Iteration 62Q (471.160000 sec): 3 clusters Score: Raw -4629225.873728 + Penalty 5132.773474 = -4624093.100254 nChanged 174 SP:Iteration 63Q (471.270000 sec): 3 clusters Score: Raw -4629255.572608 + Penalty 5132.773474 = -4624122.799134 nChanged 182 SP:Iteration 64Q (471.540000 sec): 3 clusters Score: Raw -4629289.911826 + Penalty 5132.773474 = -4624157.138352 nChanged 190 SP:Iteration 65Q (471.910000 sec): 3 clusters Score: Raw -4629328.095392 + Penalty 5132.773474 = -4624195.321918 nChanged 204 SP:Iteration 66Q (472.020000 sec): 3 clusters Score: Raw -4629364.688963 + Penalty 5132.773474 = -4624231.915489 nChanged 203 SP:Iteration 67Q (472.130000 sec): 3 clusters Score: Raw -4629400.053832 + Penalty 5132.773474 = -4624267.280357 nChanged 214 SP:Iteration 68Q (472.240000 sec): 3 clusters Score: Raw -4629440.773411 + Penalty 5132.773474 = -4624307.999937 nChanged 195 SP:Iteration 69Q (472.340000 sec): 3 clusters Score: Raw -4629476.139369 + Penalty 5132.773474 = -4624343.365895 nChanged 189 SP:Iteration 70Q (472.450000 sec): 3 clusters Score: Raw -4629513.282495 + Penalty 5132.773474 = -4624380.509021 nChanged 207 SP:Iteration 71Q (472.560000 sec): 3 clusters Score: Raw -4629553.084097 + Penalty 5132.773474 = -4624420.310623 nChanged 208 SP:Iteration 72Q (472.660000 sec): 3 clusters Score: Raw -4629595.646327 + Penalty 5132.773474 = -4624462.872853 nChanged 210 SP:Iteration 73Q (472.770000 sec): 3 clusters Score: Raw -4629641.756752 + Penalty 5132.773474 = -4624508.983278 nChanged 221 SP:Iteration 74Q (472.870000 sec): 3 clusters Score: Raw -4629686.029102 + Penalty 5132.773474 = -4624553.255628 nChanged 203 SP:Iteration 75Q (472.970000 sec): 3 clusters Score: Raw -4629723.868120 + Penalty 5132.773474 = -4624591.094646 nChanged 209 SP:Iteration 76Q (473.070000 sec): 3 clusters Score: Raw -4629768.552197 + Penalty 5132.773474 = -4624635.778723 nChanged 224 SP:Iteration 77Q (473.180000 sec): 3 clusters Score: Raw -4629822.713770 + Penalty 5132.773474 = -4624689.940296 nChanged 247 SP:Iteration 78Q (473.280000 sec): 3 clusters Score: Raw -4629885.928507 + Penalty 5132.773474 = -4624753.155032 nChanged 268 SP:Iteration 79Q (473.380000 sec): 3 clusters Score: Raw -4629958.687679 + Penalty 5132.773474 = -4624825.914205 nChanged 300 SP:Iteration 80F (473.500000 sec): 3 clusters Score: Raw -4630043.941791 + Penalty 5132.773474 = -4624911.168316 nChanged 297 SP:Iteration 81Q (473.800000 sec): 3 clusters Score: Raw -4630131.333174 + Penalty 5132.773474 = -4624998.559700 nChanged 303 SP:Iteration 82Q (474.300000 sec): 3 clusters Score: Raw -4630215.517478 + Penalty 5132.773474 = -4625082.744004 nChanged 289 SP:Iteration 83Q (474.630000 sec): 3 clusters Score: Raw -4630303.705663 + Penalty 5132.773474 = -4625170.932189 nChanged 332 SP:Iteration 84Q (475.030000 sec): 3 clusters Score: Raw -4630420.702475 + Penalty 5132.773474 = -4625287.929001 nChanged 360 SP:Iteration 85Q (475.600000 sec): 3 clusters Score: Raw -4630550.732850 + Penalty 5132.773474 = -4625417.959376 nChanged 360 SP:Iteration 86Q (476.020000 sec): 3 clusters Score: Raw -4630686.571611 + Penalty 5132.773474 = -4625553.798136 nChanged 371 SP:Iteration 87Q (476.430000 sec): 3 clusters Score: Raw -4630836.616569 + Penalty 5132.773474 = -4625703.843095 nChanged 367 SP:Iteration 88Q (476.530000 sec): 3 clusters Score: Raw -4630989.804454 + Penalty 5132.773474 = -4625857.030980 nChanged 358 SP:Iteration 89Q (476.630000 sec): 3 clusters Score: Raw -4631131.686308 + Penalty 5132.773474 = -4625998.912834 nChanged 334 SP:Iteration 90Q (476.720000 sec): 3 clusters Score: Raw -4631270.383885 + Penalty 5132.773474 = -4626137.610411 nChanged 329 SP:Iteration 91Q (476.810000 sec): 3 clusters Score: Raw -4631414.522032 + Penalty 5132.773474 = -4626281.748558 nChanged 315 SP:Iteration 92Q (476.910000 sec): 3 clusters Score: Raw -4631560.849954 + Penalty 5132.773474 = -4626428.076480 nChanged 306 SP:Iteration 93Q (477.000000 sec): 3 clusters Score: Raw -4631713.249883 + Penalty 5132.773474 = -4626580.476409 nChanged 290 SP:Iteration 94Q (477.090000 sec): 3 clusters Score: Raw -4631873.853267 + Penalty 5132.773474 = -4626741.079793 nChanged 275 SP:Iteration 95Q (477.180000 sec): 3 clusters Score: Raw -4632033.339661 + Penalty 5132.773474 = -4626900.566187 nChanged 248 SP:Iteration 96Q (477.270000 sec): 3 clusters Score: Raw -4632179.502860 + Penalty 5132.773474 = -4627046.729386 nChanged 197 SP:Iteration 97Q (477.350000 sec): 3 clusters Score: Raw -4632284.825652 + Penalty 5132.773474 = -4627152.052177 nChanged 157 SP:Iteration 98Q (477.440000 sec): 3 clusters Score: Raw -4632370.535284 + Penalty 5132.773474 = -4627237.761810 nChanged 129 SP:Iteration 99Q (477.530000 sec): 3 clusters Score: Raw -4632451.669425 + Penalty 5132.773474 = -4627318.895951 nChanged 106 SP:Iteration 100F (477.650000 sec): 3 clusters Score: Raw -4632523.438495 + Penalty 5132.773474 = -4627390.665021 nChanged 108 SP:Iteration 101Q (477.740000 sec): 3 clusters Score: Raw -4632590.473726 + Penalty 5132.773474 = -4627457.700252 nChanged 74 SP:Iteration 102Q (477.820000 sec): 3 clusters Score: Raw -4632636.454779 + Penalty 5132.773474 = -4627503.681305 nChanged 51 SP:Iteration 103Q (477.910000 sec): 3 clusters Score: Raw -4632667.743165 + Penalty 5132.773474 = -4627534.969691 nChanged 52 SP:Iteration 104Q (477.990000 sec): 3 clusters Score: Raw -4632695.856776 + Penalty 5132.773474 = -4627563.083302 nChanged 40 SP:Iteration 105Q (478.080000 sec): 3 clusters Score: Raw -4632720.634641 + Penalty 5132.773474 = -4627587.861167 nChanged 38 SP:Iteration 106Q (478.160000 sec): 3 clusters Score: Raw -4632742.779538 + Penalty 5132.773474 = -4627610.006063 nChanged 32 SP:Iteration 107Q (478.250000 sec): 3 clusters Score: Raw -4632761.903482 + Penalty 5132.773474 = -4627629.130008 nChanged 22 SP:Iteration 108Q (478.340000 sec): 3 clusters Score: Raw -4632774.313390 + Penalty 5132.773474 = -4627641.539915 nChanged 15 SP:Iteration 109Q (478.420000 sec): 3 clusters Score: Raw -4632782.212303 + Penalty 5132.773474 = -4627649.438829 nChanged 11 SP:Iteration 110Q (478.510000 sec): 3 clusters Score: Raw -4632789.113508 + Penalty 5132.773474 = -4627656.340034 nChanged 12 SP:Iteration 111Q (478.590000 sec): 3 clusters Score: Raw -4632796.537866 + Penalty 5132.773474 = -4627663.764392 nChanged 15 SP:Iteration 112Q (478.670000 sec): 3 clusters Score: Raw -4632805.594668 + Penalty 5132.773474 = -4627672.821194 nChanged 10 SP:Iteration 113Q (478.750000 sec): 3 clusters Score: Raw -4632811.140666 + Penalty 5132.773474 = -4627678.367192 nChanged 13 SP:Iteration 114Q (478.840000 sec): 3 clusters Score: Raw -4632819.858547 + Penalty 5132.773474 = -4627687.085072 nChanged 10 SP:Iteration 115Q (478.930000 sec): 3 clusters Score: Raw -4632825.088629 + Penalty 5132.773474 = -4627692.315155 nChanged 5 SP:Iteration 116Q (479.010000 sec): 3 clusters Score: Raw -4632827.030042 + Penalty 5132.773474 = -4627694.256567 nChanged 2 SP:Iteration 117Q (479.090000 sec): 3 clusters Score: Raw -4632828.196099 + Penalty 5132.773474 = -4627695.422625 nChanged 1 SP:Iteration 118Q (479.180000 sec): 3 clusters Score: Raw -4632828.924947 + Penalty 5132.773474 = -4627696.151473 nChanged 1 SP:Iteration 119Q (479.260000 sec): 3 clusters Score: Raw -4632829.713691 + Penalty 5132.773474 = -4627696.940217 nChanged 1 SP:Iteration 120F (479.380000 sec): 3 clusters Score: Raw -4632830.497737 + Penalty 5132.773474 = -4627697.724263 nChanged 3 SP:Iteration 121Q (479.460000 sec): 3 clusters Score: Raw -4632832.581253 + Penalty 5132.773474 = -4627699.807778 nChanged 5 SP:Iteration 122Q (479.540000 sec): 3 clusters Score: Raw -4632835.453540 + Penalty 5132.773474 = -4627702.680065 nChanged 2 SP:Iteration 123Q (479.620000 sec): 3 clusters Score: Raw -4632836.923251 + Penalty 5132.773474 = -4627704.149777 nChanged 2 SP:Iteration 124Q (479.710000 sec): 3 clusters Score: Raw -4632837.854053 + Penalty 5132.773474 = -4627705.080579 nChanged 0 SP:Iteration 125F (479.820000 sec): 3 clusters Score: Raw -4632837.854053 + Penalty 5132.773474 = -4627705.080579 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 2 (13700 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (479.880000 sec): 2 clusters Score: Raw -1899167.314229 + Penalty 2362.237476 = -1896805.076754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (479.930000 sec): 3 clusters Score: Raw -1891518.969256 + Penalty 4724.474951 = -1886794.494305 nChanged 5916 SP:Iteration 1F (479.980000 sec): 3 clusters Score: Raw -1895273.566438 + Penalty 4724.474951 = -1890549.091486 nChanged 1230 SP:Iteration 2F (480.040000 sec): 3 clusters Score: Raw -1896715.586227 + Penalty 4724.474951 = -1891991.111275 nChanged 1434 SP:Iteration 3F (480.090000 sec): 3 clusters Score: Raw -1898683.697948 + Penalty 4724.474951 = -1893959.222996 nChanged 1481 SP:Iteration 4F (480.140000 sec): 3 clusters Score: Raw -1900581.460582 + Penalty 4724.474951 = -1895856.985631 nChanged 1114 SP:Iteration 5F (480.190000 sec): 3 clusters Score: Raw -1901612.541869 + Penalty 4724.474951 = -1896888.066917 nChanged 700 SP:Iteration 6F (480.230000 sec): 3 clusters Score: Raw -1902057.961192 + Penalty 4724.474951 = -1897333.486240 nChanged 434 SP:Iteration 7Q (480.280000 sec): 3 clusters Score: Raw -1902290.618675 + Penalty 4724.474951 = -1897566.143723 nChanged 300 SP:Iteration 8Q (480.320000 sec): 3 clusters Score: Raw -1902470.605940 + Penalty 4724.474951 = -1897746.130989 nChanged 231 SP:Iteration 9Q (480.450000 sec): 3 clusters Score: Raw -1902623.375321 + Penalty 4724.474951 = -1897898.900370 nChanged 214 SP:Iteration 10Q (480.680000 sec): 3 clusters Score: Raw -1902756.823004 + Penalty 4724.474951 = -1898032.348052 nChanged 198 SP:Iteration 11Q (480.890000 sec): 3 clusters Score: Raw -1902864.465746 + Penalty 4724.474951 = -1898139.990794 nChanged 164 SP:Iteration 12Q (481.060000 sec): 3 clusters Score: Raw -1902946.547773 + Penalty 4724.474951 = -1898222.072822 nChanged 133 SP:Iteration 13Q (481.210000 sec): 3 clusters Score: Raw -1902994.141780 + Penalty 4724.474951 = -1898269.666828 nChanged 104 SP:Iteration 14Q (481.320000 sec): 3 clusters Score: Raw -1903029.068333 + Penalty 4724.474951 = -1898304.593381 nChanged 102 SP:Iteration 15Q (481.530000 sec): 3 clusters Score: Raw -1903060.412824 + Penalty 4724.474951 = -1898335.937873 nChanged 86 SP:Iteration 16Q (481.620000 sec): 3 clusters Score: Raw -1903080.858054 + Penalty 4724.474951 = -1898356.383102 nChanged 73 SP:Iteration 17Q (481.670000 sec): 3 clusters Score: Raw -1903094.728508 + Penalty 4724.474951 = -1898370.253556 nChanged 58 SP:Iteration 18Q (481.720000 sec): 3 clusters Score: Raw -1903106.920972 + Penalty 4724.474951 = -1898382.446020 nChanged 47 SP:Iteration 19Q (481.770000 sec): 3 clusters Score: Raw -1903115.742883 + Penalty 4724.474951 = -1898391.267931 nChanged 30 SP:Iteration 20F (481.820000 sec): 3 clusters Score: Raw -1903121.117683 + Penalty 4724.474951 = -1898396.642732 nChanged 31 SP:Iteration 21Q (481.870000 sec): 3 clusters Score: Raw -1903126.608483 + Penalty 4724.474951 = -1898402.133532 nChanged 37 SP:Iteration 22Q (481.920000 sec): 3 clusters Score: Raw -1903131.522385 + Penalty 4724.474951 = -1898407.047433 nChanged 20 SP:Iteration 23Q (481.960000 sec): 3 clusters Score: Raw -1903134.076685 + Penalty 4724.474951 = -1898409.601733 nChanged 15 SP:Iteration 24Q (482.010000 sec): 3 clusters Score: Raw -1903135.656422 + Penalty 4724.474951 = -1898411.181470 nChanged 15 SP:Iteration 25Q (482.060000 sec): 3 clusters Score: Raw -1903137.470409 + Penalty 4724.474951 = -1898412.995458 nChanged 12 SP:Iteration 26Q (482.280000 sec): 3 clusters Score: Raw -1903139.029219 + Penalty 4724.474951 = -1898414.554268 nChanged 13 SP:Iteration 27Q (482.350000 sec): 3 clusters Score: Raw -1903140.540398 + Penalty 4724.474951 = -1898416.065447 nChanged 12 SP:Iteration 28Q (482.560000 sec): 3 clusters Score: Raw -1903141.852919 + Penalty 4724.474951 = -1898417.377968 nChanged 13 SP:Iteration 29Q (482.730000 sec): 3 clusters Score: Raw -1903143.383675 + Penalty 4724.474951 = -1898418.908724 nChanged 11 SP:Iteration 30Q (482.790000 sec): 3 clusters Score: Raw -1903144.600033 + Penalty 4724.474951 = -1898420.125082 nChanged 12 SP:Iteration 31Q (482.950000 sec): 3 clusters Score: Raw -1903145.844682 + Penalty 4724.474951 = -1898421.369731 nChanged 8 SP:Iteration 32Q (483.090000 sec): 3 clusters Score: Raw -1903146.731480 + Penalty 4724.474951 = -1898422.256529 nChanged 7 SP:Iteration 33Q (483.270000 sec): 3 clusters Score: Raw -1903147.650221 + Penalty 4724.474951 = -1898423.175270 nChanged 8 SP:Iteration 34Q (483.420000 sec): 3 clusters Score: Raw -1903148.640709 + Penalty 4724.474951 = -1898424.165757 nChanged 7 SP:Iteration 35Q (483.610000 sec): 3 clusters Score: Raw -1903149.412303 + Penalty 4724.474951 = -1898424.937352 nChanged 7 SP:Iteration 36Q (483.770000 sec): 3 clusters Score: Raw -1903150.147157 + Penalty 4724.474951 = -1898425.672205 nChanged 4 SP:Iteration 37Q (483.900000 sec): 3 clusters Score: Raw -1903150.508913 + Penalty 4724.474951 = -1898426.033962 nChanged 7 SP:Iteration 38Q (484.050000 sec): 3 clusters Score: Raw -1903151.110926 + Penalty 4724.474951 = -1898426.635974 nChanged 4 SP:Iteration 39Q (484.230000 sec): 3 clusters Score: Raw -1903151.410912 + Penalty 4724.474951 = -1898426.935960 nChanged 2 SP:Iteration 40F (484.480000 sec): 3 clusters Score: Raw -1903151.516471 + Penalty 4724.474951 = -1898427.041519 nChanged 2 SP:Iteration 41Q (484.620000 sec): 3 clusters Score: Raw -1903151.675105 + Penalty 4724.474951 = -1898427.200154 nChanged 1 SP:Iteration 42Q (484.670000 sec): 3 clusters Score: Raw -1903151.717286 + Penalty 4724.474951 = -1898427.242335 nChanged 1 SP:Iteration 43Q (484.820000 sec): 3 clusters Score: Raw -1903151.901048 + Penalty 4724.474951 = -1898427.426096 nChanged 1 SP:Iteration 44Q (484.900000 sec): 3 clusters Score: Raw -1903151.955644 + Penalty 4724.474951 = -1898427.480692 nChanged 0 SP:Iteration 45F (484.950000 sec): 3 clusters Score: Raw -1903151.955644 + Penalty 4724.474951 = -1898427.480692 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 9. Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 3 (2748 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (484.970000 sec): 2 clusters Score: Raw -370656.383552 + Penalty 1963.819906 = -368692.563646 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (484.980000 sec): 3 clusters Score: Raw -369846.533479 + Penalty 3927.639812 = -365918.893667 nChanged 958 SP:Iteration 1F (484.990000 sec): 3 clusters Score: Raw -371074.598922 + Penalty 3927.639812 = -367146.959110 nChanged 334 SP:Iteration 2F (485.000000 sec): 3 clusters Score: Raw -371575.000499 + Penalty 3927.639812 = -367647.360687 nChanged 225 SP:Iteration 3F (485.010000 sec): 3 clusters Score: Raw -371884.438641 + Penalty 3927.639812 = -367956.798829 nChanged 150 SP:Iteration 4F (485.020000 sec): 3 clusters Score: Raw -372072.683689 + Penalty 3927.639812 = -368145.043876 nChanged 121 SP:Iteration 5Q (485.030000 sec): 3 clusters Score: Raw -372250.581648 + Penalty 3927.639812 = -368322.941836 nChanged 106 SP:Iteration 6Q (485.040000 sec): 3 clusters Score: Raw -372373.301443 + Penalty 3927.639812 = -368445.661631 nChanged 70 SP:Iteration 7Q (485.050000 sec): 3 clusters Score: Raw -372454.395206 + Penalty 3927.639812 = -368526.755394 nChanged 60 SP:Iteration 8Q (485.060000 sec): 3 clusters Score: Raw -372536.658623 + Penalty 3927.639812 = -368609.018810 nChanged 63 SP:Iteration 9Q (485.070000 sec): 3 clusters Score: Raw -372652.476374 + Penalty 3927.639812 = -368724.836562 nChanged 65 SP:Iteration 10Q (485.080000 sec): 3 clusters Score: Raw -372795.427912 + Penalty 3927.639812 = -368867.788100 nChanged 46 SP:Iteration 11Q (485.090000 sec): 3 clusters Score: Raw -372940.386960 + Penalty 3927.639812 = -369012.747148 nChanged 22 SP:Iteration 12Q (485.100000 sec): 3 clusters Score: Raw -373066.451996 + Penalty 3927.639812 = -369138.812184 nChanged 23 SP:Iteration 13Q (485.100000 sec): 3 clusters Score: Raw -373109.518620 + Penalty 3927.639812 = -369181.878808 nChanged 16 SP:Iteration 14Q (485.120000 sec): 3 clusters Score: Raw -373123.288432 + Penalty 3927.639812 = -369195.648620 nChanged 9 SP:Iteration 15Q (485.120000 sec): 3 clusters Score: Raw -373129.786210 + Penalty 3927.639812 = -369202.146397 nChanged 4 SP:Iteration 16Q (485.130000 sec): 3 clusters Score: Raw -373131.228311 + Penalty 3927.639812 = -369203.588499 nChanged 2 SP:Iteration 17Q (485.140000 sec): 3 clusters Score: Raw -373132.458739 + Penalty 3927.639812 = -369204.818927 nChanged 2 SP:Iteration 18Q (485.150000 sec): 3 clusters Score: Raw -373133.682251 + Penalty 3927.639812 = -369206.042439 nChanged 1 SP:Iteration 19Q (485.160000 sec): 3 clusters Score: Raw -373133.862297 + Penalty 3927.639812 = -369206.222485 nChanged 1 SP:Iteration 20F (485.160000 sec): 3 clusters Score: Raw -373134.467730 + Penalty 3927.639812 = -369206.827918 nChanged 2 SP:Iteration 21Q (485.170000 sec): 3 clusters Score: Raw -373135.574109 + Penalty 3927.639812 = -369207.934297 nChanged 1 SP:Iteration 22Q (485.180000 sec): 3 clusters Score: Raw -373135.739478 + Penalty 3927.639812 = -369208.099666 nChanged 1 SP:Iteration 23Q (485.190000 sec): 3 clusters Score: Raw -373136.147492 + Penalty 3927.639812 = -369208.507680 nChanged 2 SP:Iteration 24Q (485.200000 sec): 3 clusters Score: Raw -373137.773935 + Penalty 3927.639812 = -369210.134123 nChanged 0 SP:Iteration 25F (485.210000 sec): 3 clusters Score: Raw -373137.773935 + Penalty 3927.639812 = -369210.134123 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 20. Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 4 (23103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (485.290000 sec): 2 clusters Score: Raw -3366074.152667 + Penalty 2491.834004 = -3363582.318663 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (485.380000 sec): 3 clusters Score: Raw -3352507.876818 + Penalty 4983.668008 = -3347524.208810 nChanged 10336 SP:Iteration 1F (485.460000 sec): 3 clusters Score: Raw -3358407.154179 + Penalty 4983.668008 = -3353423.486170 nChanged 1485 SP:Iteration 2F (485.550000 sec): 3 clusters Score: Raw -3359480.103020 + Penalty 4983.668008 = -3354496.435012 nChanged 1673 SP:Iteration 3F (485.640000 sec): 3 clusters Score: Raw -3360885.946717 + Penalty 4983.668008 = -3355902.278709 nChanged 1795 SP:Iteration 4F (485.720000 sec): 3 clusters Score: Raw -3362275.133206 + Penalty 4983.668008 = -3357291.465198 nChanged 1732 SP:Iteration 5F (485.800000 sec): 3 clusters Score: Raw -3363457.339041 + Penalty 4983.668008 = -3358473.671033 nChanged 1404 SP:Iteration 6F (485.890000 sec): 3 clusters Score: Raw -3364323.548875 + Penalty 4983.668008 = -3359339.880867 nChanged 1114 SP:Iteration 7Q (485.980000 sec): 3 clusters Score: Raw -3364975.507028 + Penalty 4983.668008 = -3359991.839020 nChanged 868 SP:Iteration 8Q (486.080000 sec): 3 clusters Score: Raw -3365436.299929 + Penalty 4983.668008 = -3360452.631921 nChanged 655 SP:Iteration 9Q (486.170000 sec): 3 clusters Score: Raw -3365747.621509 + Penalty 4983.668008 = -3360763.953501 nChanged 524 SP:Iteration 10Q (486.260000 sec): 3 clusters Score: Raw -3365996.500617 + Penalty 4983.668008 = -3361012.832609 nChanged 456 SP:Iteration 11Q (486.350000 sec): 3 clusters Score: Raw -3366243.061114 + Penalty 4983.668008 = -3361259.393106 nChanged 423 SP:Iteration 12Q (486.460000 sec): 3 clusters Score: Raw -3366494.477036 + Penalty 4983.668008 = -3361510.809028 nChanged 376 SP:Iteration 13Q (486.550000 sec): 3 clusters Score: Raw -3366739.664165 + Penalty 4983.668008 = -3361755.996157 nChanged 329 SP:Iteration 14Q (486.640000 sec): 3 clusters Score: Raw -3366994.962647 + Penalty 4983.668008 = -3362011.294639 nChanged 307 SP:Iteration 15Q (486.720000 sec): 3 clusters Score: Raw -3367298.149542 + Penalty 4983.668008 = -3362314.481534 nChanged 246 SP:Iteration 16Q (486.800000 sec): 3 clusters Score: Raw -3367567.814290 + Penalty 4983.668008 = -3362584.146282 nChanged 223 SP:Iteration 17Q (486.880000 sec): 3 clusters Score: Raw -3367756.280195 + Penalty 4983.668008 = -3362772.612187 nChanged 187 SP:Iteration 18Q (486.960000 sec): 3 clusters Score: Raw -3367881.286837 + Penalty 4983.668008 = -3362897.618829 nChanged 172 SP:Iteration 19Q (487.040000 sec): 3 clusters Score: Raw -3368008.486744 + Penalty 4983.668008 = -3363024.818736 nChanged 160 SP:Iteration 20F (487.130000 sec): 3 clusters Score: Raw -3368145.759006 + Penalty 4983.668008 = -3363162.090998 nChanged 139 SP:Iteration 21Q (487.200000 sec): 3 clusters Score: Raw -3368250.590036 + Penalty 4983.668008 = -3363266.922028 nChanged 95 SP:Iteration 22Q (487.280000 sec): 3 clusters Score: Raw -3368301.765182 + Penalty 4983.668008 = -3363318.097174 nChanged 71 SP:Iteration 23Q (487.350000 sec): 3 clusters Score: Raw -3368331.135208 + Penalty 4983.668008 = -3363347.467200 nChanged 52 SP:Iteration 24Q (487.420000 sec): 3 clusters Score: Raw -3368353.200113 + Penalty 4983.668008 = -3363369.532105 nChanged 39 SP:Iteration 25Q (487.490000 sec): 3 clusters Score: Raw -3368365.204203 + Penalty 4983.668008 = -3363381.536195 nChanged 30 SP:Iteration 26Q (487.560000 sec): 3 clusters Score: Raw -3368373.365654 + Penalty 4983.668008 = -3363389.697646 nChanged 22 SP:Iteration 27Q (487.630000 sec): 3 clusters Score: Raw -3368378.234943 + Penalty 4983.668008 = -3363394.566935 nChanged 11 SP:Iteration 28Q (487.700000 sec): 3 clusters Score: Raw -3368381.009357 + Penalty 4983.668008 = -3363397.341349 nChanged 11 SP:Iteration 29Q (487.760000 sec): 3 clusters Score: Raw -3368383.415909 + Penalty 4983.668008 = -3363399.747901 nChanged 9 SP:Iteration 30Q (487.830000 sec): 3 clusters Score: Raw -3368384.886383 + Penalty 4983.668008 = -3363401.218375 nChanged 6 SP:Iteration 31Q (487.900000 sec): 3 clusters Score: Raw -3368386.565931 + Penalty 4983.668008 = -3363402.897923 nChanged 6 SP:Iteration 32Q (487.960000 sec): 3 clusters Score: Raw -3368387.596512 + Penalty 4983.668008 = -3363403.928503 nChanged 2 SP:Iteration 33Q (488.030000 sec): 3 clusters Score: Raw -3368387.917995 + Penalty 4983.668008 = -3363404.249987 nChanged 0 SP:Iteration 34F (488.120000 sec): 3 clusters Score: Raw -3368387.917995 + Penalty 4983.668008 = -3363404.249987 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 5 (368089 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (490.080000 sec): 2 clusters Score: Raw -53917584.128062 + Penalty 3178.387849 = -53914405.740213 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (491.510000 sec): 3 clusters Score: Raw -53672735.062747 + Penalty 6356.775698 = -53666378.287049 nChanged 178971 SP:Iteration 1F (492.920000 sec): 3 clusters Score: Raw -53778915.643328 + Penalty 6356.775698 = -53772558.867630 nChanged 9756 SP:Iteration 2Q (494.350000 sec): 3 clusters Score: Raw -53780903.040432 + Penalty 6356.775698 = -53774546.264735 nChanged 11586 SP:Iteration 3Q (495.790000 sec): 3 clusters Score: Raw -53784029.824109 + Penalty 6356.775698 = -53777673.048412 nChanged 15058 SP:Iteration 4Q (497.220000 sec): 3 clusters Score: Raw -53789553.217663 + Penalty 6356.775698 = -53783196.441966 nChanged 19676 SP:Iteration 5F (498.620000 sec): 3 clusters Score: Raw -53799143.529269 + Penalty 6356.775698 = -53792786.753571 nChanged 25204 SP:Iteration 6F (500.010000 sec): 3 clusters Score: Raw -53815007.964577 + Penalty 6356.775698 = -53808651.188880 nChanged 29439 SP:Iteration 7F (501.390000 sec): 3 clusters Score: Raw -53837904.734019 + Penalty 6356.775698 = -53831547.958321 nChanged 30389 SP:Iteration 8F (502.790000 sec): 3 clusters Score: Raw -53865056.025701 + Penalty 6356.775698 = -53858699.250004 nChanged 25953 SP:Iteration 9F (504.170000 sec): 3 clusters Score: Raw -53890009.275070 + Penalty 6356.775698 = -53883652.499372 nChanged 17244 SP:Iteration 10Q (505.620000 sec): 3 clusters Score: Raw -53906495.843913 + Penalty 6356.775698 = -53900139.068215 nChanged 8208 SP:Iteration 11Q (506.950000 sec): 3 clusters Score: Raw -53913914.480083 + Penalty 6356.775698 = -53907557.704385 nChanged 3049 SP:Iteration 12Q (508.090000 sec): 3 clusters Score: Raw -53916554.990708 + Penalty 6356.775698 = -53910198.215010 nChanged 912 SP:Iteration 13Q (509.150000 sec): 3 clusters Score: Raw -53917397.425796 + Penalty 6356.775698 = -53911040.650098 nChanged 243 SP:Iteration 14Q (510.140000 sec): 3 clusters Score: Raw -53917680.908652 + Penalty 6356.775698 = -53911324.132954 nChanged 70 SP:Iteration 15Q (511.120000 sec): 3 clusters Score: Raw -53917768.517625 + Penalty 6356.775698 = -53911411.741928 nChanged 28 SP:Iteration 16Q (512.190000 sec): 3 clusters Score: Raw -53917811.889890 + Penalty 6356.775698 = -53911455.114192 nChanged 20 SP:Iteration 17Q (513.180000 sec): 3 clusters Score: Raw -53917844.291820 + Penalty 6356.775698 = -53911487.516122 nChanged 19 SP:Iteration 18Q (514.380000 sec): 3 clusters Score: Raw -53917872.919469 + Penalty 6356.775698 = -53911516.143772 nChanged 14 SP:Iteration 19Q (515.760000 sec): 3 clusters Score: Raw -53917895.003710 + Penalty 6356.775698 = -53911538.228012 nChanged 6 SP:Iteration 20F (517.160000 sec): 3 clusters Score: Raw -53917904.702384 + Penalty 6356.775698 = -53911547.926687 nChanged 5 SP:Iteration 21Q (518.130000 sec): 3 clusters Score: Raw -53917915.368353 + Penalty 6356.775698 = -53911558.592656 nChanged 4 SP:Iteration 22Q (519.100000 sec): 3 clusters Score: Raw -53917919.774959 + Penalty 6356.775698 = -53911562.999261 nChanged 1 SP:Iteration 23Q (520.060000 sec): 3 clusters Score: Raw -53917921.489612 + Penalty 6356.775698 = -53911564.713914 nChanged 1 SP:Iteration 24Q (521.030000 sec): 3 clusters Score: Raw -53917922.279909 + Penalty 6356.775698 = -53911565.504212 nChanged 0 SP:Iteration 25F (522.400000 sec): 3 clusters Score: Raw -53917922.279909 + Penalty 6356.775698 = -53911565.504212 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 6 (83189 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (522.810000 sec): 2 clusters Score: Raw -12296325.400549 + Penalty 2809.559861 = -12293515.840688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (523.150000 sec): 3 clusters Score: Raw -12243429.574570 + Penalty 5619.119722 = -12237810.454849 nChanged 39348 SP:Iteration 1F (523.500000 sec): 3 clusters Score: Raw -12266396.408211 + Penalty 5619.119722 = -12260777.288490 nChanged 4123 SP:Iteration 2Q (523.840000 sec): 3 clusters Score: Raw -12268728.801270 + Penalty 5619.119722 = -12263109.681548 nChanged 5113 SP:Iteration 3F (524.160000 sec): 3 clusters Score: Raw -12272639.514423 + Penalty 5619.119722 = -12267020.394701 nChanged 6092 SP:Iteration 4F (524.480000 sec): 3 clusters Score: Raw -12277717.617783 + Penalty 5619.119722 = -12272098.498062 nChanged 6586 SP:Iteration 5F (524.810000 sec): 3 clusters Score: Raw -12283033.696825 + Penalty 5619.119722 = -12277414.577103 nChanged 6250 SP:Iteration 6F (525.130000 sec): 3 clusters Score: Raw -12288173.594875 + Penalty 5619.119722 = -12282554.475153 nChanged 5878 SP:Iteration 7F (525.460000 sec): 3 clusters Score: Raw -12294191.648947 + Penalty 5619.119722 = -12288572.529225 nChanged 5072 SP:Iteration 8F (525.790000 sec): 3 clusters Score: Raw -12300212.948821 + Penalty 5619.119722 = -12294593.829099 nChanged 3389 SP:Iteration 9Q (526.110000 sec): 3 clusters Score: Raw -12302965.203943 + Penalty 5619.119722 = -12297346.084221 nChanged 2032 SP:Iteration 10Q (526.410000 sec): 3 clusters Score: Raw -12303843.732202 + Penalty 5619.119722 = -12298224.612480 nChanged 1243 SP:Iteration 11Q (526.710000 sec): 3 clusters Score: Raw -12304245.334633 + Penalty 5619.119722 = -12298626.214911 nChanged 849 SP:Iteration 12Q (527.010000 sec): 3 clusters Score: Raw -12304468.932542 + Penalty 5619.119722 = -12298849.812821 nChanged 644 SP:Iteration 13Q (527.310000 sec): 3 clusters Score: Raw -12304608.533646 + Penalty 5619.119722 = -12298989.413925 nChanged 521 SP:Iteration 14Q (527.650000 sec): 3 clusters Score: Raw -12304699.379580 + Penalty 5619.119722 = -12299080.259858 nChanged 418 SP:Iteration 15Q (527.930000 sec): 3 clusters Score: Raw -12304758.526123 + Penalty 5619.119722 = -12299139.406401 nChanged 326 SP:Iteration 16Q (528.220000 sec): 3 clusters Score: Raw -12304797.620249 + Penalty 5619.119722 = -12299178.500528 nChanged 269 SP:Iteration 17Q (528.520000 sec): 3 clusters Score: Raw -12304826.103513 + Penalty 5619.119722 = -12299206.983792 nChanged 230 SP:Iteration 18Q (528.810000 sec): 3 clusters Score: Raw -12304846.960190 + Penalty 5619.119722 = -12299227.840469 nChanged 195 SP:Iteration 19Q (529.100000 sec): 3 clusters Score: Raw -12304863.592275 + Penalty 5619.119722 = -12299244.472553 nChanged 170 SP:Iteration 20F (529.410000 sec): 3 clusters Score: Raw -12304876.831563 + Penalty 5619.119722 = -12299257.711841 nChanged 150 SP:Iteration 21Q (529.710000 sec): 3 clusters Score: Raw -12304887.392999 + Penalty 5619.119722 = -12299268.273278 nChanged 115 SP:Iteration 22Q (530.000000 sec): 3 clusters Score: Raw -12304894.050416 + Penalty 5619.119722 = -12299274.930694 nChanged 94 SP:Iteration 23Q (530.310000 sec): 3 clusters Score: Raw -12304898.964304 + Penalty 5619.119722 = -12299279.844582 nChanged 86 SP:Iteration 24Q (530.620000 sec): 3 clusters Score: Raw -12304903.514432 + Penalty 5619.119722 = -12299284.394711 nChanged 84 SP:Iteration 25Q (530.900000 sec): 3 clusters Score: Raw -12304908.416139 + Penalty 5619.119722 = -12299289.296418 nChanged 77 SP:Iteration 26Q (531.180000 sec): 3 clusters Score: Raw -12304912.374972 + Penalty 5619.119722 = -12299293.255250 nChanged 67 SP:Iteration 27Q (531.500000 sec): 3 clusters Score: Raw -12304915.108430 + Penalty 5619.119722 = -12299295.988708 nChanged 64 SP:Iteration 28Q (531.810000 sec): 3 clusters Score: Raw -12304917.732778 + Penalty 5619.119722 = -12299298.613056 nChanged 57 SP:Iteration 29Q (532.090000 sec): 3 clusters Score: Raw -12304920.330798 + Penalty 5619.119722 = -12299301.211076 nChanged 59 SP:Iteration 30Q (532.380000 sec): 3 clusters Score: Raw -12304922.529527 + Penalty 5619.119722 = -12299303.409805 nChanged 45 SP:Iteration 31Q (532.660000 sec): 3 clusters Score: Raw -12304924.155512 + Penalty 5619.119722 = -12299305.035790 nChanged 44 SP:Iteration 32Q (532.950000 sec): 3 clusters Score: Raw -12304925.795721 + Penalty 5619.119722 = -12299306.676000 nChanged 30 SP:Iteration 33Q (533.240000 sec): 3 clusters Score: Raw -12304926.677087 + Penalty 5619.119722 = -12299307.557365 nChanged 24 SP:Iteration 34Q (533.530000 sec): 3 clusters Score: Raw -12304927.337025 + Penalty 5619.119722 = -12299308.217303 nChanged 17 SP:Iteration 35Q (533.820000 sec): 3 clusters Score: Raw -12304927.759802 + Penalty 5619.119722 = -12299308.640080 nChanged 15 SP:Iteration 36Q (534.100000 sec): 3 clusters Score: Raw -12304928.076919 + Penalty 5619.119722 = -12299308.957197 nChanged 8 SP:Iteration 37Q (534.390000 sec): 3 clusters Score: Raw -12304928.200823 + Penalty 5619.119722 = -12299309.081101 nChanged 4 SP:Iteration 38Q (534.680000 sec): 3 clusters Score: Raw -12304928.305651 + Penalty 5619.119722 = -12299309.185929 nChanged 2 SP:Iteration 39Q (534.950000 sec): 3 clusters Score: Raw -12304928.368973 + Penalty 5619.119722 = -12299309.249252 nChanged 6 SP:Iteration 40F (535.270000 sec): 3 clusters Score: Raw -12304928.513985 + Penalty 5619.119722 = -12299309.394263 nChanged 5 SP:Iteration 41Q (535.550000 sec): 3 clusters Score: Raw -12304928.615594 + Penalty 5619.119722 = -12299309.495872 nChanged 2 SP:Iteration 42Q (535.830000 sec): 3 clusters Score: Raw -12304928.633585 + Penalty 5619.119722 = -12299309.513863 nChanged 1 SP:Iteration 43Q (536.120000 sec): 3 clusters Score: Raw -12304928.645539 + Penalty 5619.119722 = -12299309.525817 nChanged 1 SP:Iteration 44Q (536.400000 sec): 3 clusters Score: Raw -12304928.669179 + Penalty 5619.119722 = -12299309.549458 nChanged 1 SP:Iteration 45Q (536.680000 sec): 3 clusters Score: Raw -12304928.679022 + Penalty 5619.119722 = -12299309.559300 nChanged 1 SP:Iteration 46Q (536.960000 sec): 3 clusters Score: Raw -12304928.699600 + Penalty 5619.119722 = -12299309.579879 nChanged 1 SP:Iteration 47Q (537.240000 sec): 3 clusters Score: Raw -12304928.713708 + Penalty 5619.119722 = -12299309.593986 nChanged 0 SP:Iteration 48F (537.560000 sec): 3 clusters Score: Raw -12304928.713708 + Penalty 5619.119722 = -12299309.593986 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 21. Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 7 (108293 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (537.900000 sec): 2 clusters Score: Raw -15140661.655108 + Penalty 2874.963757 = -15137786.691351 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (538.310000 sec): 3 clusters Score: Raw -15071031.425004 + Penalty 5749.927515 = -15065281.497489 nChanged 51327 SP:Iteration 1F (538.740000 sec): 3 clusters Score: Raw -15101803.566463 + Penalty 5749.927515 = -15096053.638948 nChanged 5231 SP:Iteration 2Q (539.180000 sec): 3 clusters Score: Raw -15104193.650899 + Penalty 5749.927515 = -15098443.723384 nChanged 6413 SP:Iteration 3F (539.640000 sec): 3 clusters Score: Raw -15108173.485571 + Penalty 5749.927515 = -15102423.558056 nChanged 7639 SP:Iteration 4F (540.070000 sec): 3 clusters Score: Raw -15113685.418445 + Penalty 5749.927515 = -15107935.490930 nChanged 8416 SP:Iteration 5F (540.550000 sec): 3 clusters Score: Raw -15119702.772814 + Penalty 5749.927515 = -15113952.845299 nChanged 7805 SP:Iteration 6F (540.990000 sec): 3 clusters Score: Raw -15125426.704915 + Penalty 5749.927515 = -15119676.777401 nChanged 6631 SP:Iteration 7F (541.440000 sec): 3 clusters Score: Raw -15130489.030422 + Penalty 5749.927515 = -15124739.102907 nChanged 5501 SP:Iteration 8F (541.860000 sec): 3 clusters Score: Raw -15134672.099329 + Penalty 5749.927515 = -15128922.171814 nChanged 4411 SP:Iteration 9Q (542.490000 sec): 3 clusters Score: Raw -15137738.718274 + Penalty 5749.927515 = -15131988.790760 nChanged 3478 SP:Iteration 10Q (542.890000 sec): 3 clusters Score: Raw -15139775.442505 + Penalty 5749.927515 = -15134025.514991 nChanged 2688 SP:Iteration 11Q (543.300000 sec): 3 clusters Score: Raw -15141128.377732 + Penalty 5749.927515 = -15135378.450217 nChanged 2076 SP:Iteration 12Q (543.700000 sec): 3 clusters Score: Raw -15142035.106700 + Penalty 5749.927515 = -15136285.179185 nChanged 1649 SP:Iteration 13Q (544.090000 sec): 3 clusters Score: Raw -15142678.603253 + Penalty 5749.927515 = -15136928.675738 nChanged 1426 SP:Iteration 14Q (544.490000 sec): 3 clusters Score: Raw -15143206.017787 + Penalty 5749.927515 = -15137456.090273 nChanged 1299 SP:Iteration 15Q (544.860000 sec): 3 clusters Score: Raw -15143675.479096 + Penalty 5749.927515 = -15137925.551581 nChanged 1190 SP:Iteration 16Q (545.240000 sec): 3 clusters Score: Raw -15144098.376662 + Penalty 5749.927515 = -15138348.449147 nChanged 1111 SP:Iteration 17Q (545.630000 sec): 3 clusters Score: Raw -15144508.426220 + Penalty 5749.927515 = -15138758.498706 nChanged 1047 SP:Iteration 18Q (546.010000 sec): 3 clusters Score: Raw -15144913.137112 + Penalty 5749.927515 = -15139163.209597 nChanged 954 SP:Iteration 19Q (546.380000 sec): 3 clusters Score: Raw -15145346.601016 + Penalty 5749.927515 = -15139596.673501 nChanged 904 SP:Iteration 20F (546.820000 sec): 3 clusters Score: Raw -15145793.760730 + Penalty 5749.927515 = -15140043.833216 nChanged 891 SP:Iteration 21Q (547.200000 sec): 3 clusters Score: Raw -15146268.284164 + Penalty 5749.927515 = -15140518.356650 nChanged 746 SP:Iteration 22Q (547.570000 sec): 3 clusters Score: Raw -15146669.713429 + Penalty 5749.927515 = -15140919.785914 nChanged 636 SP:Iteration 23Q (547.950000 sec): 3 clusters Score: Raw -15146984.723009 + Penalty 5749.927515 = -15141234.795494 nChanged 540 SP:Iteration 24Q (548.300000 sec): 3 clusters Score: Raw -15147168.914146 + Penalty 5749.927515 = -15141418.986631 nChanged 402 SP:Iteration 25Q (548.650000 sec): 3 clusters Score: Raw -15147267.656358 + Penalty 5749.927515 = -15141517.728843 nChanged 320 SP:Iteration 26Q (549.010000 sec): 3 clusters Score: Raw -15147326.486166 + Penalty 5749.927515 = -15141576.558651 nChanged 246 SP:Iteration 27Q (549.370000 sec): 3 clusters Score: Raw -15147361.956084 + Penalty 5749.927515 = -15141612.028570 nChanged 173 SP:Iteration 28Q (549.720000 sec): 3 clusters Score: Raw -15147380.982750 + Penalty 5749.927515 = -15141631.055235 nChanged 125 SP:Iteration 29Q (550.300000 sec): 3 clusters Score: Raw -15147393.829525 + Penalty 5749.927515 = -15141643.902010 nChanged 104 SP:Iteration 30Q (550.660000 sec): 3 clusters Score: Raw -15147403.047375 + Penalty 5749.927515 = -15141653.119861 nChanged 84 SP:Iteration 31Q (551.010000 sec): 3 clusters Score: Raw -15147409.095842 + Penalty 5749.927515 = -15141659.168327 nChanged 65 SP:Iteration 32Q (551.350000 sec): 3 clusters Score: Raw -15147412.799639 + Penalty 5749.927515 = -15141662.872125 nChanged 43 SP:Iteration 33Q (551.840000 sec): 3 clusters Score: Raw -15147415.765430 + Penalty 5749.927515 = -15141665.837915 nChanged 44 SP:Iteration 34Q (552.190000 sec): 3 clusters Score: Raw -15147418.813875 + Penalty 5749.927515 = -15141668.886360 nChanged 38 SP:Iteration 35Q (552.530000 sec): 3 clusters Score: Raw -15147421.106376 + Penalty 5749.927515 = -15141671.178862 nChanged 37 SP:Iteration 36Q (552.870000 sec): 3 clusters Score: Raw -15147423.665856 + Penalty 5749.927515 = -15141673.738341 nChanged 38 SP:Iteration 37Q (553.210000 sec): 3 clusters Score: Raw -15147426.068229 + Penalty 5749.927515 = -15141676.140715 nChanged 26 SP:Iteration 38Q (553.610000 sec): 3 clusters Score: Raw -15147427.524706 + Penalty 5749.927515 = -15141677.597191 nChanged 23 SP:Iteration 39Q (553.950000 sec): 3 clusters Score: Raw -15147428.953144 + Penalty 5749.927515 = -15141679.025629 nChanged 27 SP:Iteration 40F (554.360000 sec): 3 clusters Score: Raw -15147430.349077 + Penalty 5749.927515 = -15141680.421563 nChanged 25 SP:Iteration 41Q (554.700000 sec): 3 clusters Score: Raw -15147431.641987 + Penalty 5749.927515 = -15141681.714472 nChanged 27 SP:Iteration 42Q (555.070000 sec): 3 clusters Score: Raw -15147432.797784 + Penalty 5749.927515 = -15141682.870269 nChanged 15 SP:Iteration 43Q (555.420000 sec): 3 clusters Score: Raw -15147433.448297 + Penalty 5749.927515 = -15141683.520782 nChanged 15 SP:Iteration 44Q (555.780000 sec): 3 clusters Score: Raw -15147434.003725 + Penalty 5749.927515 = -15141684.076210 nChanged 14 SP:Iteration 45Q (556.130000 sec): 3 clusters Score: Raw -15147434.372416 + Penalty 5749.927515 = -15141684.444902 nChanged 9 SP:Iteration 46Q (556.480000 sec): 3 clusters Score: Raw -15147434.669899 + Penalty 5749.927515 = -15141684.742385 nChanged 6 SP:Iteration 47Q (556.840000 sec): 3 clusters Score: Raw -15147434.914701 + Penalty 5749.927515 = -15141684.987186 nChanged 8 SP:Iteration 48Q (557.210000 sec): 3 clusters Score: Raw -15147435.110649 + Penalty 5749.927515 = -15141685.183135 nChanged 2 SP:Iteration 49Q (557.570000 sec): 3 clusters Score: Raw -15147435.187837 + Penalty 5749.927515 = -15141685.260323 nChanged 4 SP:Iteration 50Q (557.920000 sec): 3 clusters Score: Raw -15147435.340921 + Penalty 5749.927515 = -15141685.413406 nChanged 11 SP:Iteration 51Q (558.270000 sec): 3 clusters Score: Raw -15147435.827155 + Penalty 5749.927515 = -15141685.899640 nChanged 17 SP:Iteration 52Q (558.640000 sec): 3 clusters Score: Raw -15147436.954310 + Penalty 5749.927515 = -15141687.026795 nChanged 25 SP:Iteration 53Q (559.020000 sec): 3 clusters Score: Raw -15147438.644029 + Penalty 5749.927515 = -15141688.716514 nChanged 32 SP:Iteration 54Q (559.360000 sec): 3 clusters Score: Raw -15147440.704030 + Penalty 5749.927515 = -15141690.776515 nChanged 38 SP:Iteration 55Q (559.720000 sec): 3 clusters Score: Raw -15147443.219676 + Penalty 5749.927515 = -15141693.292161 nChanged 39 SP:Iteration 56Q (560.060000 sec): 3 clusters Score: Raw -15147445.762919 + Penalty 5749.927515 = -15141695.835404 nChanged 40 SP:Iteration 57Q (560.410000 sec): 3 clusters Score: Raw -15147448.372788 + Penalty 5749.927515 = -15141698.445274 nChanged 33 SP:Iteration 58Q (560.770000 sec): 3 clusters Score: Raw -15147449.950831 + Penalty 5749.927515 = -15141700.023316 nChanged 17 SP:Iteration 59Q (561.120000 sec): 3 clusters Score: Raw -15147450.887964 + Penalty 5749.927515 = -15141700.960449 nChanged 27 SP:Iteration 60F (561.550000 sec): 3 clusters Score: Raw -15147452.218676 + Penalty 5749.927515 = -15141702.291161 nChanged 31 SP:Iteration 61Q (561.890000 sec): 3 clusters Score: Raw -15147454.095251 + Penalty 5749.927515 = -15141704.167736 nChanged 35 SP:Iteration 62Q (562.220000 sec): 3 clusters Score: Raw -15147456.353562 + Penalty 5749.927515 = -15141706.426048 nChanged 37 SP:Iteration 63Q (562.560000 sec): 3 clusters Score: Raw -15147459.847906 + Penalty 5749.927515 = -15141709.920391 nChanged 42 SP:Iteration 64Q (562.890000 sec): 3 clusters Score: Raw -15147463.126617 + Penalty 5749.927515 = -15141713.199102 nChanged 38 SP:Iteration 65Q (563.230000 sec): 3 clusters Score: Raw -15147465.358172 + Penalty 5749.927515 = -15141715.430657 nChanged 32 SP:Iteration 66Q (563.590000 sec): 3 clusters Score: Raw -15147467.793032 + Penalty 5749.927515 = -15141717.865518 nChanged 35 SP:Iteration 67Q (563.940000 sec): 3 clusters Score: Raw -15147470.131917 + Penalty 5749.927515 = -15141720.204402 nChanged 38 SP:Iteration 68Q (564.290000 sec): 3 clusters Score: Raw -15147473.393631 + Penalty 5749.927515 = -15141723.466116 nChanged 44 SP:Iteration 69Q (564.640000 sec): 3 clusters Score: Raw -15147476.089977 + Penalty 5749.927515 = -15141726.162463 nChanged 42 SP:Iteration 70Q (564.980000 sec): 3 clusters Score: Raw -15147479.024411 + Penalty 5749.927515 = -15141729.096896 nChanged 42 SP:Iteration 71Q (565.320000 sec): 3 clusters Score: Raw -15147481.980527 + Penalty 5749.927515 = -15141732.053012 nChanged 35 SP:Iteration 72Q (565.720000 sec): 3 clusters Score: Raw -15147484.606437 + Penalty 5749.927515 = -15141734.678922 nChanged 36 SP:Iteration 73Q (566.110000 sec): 3 clusters Score: Raw -15147487.481429 + Penalty 5749.927515 = -15141737.553914 nChanged 45 SP:Iteration 74Q (566.910000 sec): 3 clusters Score: Raw -15147492.089328 + Penalty 5749.927515 = -15141742.161814 nChanged 63 SP:Iteration 75Q (568.300000 sec): 3 clusters Score: Raw -15147497.686985 + Penalty 5749.927515 = -15141747.759470 nChanged 68 SP:Iteration 76Q (569.090000 sec): 3 clusters Score: Raw -15147503.813784 + Penalty 5749.927515 = -15141753.886269 nChanged 62 SP:Iteration 77Q (569.420000 sec): 3 clusters Score: Raw -15147509.876495 + Penalty 5749.927515 = -15141759.948980 nChanged 68 SP:Iteration 78Q (570.090000 sec): 3 clusters Score: Raw -15147516.108460 + Penalty 5749.927515 = -15141766.180946 nChanged 65 SP:Iteration 79Q (570.460000 sec): 3 clusters Score: Raw -15147521.939381 + Penalty 5749.927515 = -15141772.011866 nChanged 68 SP:Iteration 80F (570.940000 sec): 3 clusters Score: Raw -15147529.296410 + Penalty 5749.927515 = -15141779.368895 nChanged 73 SP:Iteration 81Q (571.310000 sec): 3 clusters Score: Raw -15147538.646672 + Penalty 5749.927515 = -15141788.719158 nChanged 93 SP:Iteration 82Q (571.680000 sec): 3 clusters Score: Raw -15147551.028101 + Penalty 5749.927515 = -15141801.100586 nChanged 106 SP:Iteration 83Q (572.250000 sec): 3 clusters Score: Raw -15147563.651102 + Penalty 5749.927515 = -15141813.723587 nChanged 113 SP:Iteration 84Q (572.600000 sec): 3 clusters Score: Raw -15147577.771314 + Penalty 5749.927515 = -15141827.843799 nChanged 124 SP:Iteration 85Q (572.950000 sec): 3 clusters Score: Raw -15147591.936834 + Penalty 5749.927515 = -15141842.009319 nChanged 106 SP:Iteration 86Q (573.290000 sec): 3 clusters Score: Raw -15147603.780684 + Penalty 5749.927515 = -15141853.853170 nChanged 122 SP:Iteration 87Q (573.630000 sec): 3 clusters Score: Raw -15147616.896925 + Penalty 5749.927515 = -15141866.969410 nChanged 98 SP:Iteration 88Q (573.980000 sec): 3 clusters Score: Raw -15147627.489798 + Penalty 5749.927515 = -15141877.562283 nChanged 88 SP:Iteration 89Q (574.330000 sec): 3 clusters Score: Raw -15147635.287463 + Penalty 5749.927515 = -15141885.359948 nChanged 87 SP:Iteration 90Q (574.670000 sec): 3 clusters Score: Raw -15147643.516578 + Penalty 5749.927515 = -15141893.589063 nChanged 91 SP:Iteration 91Q (575.010000 sec): 3 clusters Score: Raw -15147652.757604 + Penalty 5749.927515 = -15141902.830090 nChanged 95 SP:Iteration 92Q (575.350000 sec): 3 clusters Score: Raw -15147663.143398 + Penalty 5749.927515 = -15141913.215883 nChanged 109 SP:Iteration 93Q (575.690000 sec): 3 clusters Score: Raw -15147675.712973 + Penalty 5749.927515 = -15141925.785458 nChanged 105 SP:Iteration 94Q (576.040000 sec): 3 clusters Score: Raw -15147687.874372 + Penalty 5749.927515 = -15141937.946857 nChanged 102 SP:Iteration 95Q (576.390000 sec): 3 clusters Score: Raw -15147699.134414 + Penalty 5749.927515 = -15141949.206900 nChanged 110 SP:Iteration 96Q (576.730000 sec): 3 clusters Score: Raw -15147710.188366 + Penalty 5749.927515 = -15141960.260852 nChanged 96 SP:Iteration 97Q (577.080000 sec): 3 clusters Score: Raw -15147717.974627 + Penalty 5749.927515 = -15141968.047113 nChanged 83 SP:Iteration 98Q (577.430000 sec): 3 clusters Score: Raw -15147724.869939 + Penalty 5749.927515 = -15141974.942424 nChanged 80 SP:Iteration 99Q (577.790000 sec): 3 clusters Score: Raw -15147732.778320 + Penalty 5749.927515 = -15141982.850805 nChanged 91 SP:Iteration 100F (578.230000 sec): 3 clusters Score: Raw -15147741.421357 + Penalty 5749.927515 = -15141991.493842 nChanged 92 SP:Iteration 101Q (578.580000 sec): 3 clusters Score: Raw -15147748.985719 + Penalty 5749.927515 = -15141999.058204 nChanged 72 SP:Iteration 102Q (578.980000 sec): 3 clusters Score: Raw -15147755.012424 + Penalty 5749.927515 = -15142005.084909 nChanged 84 SP:Iteration 103Q (579.320000 sec): 3 clusters Score: Raw -15147761.404959 + Penalty 5749.927515 = -15142011.477444 nChanged 65 SP:Iteration 104Q (579.750000 sec): 3 clusters Score: Raw -15147766.308157 + Penalty 5749.927515 = -15142016.380642 nChanged 69 SP:Iteration 105Q (580.490000 sec): 3 clusters Score: Raw -15147771.740377 + Penalty 5749.927515 = -15142021.812863 nChanged 68 SP:Iteration 106Q (580.840000 sec): 3 clusters Score: Raw -15147777.115979 + Penalty 5749.927515 = -15142027.188465 nChanged 64 SP:Iteration 107Q (581.300000 sec): 3 clusters Score: Raw -15147782.968033 + Penalty 5749.927515 = -15142033.040519 nChanged 60 SP:Iteration 108Q (581.630000 sec): 3 clusters Score: Raw -15147789.916996 + Penalty 5749.927515 = -15142039.989481 nChanged 74 SP:Iteration 109Q (581.960000 sec): 3 clusters Score: Raw -15147797.245277 + Penalty 5749.927515 = -15142047.317762 nChanged 86 SP:Iteration 110Q (582.320000 sec): 3 clusters Score: Raw -15147806.677348 + Penalty 5749.927515 = -15142056.749834 nChanged 95 SP:Iteration 111Q (582.670000 sec): 3 clusters Score: Raw -15147816.464192 + Penalty 5749.927515 = -15142066.536677 nChanged 90 SP:Iteration 112Q (583.030000 sec): 3 clusters Score: Raw -15147825.746039 + Penalty 5749.927515 = -15142075.818524 nChanged 94 SP:Iteration 113Q (583.360000 sec): 3 clusters Score: Raw -15147835.576674 + Penalty 5749.927515 = -15142085.649160 nChanged 92 SP:Iteration 114Q (584.370000 sec): 3 clusters Score: Raw -15147848.038613 + Penalty 5749.927515 = -15142098.111098 nChanged 102 SP:Iteration 115Q (585.160000 sec): 3 clusters Score: Raw -15147859.837862 + Penalty 5749.927515 = -15142109.910347 nChanged 116 SP:Iteration 116Q (585.510000 sec): 3 clusters Score: Raw -15147875.533432 + Penalty 5749.927515 = -15142125.605918 nChanged 114 SP:Iteration 117Q (585.850000 sec): 3 clusters Score: Raw -15147890.794920 + Penalty 5749.927515 = -15142140.867406 nChanged 129 SP:Iteration 118Q (586.200000 sec): 3 clusters Score: Raw -15147908.763869 + Penalty 5749.927515 = -15142158.836354 nChanged 136 SP:Iteration 119Q (586.540000 sec): 3 clusters Score: Raw -15147928.936894 + Penalty 5749.927515 = -15142179.009379 nChanged 129 SP:Iteration 120F (586.960000 sec): 3 clusters Score: Raw -15147951.446536 + Penalty 5749.927515 = -15142201.519022 nChanged 149 SP:Iteration 121Q (587.300000 sec): 3 clusters Score: Raw -15147980.644174 + Penalty 5749.927515 = -15142230.716659 nChanged 152 SP:Iteration 122Q (587.650000 sec): 3 clusters Score: Raw -15148009.709251 + Penalty 5749.927515 = -15142259.781736 nChanged 161 SP:Iteration 123Q (587.990000 sec): 3 clusters Score: Raw -15148048.469205 + Penalty 5749.927515 = -15142298.541691 nChanged 197 SP:Iteration 124Q (588.330000 sec): 3 clusters Score: Raw -15148097.235521 + Penalty 5749.927515 = -15142347.308006 nChanged 218 SP:Iteration 125Q (588.660000 sec): 3 clusters Score: Raw -15148150.014726 + Penalty 5749.927515 = -15142400.087212 nChanged 240 SP:Iteration 126Q (589.000000 sec): 3 clusters Score: Raw -15148214.634172 + Penalty 5749.927515 = -15142464.706658 nChanged 240 SP:Iteration 127Q (589.340000 sec): 3 clusters Score: Raw -15148289.036791 + Penalty 5749.927515 = -15142539.109277 nChanged 269 SP:Iteration 128Q (589.680000 sec): 3 clusters Score: Raw -15148386.528527 + Penalty 5749.927515 = -15142636.601013 nChanged 330 SP:Iteration 129Q (590.020000 sec): 3 clusters Score: Raw -15148521.907909 + Penalty 5749.927515 = -15142771.980394 nChanged 351 SP:Iteration 130Q (590.350000 sec): 3 clusters Score: Raw -15148692.043294 + Penalty 5749.927515 = -15142942.115780 nChanged 402 SP:Iteration 131Q (590.680000 sec): 3 clusters Score: Raw -15148920.559292 + Penalty 5749.927515 = -15143170.631777 nChanged 427 SP:Iteration 132Q (591.030000 sec): 3 clusters Score: Raw -15149228.386917 + Penalty 5749.927515 = -15143478.459402 nChanged 475 SP:Iteration 133Q (591.370000 sec): 3 clusters Score: Raw -15149614.851623 + Penalty 5749.927515 = -15143864.924108 nChanged 517 SP:Iteration 134Q (591.700000 sec): 3 clusters Score: Raw -15150077.605746 + Penalty 5749.927515 = -15144327.678232 nChanged 504 SP:Iteration 135Q (592.020000 sec): 3 clusters Score: Raw -15150553.641650 + Penalty 5749.927515 = -15144803.714135 nChanged 462 SP:Iteration 136Q (592.340000 sec): 3 clusters Score: Raw -15151021.515105 + Penalty 5749.927515 = -15145271.587591 nChanged 403 SP:Iteration 137Q (592.660000 sec): 3 clusters Score: Raw -15151361.269666 + Penalty 5749.927515 = -15145611.342151 nChanged 300 SP:Iteration 138Q (593.270000 sec): 3 clusters Score: Raw -15151530.453899 + Penalty 5749.927515 = -15145780.526384 nChanged 200 SP:Iteration 139Q (593.590000 sec): 3 clusters Score: Raw -15151598.389941 + Penalty 5749.927515 = -15145848.462426 nChanged 153 SP:Iteration 140F (594.330000 sec): 3 clusters Score: Raw -15151638.157521 + Penalty 5749.927515 = -15145888.230006 nChanged 113 SP:Iteration 141Q (594.650000 sec): 3 clusters Score: Raw -15151657.625153 + Penalty 5749.927515 = -15145907.697639 nChanged 69 SP:Iteration 142Q (594.970000 sec): 3 clusters Score: Raw -15151668.169102 + Penalty 5749.927515 = -15145918.241587 nChanged 44 SP:Iteration 143Q (595.290000 sec): 3 clusters Score: Raw -15151673.067045 + Penalty 5749.927515 = -15145923.139530 nChanged 27 SP:Iteration 144Q (595.610000 sec): 3 clusters Score: Raw -15151675.759147 + Penalty 5749.927515 = -15145925.831633 nChanged 20 SP:Iteration 145Q (595.930000 sec): 3 clusters Score: Raw -15151677.885411 + Penalty 5749.927515 = -15145927.957897 nChanged 12 SP:Iteration 146Q (596.810000 sec): 3 clusters Score: Raw -15151679.050726 + Penalty 5749.927515 = -15145929.123211 nChanged 10 SP:Iteration 147Q (598.010000 sec): 3 clusters Score: Raw -15151679.968061 + Penalty 5749.927515 = -15145930.040547 nChanged 9 SP:Iteration 148Q (598.370000 sec): 3 clusters Score: Raw -15151680.609730 + Penalty 5749.927515 = -15145930.682215 nChanged 3 SP:Iteration 149Q (598.690000 sec): 3 clusters Score: Raw -15151680.964796 + Penalty 5749.927515 = -15145931.037281 nChanged 3 SP:Iteration 150Q (599.010000 sec): 3 clusters Score: Raw -15151681.152613 + Penalty 5749.927515 = -15145931.225099 nChanged 2 SP:Iteration 151Q (599.330000 sec): 3 clusters Score: Raw -15151681.299829 + Penalty 5749.927515 = -15145931.372315 nChanged 2 SP:Iteration 152Q (599.650000 sec): 3 clusters Score: Raw -15151681.409762 + Penalty 5749.927515 = -15145931.482247 nChanged 2 SP:Iteration 153Q (599.970000 sec): 3 clusters Score: Raw -15151681.613275 + Penalty 5749.927515 = -15145931.685760 nChanged 1 SP:Iteration 154Q (600.290000 sec): 3 clusters Score: Raw -15151681.660534 + Penalty 5749.927515 = -15145931.733020 nChanged 0 SP:Iteration 155F (600.710000 sec): 3 clusters Score: Raw -15151681.660534 + Penalty 5749.927515 = -15145931.733020 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 22. Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 8 (4879 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (600.790000 sec): 2 clusters Score: Raw -586498.113964 + Penalty 2106.188499 = -584391.925465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (600.810000 sec): 3 clusters Score: Raw -585033.401611 + Penalty 4212.376998 = -580821.024613 nChanged 2101 SP:Iteration 1F (600.830000 sec): 3 clusters Score: Raw -598977.526441 + Penalty 4212.376998 = -594765.149443 nChanged 837 SP:Iteration 2F (600.840000 sec): 3 clusters Score: Raw -608921.824079 + Penalty 4212.376998 = -604709.447081 nChanged 183 SP:Iteration 3Q (600.850000 sec): 3 clusters Score: Raw -613867.543683 + Penalty 4212.376998 = -609655.166685 nChanged 95 SP:Iteration 4Q (600.870000 sec): 3 clusters Score: Raw -615044.894602 + Penalty 4212.376998 = -610832.517605 nChanged 54 SP:Iteration 5Q (600.880000 sec): 3 clusters Score: Raw -615620.819209 + Penalty 4212.376998 = -611408.442212 nChanged 43 SP:Iteration 6Q (600.890000 sec): 3 clusters Score: Raw -616091.439759 + Penalty 4212.376998 = -611879.062762 nChanged 6 SP:Iteration 7Q (600.900000 sec): 3 clusters Score: Raw -616104.361672 + Penalty 4212.376998 = -611891.984675 nChanged 1 SP:Iteration 8Q (600.910000 sec): 3 clusters Score: Raw -616104.581712 + Penalty 4212.376998 = -611892.204715 nChanged 0 SP:Iteration 9F (600.930000 sec): 3 clusters Score: Raw -616104.581712 + Penalty 4212.376998 = -611892.204715 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 23. Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 10 (4954 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (600.950000 sec): 2 clusters Score: Raw -624492.895346 + Penalty 2109.971751 = -622382.923594 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (600.970000 sec): 3 clusters Score: Raw -622530.383738 + Penalty 4219.943503 = -618310.440236 nChanged 1962 SP:Iteration 1F (600.990000 sec): 3 clusters Score: Raw -624964.187765 + Penalty 4219.943503 = -620744.244263 nChanged 565 SP:Iteration 2F (601.010000 sec): 3 clusters Score: Raw -625769.647107 + Penalty 4219.943503 = -621549.703604 nChanged 417 SP:Iteration 3F (601.030000 sec): 3 clusters Score: Raw -626445.232999 + Penalty 4219.943503 = -622225.289497 nChanged 307 SP:Iteration 4F (601.050000 sec): 3 clusters Score: Raw -626925.303666 + Penalty 4219.943503 = -622705.360163 nChanged 221 SP:Iteration 5Q (601.060000 sec): 3 clusters Score: Raw -627195.610753 + Penalty 4219.943503 = -622975.667251 nChanged 166 SP:Iteration 6Q (601.080000 sec): 3 clusters Score: Raw -627340.116551 + Penalty 4219.943503 = -623120.173049 nChanged 123 SP:Iteration 7Q (601.100000 sec): 3 clusters Score: Raw -627439.502750 + Penalty 4219.943503 = -623219.559247 nChanged 95 SP:Iteration 8Q (601.110000 sec): 3 clusters Score: Raw -627510.383896 + Penalty 4219.943503 = -623290.440393 nChanged 93 SP:Iteration 9Q (601.130000 sec): 3 clusters Score: Raw -627588.704908 + Penalty 4219.943503 = -623368.761405 nChanged 122 SP:Iteration 10Q (601.150000 sec): 3 clusters Score: Raw -627718.784231 + Penalty 4219.943503 = -623498.840729 nChanged 133 SP:Iteration 11Q (601.160000 sec): 3 clusters Score: Raw -627881.141862 + Penalty 4219.943503 = -623661.198359 nChanged 137 SP:Iteration 12Q (601.180000 sec): 3 clusters Score: Raw -628078.832940 + Penalty 4219.943503 = -623858.889437 nChanged 146 SP:Iteration 13Q (601.190000 sec): 3 clusters Score: Raw -628395.159000 + Penalty 4219.943503 = -624175.215498 nChanged 199 SP:Iteration 14Q (601.210000 sec): 3 clusters Score: Raw -628969.766318 + Penalty 4219.943503 = -624749.822816 nChanged 220 SP:Iteration 15Q (601.220000 sec): 3 clusters Score: Raw -629647.805770 + Penalty 4219.943503 = -625427.862267 nChanged 198 SP:Iteration 16Q (601.240000 sec): 3 clusters Score: Raw -630332.525949 + Penalty 4219.943503 = -626112.582447 nChanged 122 SP:Iteration 17Q (601.250000 sec): 3 clusters Score: Raw -630819.554097 + Penalty 4219.943503 = -626599.610594 nChanged 84 SP:Iteration 18Q (601.260000 sec): 3 clusters Score: Raw -631187.660372 + Penalty 4219.943503 = -626967.716870 nChanged 37 SP:Iteration 19Q (601.270000 sec): 3 clusters Score: Raw -631378.384212 + Penalty 4219.943503 = -627158.440709 nChanged 18 SP:Iteration 20F (601.290000 sec): 3 clusters Score: Raw -631442.446083 + Penalty 4219.943503 = -627222.502580 nChanged 4 SP:Iteration 21Q (601.310000 sec): 3 clusters Score: Raw -631511.227022 + Penalty 4219.943503 = -627291.283519 nChanged 3 SP:Iteration 22Q (601.320000 sec): 3 clusters Score: Raw -631515.202610 + Penalty 4219.943503 = -627295.259107 nChanged 1 SP:Iteration 23Q (601.330000 sec): 3 clusters Score: Raw -631515.848150 + Penalty 4219.943503 = -627295.904647 nChanged 0 SP:Iteration 24F (601.350000 sec): 3 clusters Score: Raw -631515.848150 + Penalty 4219.943503 = -627295.904647 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 24. Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 11 (17641 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (601.420000 sec): 2 clusters Score: Raw -2425700.496572 + Penalty 2424.939292 = -2423275.557280 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (601.490000 sec): 3 clusters Score: Raw -2415677.879404 + Penalty 4849.878585 = -2410828.000820 nChanged 7686 SP:Iteration 1F (601.550000 sec): 3 clusters Score: Raw -2421050.893226 + Penalty 4849.878585 = -2416201.014642 nChanged 1543 SP:Iteration 2F (601.620000 sec): 3 clusters Score: Raw -2422101.606358 + Penalty 4849.878585 = -2417251.727773 nChanged 1332 SP:Iteration 3F (601.690000 sec): 3 clusters Score: Raw -2423070.178845 + Penalty 4849.878585 = -2418220.300260 nChanged 1293 SP:Iteration 4F (601.750000 sec): 3 clusters Score: Raw -2424017.528045 + Penalty 4849.878585 = -2419167.649461 nChanged 1126 SP:Iteration 5F (601.820000 sec): 3 clusters Score: Raw -2424846.996053 + Penalty 4849.878585 = -2419997.117469 nChanged 1042 SP:Iteration 6F (601.890000 sec): 3 clusters Score: Raw -2425616.697952 + Penalty 4849.878585 = -2420766.819367 nChanged 955 SP:Iteration 7F (601.950000 sec): 3 clusters Score: Raw -2426353.973995 + Penalty 4849.878585 = -2421504.095411 nChanged 881 SP:Iteration 8Q (602.020000 sec): 3 clusters Score: Raw -2427104.825875 + Penalty 4849.878585 = -2422254.947291 nChanged 846 SP:Iteration 9Q (602.080000 sec): 3 clusters Score: Raw -2427910.185735 + Penalty 4849.878585 = -2423060.307150 nChanged 720 SP:Iteration 10Q (602.140000 sec): 3 clusters Score: Raw -2428670.373771 + Penalty 4849.878585 = -2423820.495186 nChanged 531 SP:Iteration 11Q (602.200000 sec): 3 clusters Score: Raw -2429304.491575 + Penalty 4849.878585 = -2424454.612991 nChanged 385 SP:Iteration 12Q (602.260000 sec): 3 clusters Score: Raw -2429742.707376 + Penalty 4849.878585 = -2424892.828792 nChanged 238 SP:Iteration 13Q (602.320000 sec): 3 clusters Score: Raw -2429994.153681 + Penalty 4849.878585 = -2425144.275097 nChanged 186 SP:Iteration 14Q (602.370000 sec): 3 clusters Score: Raw -2430233.214224 + Penalty 4849.878585 = -2425383.335639 nChanged 130 SP:Iteration 15Q (602.420000 sec): 3 clusters Score: Raw -2430410.845884 + Penalty 4849.878585 = -2425560.967300 nChanged 98 SP:Iteration 16Q (602.470000 sec): 3 clusters Score: Raw -2430532.105810 + Penalty 4849.878585 = -2425682.227225 nChanged 69 SP:Iteration 17Q (602.520000 sec): 3 clusters Score: Raw -2430592.938463 + Penalty 4849.878585 = -2425743.059879 nChanged 42 SP:Iteration 18Q (602.570000 sec): 3 clusters Score: Raw -2430626.350378 + Penalty 4849.878585 = -2425776.471793 nChanged 35 SP:Iteration 19Q (602.750000 sec): 3 clusters Score: Raw -2430653.615931 + Penalty 4849.878585 = -2425803.737347 nChanged 30 SP:Iteration 20F (602.940000 sec): 3 clusters Score: Raw -2430677.899095 + Penalty 4849.878585 = -2425828.020510 nChanged 24 SP:Iteration 21Q (603.150000 sec): 3 clusters Score: Raw -2430694.306064 + Penalty 4849.878585 = -2425844.427480 nChanged 18 SP:Iteration 22Q (603.300000 sec): 3 clusters Score: Raw -2430706.215965 + Penalty 4849.878585 = -2425856.337380 nChanged 5 SP:Iteration 23Q (603.470000 sec): 3 clusters Score: Raw -2430709.069699 + Penalty 4849.878585 = -2425859.191114 nChanged 5 SP:Iteration 24Q (603.620000 sec): 3 clusters Score: Raw -2430711.343115 + Penalty 4849.878585 = -2425861.464530 nChanged 4 SP:Iteration 25Q (603.870000 sec): 3 clusters Score: Raw -2430713.627507 + Penalty 4849.878585 = -2425863.748922 nChanged 4 SP:Iteration 26Q (604.090000 sec): 3 clusters Score: Raw -2430716.485189 + Penalty 4849.878585 = -2425866.606605 nChanged 4 SP:Iteration 27Q (604.380000 sec): 3 clusters Score: Raw -2430718.638382 + Penalty 4849.878585 = -2425868.759798 nChanged 1 SP:Iteration 28Q (604.540000 sec): 3 clusters Score: Raw -2430719.398689 + Penalty 4849.878585 = -2425869.520104 nChanged 1 SP:Iteration 29Q (604.730000 sec): 3 clusters Score: Raw -2430719.774742 + Penalty 4849.878585 = -2425869.896157 nChanged 0 SP:Iteration 30F (604.990000 sec): 3 clusters Score: Raw -2430719.774742 + Penalty 4849.878585 = -2425869.896157 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 25. Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 12 (2512 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (605.040000 sec): 2 clusters Score: Raw -330270.294383 + Penalty 1941.550963 = -328328.743420 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (605.050000 sec): 3 clusters Score: Raw -329276.887326 + Penalty 3883.101926 = -325393.785400 nChanged 879 SP:Iteration 1F (605.050000 sec): 3 clusters Score: Raw -330396.987938 + Penalty 3883.101926 = -326513.886013 nChanged 309 SP:Iteration 2F (605.070000 sec): 3 clusters Score: Raw -331481.961358 + Penalty 3883.101926 = -327598.859432 nChanged 348 SP:Iteration 3F (605.070000 sec): 3 clusters Score: Raw -332204.231143 + Penalty 3883.101926 = -328321.129217 nChanged 260 SP:Iteration 4F (605.080000 sec): 3 clusters Score: Raw -332795.514594 + Penalty 3883.101926 = -328912.412668 nChanged 144 SP:Iteration 5F (605.090000 sec): 3 clusters Score: Raw -333281.056110 + Penalty 3883.101926 = -329397.954184 nChanged 100 SP:Iteration 6Q (605.100000 sec): 3 clusters Score: Raw -333807.481041 + Penalty 3883.101926 = -329924.379115 nChanged 131 SP:Iteration 7F (605.120000 sec): 3 clusters Score: Raw -334790.927909 + Penalty 3883.101926 = -330907.825983 nChanged 173 SP:Iteration 8F (605.150000 sec): 3 clusters Score: Raw -336269.726617 + Penalty 3883.101926 = -332386.624691 nChanged 130 SP:Iteration 9F (605.170000 sec): 3 clusters Score: Raw -336820.090890 + Penalty 3883.101926 = -332936.988965 nChanged 48 SP:Iteration 10Q (605.190000 sec): 3 clusters Score: Raw -336925.819632 + Penalty 3883.101926 = -333042.717707 nChanged 20 SP:Iteration 11Q (605.190000 sec): 3 clusters Score: Raw -336957.537614 + Penalty 3883.101926 = -333074.435689 nChanged 14 SP:Iteration 12Q (605.210000 sec): 3 clusters Score: Raw -336980.706701 + Penalty 3883.101926 = -333097.604775 nChanged 15 SP:Iteration 13Q (605.220000 sec): 3 clusters Score: Raw -337003.217494 + Penalty 3883.101926 = -333120.115568 nChanged 14 SP:Iteration 14Q (605.230000 sec): 3 clusters Score: Raw -337017.791305 + Penalty 3883.101926 = -333134.689379 nChanged 12 SP:Iteration 15Q (605.240000 sec): 3 clusters Score: Raw -337032.401140 + Penalty 3883.101926 = -333149.299215 nChanged 14 SP:Iteration 16Q (605.250000 sec): 3 clusters Score: Raw -337049.475372 + Penalty 3883.101926 = -333166.373447 nChanged 13 SP:Iteration 17Q (605.270000 sec): 3 clusters Score: Raw -337065.790890 + Penalty 3883.101926 = -333182.688964 nChanged 16 SP:Iteration 18Q (605.280000 sec): 3 clusters Score: Raw -337089.142241 + Penalty 3883.101926 = -333206.040315 nChanged 18 SP:Iteration 19Q (605.290000 sec): 3 clusters Score: Raw -337114.253897 + Penalty 3883.101926 = -333231.151971 nChanged 23 SP:Iteration 20F (605.330000 sec): 3 clusters Score: Raw -337156.459624 + Penalty 3883.101926 = -333273.357699 nChanged 26 SP:Iteration 21Q (605.420000 sec): 3 clusters Score: Raw -337210.715818 + Penalty 3883.101926 = -333327.613892 nChanged 35 SP:Iteration 22Q (605.440000 sec): 3 clusters Score: Raw -337290.941236 + Penalty 3883.101926 = -333407.839310 nChanged 30 SP:Iteration 23Q (605.440000 sec): 3 clusters Score: Raw -337351.701630 + Penalty 3883.101926 = -333468.599704 nChanged 25 SP:Iteration 24Q (605.450000 sec): 3 clusters Score: Raw -337406.193867 + Penalty 3883.101926 = -333523.091941 nChanged 32 SP:Iteration 25Q (605.460000 sec): 3 clusters Score: Raw -337485.560561 + Penalty 3883.101926 = -333602.458636 nChanged 32 SP:Iteration 26Q (605.460000 sec): 3 clusters Score: Raw -337547.235947 + Penalty 3883.101926 = -333664.134022 nChanged 13 SP:Iteration 27Q (605.470000 sec): 3 clusters Score: Raw -337569.750882 + Penalty 3883.101926 = -333686.648956 nChanged 11 SP:Iteration 28Q (605.500000 sec): 3 clusters Score: Raw -337591.162464 + Penalty 3883.101926 = -333708.060538 nChanged 5 SP:Iteration 29Q (605.520000 sec): 3 clusters Score: Raw -337595.944180 + Penalty 3883.101926 = -333712.842255 nChanged 2 SP:Iteration 30Q (605.540000 sec): 3 clusters Score: Raw -337596.837603 + Penalty 3883.101926 = -333713.735677 nChanged 0 SP:Iteration 31F (605.560000 sec): 3 clusters Score: Raw -337614.850366 + Penalty 3883.101926 = -333731.748441 nChanged 10 SP:Iteration 32Q (605.570000 sec): 3 clusters Score: Raw -337630.375618 + Penalty 3883.101926 = -333747.273692 nChanged 8 SP:Iteration 33Q (605.580000 sec): 3 clusters Score: Raw -337638.431762 + Penalty 3883.101926 = -333755.329837 nChanged 4 SP:Iteration 34Q (605.580000 sec): 3 clusters Score: Raw -337641.125794 + Penalty 3883.101926 = -333758.023868 nChanged 4 SP:Iteration 35Q (605.590000 sec): 3 clusters Score: Raw -337644.032825 + Penalty 3883.101926 = -333760.930899 nChanged 4 SP:Iteration 36Q (605.600000 sec): 3 clusters Score: Raw -337648.101773 + Penalty 3883.101926 = -333764.999847 nChanged 4 SP:Iteration 37Q (605.610000 sec): 3 clusters Score: Raw -337650.731051 + Penalty 3883.101926 = -333767.629125 nChanged 2 SP:Iteration 38Q (605.620000 sec): 3 clusters Score: Raw -337651.476039 + Penalty 3883.101926 = -333768.374113 nChanged 0 SP:Iteration 39F (605.630000 sec): 3 clusters Score: Raw -337651.476039 + Penalty 3883.101926 = -333768.374113 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 26. Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 13 (38791 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (605.810000 sec): 2 clusters Score: Raw -5606632.148718 + Penalty 2620.353998 = -5604011.794720 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (605.960000 sec): 3 clusters Score: Raw -5582729.646471 + Penalty 5240.707996 = -5577488.938476 nChanged 17831 SP:Iteration 1F (606.300000 sec): 3 clusters Score: Raw -5592545.076234 + Penalty 5240.707996 = -5587304.368238 nChanged 1729 SP:Iteration 2Q (606.980000 sec): 3 clusters Score: Raw -5593100.190367 + Penalty 5240.707996 = -5587859.482371 nChanged 1664 SP:Iteration 3Q (607.580000 sec): 3 clusters Score: Raw -5593666.525884 + Penalty 5240.707996 = -5588425.817888 nChanged 1677 SP:Iteration 4Q (608.030000 sec): 3 clusters Score: Raw -5594383.331909 + Penalty 5240.707996 = -5589142.623913 nChanged 1981 SP:Iteration 5F (608.400000 sec): 3 clusters Score: Raw -5595509.676785 + Penalty 5240.707996 = -5590268.968789 nChanged 2499 SP:Iteration 6F (608.560000 sec): 3 clusters Score: Raw -5597184.437387 + Penalty 5240.707996 = -5591943.729392 nChanged 2902 SP:Iteration 7F (608.710000 sec): 3 clusters Score: Raw -5599386.808970 + Penalty 5240.707996 = -5594146.100974 nChanged 3014 SP:Iteration 8F (608.860000 sec): 3 clusters Score: Raw -5601848.584311 + Penalty 5240.707996 = -5596607.876315 nChanged 2547 SP:Iteration 9F (609.010000 sec): 3 clusters Score: Raw -5603828.150696 + Penalty 5240.707996 = -5598587.442700 nChanged 1709 SP:Iteration 10Q (609.580000 sec): 3 clusters Score: Raw -5605020.000929 + Penalty 5240.707996 = -5599779.292934 nChanged 1124 SP:Iteration 11Q (610.170000 sec): 3 clusters Score: Raw -5605835.099057 + Penalty 5240.707996 = -5600594.391062 nChanged 838 SP:Iteration 12Q (610.640000 sec): 3 clusters Score: Raw -5606668.007280 + Penalty 5240.707996 = -5601427.299284 nChanged 581 SP:Iteration 13Q (611.230000 sec): 3 clusters Score: Raw -5607425.899798 + Penalty 5240.707996 = -5602185.191803 nChanged 401 SP:Iteration 14Q (611.560000 sec): 3 clusters Score: Raw -5607841.616529 + Penalty 5240.707996 = -5602600.908533 nChanged 318 SP:Iteration 15Q (611.690000 sec): 3 clusters Score: Raw -5608023.461103 + Penalty 5240.707996 = -5602782.753107 nChanged 206 SP:Iteration 16Q (611.800000 sec): 3 clusters Score: Raw -5608103.784894 + Penalty 5240.707996 = -5602863.076898 nChanged 126 SP:Iteration 17Q (612.000000 sec): 3 clusters Score: Raw -5608151.663313 + Penalty 5240.707996 = -5602910.955318 nChanged 113 SP:Iteration 18Q (612.120000 sec): 3 clusters Score: Raw -5608193.446455 + Penalty 5240.707996 = -5602952.738459 nChanged 96 SP:Iteration 19Q (612.230000 sec): 3 clusters Score: Raw -5608225.219323 + Penalty 5240.707996 = -5602984.511327 nChanged 83 SP:Iteration 20F (612.380000 sec): 3 clusters Score: Raw -5608251.783118 + Penalty 5240.707996 = -5603011.075122 nChanged 66 SP:Iteration 21Q (612.500000 sec): 3 clusters Score: Raw -5608269.491528 + Penalty 5240.707996 = -5603028.783532 nChanged 54 SP:Iteration 22Q (612.620000 sec): 3 clusters Score: Raw -5608282.119512 + Penalty 5240.707996 = -5603041.411516 nChanged 41 SP:Iteration 23Q (612.730000 sec): 3 clusters Score: Raw -5608291.610816 + Penalty 5240.707996 = -5603050.902820 nChanged 42 SP:Iteration 24Q (612.850000 sec): 3 clusters Score: Raw -5608302.220585 + Penalty 5240.707996 = -5603061.512589 nChanged 37 SP:Iteration 25Q (612.960000 sec): 3 clusters Score: Raw -5608310.567019 + Penalty 5240.707996 = -5603069.859024 nChanged 32 SP:Iteration 26Q (613.080000 sec): 3 clusters Score: Raw -5608316.872961 + Penalty 5240.707996 = -5603076.164965 nChanged 29 SP:Iteration 27Q (613.190000 sec): 3 clusters Score: Raw -5608322.600453 + Penalty 5240.707996 = -5603081.892457 nChanged 25 SP:Iteration 28Q (613.310000 sec): 3 clusters Score: Raw -5608326.815382 + Penalty 5240.707996 = -5603086.107386 nChanged 21 SP:Iteration 29Q (613.440000 sec): 3 clusters Score: Raw -5608329.865752 + Penalty 5240.707996 = -5603089.157756 nChanged 16 SP:Iteration 30Q (613.560000 sec): 3 clusters Score: Raw -5608332.430943 + Penalty 5240.707996 = -5603091.722947 nChanged 11 SP:Iteration 31Q (613.670000 sec): 3 clusters Score: Raw -5608334.058606 + Penalty 5240.707996 = -5603093.350610 nChanged 9 SP:Iteration 32Q (613.790000 sec): 3 clusters Score: Raw -5608335.670879 + Penalty 5240.707996 = -5603094.962883 nChanged 8 SP:Iteration 33Q (613.900000 sec): 3 clusters Score: Raw -5608337.009946 + Penalty 5240.707996 = -5603096.301950 nChanged 5 SP:Iteration 34Q (614.020000 sec): 3 clusters Score: Raw -5608338.113451 + Penalty 5240.707996 = -5603097.405455 nChanged 6 SP:Iteration 35Q (614.140000 sec): 3 clusters Score: Raw -5608338.934442 + Penalty 5240.707996 = -5603098.226446 nChanged 6 SP:Iteration 36Q (614.250000 sec): 3 clusters Score: Raw -5608339.766135 + Penalty 5240.707996 = -5603099.058139 nChanged 4 SP:Iteration 37Q (614.650000 sec): 3 clusters Score: Raw -5608340.235115 + Penalty 5240.707996 = -5603099.527119 nChanged 4 SP:Iteration 38Q (615.060000 sec): 3 clusters Score: Raw -5608341.023615 + Penalty 5240.707996 = -5603100.315619 nChanged 5 SP:Iteration 39Q (615.590000 sec): 3 clusters Score: Raw -5608341.952944 + Penalty 5240.707996 = -5603101.244948 nChanged 5 SP:Iteration 40F (616.140000 sec): 3 clusters Score: Raw -5608342.754629 + Penalty 5240.707996 = -5603102.046634 nChanged 6 SP:Iteration 41Q (616.700000 sec): 3 clusters Score: Raw -5608343.685446 + Penalty 5240.707996 = -5603102.977451 nChanged 4 SP:Iteration 42Q (617.210000 sec): 3 clusters Score: Raw -5608344.893129 + Penalty 5240.707996 = -5603104.185133 nChanged 9 SP:Iteration 43Q (617.700000 sec): 3 clusters Score: Raw -5608346.267313 + Penalty 5240.707996 = -5603105.559317 nChanged 6 SP:Iteration 44Q (618.130000 sec): 3 clusters Score: Raw -5608347.032728 + Penalty 5240.707996 = -5603106.324732 nChanged 4 SP:Iteration 45Q (618.720000 sec): 3 clusters Score: Raw -5608347.858988 + Penalty 5240.707996 = -5603107.150992 nChanged 4 SP:Iteration 46Q (619.020000 sec): 3 clusters Score: Raw -5608348.956389 + Penalty 5240.707996 = -5603108.248394 nChanged 4 SP:Iteration 47Q (619.140000 sec): 3 clusters Score: Raw -5608349.736800 + Penalty 5240.707996 = -5603109.028804 nChanged 4 SP:Iteration 48Q (619.550000 sec): 3 clusters Score: Raw -5608350.328014 + Penalty 5240.707996 = -5603109.620018 nChanged 6 SP:Iteration 49Q (619.830000 sec): 3 clusters Score: Raw -5608351.155063 + Penalty 5240.707996 = -5603110.447068 nChanged 3 SP:Iteration 50Q (619.940000 sec): 3 clusters Score: Raw -5608351.516194 + Penalty 5240.707996 = -5603110.808198 nChanged 1 SP:Iteration 51Q (620.050000 sec): 3 clusters Score: Raw -5608351.757594 + Penalty 5240.707996 = -5603111.049598 nChanged 2 SP:Iteration 52Q (620.620000 sec): 3 clusters Score: Raw -5608352.073536 + Penalty 5240.707996 = -5603111.365540 nChanged 1 SP:Iteration 53Q (620.990000 sec): 3 clusters Score: Raw -5608352.111652 + Penalty 5240.707996 = -5603111.403656 nChanged 2 SP:Iteration 54Q (621.100000 sec): 3 clusters Score: Raw -5608352.426164 + Penalty 5240.707996 = -5603111.718169 nChanged 2 SP:Iteration 55Q (621.210000 sec): 3 clusters Score: Raw -5608352.675986 + Penalty 5240.707996 = -5603111.967990 nChanged 4 SP:Iteration 56Q (621.320000 sec): 3 clusters Score: Raw -5608353.314603 + Penalty 5240.707996 = -5603112.606607 nChanged 3 SP:Iteration 57Q (621.440000 sec): 3 clusters Score: Raw -5608353.561501 + Penalty 5240.707996 = -5603112.853505 nChanged 2 SP:Iteration 58Q (621.550000 sec): 3 clusters Score: Raw -5608354.012305 + Penalty 5240.707996 = -5603113.304309 nChanged 5 SP:Iteration 59Q (621.670000 sec): 3 clusters Score: Raw -5608354.752101 + Penalty 5240.707996 = -5603114.044105 nChanged 6 SP:Iteration 60F (621.830000 sec): 3 clusters Score: Raw -5608355.407264 + Penalty 5240.707996 = -5603114.699268 nChanged 5 SP:Iteration 61Q (621.940000 sec): 3 clusters Score: Raw -5608356.103987 + Penalty 5240.707996 = -5603115.395991 nChanged 3 SP:Iteration 62Q (622.050000 sec): 3 clusters Score: Raw -5608356.579145 + Penalty 5240.707996 = -5603115.871149 nChanged 3 SP:Iteration 63Q (622.170000 sec): 3 clusters Score: Raw -5608356.992284 + Penalty 5240.707996 = -5603116.284288 nChanged 2 SP:Iteration 64Q (622.280000 sec): 3 clusters Score: Raw -5608357.313002 + Penalty 5240.707996 = -5603116.605006 nChanged 2 SP:Iteration 65Q (622.390000 sec): 3 clusters Score: Raw -5608357.649578 + Penalty 5240.707996 = -5603116.941582 nChanged 1 SP:Iteration 66Q (622.500000 sec): 3 clusters Score: Raw -5608358.017141 + Penalty 5240.707996 = -5603117.309145 nChanged 1 SP:Iteration 67Q (622.620000 sec): 3 clusters Score: Raw -5608358.099802 + Penalty 5240.707996 = -5603117.391806 nChanged 0 SP:Iteration 68F (622.770000 sec): 3 clusters Score: Raw -5608358.099802 + Penalty 5240.707996 = -5603117.391806 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 14 (37208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (622.900000 sec): 2 clusters Score: Raw -5524703.375548 + Penalty 2610.021210 = -5522093.354338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (623.050000 sec): 3 clusters Score: Raw -5501945.134083 + Penalty 5220.042419 = -5496725.091664 nChanged 17114 SP:Iteration 1F (623.200000 sec): 3 clusters Score: Raw -5511342.878528 + Penalty 5220.042419 = -5506122.836108 nChanged 1710 SP:Iteration 2Q (623.350000 sec): 3 clusters Score: Raw -5511854.157016 + Penalty 5220.042419 = -5506634.114597 nChanged 1481 SP:Iteration 3Q (623.490000 sec): 3 clusters Score: Raw -5512274.514241 + Penalty 5220.042419 = -5507054.471822 nChanged 1325 SP:Iteration 4Q (623.640000 sec): 3 clusters Score: Raw -5512665.794658 + Penalty 5220.042419 = -5507445.752238 nChanged 1285 SP:Iteration 5Q (623.790000 sec): 3 clusters Score: Raw -5513033.860249 + Penalty 5220.042419 = -5507813.817830 nChanged 1256 SP:Iteration 6Q (623.940000 sec): 3 clusters Score: Raw -5513430.207327 + Penalty 5220.042419 = -5508210.164908 nChanged 1408 SP:Iteration 7Q (624.100000 sec): 3 clusters Score: Raw -5513952.209523 + Penalty 5220.042419 = -5508732.167104 nChanged 1633 SP:Iteration 8Q (624.410000 sec): 3 clusters Score: Raw -5514693.268002 + Penalty 5220.042419 = -5509473.225583 nChanged 2007 SP:Iteration 9F (624.940000 sec): 3 clusters Score: Raw -5515826.562155 + Penalty 5220.042419 = -5510606.519736 nChanged 2321 SP:Iteration 10F (625.420000 sec): 3 clusters Score: Raw -5517429.977433 + Penalty 5220.042419 = -5512209.935014 nChanged 2544 SP:Iteration 11F (625.640000 sec): 3 clusters Score: Raw -5519431.813625 + Penalty 5220.042419 = -5514211.771206 nChanged 2312 SP:Iteration 12F (625.780000 sec): 3 clusters Score: Raw -5521367.291119 + Penalty 5220.042419 = -5516147.248700 nChanged 1689 SP:Iteration 13Q (625.920000 sec): 3 clusters Score: Raw -5522814.477496 + Penalty 5220.042419 = -5517594.435076 nChanged 1148 SP:Iteration 14Q (626.070000 sec): 3 clusters Score: Raw -5523811.053808 + Penalty 5220.042419 = -5518591.011389 nChanged 625 SP:Iteration 15Q (626.300000 sec): 3 clusters Score: Raw -5524361.456751 + Penalty 5220.042419 = -5519141.414331 nChanged 296 SP:Iteration 16Q (626.420000 sec): 3 clusters Score: Raw -5524607.711487 + Penalty 5220.042419 = -5519387.669068 nChanged 145 SP:Iteration 17Q (626.540000 sec): 3 clusters Score: Raw -5524736.672091 + Penalty 5220.042419 = -5519516.629672 nChanged 95 SP:Iteration 18Q (626.660000 sec): 3 clusters Score: Raw -5524833.738313 + Penalty 5220.042419 = -5519613.695894 nChanged 50 SP:Iteration 19Q (626.770000 sec): 3 clusters Score: Raw -5524886.249696 + Penalty 5220.042419 = -5519666.207277 nChanged 30 SP:Iteration 20F (626.920000 sec): 3 clusters Score: Raw -5524913.577691 + Penalty 5220.042419 = -5519693.535272 nChanged 16 SP:Iteration 21Q (627.020000 sec): 3 clusters Score: Raw -5524925.773907 + Penalty 5220.042419 = -5519705.731488 nChanged 13 SP:Iteration 22Q (627.140000 sec): 3 clusters Score: Raw -5524938.113061 + Penalty 5220.042419 = -5519718.070642 nChanged 12 SP:Iteration 23Q (627.250000 sec): 3 clusters Score: Raw -5524949.456871 + Penalty 5220.042419 = -5519729.414452 nChanged 6 SP:Iteration 24Q (627.360000 sec): 3 clusters Score: Raw -5524955.373245 + Penalty 5220.042419 = -5519735.330826 nChanged 6 SP:Iteration 25Q (627.480000 sec): 3 clusters Score: Raw -5524964.656515 + Penalty 5220.042419 = -5519744.614096 nChanged 9 SP:Iteration 26Q (627.590000 sec): 3 clusters Score: Raw -5524974.341356 + Penalty 5220.042419 = -5519754.298937 nChanged 5 SP:Iteration 27Q (627.700000 sec): 3 clusters Score: Raw -5524979.328593 + Penalty 5220.042419 = -5519759.286174 nChanged 7 SP:Iteration 28Q (627.820000 sec): 3 clusters Score: Raw -5524985.369997 + Penalty 5220.042419 = -5519765.327578 nChanged 3 SP:Iteration 29Q (627.930000 sec): 3 clusters Score: Raw -5524988.140383 + Penalty 5220.042419 = -5519768.097964 nChanged 3 SP:Iteration 30Q (628.040000 sec): 3 clusters Score: Raw -5524990.189365 + Penalty 5220.042419 = -5519770.146946 nChanged 5 SP:Iteration 31Q (628.150000 sec): 3 clusters Score: Raw -5524993.524589 + Penalty 5220.042419 = -5519773.482170 nChanged 4 SP:Iteration 32Q (628.260000 sec): 3 clusters Score: Raw -5524995.483156 + Penalty 5220.042419 = -5519775.440737 nChanged 4 SP:Iteration 33Q (628.380000 sec): 3 clusters Score: Raw -5525000.806671 + Penalty 5220.042419 = -5519780.764252 nChanged 4 SP:Iteration 34Q (628.490000 sec): 3 clusters Score: Raw -5525004.456665 + Penalty 5220.042419 = -5519784.414246 nChanged 2 SP:Iteration 35Q (628.600000 sec): 3 clusters Score: Raw -5525005.499005 + Penalty 5220.042419 = -5519785.456586 nChanged 0 SP:Iteration 36F (628.750000 sec): 3 clusters Score: Raw -5525005.499005 + Penalty 5220.042419 = -5519785.456586 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 15 (37847 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (628.880000 sec): 2 clusters Score: Raw -5520537.812095 + Penalty 2614.244135 = -5517923.567960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (629.040000 sec): 3 clusters Score: Raw -5497543.182043 + Penalty 5228.488270 = -5492314.693773 nChanged 17299 SP:Iteration 1F (629.410000 sec): 3 clusters Score: Raw -5507108.695028 + Penalty 5228.488270 = -5501880.206759 nChanged 1862 SP:Iteration 2Q (629.790000 sec): 3 clusters Score: Raw -5507748.133142 + Penalty 5228.488270 = -5502519.644872 nChanged 1738 SP:Iteration 3Q (629.940000 sec): 3 clusters Score: Raw -5508393.937860 + Penalty 5228.488270 = -5503165.449590 nChanged 1786 SP:Iteration 4Q (630.090000 sec): 3 clusters Score: Raw -5509138.086481 + Penalty 5228.488270 = -5503909.598212 nChanged 1930 SP:Iteration 5F (630.270000 sec): 3 clusters Score: Raw -5510059.974192 + Penalty 5228.488270 = -5504831.485922 nChanged 2129 SP:Iteration 6F (630.420000 sec): 3 clusters Score: Raw -5511062.501630 + Penalty 5228.488270 = -5505834.013360 nChanged 2034 SP:Iteration 7F (630.570000 sec): 3 clusters Score: Raw -5512046.715844 + Penalty 5228.488270 = -5506818.227574 nChanged 1901 SP:Iteration 8F (630.720000 sec): 3 clusters Score: Raw -5512922.412350 + Penalty 5228.488270 = -5507693.924080 nChanged 1641 SP:Iteration 9Q (630.890000 sec): 3 clusters Score: Raw -5513598.841903 + Penalty 5228.488270 = -5508370.353633 nChanged 1402 SP:Iteration 10Q (631.050000 sec): 3 clusters Score: Raw -5514116.560926 + Penalty 5228.488270 = -5508888.072656 nChanged 1213 SP:Iteration 11Q (631.210000 sec): 3 clusters Score: Raw -5514510.179892 + Penalty 5228.488270 = -5509281.691623 nChanged 1016 SP:Iteration 12Q (631.370000 sec): 3 clusters Score: Raw -5514781.842103 + Penalty 5228.488270 = -5509553.353833 nChanged 789 SP:Iteration 13Q (631.520000 sec): 3 clusters Score: Raw -5514964.776896 + Penalty 5228.488270 = -5509736.288626 nChanged 688 SP:Iteration 14Q (631.670000 sec): 3 clusters Score: Raw -5515123.866828 + Penalty 5228.488270 = -5509895.378558 nChanged 657 SP:Iteration 15Q (631.830000 sec): 3 clusters Score: Raw -5515282.037832 + Penalty 5228.488270 = -5510053.549563 nChanged 662 SP:Iteration 16Q (631.970000 sec): 3 clusters Score: Raw -5515461.603515 + Penalty 5228.488270 = -5510233.115245 nChanged 734 SP:Iteration 17Q (632.120000 sec): 3 clusters Score: Raw -5515685.775506 + Penalty 5228.488270 = -5510457.287236 nChanged 830 SP:Iteration 18Q (632.270000 sec): 3 clusters Score: Raw -5515982.256089 + Penalty 5228.488270 = -5510753.767820 nChanged 950 SP:Iteration 19Q (632.410000 sec): 3 clusters Score: Raw -5516376.988573 + Penalty 5228.488270 = -5511148.500304 nChanged 1096 SP:Iteration 20F (632.560000 sec): 3 clusters Score: Raw -5516903.750115 + Penalty 5228.488270 = -5511675.261845 nChanged 1144 SP:Iteration 21Q (632.710000 sec): 3 clusters Score: Raw -5517508.870223 + Penalty 5228.488270 = -5512280.381954 nChanged 1154 SP:Iteration 22Q (632.870000 sec): 3 clusters Score: Raw -5518168.196675 + Penalty 5228.488270 = -5512939.708405 nChanged 1138 SP:Iteration 23Q (633.010000 sec): 3 clusters Score: Raw -5518874.114452 + Penalty 5228.488270 = -5513645.626182 nChanged 1006 SP:Iteration 24Q (633.150000 sec): 3 clusters Score: Raw -5519478.131072 + Penalty 5228.488270 = -5514249.642803 nChanged 819 SP:Iteration 25Q (633.300000 sec): 3 clusters Score: Raw -5519952.093706 + Penalty 5228.488270 = -5514723.605436 nChanged 655 SP:Iteration 26Q (633.440000 sec): 3 clusters Score: Raw -5520319.331101 + Penalty 5228.488270 = -5515090.842831 nChanged 469 SP:Iteration 27Q (633.580000 sec): 3 clusters Score: Raw -5520548.205933 + Penalty 5228.488270 = -5515319.717663 nChanged 339 SP:Iteration 28Q (633.710000 sec): 3 clusters Score: Raw -5520715.448994 + Penalty 5228.488270 = -5515486.960725 nChanged 244 SP:Iteration 29Q (633.840000 sec): 3 clusters Score: Raw -5520831.569720 + Penalty 5228.488270 = -5515603.081450 nChanged 171 SP:Iteration 30Q (633.970000 sec): 3 clusters Score: Raw -5520908.309128 + Penalty 5228.488270 = -5515679.820858 nChanged 125 SP:Iteration 31Q (634.090000 sec): 3 clusters Score: Raw -5520961.491066 + Penalty 5228.488270 = -5515733.002796 nChanged 94 SP:Iteration 32Q (634.210000 sec): 3 clusters Score: Raw -5520997.700898 + Penalty 5228.488270 = -5515769.212628 nChanged 72 SP:Iteration 33Q (634.330000 sec): 3 clusters Score: Raw -5521028.053425 + Penalty 5228.488270 = -5515799.565155 nChanged 56 SP:Iteration 34Q (634.450000 sec): 3 clusters Score: Raw -5521051.393937 + Penalty 5228.488270 = -5515822.905667 nChanged 48 SP:Iteration 35Q (634.580000 sec): 3 clusters Score: Raw -5521074.697827 + Penalty 5228.488270 = -5515846.209557 nChanged 44 SP:Iteration 36Q (634.700000 sec): 3 clusters Score: Raw -5521093.500609 + Penalty 5228.488270 = -5515865.012340 nChanged 32 SP:Iteration 37Q (634.830000 sec): 3 clusters Score: Raw -5521105.453991 + Penalty 5228.488270 = -5515876.965721 nChanged 22 SP:Iteration 38Q (634.950000 sec): 3 clusters Score: Raw -5521113.547438 + Penalty 5228.488270 = -5515885.059168 nChanged 14 SP:Iteration 39Q (635.080000 sec): 3 clusters Score: Raw -5521118.656608 + Penalty 5228.488270 = -5515890.168338 nChanged 15 SP:Iteration 40F (635.230000 sec): 3 clusters Score: Raw -5521125.810095 + Penalty 5228.488270 = -5515897.321825 nChanged 14 SP:Iteration 41Q (635.360000 sec): 3 clusters Score: Raw -5521130.015298 + Penalty 5228.488270 = -5515901.527028 nChanged 11 SP:Iteration 42Q (635.480000 sec): 3 clusters Score: Raw -5521133.838791 + Penalty 5228.488270 = -5515905.350521 nChanged 13 SP:Iteration 43Q (635.610000 sec): 3 clusters Score: Raw -5521138.772881 + Penalty 5228.488270 = -5515910.284611 nChanged 7 SP:Iteration 44Q (635.730000 sec): 3 clusters Score: Raw -5521140.910150 + Penalty 5228.488270 = -5515912.421880 nChanged 6 SP:Iteration 45Q (635.850000 sec): 3 clusters Score: Raw -5521143.045577 + Penalty 5228.488270 = -5515914.557307 nChanged 4 SP:Iteration 46Q (635.980000 sec): 3 clusters Score: Raw -5521143.995845 + Penalty 5228.488270 = -5515915.507575 nChanged 3 SP:Iteration 47Q (636.100000 sec): 3 clusters Score: Raw -5521145.689586 + Penalty 5228.488270 = -5515917.201316 nChanged 5 SP:Iteration 48Q (636.210000 sec): 3 clusters Score: Raw -5521147.590693 + Penalty 5228.488270 = -5515919.102424 nChanged 7 SP:Iteration 49Q (636.320000 sec): 3 clusters Score: Raw -5521149.841803 + Penalty 5228.488270 = -5515921.353533 nChanged 7 SP:Iteration 50Q (636.440000 sec): 3 clusters Score: Raw -5521152.473161 + Penalty 5228.488270 = -5515923.984891 nChanged 2 SP:Iteration 51Q (636.550000 sec): 3 clusters Score: Raw -5521153.030016 + Penalty 5228.488270 = -5515924.541747 nChanged 2 SP:Iteration 52Q (636.670000 sec): 3 clusters Score: Raw -5521153.902352 + Penalty 5228.488270 = -5515925.414082 nChanged 5 SP:Iteration 53Q (636.790000 sec): 3 clusters Score: Raw -5521155.729952 + Penalty 5228.488270 = -5515927.241682 nChanged 10 SP:Iteration 54Q (636.910000 sec): 3 clusters Score: Raw -5521159.503418 + Penalty 5228.488270 = -5515931.015148 nChanged 8 SP:Iteration 55Q (637.030000 sec): 3 clusters Score: Raw -5521162.515854 + Penalty 5228.488270 = -5515934.027584 nChanged 8 SP:Iteration 56Q (637.140000 sec): 3 clusters Score: Raw -5521166.043567 + Penalty 5228.488270 = -5515937.555297 nChanged 7 SP:Iteration 57Q (637.260000 sec): 3 clusters Score: Raw -5521168.291323 + Penalty 5228.488270 = -5515939.803053 nChanged 5 SP:Iteration 58Q (637.380000 sec): 3 clusters Score: Raw -5521170.346087 + Penalty 5228.488270 = -5515941.857817 nChanged 4 SP:Iteration 59Q (637.510000 sec): 3 clusters Score: Raw -5521171.171955 + Penalty 5228.488270 = -5515942.683685 nChanged 1 SP:Iteration 60F (637.650000 sec): 3 clusters Score: Raw -5521171.643574 + Penalty 5228.488270 = -5515943.155305 nChanged 1 SP:Iteration 61Q (637.770000 sec): 3 clusters Score: Raw -5521171.965214 + Penalty 5228.488270 = -5515943.476944 nChanged 2 SP:Iteration 62Q (637.890000 sec): 3 clusters Score: Raw -5521172.439389 + Penalty 5228.488270 = -5515943.951119 nChanged 0 SP:Iteration 63F (638.040000 sec): 3 clusters Score: Raw -5521172.439389 + Penalty 5228.488270 = -5515943.951119 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 16 (133571 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (638.520000 sec): 2 clusters Score: Raw -19389751.223298 + Penalty 2926.992336 = -19386824.230962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (639.070000 sec): 3 clusters Score: Raw -19303736.741387 + Penalty 5853.984672 = -19297882.756715 nChanged 63267 SP:Iteration 1F (639.610000 sec): 3 clusters Score: Raw -19340023.116890 + Penalty 5853.984672 = -19334169.132219 nChanged 4569 SP:Iteration 2Q (640.150000 sec): 3 clusters Score: Raw -19341298.318566 + Penalty 5853.984672 = -19335444.333895 nChanged 5370 SP:Iteration 3Q (640.670000 sec): 3 clusters Score: Raw -19343191.987517 + Penalty 5853.984672 = -19337338.002846 nChanged 6684 SP:Iteration 4F (641.190000 sec): 3 clusters Score: Raw -19346251.132081 + Penalty 5853.984672 = -19340397.147409 nChanged 8433 SP:Iteration 5F (641.720000 sec): 3 clusters Score: Raw -19351150.275321 + Penalty 5853.984672 = -19345296.290649 nChanged 10092 SP:Iteration 6F (642.250000 sec): 3 clusters Score: Raw -19358077.936550 + Penalty 5853.984672 = -19352223.951878 nChanged 10578 SP:Iteration 7F (642.780000 sec): 3 clusters Score: Raw -19366140.375661 + Penalty 5853.984672 = -19360286.390989 nChanged 9583 SP:Iteration 8F (643.300000 sec): 3 clusters Score: Raw -19373790.149422 + Penalty 5853.984672 = -19367936.164751 nChanged 7427 SP:Iteration 9F (643.830000 sec): 3 clusters Score: Raw -19379703.597278 + Penalty 5853.984672 = -19373849.612607 nChanged 5141 SP:Iteration 10Q (644.650000 sec): 3 clusters Score: Raw -19383816.850073 + Penalty 5853.984672 = -19377962.865402 nChanged 3487 SP:Iteration 11Q (645.600000 sec): 3 clusters Score: Raw -19386606.353606 + Penalty 5853.984672 = -19380752.368934 nChanged 2086 SP:Iteration 12Q (646.100000 sec): 3 clusters Score: Raw -19388331.698609 + Penalty 5853.984672 = -19382477.713937 nChanged 1166 SP:Iteration 13Q (646.550000 sec): 3 clusters Score: Raw -19389362.210859 + Penalty 5853.984672 = -19383508.226188 nChanged 644 SP:Iteration 14Q (646.970000 sec): 3 clusters Score: Raw -19389942.174995 + Penalty 5853.984672 = -19384088.190323 nChanged 346 SP:Iteration 15Q (647.360000 sec): 3 clusters Score: Raw -19390231.392033 + Penalty 5853.984672 = -19384377.407361 nChanged 197 SP:Iteration 16Q (647.740000 sec): 3 clusters Score: Raw -19390415.027834 + Penalty 5853.984672 = -19384561.043162 nChanged 119 SP:Iteration 17Q (648.140000 sec): 3 clusters Score: Raw -19390542.152453 + Penalty 5853.984672 = -19384688.167782 nChanged 99 SP:Iteration 18Q (648.530000 sec): 3 clusters Score: Raw -19390663.783252 + Penalty 5853.984672 = -19384809.798580 nChanged 92 SP:Iteration 19Q (648.920000 sec): 3 clusters Score: Raw -19390791.293511 + Penalty 5853.984672 = -19384937.308840 nChanged 100 SP:Iteration 20F (649.440000 sec): 3 clusters Score: Raw -19391086.734978 + Penalty 5853.984672 = -19385232.750307 nChanged 136 SP:Iteration 21Q (649.810000 sec): 3 clusters Score: Raw -19391411.933995 + Penalty 5853.984672 = -19385557.949323 nChanged 135 SP:Iteration 22Q (650.170000 sec): 3 clusters Score: Raw -19391637.219481 + Penalty 5853.984672 = -19385783.234809 nChanged 126 SP:Iteration 23Q (650.530000 sec): 3 clusters Score: Raw -19391833.946965 + Penalty 5853.984672 = -19385979.962293 nChanged 116 SP:Iteration 24Q (650.880000 sec): 3 clusters Score: Raw -19392000.680700 + Penalty 5853.984672 = -19386146.696029 nChanged 104 SP:Iteration 25Q (651.240000 sec): 3 clusters Score: Raw -19392162.612292 + Penalty 5853.984672 = -19386308.627620 nChanged 84 SP:Iteration 26Q (651.590000 sec): 3 clusters Score: Raw -19392272.441300 + Penalty 5853.984672 = -19386418.456629 nChanged 63 SP:Iteration 27Q (651.930000 sec): 3 clusters Score: Raw -19392369.238492 + Penalty 5853.984672 = -19386515.253821 nChanged 60 SP:Iteration 28Q (652.270000 sec): 3 clusters Score: Raw -19392499.826413 + Penalty 5853.984672 = -19386645.841742 nChanged 42 SP:Iteration 29Q (652.640000 sec): 3 clusters Score: Raw -19392558.965927 + Penalty 5853.984672 = -19386704.981255 nChanged 25 SP:Iteration 30Q (652.990000 sec): 3 clusters Score: Raw -19392579.806135 + Penalty 5853.984672 = -19386725.821464 nChanged 10 SP:Iteration 31Q (653.350000 sec): 3 clusters Score: Raw -19392585.859636 + Penalty 5853.984672 = -19386731.874965 nChanged 6 SP:Iteration 32Q (653.700000 sec): 3 clusters Score: Raw -19392589.182201 + Penalty 5853.984672 = -19386735.197530 nChanged 3 SP:Iteration 33Q (654.070000 sec): 3 clusters Score: Raw -19392591.143681 + Penalty 5853.984672 = -19386737.159009 nChanged 4 SP:Iteration 34Q (654.410000 sec): 3 clusters Score: Raw -19392592.489832 + Penalty 5853.984672 = -19386738.505161 nChanged 2 SP:Iteration 35Q (654.750000 sec): 3 clusters Score: Raw -19392593.412299 + Penalty 5853.984672 = -19386739.427628 nChanged 1 SP:Iteration 36Q (655.100000 sec): 3 clusters Score: Raw -19392594.213437 + Penalty 5853.984672 = -19386740.228766 nChanged 1 SP:Iteration 37Q (655.440000 sec): 3 clusters Score: Raw -19392594.745877 + Penalty 5853.984672 = -19386740.761205 nChanged 1 SP:Iteration 38Q (655.780000 sec): 3 clusters Score: Raw -19392595.066806 + Penalty 5853.984672 = -19386741.082134 nChanged 0 SP:Iteration 39F (656.260000 sec): 3 clusters Score: Raw -19392698.593170 + Penalty 5853.984672 = -19386844.608498 nChanged 57 SP:Iteration 40F (656.750000 sec): 3 clusters Score: Raw -19392761.225498 + Penalty 5853.984672 = -19386907.240827 nChanged 50 SP:Iteration 41Q (657.100000 sec): 3 clusters Score: Raw -19392806.925546 + Penalty 5853.984672 = -19386952.940874 nChanged 39 SP:Iteration 42Q (657.440000 sec): 3 clusters Score: Raw -19392834.691199 + Penalty 5853.984672 = -19386980.706528 nChanged 29 SP:Iteration 43Q (657.780000 sec): 3 clusters Score: Raw -19392852.281267 + Penalty 5853.984672 = -19386998.296596 nChanged 21 SP:Iteration 44Q (658.120000 sec): 3 clusters Score: Raw -19392862.746947 + Penalty 5853.984672 = -19387008.762276 nChanged 17 SP:Iteration 45Q (658.460000 sec): 3 clusters Score: Raw -19392875.089773 + Penalty 5853.984672 = -19387021.105101 nChanged 14 SP:Iteration 46Q (658.820000 sec): 3 clusters Score: Raw -19392884.210019 + Penalty 5853.984672 = -19387030.225347 nChanged 13 SP:Iteration 47Q (659.170000 sec): 3 clusters Score: Raw -19392889.945566 + Penalty 5853.984672 = -19387035.960895 nChanged 9 SP:Iteration 48Q (659.520000 sec): 3 clusters Score: Raw -19392892.818709 + Penalty 5853.984672 = -19387038.834038 nChanged 3 SP:Iteration 49Q (659.860000 sec): 3 clusters Score: Raw -19392893.594462 + Penalty 5853.984672 = -19387039.609790 nChanged 3 SP:Iteration 50Q (660.220000 sec): 3 clusters Score: Raw -19392896.242836 + Penalty 5853.984672 = -19387042.258165 nChanged 6 SP:Iteration 51Q (660.560000 sec): 3 clusters Score: Raw -19392900.081795 + Penalty 5853.984672 = -19387046.097124 nChanged 5 SP:Iteration 52Q (660.910000 sec): 3 clusters Score: Raw -19392902.488148 + Penalty 5853.984672 = -19387048.503476 nChanged 3 SP:Iteration 53Q (661.250000 sec): 3 clusters Score: Raw -19392904.079273 + Penalty 5853.984672 = -19387050.094601 nChanged 5 SP:Iteration 54Q (661.590000 sec): 3 clusters Score: Raw -19392906.252375 + Penalty 5853.984672 = -19387052.267703 nChanged 5 SP:Iteration 55Q (661.940000 sec): 3 clusters Score: Raw -19392907.849082 + Penalty 5853.984672 = -19387053.864411 nChanged 0 SP:Iteration 56F (662.430000 sec): 3 clusters Score: Raw -19392907.849082 + Penalty 5853.984672 = -19387053.864411 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 27. Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 17 (21106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (662.550000 sec): 2 clusters Score: Raw -2919774.683496 + Penalty 2469.413535 = -2917305.269962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (662.630000 sec): 3 clusters Score: Raw -2907458.708296 + Penalty 4938.827069 = -2902519.881227 nChanged 9383 SP:Iteration 1F (662.700000 sec): 3 clusters Score: Raw -2913246.363496 + Penalty 4938.827069 = -2908307.536427 nChanged 1561 SP:Iteration 2F (662.780000 sec): 3 clusters Score: Raw -2914575.915076 + Penalty 4938.827069 = -2909637.088007 nChanged 1645 SP:Iteration 3F (662.860000 sec): 3 clusters Score: Raw -2916137.599859 + Penalty 4938.827069 = -2911198.772790 nChanged 1610 SP:Iteration 4F (662.940000 sec): 3 clusters Score: Raw -2917774.441926 + Penalty 4938.827069 = -2912835.614857 nChanged 1544 SP:Iteration 5F (663.020000 sec): 3 clusters Score: Raw -2919102.981744 + Penalty 4938.827069 = -2914164.154675 nChanged 1310 SP:Iteration 6F (663.100000 sec): 3 clusters Score: Raw -2919968.423769 + Penalty 4938.827069 = -2915029.596700 nChanged 1051 SP:Iteration 7Q (663.180000 sec): 3 clusters Score: Raw -2920540.998397 + Penalty 4938.827069 = -2915602.171328 nChanged 785 SP:Iteration 8Q (663.260000 sec): 3 clusters Score: Raw -2920906.532220 + Penalty 4938.827069 = -2915967.705151 nChanged 617 SP:Iteration 9Q (663.330000 sec): 3 clusters Score: Raw -2921164.403620 + Penalty 4938.827069 = -2916225.576550 nChanged 479 SP:Iteration 10Q (663.410000 sec): 3 clusters Score: Raw -2921319.302641 + Penalty 4938.827069 = -2916380.475572 nChanged 332 SP:Iteration 11Q (663.480000 sec): 3 clusters Score: Raw -2921417.224464 + Penalty 4938.827069 = -2916478.397395 nChanged 252 SP:Iteration 12Q (663.560000 sec): 3 clusters Score: Raw -2921478.040122 + Penalty 4938.827069 = -2916539.213053 nChanged 215 SP:Iteration 13Q (663.640000 sec): 3 clusters Score: Raw -2921528.771339 + Penalty 4938.827069 = -2916589.944270 nChanged 177 SP:Iteration 14Q (663.720000 sec): 3 clusters Score: Raw -2921567.605340 + Penalty 4938.827069 = -2916628.778271 nChanged 170 SP:Iteration 15Q (663.790000 sec): 3 clusters Score: Raw -2921605.670574 + Penalty 4938.827069 = -2916666.843505 nChanged 164 SP:Iteration 16Q (663.870000 sec): 3 clusters Score: Raw -2921642.666009 + Penalty 4938.827069 = -2916703.838940 nChanged 190 SP:Iteration 17Q (663.940000 sec): 3 clusters Score: Raw -2921687.240275 + Penalty 4938.827069 = -2916748.413206 nChanged 205 SP:Iteration 18Q (664.020000 sec): 3 clusters Score: Raw -2921740.822749 + Penalty 4938.827069 = -2916801.995679 nChanged 203 SP:Iteration 19Q (664.090000 sec): 3 clusters Score: Raw -2921792.205061 + Penalty 4938.827069 = -2916853.377992 nChanged 223 SP:Iteration 20F (664.170000 sec): 3 clusters Score: Raw -2921856.932336 + Penalty 4938.827069 = -2916918.105267 nChanged 224 SP:Iteration 21Q (664.250000 sec): 3 clusters Score: Raw -2921919.291797 + Penalty 4938.827069 = -2916980.464728 nChanged 225 SP:Iteration 22Q (664.320000 sec): 3 clusters Score: Raw -2921979.761422 + Penalty 4938.827069 = -2917040.934353 nChanged 244 SP:Iteration 23Q (664.390000 sec): 3 clusters Score: Raw -2922044.544216 + Penalty 4938.827069 = -2917105.717147 nChanged 245 SP:Iteration 24Q (664.470000 sec): 3 clusters Score: Raw -2922112.728159 + Penalty 4938.827069 = -2917173.901090 nChanged 243 SP:Iteration 25Q (664.540000 sec): 3 clusters Score: Raw -2922181.373587 + Penalty 4938.827069 = -2917242.546518 nChanged 222 SP:Iteration 26Q (664.610000 sec): 3 clusters Score: Raw -2922240.371393 + Penalty 4938.827069 = -2917301.544324 nChanged 214 SP:Iteration 27Q (664.690000 sec): 3 clusters Score: Raw -2922297.729487 + Penalty 4938.827069 = -2917358.902418 nChanged 209 SP:Iteration 28Q (664.760000 sec): 3 clusters Score: Raw -2922354.797884 + Penalty 4938.827069 = -2917415.970815 nChanged 210 SP:Iteration 29Q (664.830000 sec): 3 clusters Score: Raw -2922407.657116 + Penalty 4938.827069 = -2917468.830047 nChanged 206 SP:Iteration 30Q (664.900000 sec): 3 clusters Score: Raw -2922458.552698 + Penalty 4938.827069 = -2917519.725629 nChanged 181 SP:Iteration 31Q (664.980000 sec): 3 clusters Score: Raw -2922505.054836 + Penalty 4938.827069 = -2917566.227767 nChanged 161 SP:Iteration 32Q (665.050000 sec): 3 clusters Score: Raw -2922544.395619 + Penalty 4938.827069 = -2917605.568549 nChanged 144 SP:Iteration 33Q (665.120000 sec): 3 clusters Score: Raw -2922578.200878 + Penalty 4938.827069 = -2917639.373809 nChanged 142 SP:Iteration 34Q (665.200000 sec): 3 clusters Score: Raw -2922608.308495 + Penalty 4938.827069 = -2917669.481426 nChanged 117 SP:Iteration 35Q (665.280000 sec): 3 clusters Score: Raw -2922627.685394 + Penalty 4938.827069 = -2917688.858325 nChanged 96 SP:Iteration 36Q (665.350000 sec): 3 clusters Score: Raw -2922644.678734 + Penalty 4938.827069 = -2917705.851665 nChanged 96 SP:Iteration 37Q (665.420000 sec): 3 clusters Score: Raw -2922664.487233 + Penalty 4938.827069 = -2917725.660163 nChanged 93 SP:Iteration 38Q (665.500000 sec): 3 clusters Score: Raw -2922681.814440 + Penalty 4938.827069 = -2917742.987371 nChanged 83 SP:Iteration 39Q (665.570000 sec): 3 clusters Score: Raw -2922697.476224 + Penalty 4938.827069 = -2917758.649155 nChanged 79 SP:Iteration 40F (665.650000 sec): 3 clusters Score: Raw -2922712.264723 + Penalty 4938.827069 = -2917773.437654 nChanged 68 SP:Iteration 41Q (665.720000 sec): 3 clusters Score: Raw -2922722.411208 + Penalty 4938.827069 = -2917783.584139 nChanged 52 SP:Iteration 42Q (665.790000 sec): 3 clusters Score: Raw -2922731.040255 + Penalty 4938.827069 = -2917792.213186 nChanged 50 SP:Iteration 43Q (665.860000 sec): 3 clusters Score: Raw -2922739.168640 + Penalty 4938.827069 = -2917800.341571 nChanged 44 SP:Iteration 44Q (665.940000 sec): 3 clusters Score: Raw -2922746.038204 + Penalty 4938.827069 = -2917807.211135 nChanged 40 SP:Iteration 45Q (666.020000 sec): 3 clusters Score: Raw -2922751.886952 + Penalty 4938.827069 = -2917813.059883 nChanged 43 SP:Iteration 46Q (666.090000 sec): 3 clusters Score: Raw -2922757.812890 + Penalty 4938.827069 = -2917818.985821 nChanged 36 SP:Iteration 47Q (666.160000 sec): 3 clusters Score: Raw -2922763.372239 + Penalty 4938.827069 = -2917824.545169 nChanged 36 SP:Iteration 48Q (666.230000 sec): 3 clusters Score: Raw -2922768.825120 + Penalty 4938.827069 = -2917829.998051 nChanged 37 SP:Iteration 49Q (666.300000 sec): 3 clusters Score: Raw -2922774.205592 + Penalty 4938.827069 = -2917835.378523 nChanged 34 SP:Iteration 50Q (666.370000 sec): 3 clusters Score: Raw -2922779.524159 + Penalty 4938.827069 = -2917840.697090 nChanged 41 SP:Iteration 51Q (666.440000 sec): 3 clusters Score: Raw -2922785.513582 + Penalty 4938.827069 = -2917846.686513 nChanged 29 SP:Iteration 52Q (666.510000 sec): 3 clusters Score: Raw -2922788.902699 + Penalty 4938.827069 = -2917850.075630 nChanged 20 SP:Iteration 53Q (666.580000 sec): 3 clusters Score: Raw -2922790.879126 + Penalty 4938.827069 = -2917852.052057 nChanged 19 SP:Iteration 54Q (666.650000 sec): 3 clusters Score: Raw -2922793.079030 + Penalty 4938.827069 = -2917854.251961 nChanged 19 SP:Iteration 55Q (666.720000 sec): 3 clusters Score: Raw -2922796.178516 + Penalty 4938.827069 = -2917857.351447 nChanged 20 SP:Iteration 56Q (666.790000 sec): 3 clusters Score: Raw -2922799.988377 + Penalty 4938.827069 = -2917861.161308 nChanged 24 SP:Iteration 57Q (666.860000 sec): 3 clusters Score: Raw -2922803.659239 + Penalty 4938.827069 = -2917864.832169 nChanged 26 SP:Iteration 58Q (666.930000 sec): 3 clusters Score: Raw -2922809.212947 + Penalty 4938.827069 = -2917870.385878 nChanged 27 SP:Iteration 59Q (667.000000 sec): 3 clusters Score: Raw -2922812.551640 + Penalty 4938.827069 = -2917873.724571 nChanged 16 SP:Iteration 60F (667.080000 sec): 3 clusters Score: Raw -2922814.618984 + Penalty 4938.827069 = -2917875.791915 nChanged 12 SP:Iteration 61Q (667.150000 sec): 3 clusters Score: Raw -2922816.191780 + Penalty 4938.827069 = -2917877.364711 nChanged 14 SP:Iteration 62Q (667.220000 sec): 3 clusters Score: Raw -2922818.224763 + Penalty 4938.827069 = -2917879.397694 nChanged 14 SP:Iteration 63Q (667.290000 sec): 3 clusters Score: Raw -2922820.287682 + Penalty 4938.827069 = -2917881.460613 nChanged 11 SP:Iteration 64Q (667.360000 sec): 3 clusters Score: Raw -2922821.630431 + Penalty 4938.827069 = -2917882.803362 nChanged 15 SP:Iteration 65Q (667.430000 sec): 3 clusters Score: Raw -2922823.261620 + Penalty 4938.827069 = -2917884.434551 nChanged 13 SP:Iteration 66Q (667.500000 sec): 3 clusters Score: Raw -2922824.957266 + Penalty 4938.827069 = -2917886.130197 nChanged 10 SP:Iteration 67Q (667.570000 sec): 3 clusters Score: Raw -2922826.499581 + Penalty 4938.827069 = -2917887.672512 nChanged 13 SP:Iteration 68Q (667.640000 sec): 3 clusters Score: Raw -2922828.236857 + Penalty 4938.827069 = -2917889.409788 nChanged 17 SP:Iteration 69Q (667.710000 sec): 3 clusters Score: Raw -2922830.699268 + Penalty 4938.827069 = -2917891.872199 nChanged 12 SP:Iteration 70Q (667.780000 sec): 3 clusters Score: Raw -2922832.959499 + Penalty 4938.827069 = -2917894.132430 nChanged 9 SP:Iteration 71Q (667.850000 sec): 3 clusters Score: Raw -2922833.671104 + Penalty 4938.827069 = -2917894.844035 nChanged 10 SP:Iteration 72Q (667.920000 sec): 3 clusters Score: Raw -2922835.409508 + Penalty 4938.827069 = -2917896.582439 nChanged 11 SP:Iteration 73Q (667.990000 sec): 3 clusters Score: Raw -2922836.657658 + Penalty 4938.827069 = -2917897.830589 nChanged 13 SP:Iteration 74Q (668.060000 sec): 3 clusters Score: Raw -2922838.659555 + Penalty 4938.827069 = -2917899.832486 nChanged 13 SP:Iteration 75Q (668.130000 sec): 3 clusters Score: Raw -2922839.880063 + Penalty 4938.827069 = -2917901.052994 nChanged 6 SP:Iteration 76Q (668.200000 sec): 3 clusters Score: Raw -2922841.090394 + Penalty 4938.827069 = -2917902.263324 nChanged 8 SP:Iteration 77Q (668.270000 sec): 3 clusters Score: Raw -2922842.347156 + Penalty 4938.827069 = -2917903.520087 nChanged 9 SP:Iteration 78Q (668.340000 sec): 3 clusters Score: Raw -2922843.256408 + Penalty 4938.827069 = -2917904.429339 nChanged 5 SP:Iteration 79Q (668.410000 sec): 3 clusters Score: Raw -2922843.812189 + Penalty 4938.827069 = -2917904.985120 nChanged 3 SP:Iteration 80F (668.490000 sec): 3 clusters Score: Raw -2922844.205653 + Penalty 4938.827069 = -2917905.378584 nChanged 4 SP:Iteration 81Q (668.560000 sec): 3 clusters Score: Raw -2922844.696144 + Penalty 4938.827069 = -2917905.869075 nChanged 4 SP:Iteration 82Q (668.630000 sec): 3 clusters Score: Raw -2922844.999970 + Penalty 4938.827069 = -2917906.172901 nChanged 2 SP:Iteration 83Q (668.700000 sec): 3 clusters Score: Raw -2922845.232570 + Penalty 4938.827069 = -2917906.405501 nChanged 1 SP:Iteration 84Q (668.760000 sec): 3 clusters Score: Raw -2922845.308912 + Penalty 4938.827069 = -2917906.481843 nChanged 0 SP:Iteration 85F (668.840000 sec): 3 clusters Score: Raw -2922845.308912 + Penalty 4938.827069 = -2917906.481843 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 28. Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 18 (34830 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (668.970000 sec): 2 clusters Score: Raw -5060905.108422 + Penalty 2593.642122 = -5058311.466300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (669.100000 sec): 3 clusters Score: Raw -5039631.541542 + Penalty 5187.284244 = -5034444.257298 nChanged 15949 SP:Iteration 1F (669.240000 sec): 3 clusters Score: Raw -5048527.420192 + Penalty 5187.284244 = -5043340.135948 nChanged 1833 SP:Iteration 2F (669.370000 sec): 3 clusters Score: Raw -5049234.500732 + Penalty 5187.284244 = -5044047.216488 nChanged 1874 SP:Iteration 3F (669.500000 sec): 3 clusters Score: Raw -5050101.158762 + Penalty 5187.284244 = -5044913.874518 nChanged 2030 SP:Iteration 4F (669.630000 sec): 3 clusters Score: Raw -5051285.353626 + Penalty 5187.284244 = -5046098.069382 nChanged 2269 SP:Iteration 5F (669.760000 sec): 3 clusters Score: Raw -5052733.151471 + Penalty 5187.284244 = -5047545.867227 nChanged 2322 SP:Iteration 6F (669.890000 sec): 3 clusters Score: Raw -5054297.475469 + Penalty 5187.284244 = -5049110.191225 nChanged 2203 SP:Iteration 7F (670.020000 sec): 3 clusters Score: Raw -5055739.636078 + Penalty 5187.284244 = -5050552.351834 nChanged 1838 SP:Iteration 8F (670.160000 sec): 3 clusters Score: Raw -5056885.625673 + Penalty 5187.284244 = -5051698.341428 nChanged 1488 SP:Iteration 9Q (670.290000 sec): 3 clusters Score: Raw -5057765.931401 + Penalty 5187.284244 = -5052578.647156 nChanged 1270 SP:Iteration 10Q (670.420000 sec): 3 clusters Score: Raw -5058518.733159 + Penalty 5187.284244 = -5053331.448915 nChanged 1047 SP:Iteration 11Q (670.560000 sec): 3 clusters Score: Raw -5059143.419734 + Penalty 5187.284244 = -5053956.135490 nChanged 891 SP:Iteration 12Q (670.690000 sec): 3 clusters Score: Raw -5059686.472777 + Penalty 5187.284244 = -5054499.188532 nChanged 733 SP:Iteration 13Q (670.830000 sec): 3 clusters Score: Raw -5060143.765859 + Penalty 5187.284244 = -5054956.481614 nChanged 632 SP:Iteration 14Q (670.960000 sec): 3 clusters Score: Raw -5060550.000333 + Penalty 5187.284244 = -5055362.716089 nChanged 491 SP:Iteration 15Q (671.080000 sec): 3 clusters Score: Raw -5060849.351400 + Penalty 5187.284244 = -5055662.067155 nChanged 382 SP:Iteration 16Q (671.210000 sec): 3 clusters Score: Raw -5061091.256415 + Penalty 5187.284244 = -5055903.972171 nChanged 274 SP:Iteration 17Q (671.330000 sec): 3 clusters Score: Raw -5061247.686360 + Penalty 5187.284244 = -5056060.402116 nChanged 196 SP:Iteration 18Q (671.450000 sec): 3 clusters Score: Raw -5061366.556663 + Penalty 5187.284244 = -5056179.272418 nChanged 141 SP:Iteration 19Q (671.560000 sec): 3 clusters Score: Raw -5061450.663787 + Penalty 5187.284244 = -5056263.379543 nChanged 105 SP:Iteration 20F (671.700000 sec): 3 clusters Score: Raw -5061510.326265 + Penalty 5187.284244 = -5056323.042020 nChanged 83 SP:Iteration 21Q (671.810000 sec): 3 clusters Score: Raw -5061556.746155 + Penalty 5187.284244 = -5056369.461911 nChanged 56 SP:Iteration 22Q (671.920000 sec): 3 clusters Score: Raw -5061587.904228 + Penalty 5187.284244 = -5056400.619984 nChanged 39 SP:Iteration 23Q (672.030000 sec): 3 clusters Score: Raw -5061607.265096 + Penalty 5187.284244 = -5056419.980852 nChanged 27 SP:Iteration 24Q (672.140000 sec): 3 clusters Score: Raw -5061621.348855 + Penalty 5187.284244 = -5056434.064611 nChanged 21 SP:Iteration 25Q (672.250000 sec): 3 clusters Score: Raw -5061632.039748 + Penalty 5187.284244 = -5056444.755503 nChanged 15 SP:Iteration 26Q (672.360000 sec): 3 clusters Score: Raw -5061639.996864 + Penalty 5187.284244 = -5056452.712620 nChanged 13 SP:Iteration 27Q (672.470000 sec): 3 clusters Score: Raw -5061647.412781 + Penalty 5187.284244 = -5056460.128537 nChanged 9 SP:Iteration 28Q (672.580000 sec): 3 clusters Score: Raw -5061652.380636 + Penalty 5187.284244 = -5056465.096392 nChanged 12 SP:Iteration 29Q (672.700000 sec): 3 clusters Score: Raw -5061658.829371 + Penalty 5187.284244 = -5056471.545127 nChanged 13 SP:Iteration 30Q (672.800000 sec): 3 clusters Score: Raw -5061665.040613 + Penalty 5187.284244 = -5056477.756368 nChanged 15 SP:Iteration 31Q (672.910000 sec): 3 clusters Score: Raw -5061671.063857 + Penalty 5187.284244 = -5056483.779612 nChanged 11 SP:Iteration 32Q (673.020000 sec): 3 clusters Score: Raw -5061677.096314 + Penalty 5187.284244 = -5056489.812070 nChanged 11 SP:Iteration 33Q (673.130000 sec): 3 clusters Score: Raw -5061681.894549 + Penalty 5187.284244 = -5056494.610305 nChanged 4 SP:Iteration 34Q (673.240000 sec): 3 clusters Score: Raw -5061683.601433 + Penalty 5187.284244 = -5056496.317189 nChanged 3 SP:Iteration 35Q (673.340000 sec): 3 clusters Score: Raw -5061685.504340 + Penalty 5187.284244 = -5056498.220096 nChanged 5 SP:Iteration 36Q (673.450000 sec): 3 clusters Score: Raw -5061687.417941 + Penalty 5187.284244 = -5056500.133696 nChanged 1 SP:Iteration 37Q (673.550000 sec): 3 clusters Score: Raw -5061688.100919 + Penalty 5187.284244 = -5056500.816675 nChanged 1 SP:Iteration 38Q (673.660000 sec): 3 clusters Score: Raw -5061688.387225 + Penalty 5187.284244 = -5056501.102980 nChanged 2 SP:Iteration 39Q (673.760000 sec): 3 clusters Score: Raw -5061688.843049 + Penalty 5187.284244 = -5056501.558805 nChanged 0 SP:Iteration 40F (673.890000 sec): 3 clusters Score: Raw -5061688.843049 + Penalty 5187.284244 = -5056501.558805 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 19 (11276 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (673.940000 sec): 2 clusters Score: Raw -1613419.428108 + Penalty 2313.947099 = -1611105.481009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (673.980000 sec): 3 clusters Score: Raw -1607210.802807 + Penalty 4627.894199 = -1602582.908609 nChanged 4734 SP:Iteration 1F (674.020000 sec): 3 clusters Score: Raw -1609686.878993 + Penalty 4627.894199 = -1605058.984794 nChanged 711 SP:Iteration 2F (674.060000 sec): 3 clusters Score: Raw -1610049.844999 + Penalty 4627.894199 = -1605421.950801 nChanged 648 SP:Iteration 3F (674.100000 sec): 3 clusters Score: Raw -1610425.335798 + Penalty 4627.894199 = -1605797.441599 nChanged 683 SP:Iteration 4F (674.140000 sec): 3 clusters Score: Raw -1610848.813131 + Penalty 4627.894199 = -1606220.918933 nChanged 687 SP:Iteration 5F (674.180000 sec): 3 clusters Score: Raw -1611311.980365 + Penalty 4627.894199 = -1606684.086166 nChanged 670 SP:Iteration 6F (674.220000 sec): 3 clusters Score: Raw -1611786.937823 + Penalty 4627.894199 = -1607159.043624 nChanged 615 SP:Iteration 7F (674.270000 sec): 3 clusters Score: Raw -1612192.703181 + Penalty 4627.894199 = -1607564.808982 nChanged 524 SP:Iteration 8Q (674.310000 sec): 3 clusters Score: Raw -1612494.556174 + Penalty 4627.894199 = -1607866.661975 nChanged 405 SP:Iteration 9Q (674.350000 sec): 3 clusters Score: Raw -1612711.035857 + Penalty 4627.894199 = -1608083.141658 nChanged 318 SP:Iteration 10Q (674.390000 sec): 3 clusters Score: Raw -1612871.576469 + Penalty 4627.894199 = -1608243.682271 nChanged 259 SP:Iteration 11Q (674.430000 sec): 3 clusters Score: Raw -1612988.462978 + Penalty 4627.894199 = -1608360.568779 nChanged 222 SP:Iteration 12Q (674.480000 sec): 3 clusters Score: Raw -1613095.259007 + Penalty 4627.894199 = -1608467.364808 nChanged 192 SP:Iteration 13Q (674.520000 sec): 3 clusters Score: Raw -1613181.724993 + Penalty 4627.894199 = -1608553.830795 nChanged 146 SP:Iteration 14Q (674.560000 sec): 3 clusters Score: Raw -1613247.004588 + Penalty 4627.894199 = -1608619.110389 nChanged 125 SP:Iteration 15Q (674.600000 sec): 3 clusters Score: Raw -1613302.764360 + Penalty 4627.894199 = -1608674.870161 nChanged 105 SP:Iteration 16Q (674.640000 sec): 3 clusters Score: Raw -1613352.017194 + Penalty 4627.894199 = -1608724.122995 nChanged 97 SP:Iteration 17Q (674.680000 sec): 3 clusters Score: Raw -1613394.999423 + Penalty 4627.894199 = -1608767.105224 nChanged 65 SP:Iteration 18Q (674.720000 sec): 3 clusters Score: Raw -1613415.883205 + Penalty 4627.894199 = -1608787.989006 nChanged 54 SP:Iteration 19Q (674.760000 sec): 3 clusters Score: Raw -1613437.026961 + Penalty 4627.894199 = -1608809.132763 nChanged 54 SP:Iteration 20F (674.800000 sec): 3 clusters Score: Raw -1613460.406140 + Penalty 4627.894199 = -1608832.511942 nChanged 56 SP:Iteration 21Q (674.840000 sec): 3 clusters Score: Raw -1613481.884595 + Penalty 4627.894199 = -1608853.990396 nChanged 70 SP:Iteration 22Q (674.880000 sec): 3 clusters Score: Raw -1613513.956514 + Penalty 4627.894199 = -1608886.062316 nChanged 67 SP:Iteration 23Q (674.920000 sec): 3 clusters Score: Raw -1613541.803051 + Penalty 4627.894199 = -1608913.908852 nChanged 66 SP:Iteration 24Q (674.960000 sec): 3 clusters Score: Raw -1613571.503833 + Penalty 4627.894199 = -1608943.609634 nChanged 58 SP:Iteration 25Q (675.000000 sec): 3 clusters Score: Raw -1613592.862038 + Penalty 4627.894199 = -1608964.967839 nChanged 43 SP:Iteration 26Q (675.040000 sec): 3 clusters Score: Raw -1613611.194834 + Penalty 4627.894199 = -1608983.300635 nChanged 54 SP:Iteration 27Q (675.070000 sec): 3 clusters Score: Raw -1613631.439375 + Penalty 4627.894199 = -1609003.545176 nChanged 58 SP:Iteration 28Q (675.110000 sec): 3 clusters Score: Raw -1613656.373409 + Penalty 4627.894199 = -1609028.479210 nChanged 54 SP:Iteration 29Q (675.150000 sec): 3 clusters Score: Raw -1613680.666973 + Penalty 4627.894199 = -1609052.772774 nChanged 55 SP:Iteration 30Q (675.190000 sec): 3 clusters Score: Raw -1613707.617651 + Penalty 4627.894199 = -1609079.723453 nChanged 59 SP:Iteration 31Q (675.220000 sec): 3 clusters Score: Raw -1613731.682815 + Penalty 4627.894199 = -1609103.788616 nChanged 43 SP:Iteration 32Q (675.260000 sec): 3 clusters Score: Raw -1613752.718717 + Penalty 4627.894199 = -1609124.824518 nChanged 48 SP:Iteration 33Q (675.300000 sec): 3 clusters Score: Raw -1613776.318439 + Penalty 4627.894199 = -1609148.424240 nChanged 42 SP:Iteration 34Q (675.340000 sec): 3 clusters Score: Raw -1613797.796794 + Penalty 4627.894199 = -1609169.902595 nChanged 34 SP:Iteration 35Q (675.370000 sec): 3 clusters Score: Raw -1613815.146420 + Penalty 4627.894199 = -1609187.252221 nChanged 29 SP:Iteration 36Q (675.410000 sec): 3 clusters Score: Raw -1613829.911088 + Penalty 4627.894199 = -1609202.016890 nChanged 29 SP:Iteration 37Q (675.440000 sec): 3 clusters Score: Raw -1613844.825071 + Penalty 4627.894199 = -1609216.930873 nChanged 30 SP:Iteration 38Q (675.480000 sec): 3 clusters Score: Raw -1613859.395498 + Penalty 4627.894199 = -1609231.501299 nChanged 24 SP:Iteration 39Q (675.520000 sec): 3 clusters Score: Raw -1613872.663207 + Penalty 4627.894199 = -1609244.769009 nChanged 27 SP:Iteration 40F (675.560000 sec): 3 clusters Score: Raw -1613886.432930 + Penalty 4627.894199 = -1609258.538731 nChanged 16 SP:Iteration 41Q (675.590000 sec): 3 clusters Score: Raw -1613894.126854 + Penalty 4627.894199 = -1609266.232655 nChanged 11 SP:Iteration 42Q (675.630000 sec): 3 clusters Score: Raw -1613898.607286 + Penalty 4627.894199 = -1609270.713087 nChanged 13 SP:Iteration 43Q (675.660000 sec): 3 clusters Score: Raw -1613904.412137 + Penalty 4627.894199 = -1609276.517939 nChanged 12 SP:Iteration 44Q (675.700000 sec): 3 clusters Score: Raw -1613910.428820 + Penalty 4627.894199 = -1609282.534622 nChanged 7 SP:Iteration 45Q (675.740000 sec): 3 clusters Score: Raw -1613915.043893 + Penalty 4627.894199 = -1609287.149694 nChanged 9 SP:Iteration 46Q (675.770000 sec): 3 clusters Score: Raw -1613920.104050 + Penalty 4627.894199 = -1609292.209851 nChanged 8 SP:Iteration 47Q (675.810000 sec): 3 clusters Score: Raw -1613924.088552 + Penalty 4627.894199 = -1609296.194354 nChanged 6 SP:Iteration 48Q (675.840000 sec): 3 clusters Score: Raw -1613926.271546 + Penalty 4627.894199 = -1609298.377347 nChanged 7 SP:Iteration 49Q (675.880000 sec): 3 clusters Score: Raw -1613929.527093 + Penalty 4627.894199 = -1609301.632895 nChanged 4 SP:Iteration 50Q (675.910000 sec): 3 clusters Score: Raw -1613932.695512 + Penalty 4627.894199 = -1609304.801314 nChanged 6 SP:Iteration 51Q (675.940000 sec): 3 clusters Score: Raw -1613935.597061 + Penalty 4627.894199 = -1609307.702863 nChanged 2 SP:Iteration 52Q (675.980000 sec): 3 clusters Score: Raw -1613936.511750 + Penalty 4627.894199 = -1609308.617552 nChanged 3 SP:Iteration 53Q (676.010000 sec): 3 clusters Score: Raw -1613937.961392 + Penalty 4627.894199 = -1609310.067193 nChanged 3 SP:Iteration 54Q (676.040000 sec): 3 clusters Score: Raw -1613938.665908 + Penalty 4627.894199 = -1609310.771709 nChanged 2 SP:Iteration 55Q (676.080000 sec): 3 clusters Score: Raw -1613939.163992 + Penalty 4627.894199 = -1609311.269793 nChanged 3 SP:Iteration 56Q (676.120000 sec): 3 clusters Score: Raw -1613940.745428 + Penalty 4627.894199 = -1609312.851230 nChanged 3 SP:Iteration 57Q (676.150000 sec): 3 clusters Score: Raw -1613941.796786 + Penalty 4627.894199 = -1609313.902588 nChanged 2 SP:Iteration 58Q (676.180000 sec): 3 clusters Score: Raw -1613942.710584 + Penalty 4627.894199 = -1609314.816386 nChanged 1 SP:Iteration 59Q (676.220000 sec): 3 clusters Score: Raw -1613943.310966 + Penalty 4627.894199 = -1609315.416767 nChanged 0 SP:Iteration 60F (676.260000 sec): 3 clusters Score: Raw -1613943.310966 + Penalty 4627.894199 = -1609315.416767 nChanged 0 Iteration 20F (717.930000 sec): 29 clusters Score: Raw -139236035.522281 + Penalty 95758.991624 = -139140276.530657 nChanged 31083 Iteration 21Q (729.960000 sec): 29 clusters Score: Raw -139250747.264177 + Penalty 95758.991624 = -139154988.272553 nChanged 16209 Iteration 22Q (756.350000 sec): 29 clusters Score: Raw -139256803.907604 + Penalty 95758.991624 = -139161044.915980 nChanged 12239 Iteration 23Q (772.310000 sec): 29 clusters Score: Raw -139260915.422424 + Penalty 95758.991624 = -139165156.430800 nChanged 10246 Iteration 24Q (783.490000 sec): 29 clusters Score: Raw -139264162.056801 + Penalty 95758.991624 = -139168403.065176 nChanged 8793 Iteration 25Q (795.300000 sec): 29 clusters Score: Raw -139266765.648335 + Penalty 95758.991624 = -139171006.656711 nChanged 7852 Iteration 26Q (808.990000 sec): 29 clusters Score: Raw -139268770.283750 + Penalty 95758.991624 = -139173011.292126 nChanged 7071 Iteration 27Q (820.300000 sec): 29 clusters Score: Raw -139270278.242261 + Penalty 95758.991624 = -139174519.250637 nChanged 5999 Iteration 28Q (830.860000 sec): 29 clusters Score: Raw -139271363.429474 + Penalty 95758.991624 = -139175604.437850 nChanged 5146 Iteration 29Q (848.460000 sec): 29 clusters Score: Raw -139272183.071353 + Penalty 95758.991624 = -139176424.079729 nChanged 4461 Iteration 30Q (866.740000 sec): 29 clusters Score: Raw -139272819.309286 + Penalty 95758.991624 = -139177060.317662 nChanged 4076 Iteration 31Q (878.370000 sec): 29 clusters Score: Raw -139273359.029940 + Penalty 95758.991624 = -139177600.038315 nChanged 3654 Iteration 32Q (888.650000 sec): 29 clusters Score: Raw -139273800.881687 + Penalty 95758.991624 = -139178041.890063 nChanged 3130 Iteration 33Q (899.770000 sec): 29 clusters Score: Raw -139274126.583919 + Penalty 95758.991624 = -139178367.592294 nChanged 2827 Iteration 34Q (919.920000 sec): 29 clusters Score: Raw -139274402.453922 + Penalty 95758.991624 = -139178643.462298 nChanged 2542 Iteration 35Q (933.660000 sec): 29 clusters Score: Raw -139274644.531858 + Penalty 95758.991624 = -139178885.540233 nChanged 2424 Iteration 36Q (953.290000 sec): 29 clusters Score: Raw -139274879.435850 + Penalty 95758.991624 = -139179120.444226 nChanged 2229 Iteration 37Q (968.230000 sec): 29 clusters Score: Raw -139275083.317763 + Penalty 95758.991624 = -139179324.326139 nChanged 2029 Iteration 38Q (978.850000 sec): 29 clusters Score: Raw -139275254.828572 + Penalty 95758.991624 = -139179495.836948 nChanged 1870 Iteration 39Q (991.420000 sec): 29 clusters Score: Raw -139275413.163773 + Penalty 95758.991624 = -139179654.172148 nChanged 1676 Iteration 40F (1042.850000 sec): 29 clusters Score: Raw -139275714.006708 + Penalty 95758.991624 = -139179955.015084 nChanged 1648 Iteration 41Q (1053.670000 sec): 29 clusters Score: Raw -139275981.106320 + Penalty 95758.991624 = -139180222.114696 nChanged 1682 Iteration 42Q (1065.820000 sec): 29 clusters Score: Raw -139276143.132583 + Penalty 95758.991624 = -139180384.140959 nChanged 1693 Iteration 43Q (1078.260000 sec): 29 clusters Score: Raw -139276286.970615 + Penalty 95758.991624 = -139180527.978991 nChanged 1542 Iteration 44Q (1091.740000 sec): 29 clusters Score: Raw -139276415.056668 + Penalty 95758.991624 = -139180656.065044 nChanged 1466 Iteration 45Q (1109.030000 sec): 29 clusters Score: Raw -139276530.920090 + Penalty 95758.991624 = -139180771.928465 nChanged 1380 Iteration 46Q (1128.130000 sec): 29 clusters Score: Raw -139276638.169551 + Penalty 95758.991624 = -139180879.177926 nChanged 1291 Iteration 47Q (1141.080000 sec): 29 clusters Score: Raw -139276736.964958 + Penalty 95758.991624 = -139180977.973334 nChanged 1260 Iteration 48Q (1152.820000 sec): 29 clusters Score: Raw -139276828.516156 + Penalty 95758.991624 = -139181069.524531 nChanged 1195 Iteration 49Q (1164.020000 sec): 29 clusters Score: Raw -139276907.773728 + Penalty 95758.991624 = -139181148.782103 nChanged 1135 Iteration 50Q (1175.710000 sec): 29 clusters Score: Raw -139276982.916515 + Penalty 95758.991624 = -139181223.924891 nChanged 1086 Iteration 51Q (1187.850000 sec): 29 clusters Score: Raw -139277050.788191 + Penalty 95758.991624 = -139181291.796567 nChanged 1054 Iteration 52Q (1201.330000 sec): 29 clusters Score: Raw -139277115.730309 + Penalty 95758.991624 = -139181356.738685 nChanged 1020 Iteration 53Q (1214.120000 sec): 29 clusters Score: Raw -139277181.560062 + Penalty 95758.991624 = -139181422.568437 nChanged 976 Iteration 54Q (1224.830000 sec): 29 clusters Score: Raw -139277240.755508 + Penalty 95758.991624 = -139181481.763884 nChanged 939 Iteration 55Q (1235.310000 sec): 29 clusters Score: Raw -139277295.978813 + Penalty 95758.991624 = -139181536.987189 nChanged 887 Iteration 56Q (1246.250000 sec): 29 clusters Score: Raw -139277344.911277 + Penalty 95758.991624 = -139181585.919653 nChanged 865 Iteration 57Q (1258.950000 sec): 29 clusters Score: Raw -139277391.645478 + Penalty 95758.991624 = -139181632.653854 nChanged 792 Iteration 58Q (1270.510000 sec): 29 clusters Score: Raw -139277431.291394 + Penalty 95758.991624 = -139181672.299770 nChanged 692 Writing temp clu file Because OldScore, -139181632.653854, is greater than current (better) Score,-139181672.299770 Compute initial score before splitting: Score: Raw -139277431.291394 + Penalty 95758.991624 = -139181672.299770 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 1 (20406 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1270.750000 sec): 2 clusters Score: Raw -3050351.473651 + Penalty 2461.048895 = -3047890.424755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1270.820000 sec): 3 clusters Score: Raw -3038396.361926 + Penalty 4922.097790 = -3033474.264136 nChanged 9011 SP:Iteration 1F (1270.900000 sec): 3 clusters Score: Raw -3043093.245436 + Penalty 4922.097790 = -3038171.147646 nChanged 1055 SP:Iteration 2F (1270.980000 sec): 3 clusters Score: Raw -3043439.323127 + Penalty 4922.097790 = -3038517.225337 nChanged 816 SP:Iteration 3Q (1271.050000 sec): 3 clusters Score: Raw -3043700.180249 + Penalty 4922.097790 = -3038778.082459 nChanged 725 SP:Iteration 4Q (1271.130000 sec): 3 clusters Score: Raw -3043914.925473 + Penalty 4922.097790 = -3038992.827683 nChanged 643 SP:Iteration 5Q (1271.200000 sec): 3 clusters Score: Raw -3044080.012865 + Penalty 4922.097790 = -3039157.915075 nChanged 527 SP:Iteration 6Q (1271.280000 sec): 3 clusters Score: Raw -3044213.076115 + Penalty 4922.097790 = -3039290.978325 nChanged 491 SP:Iteration 7Q (1271.350000 sec): 3 clusters Score: Raw -3044341.635799 + Penalty 4922.097790 = -3039419.538008 nChanged 451 SP:Iteration 8Q (1271.430000 sec): 3 clusters Score: Raw -3044466.161550 + Penalty 4922.097790 = -3039544.063760 nChanged 470 SP:Iteration 9Q (1271.510000 sec): 3 clusters Score: Raw -3044608.591508 + Penalty 4922.097790 = -3039686.493718 nChanged 503 SP:Iteration 10Q (1271.580000 sec): 3 clusters Score: Raw -3044781.367852 + Penalty 4922.097790 = -3039859.270062 nChanged 566 SP:Iteration 11Q (1271.660000 sec): 3 clusters Score: Raw -3045013.233969 + Penalty 4922.097790 = -3040091.136179 nChanged 680 SP:Iteration 12Q (1271.730000 sec): 3 clusters Score: Raw -3045366.138508 + Penalty 4922.097790 = -3040444.040717 nChanged 762 SP:Iteration 13Q (1271.810000 sec): 3 clusters Score: Raw -3045819.536018 + Penalty 4922.097790 = -3040897.438227 nChanged 898 SP:Iteration 14Q (1271.880000 sec): 3 clusters Score: Raw -3046396.960406 + Penalty 4922.097790 = -3041474.862615 nChanged 897 SP:Iteration 15Q (1271.950000 sec): 3 clusters Score: Raw -3047041.450732 + Penalty 4922.097790 = -3042119.352942 nChanged 912 SP:Iteration 16Q (1272.030000 sec): 3 clusters Score: Raw -3047727.848307 + Penalty 4922.097790 = -3042805.750517 nChanged 802 SP:Iteration 17Q (1272.100000 sec): 3 clusters Score: Raw -3048330.973914 + Penalty 4922.097790 = -3043408.876124 nChanged 721 SP:Iteration 18Q (1272.170000 sec): 3 clusters Score: Raw -3048841.404409 + Penalty 4922.097790 = -3043919.306619 nChanged 572 SP:Iteration 19Q (1272.230000 sec): 3 clusters Score: Raw -3049234.903907 + Penalty 4922.097790 = -3044312.806117 nChanged 454 SP:Iteration 20F (1272.310000 sec): 3 clusters Score: Raw -3049537.674889 + Penalty 4922.097790 = -3044615.577099 nChanged 371 SP:Iteration 21Q (1272.370000 sec): 3 clusters Score: Raw -3049767.483438 + Penalty 4922.097790 = -3044845.385648 nChanged 293 SP:Iteration 22Q (1272.430000 sec): 3 clusters Score: Raw -3049952.902310 + Penalty 4922.097790 = -3045030.804520 nChanged 241 SP:Iteration 23Q (1272.490000 sec): 3 clusters Score: Raw -3050109.587416 + Penalty 4922.097790 = -3045187.489626 nChanged 180 SP:Iteration 24Q (1272.550000 sec): 3 clusters Score: Raw -3050225.365328 + Penalty 4922.097790 = -3045303.267538 nChanged 141 SP:Iteration 25Q (1272.610000 sec): 3 clusters Score: Raw -3050315.396212 + Penalty 4922.097790 = -3045393.298422 nChanged 106 SP:Iteration 26Q (1272.670000 sec): 3 clusters Score: Raw -3050386.198094 + Penalty 4922.097790 = -3045464.100304 nChanged 97 SP:Iteration 27Q (1272.720000 sec): 3 clusters Score: Raw -3050456.232568 + Penalty 4922.097790 = -3045534.134778 nChanged 74 SP:Iteration 28Q (1272.770000 sec): 3 clusters Score: Raw -3050511.926637 + Penalty 4922.097790 = -3045589.828847 nChanged 66 SP:Iteration 29Q (1272.830000 sec): 3 clusters Score: Raw -3050568.219978 + Penalty 4922.097790 = -3045646.122188 nChanged 49 SP:Iteration 30Q (1272.890000 sec): 3 clusters Score: Raw -3050602.502394 + Penalty 4922.097790 = -3045680.404604 nChanged 28 SP:Iteration 31Q (1272.940000 sec): 3 clusters Score: Raw -3050623.536021 + Penalty 4922.097790 = -3045701.438231 nChanged 18 SP:Iteration 32Q (1272.990000 sec): 3 clusters Score: Raw -3050635.598116 + Penalty 4922.097790 = -3045713.500326 nChanged 17 SP:Iteration 33Q (1273.050000 sec): 3 clusters Score: Raw -3050648.620009 + Penalty 4922.097790 = -3045726.522219 nChanged 17 SP:Iteration 34Q (1273.110000 sec): 3 clusters Score: Raw -3050660.110249 + Penalty 4922.097790 = -3045738.012459 nChanged 15 SP:Iteration 35Q (1273.160000 sec): 3 clusters Score: Raw -3050670.986215 + Penalty 4922.097790 = -3045748.888425 nChanged 9 SP:Iteration 36Q (1273.210000 sec): 3 clusters Score: Raw -3050677.389813 + Penalty 4922.097790 = -3045755.292023 nChanged 6 SP:Iteration 37Q (1273.270000 sec): 3 clusters Score: Raw -3050681.815932 + Penalty 4922.097790 = -3045759.718142 nChanged 6 SP:Iteration 38Q (1273.320000 sec): 3 clusters Score: Raw -3050686.068466 + Penalty 4922.097790 = -3045763.970676 nChanged 5 SP:Iteration 39Q (1273.380000 sec): 3 clusters Score: Raw -3050689.137667 + Penalty 4922.097790 = -3045767.039877 nChanged 1 SP:Iteration 40F (1273.450000 sec): 3 clusters Score: Raw -3050689.729548 + Penalty 4922.097790 = -3045767.631758 nChanged 1 SP:Iteration 41Q (1273.510000 sec): 3 clusters Score: Raw -3050690.608062 + Penalty 4922.097790 = -3045768.510272 nChanged 2 SP:Iteration 42Q (1273.570000 sec): 3 clusters Score: Raw -3050692.101343 + Penalty 4922.097790 = -3045770.003553 nChanged 1 SP:Iteration 43Q (1273.620000 sec): 3 clusters Score: Raw -3050692.584224 + Penalty 4922.097790 = -3045770.486434 nChanged 2 SP:Iteration 44Q (1273.670000 sec): 3 clusters Score: Raw -3050693.885510 + Penalty 4922.097790 = -3045771.787720 nChanged 0 SP:Iteration 45F (1273.750000 sec): 3 clusters Score: Raw -3050693.885510 + Penalty 4922.097790 = -3045771.787720 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 2 (11225 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1273.790000 sec): 2 clusters Score: Raw -1599733.126978 + Penalty 2312.822881 = -1597420.304098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1273.830000 sec): 3 clusters Score: Raw -1593611.238459 + Penalty 4625.645761 = -1588985.592697 nChanged 4677 SP:Iteration 1F (1273.870000 sec): 3 clusters Score: Raw -1596190.923318 + Penalty 4625.645761 = -1591565.277557 nChanged 824 SP:Iteration 2F (1273.910000 sec): 3 clusters Score: Raw -1596726.129753 + Penalty 4625.645761 = -1592100.483991 nChanged 788 SP:Iteration 3F (1273.970000 sec): 3 clusters Score: Raw -1597358.313832 + Penalty 4625.645761 = -1592732.668071 nChanged 805 SP:Iteration 4F (1274.010000 sec): 3 clusters Score: Raw -1598173.896946 + Penalty 4625.645761 = -1593548.251185 nChanged 818 SP:Iteration 5F (1274.050000 sec): 3 clusters Score: Raw -1598994.679805 + Penalty 4625.645761 = -1594369.034043 nChanged 739 SP:Iteration 6F (1274.090000 sec): 3 clusters Score: Raw -1599663.278567 + Penalty 4625.645761 = -1595037.632805 nChanged 586 SP:Iteration 7F (1274.130000 sec): 3 clusters Score: Raw -1600103.053168 + Penalty 4625.645761 = -1595477.407407 nChanged 397 SP:Iteration 8Q (1274.170000 sec): 3 clusters Score: Raw -1600358.958985 + Penalty 4625.645761 = -1595733.313223 nChanged 263 SP:Iteration 9Q (1274.210000 sec): 3 clusters Score: Raw -1600526.368420 + Penalty 4625.645761 = -1595900.722659 nChanged 200 SP:Iteration 10Q (1274.250000 sec): 3 clusters Score: Raw -1600633.120505 + Penalty 4625.645761 = -1596007.474744 nChanged 151 SP:Iteration 11Q (1274.290000 sec): 3 clusters Score: Raw -1600690.138600 + Penalty 4625.645761 = -1596064.492838 nChanged 113 SP:Iteration 12Q (1274.330000 sec): 3 clusters Score: Raw -1600725.902227 + Penalty 4625.645761 = -1596100.256465 nChanged 74 SP:Iteration 13Q (1274.370000 sec): 3 clusters Score: Raw -1600747.671233 + Penalty 4625.645761 = -1596122.025472 nChanged 61 SP:Iteration 14Q (1274.410000 sec): 3 clusters Score: Raw -1600765.231503 + Penalty 4625.645761 = -1596139.585741 nChanged 55 SP:Iteration 15Q (1274.450000 sec): 3 clusters Score: Raw -1600781.641485 + Penalty 4625.645761 = -1596155.995723 nChanged 44 SP:Iteration 16Q (1274.490000 sec): 3 clusters Score: Raw -1600791.192658 + Penalty 4625.645761 = -1596165.546897 nChanged 34 SP:Iteration 17Q (1274.530000 sec): 3 clusters Score: Raw -1600797.736904 + Penalty 4625.645761 = -1596172.091143 nChanged 29 SP:Iteration 18Q (1274.570000 sec): 3 clusters Score: Raw -1600803.386609 + Penalty 4625.645761 = -1596177.740848 nChanged 31 SP:Iteration 19Q (1274.610000 sec): 3 clusters Score: Raw -1600811.546674 + Penalty 4625.645761 = -1596185.900913 nChanged 29 SP:Iteration 20F (1274.650000 sec): 3 clusters Score: Raw -1600818.319587 + Penalty 4625.645761 = -1596192.673826 nChanged 36 SP:Iteration 21Q (1274.690000 sec): 3 clusters Score: Raw -1600826.211432 + Penalty 4625.645761 = -1596200.565670 nChanged 31 SP:Iteration 22Q (1274.730000 sec): 3 clusters Score: Raw -1600834.636119 + Penalty 4625.645761 = -1596208.990357 nChanged 44 SP:Iteration 23Q (1274.760000 sec): 3 clusters Score: Raw -1600846.633315 + Penalty 4625.645761 = -1596220.987553 nChanged 48 SP:Iteration 24Q (1274.800000 sec): 3 clusters Score: Raw -1600860.637894 + Penalty 4625.645761 = -1596234.992133 nChanged 50 SP:Iteration 25Q (1274.840000 sec): 3 clusters Score: Raw -1600877.659083 + Penalty 4625.645761 = -1596252.013321 nChanged 63 SP:Iteration 26Q (1274.880000 sec): 3 clusters Score: Raw -1600899.990691 + Penalty 4625.645761 = -1596274.344930 nChanged 70 SP:Iteration 27Q (1274.910000 sec): 3 clusters Score: Raw -1600922.107156 + Penalty 4625.645761 = -1596296.461395 nChanged 74 SP:Iteration 28Q (1274.950000 sec): 3 clusters Score: Raw -1600951.230084 + Penalty 4625.645761 = -1596325.584322 nChanged 85 SP:Iteration 29Q (1274.990000 sec): 3 clusters Score: Raw -1600992.094683 + Penalty 4625.645761 = -1596366.448922 nChanged 104 SP:Iteration 30Q (1275.030000 sec): 3 clusters Score: Raw -1601037.758958 + Penalty 4625.645761 = -1596412.113197 nChanged 105 SP:Iteration 31Q (1275.070000 sec): 3 clusters Score: Raw -1601086.197306 + Penalty 4625.645761 = -1596460.551545 nChanged 120 SP:Iteration 32Q (1275.110000 sec): 3 clusters Score: Raw -1601153.467716 + Penalty 4625.645761 = -1596527.821954 nChanged 123 SP:Iteration 33Q (1275.140000 sec): 3 clusters Score: Raw -1601217.252405 + Penalty 4625.645761 = -1596591.606644 nChanged 126 SP:Iteration 34Q (1275.180000 sec): 3 clusters Score: Raw -1601276.991175 + Penalty 4625.645761 = -1596651.345414 nChanged 120 SP:Iteration 35Q (1275.210000 sec): 3 clusters Score: Raw -1601342.246233 + Penalty 4625.645761 = -1596716.600472 nChanged 134 SP:Iteration 36Q (1275.250000 sec): 3 clusters Score: Raw -1601408.729968 + Penalty 4625.645761 = -1596783.084207 nChanged 137 SP:Iteration 37Q (1275.290000 sec): 3 clusters Score: Raw -1601471.531128 + Penalty 4625.645761 = -1596845.885367 nChanged 123 SP:Iteration 38Q (1275.320000 sec): 3 clusters Score: Raw -1601527.797068 + Penalty 4625.645761 = -1596902.151306 nChanged 115 SP:Iteration 39Q (1275.360000 sec): 3 clusters Score: Raw -1601575.800772 + Penalty 4625.645761 = -1596950.155010 nChanged 115 SP:Iteration 40F (1275.400000 sec): 3 clusters Score: Raw -1601623.212197 + Penalty 4625.645761 = -1596997.566435 nChanged 79 SP:Iteration 41Q (1275.430000 sec): 3 clusters Score: Raw -1601658.702067 + Penalty 4625.645761 = -1597033.056305 nChanged 81 SP:Iteration 42Q (1275.470000 sec): 3 clusters Score: Raw -1601689.552841 + Penalty 4625.645761 = -1597063.907079 nChanged 70 SP:Iteration 43Q (1275.510000 sec): 3 clusters Score: Raw -1601710.537765 + Penalty 4625.645761 = -1597084.892004 nChanged 63 SP:Iteration 44Q (1275.540000 sec): 3 clusters Score: Raw -1601727.397417 + Penalty 4625.645761 = -1597101.751655 nChanged 50 SP:Iteration 45Q (1275.580000 sec): 3 clusters Score: Raw -1601739.403749 + Penalty 4625.645761 = -1597113.757988 nChanged 44 SP:Iteration 46Q (1275.610000 sec): 3 clusters Score: Raw -1601747.742341 + Penalty 4625.645761 = -1597122.096580 nChanged 29 SP:Iteration 47Q (1275.650000 sec): 3 clusters Score: Raw -1601753.642386 + Penalty 4625.645761 = -1597127.996624 nChanged 21 SP:Iteration 48Q (1275.690000 sec): 3 clusters Score: Raw -1601756.906428 + Penalty 4625.645761 = -1597131.260667 nChanged 19 SP:Iteration 49Q (1275.720000 sec): 3 clusters Score: Raw -1601759.721127 + Penalty 4625.645761 = -1597134.075366 nChanged 20 SP:Iteration 50Q (1275.760000 sec): 3 clusters Score: Raw -1601762.628225 + Penalty 4625.645761 = -1597136.982463 nChanged 20 SP:Iteration 51Q (1275.790000 sec): 3 clusters Score: Raw -1601767.744264 + Penalty 4625.645761 = -1597142.098502 nChanged 24 SP:Iteration 52Q (1275.830000 sec): 3 clusters Score: Raw -1601772.368596 + Penalty 4625.645761 = -1597146.722834 nChanged 22 SP:Iteration 53Q (1275.860000 sec): 3 clusters Score: Raw -1601776.878744 + Penalty 4625.645761 = -1597151.232983 nChanged 24 SP:Iteration 54Q (1275.900000 sec): 3 clusters Score: Raw -1601782.192183 + Penalty 4625.645761 = -1597156.546421 nChanged 19 SP:Iteration 55Q (1275.930000 sec): 3 clusters Score: Raw -1601784.790365 + Penalty 4625.645761 = -1597159.144603 nChanged 17 SP:Iteration 56Q (1275.970000 sec): 3 clusters Score: Raw -1601787.292991 + Penalty 4625.645761 = -1597161.647230 nChanged 13 SP:Iteration 57Q (1276.010000 sec): 3 clusters Score: Raw -1601788.936723 + Penalty 4625.645761 = -1597163.290962 nChanged 6 SP:Iteration 58Q (1276.040000 sec): 3 clusters Score: Raw -1601789.386154 + Penalty 4625.645761 = -1597163.740392 nChanged 5 SP:Iteration 59Q (1276.070000 sec): 3 clusters Score: Raw -1601790.105632 + Penalty 4625.645761 = -1597164.459870 nChanged 7 SP:Iteration 60F (1276.120000 sec): 3 clusters Score: Raw -1601790.780119 + Penalty 4625.645761 = -1597165.134357 nChanged 3 SP:Iteration 61Q (1276.150000 sec): 3 clusters Score: Raw -1601791.199400 + Penalty 4625.645761 = -1597165.553638 nChanged 2 SP:Iteration 62Q (1276.190000 sec): 3 clusters Score: Raw -1601791.396006 + Penalty 4625.645761 = -1597165.750245 nChanged 1 SP:Iteration 63Q (1276.220000 sec): 3 clusters Score: Raw -1601791.524194 + Penalty 4625.645761 = -1597165.878432 nChanged 1 SP:Iteration 64Q (1276.260000 sec): 3 clusters Score: Raw -1601791.601774 + Penalty 4625.645761 = -1597165.956012 nChanged 0 SP:Iteration 65F (1276.300000 sec): 3 clusters Score: Raw -1601791.601774 + Penalty 4625.645761 = -1597165.956012 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 3 (343 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1276.310000 sec): 2 clusters Score: Raw -45634.249553 + Penalty 1447.757151 = -44186.492402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1276.310000 sec): 3 clusters Score: Raw -45872.488242 + Penalty 2895.514302 = -42976.973940 nChanged 58 SP:Iteration 1F (1276.310000 sec): 3 clusters Score: Raw -46022.305811 + Penalty 2895.514302 = -43126.791510 nChanged 20 SP:Iteration 2F (1276.310000 sec): 3 clusters Score: Raw -46081.163764 + Penalty 2895.514302 = -43185.649462 nChanged 11 SP:Iteration 3Q (1276.310000 sec): 3 clusters Score: Raw -46107.394441 + Penalty 2895.514302 = -43211.880139 nChanged 4 SP:Iteration 4Q (1276.310000 sec): 3 clusters Score: Raw -46113.232869 + Penalty 2895.514302 = -43217.718568 nChanged 1 SP:Iteration 5Q (1276.310000 sec): 3 clusters Score: Raw -46115.135361 + Penalty 2895.514302 = -43219.621060 nChanged 3 SP:Iteration 6Q (1276.320000 sec): 3 clusters Score: Raw -46124.900752 + Penalty 2895.514302 = -43229.386450 nChanged 2 SP:Iteration 7Q (1276.320000 sec): 3 clusters Score: Raw -46128.616171 + Penalty 2895.514302 = -43233.101869 nChanged 2 SP:Iteration 8Q (1276.320000 sec): 3 clusters Score: Raw -46131.989916 + Penalty 2895.514302 = -43236.475614 nChanged 1 SP:Iteration 9Q (1276.320000 sec): 3 clusters Score: Raw -46153.655499 + Penalty 2895.514302 = -43258.141197 nChanged 3 SP:Iteration 10Q (1276.320000 sec): 3 clusters Score: Raw -46160.666701 + Penalty 2895.514302 = -43265.152399 nChanged 2 SP:Iteration 11Q (1276.320000 sec): 3 clusters Score: Raw -46168.054458 + Penalty 2895.514302 = -43272.540156 nChanged 5 SP:Iteration 12Q (1276.320000 sec): 3 clusters Score: Raw -46180.113807 + Penalty 2895.514302 = -43284.599505 nChanged 2 SP:Iteration 13Q (1276.330000 sec): 3 clusters Score: Raw -46186.318480 + Penalty 2895.514302 = -43290.804179 nChanged 3 SP:Iteration 14Q (1276.330000 sec): 3 clusters Score: Raw -46193.156157 + Penalty 2895.514302 = -43297.641856 nChanged 5 SP:Iteration 15Q (1276.330000 sec): 3 clusters Score: Raw -46203.170136 + Penalty 2895.514302 = -43307.655834 nChanged 2 SP:Iteration 16Q (1276.330000 sec): 3 clusters Score: Raw -46205.586236 + Penalty 2895.514302 = -43310.071934 nChanged 5 SP:Iteration 17Q (1276.330000 sec): 3 clusters Score: Raw -46218.760079 + Penalty 2895.514302 = -43323.245777 nChanged 2 SP:Iteration 18Q (1276.330000 sec): 3 clusters Score: Raw -46224.504386 + Penalty 2895.514302 = -43328.990084 nChanged 2 SP:Iteration 19Q (1276.330000 sec): 3 clusters Score: Raw -46230.343620 + Penalty 2895.514302 = -43334.829318 nChanged 1 SP:Iteration 20F (1276.330000 sec): 3 clusters Score: Raw -46231.433490 + Penalty 2895.514302 = -43335.919188 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 4 (22890 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1276.420000 sec): 2 clusters Score: Raw -3354929.061318 + Penalty 2489.536942 = -3352439.524376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1276.500000 sec): 3 clusters Score: Raw -3341396.230312 + Penalty 4979.073885 = -3336417.156427 nChanged 10095 SP:Iteration 1F (1276.590000 sec): 3 clusters Score: Raw -3346964.428784 + Penalty 4979.073885 = -3341985.354900 nChanged 1293 SP:Iteration 2F (1276.680000 sec): 3 clusters Score: Raw -3347525.937784 + Penalty 4979.073885 = -3342546.863899 nChanged 1189 SP:Iteration 3F (1276.770000 sec): 3 clusters Score: Raw -3348056.419175 + Penalty 4979.073885 = -3343077.345290 nChanged 1157 SP:Iteration 4F (1276.850000 sec): 3 clusters Score: Raw -3348586.818597 + Penalty 4979.073885 = -3343607.744712 nChanged 1102 SP:Iteration 5Q (1276.940000 sec): 3 clusters Score: Raw -3349148.968702 + Penalty 4979.073885 = -3344169.894817 nChanged 1070 SP:Iteration 6Q (1277.030000 sec): 3 clusters Score: Raw -3349694.275538 + Penalty 4979.073885 = -3344715.201653 nChanged 1038 SP:Iteration 7Q (1277.120000 sec): 3 clusters Score: Raw -3350191.771569 + Penalty 4979.073885 = -3345212.697684 nChanged 985 SP:Iteration 8Q (1277.210000 sec): 3 clusters Score: Raw -3350637.472178 + Penalty 4979.073885 = -3345658.398293 nChanged 902 SP:Iteration 9Q (1277.290000 sec): 3 clusters Score: Raw -3351068.322550 + Penalty 4979.073885 = -3346089.248665 nChanged 849 SP:Iteration 10Q (1277.380000 sec): 3 clusters Score: Raw -3351448.154566 + Penalty 4979.073885 = -3346469.080681 nChanged 749 SP:Iteration 11Q (1277.470000 sec): 3 clusters Score: Raw -3351781.266265 + Penalty 4979.073885 = -3346802.192380 nChanged 740 SP:Iteration 12Q (1277.550000 sec): 3 clusters Score: Raw -3352109.153817 + Penalty 4979.073885 = -3347130.079933 nChanged 648 SP:Iteration 13Q (1277.630000 sec): 3 clusters Score: Raw -3352373.376287 + Penalty 4979.073885 = -3347394.302402 nChanged 540 SP:Iteration 14Q (1277.720000 sec): 3 clusters Score: Raw -3352570.270258 + Penalty 4979.073885 = -3347591.196373 nChanged 490 SP:Iteration 15Q (1277.810000 sec): 3 clusters Score: Raw -3352737.194904 + Penalty 4979.073885 = -3347758.121019 nChanged 412 SP:Iteration 16Q (1277.890000 sec): 3 clusters Score: Raw -3352858.962269 + Penalty 4979.073885 = -3347879.888384 nChanged 329 SP:Iteration 17Q (1277.980000 sec): 3 clusters Score: Raw -3352940.976508 + Penalty 4979.073885 = -3347961.902624 nChanged 266 SP:Iteration 18Q (1278.060000 sec): 3 clusters Score: Raw -3353002.493316 + Penalty 4979.073885 = -3348023.419432 nChanged 208 SP:Iteration 19Q (1278.140000 sec): 3 clusters Score: Raw -3353048.109411 + Penalty 4979.073885 = -3348069.035526 nChanged 197 SP:Iteration 20F (1278.230000 sec): 3 clusters Score: Raw -3353089.304847 + Penalty 4979.073885 = -3348110.230962 nChanged 177 SP:Iteration 21Q (1278.310000 sec): 3 clusters Score: Raw -3353124.719331 + Penalty 4979.073885 = -3348145.645446 nChanged 161 SP:Iteration 22Q (1278.390000 sec): 3 clusters Score: Raw -3353148.905414 + Penalty 4979.073885 = -3348169.831529 nChanged 117 SP:Iteration 23Q (1278.470000 sec): 3 clusters Score: Raw -3353164.254963 + Penalty 4979.073885 = -3348185.181078 nChanged 96 SP:Iteration 24Q (1278.550000 sec): 3 clusters Score: Raw -3353178.022113 + Penalty 4979.073885 = -3348198.948228 nChanged 94 SP:Iteration 25Q (1278.630000 sec): 3 clusters Score: Raw -3353190.990990 + Penalty 4979.073885 = -3348211.917105 nChanged 87 SP:Iteration 26Q (1278.710000 sec): 3 clusters Score: Raw -3353202.266168 + Penalty 4979.073885 = -3348223.192283 nChanged 89 SP:Iteration 27Q (1278.790000 sec): 3 clusters Score: Raw -3353213.474571 + Penalty 4979.073885 = -3348234.400687 nChanged 89 SP:Iteration 28Q (1278.870000 sec): 3 clusters Score: Raw -3353224.741688 + Penalty 4979.073885 = -3348245.667803 nChanged 87 SP:Iteration 29Q (1278.950000 sec): 3 clusters Score: Raw -3353235.880771 + Penalty 4979.073885 = -3348256.806886 nChanged 87 SP:Iteration 30Q (1279.030000 sec): 3 clusters Score: Raw -3353246.024368 + Penalty 4979.073885 = -3348266.950483 nChanged 71 SP:Iteration 31Q (1279.110000 sec): 3 clusters Score: Raw -3353254.350295 + Penalty 4979.073885 = -3348275.276410 nChanged 64 SP:Iteration 32Q (1279.190000 sec): 3 clusters Score: Raw -3353262.140679 + Penalty 4979.073885 = -3348283.066794 nChanged 71 SP:Iteration 33Q (1279.270000 sec): 3 clusters Score: Raw -3353271.842598 + Penalty 4979.073885 = -3348292.768713 nChanged 79 SP:Iteration 34Q (1279.350000 sec): 3 clusters Score: Raw -3353281.537142 + Penalty 4979.073885 = -3348302.463257 nChanged 69 SP:Iteration 35Q (1279.430000 sec): 3 clusters Score: Raw -3353289.759785 + Penalty 4979.073885 = -3348310.685901 nChanged 64 SP:Iteration 36Q (1279.510000 sec): 3 clusters Score: Raw -3353297.150818 + Penalty 4979.073885 = -3348318.076933 nChanged 55 SP:Iteration 37Q (1279.590000 sec): 3 clusters Score: Raw -3353302.935153 + Penalty 4979.073885 = -3348323.861268 nChanged 49 SP:Iteration 38Q (1279.670000 sec): 3 clusters Score: Raw -3353307.902751 + Penalty 4979.073885 = -3348328.828866 nChanged 55 SP:Iteration 39Q (1279.750000 sec): 3 clusters Score: Raw -3353314.399425 + Penalty 4979.073885 = -3348335.325540 nChanged 48 SP:Iteration 40F (1279.840000 sec): 3 clusters Score: Raw -3353319.024765 + Penalty 4979.073885 = -3348339.950880 nChanged 43 SP:Iteration 41Q (1279.920000 sec): 3 clusters Score: Raw -3353323.578647 + Penalty 4979.073885 = -3348344.504762 nChanged 51 SP:Iteration 42Q (1280.010000 sec): 3 clusters Score: Raw -3353328.664131 + Penalty 4979.073885 = -3348349.590246 nChanged 43 SP:Iteration 43Q (1280.090000 sec): 3 clusters Score: Raw -3353332.630679 + Penalty 4979.073885 = -3348353.556794 nChanged 41 SP:Iteration 44Q (1280.170000 sec): 3 clusters Score: Raw -3353336.566774 + Penalty 4979.073885 = -3348357.492890 nChanged 42 SP:Iteration 45Q (1280.250000 sec): 3 clusters Score: Raw -3353340.744067 + Penalty 4979.073885 = -3348361.670182 nChanged 49 SP:Iteration 46Q (1280.360000 sec): 3 clusters Score: Raw -3353346.160225 + Penalty 4979.073885 = -3348367.086341 nChanged 39 SP:Iteration 47Q (1280.440000 sec): 3 clusters Score: Raw -3353350.285126 + Penalty 4979.073885 = -3348371.211241 nChanged 34 SP:Iteration 48Q (1280.530000 sec): 3 clusters Score: Raw -3353353.124177 + Penalty 4979.073885 = -3348374.050292 nChanged 26 SP:Iteration 49Q (1280.610000 sec): 3 clusters Score: Raw -3353355.247992 + Penalty 4979.073885 = -3348376.174108 nChanged 20 SP:Iteration 50Q (1280.690000 sec): 3 clusters Score: Raw -3353356.524359 + Penalty 4979.073885 = -3348377.450474 nChanged 14 SP:Iteration 51Q (1280.770000 sec): 3 clusters Score: Raw -3353357.642203 + Penalty 4979.073885 = -3348378.568318 nChanged 14 SP:Iteration 52Q (1280.850000 sec): 3 clusters Score: Raw -3353358.910970 + Penalty 4979.073885 = -3348379.837085 nChanged 21 SP:Iteration 53Q (1280.930000 sec): 3 clusters Score: Raw -3353360.361657 + Penalty 4979.073885 = -3348381.287772 nChanged 22 SP:Iteration 54Q (1281.010000 sec): 3 clusters Score: Raw -3353361.810050 + Penalty 4979.073885 = -3348382.736165 nChanged 25 SP:Iteration 55Q (1281.090000 sec): 3 clusters Score: Raw -3353363.908956 + Penalty 4979.073885 = -3348384.835071 nChanged 28 SP:Iteration 56Q (1281.180000 sec): 3 clusters Score: Raw -3353366.236662 + Penalty 4979.073885 = -3348387.162777 nChanged 31 SP:Iteration 57Q (1281.260000 sec): 3 clusters Score: Raw -3353369.234888 + Penalty 4979.073885 = -3348390.161003 nChanged 31 SP:Iteration 58Q (1281.340000 sec): 3 clusters Score: Raw -3353372.005567 + Penalty 4979.073885 = -3348392.931682 nChanged 30 SP:Iteration 59Q (1281.420000 sec): 3 clusters Score: Raw -3353374.516118 + Penalty 4979.073885 = -3348395.442234 nChanged 29 SP:Iteration 60F (1281.510000 sec): 3 clusters Score: Raw -3353377.074959 + Penalty 4979.073885 = -3348398.001074 nChanged 27 SP:Iteration 61Q (1281.590000 sec): 3 clusters Score: Raw -3353379.222997 + Penalty 4979.073885 = -3348400.149112 nChanged 26 SP:Iteration 62Q (1281.670000 sec): 3 clusters Score: Raw -3353381.429913 + Penalty 4979.073885 = -3348402.356029 nChanged 25 SP:Iteration 63Q (1281.750000 sec): 3 clusters Score: Raw -3353383.491610 + Penalty 4979.073885 = -3348404.417726 nChanged 25 SP:Iteration 64Q (1281.830000 sec): 3 clusters Score: Raw -3353385.254892 + Penalty 4979.073885 = -3348406.181008 nChanged 14 SP:Iteration 65Q (1281.920000 sec): 3 clusters Score: Raw -3353386.337861 + Penalty 4979.073885 = -3348407.263976 nChanged 16 SP:Iteration 66Q (1282.000000 sec): 3 clusters Score: Raw -3353387.671735 + Penalty 4979.073885 = -3348408.597850 nChanged 15 SP:Iteration 67Q (1282.090000 sec): 3 clusters Score: Raw -3353388.611001 + Penalty 4979.073885 = -3348409.537117 nChanged 10 SP:Iteration 68Q (1282.170000 sec): 3 clusters Score: Raw -3353389.448120 + Penalty 4979.073885 = -3348410.374236 nChanged 13 SP:Iteration 69Q (1282.260000 sec): 3 clusters Score: Raw -3353390.446356 + Penalty 4979.073885 = -3348411.372471 nChanged 12 SP:Iteration 70Q (1282.340000 sec): 3 clusters Score: Raw -3353391.253457 + Penalty 4979.073885 = -3348412.179572 nChanged 6 SP:Iteration 71Q (1282.430000 sec): 3 clusters Score: Raw -3353391.575174 + Penalty 4979.073885 = -3348412.501289 nChanged 4 SP:Iteration 72Q (1282.510000 sec): 3 clusters Score: Raw -3353391.815255 + Penalty 4979.073885 = -3348412.741370 nChanged 5 SP:Iteration 73Q (1282.590000 sec): 3 clusters Score: Raw -3353392.302417 + Penalty 4979.073885 = -3348413.228532 nChanged 7 SP:Iteration 74Q (1282.680000 sec): 3 clusters Score: Raw -3353392.649385 + Penalty 4979.073885 = -3348413.575501 nChanged 8 SP:Iteration 75Q (1282.760000 sec): 3 clusters Score: Raw -3353393.261030 + Penalty 4979.073885 = -3348414.187145 nChanged 7 SP:Iteration 76Q (1282.850000 sec): 3 clusters Score: Raw -3353393.702528 + Penalty 4979.073885 = -3348414.628644 nChanged 12 SP:Iteration 77Q (1282.930000 sec): 3 clusters Score: Raw -3353394.777567 + Penalty 4979.073885 = -3348415.703682 nChanged 16 SP:Iteration 78Q (1283.010000 sec): 3 clusters Score: Raw -3353396.123223 + Penalty 4979.073885 = -3348417.049338 nChanged 18 SP:Iteration 79Q (1283.090000 sec): 3 clusters Score: Raw -3353397.457418 + Penalty 4979.073885 = -3348418.383533 nChanged 17 SP:Iteration 80F (1283.180000 sec): 3 clusters Score: Raw -3353398.705404 + Penalty 4979.073885 = -3348419.631519 nChanged 13 SP:Iteration 81Q (1283.270000 sec): 3 clusters Score: Raw -3353399.491819 + Penalty 4979.073885 = -3348420.417934 nChanged 12 SP:Iteration 82Q (1283.350000 sec): 3 clusters Score: Raw -3353400.467713 + Penalty 4979.073885 = -3348421.393828 nChanged 10 SP:Iteration 83Q (1283.430000 sec): 3 clusters Score: Raw -3353401.203656 + Penalty 4979.073885 = -3348422.129771 nChanged 7 SP:Iteration 84Q (1283.510000 sec): 3 clusters Score: Raw -3353401.706059 + Penalty 4979.073885 = -3348422.632174 nChanged 9 SP:Iteration 85Q (1283.590000 sec): 3 clusters Score: Raw -3353402.245442 + Penalty 4979.073885 = -3348423.171557 nChanged 10 SP:Iteration 86Q (1283.680000 sec): 3 clusters Score: Raw -3353403.001176 + Penalty 4979.073885 = -3348423.927291 nChanged 9 SP:Iteration 87Q (1283.760000 sec): 3 clusters Score: Raw -3353403.685950 + Penalty 4979.073885 = -3348424.612065 nChanged 11 SP:Iteration 88Q (1283.840000 sec): 3 clusters Score: Raw -3353404.812351 + Penalty 4979.073885 = -3348425.738466 nChanged 14 SP:Iteration 89Q (1283.930000 sec): 3 clusters Score: Raw -3353406.051771 + Penalty 4979.073885 = -3348426.977886 nChanged 17 SP:Iteration 90Q (1284.010000 sec): 3 clusters Score: Raw -3353407.603670 + Penalty 4979.073885 = -3348428.529785 nChanged 19 SP:Iteration 91Q (1284.090000 sec): 3 clusters Score: Raw -3353409.269152 + Penalty 4979.073885 = -3348430.195267 nChanged 23 SP:Iteration 92Q (1284.170000 sec): 3 clusters Score: Raw -3353410.363664 + Penalty 4979.073885 = -3348431.289779 nChanged 6 SP:Iteration 93Q (1284.260000 sec): 3 clusters Score: Raw -3353410.684245 + Penalty 4979.073885 = -3348431.610361 nChanged 5 SP:Iteration 94Q (1284.340000 sec): 3 clusters Score: Raw -3353410.875146 + Penalty 4979.073885 = -3348431.801261 nChanged 1 SP:Iteration 95Q (1284.430000 sec): 3 clusters Score: Raw -3353410.932013 + Penalty 4979.073885 = -3348431.858128 nChanged 3 SP:Iteration 96Q (1284.510000 sec): 3 clusters Score: Raw -3353411.055460 + Penalty 4979.073885 = -3348431.981576 nChanged 3 SP:Iteration 97Q (1284.590000 sec): 3 clusters Score: Raw -3353411.277047 + Penalty 4979.073885 = -3348432.203162 nChanged 2 SP:Iteration 98Q (1284.670000 sec): 3 clusters Score: Raw -3353411.514194 + Penalty 4979.073885 = -3348432.440310 nChanged 2 SP:Iteration 99Q (1284.760000 sec): 3 clusters Score: Raw -3353411.639524 + Penalty 4979.073885 = -3348432.565639 nChanged 3 SP:Iteration 100F (1284.840000 sec): 3 clusters Score: Raw -3353411.774380 + Penalty 4979.073885 = -3348432.700495 nChanged 2 SP:Iteration 101Q (1284.930000 sec): 3 clusters Score: Raw -3353411.896505 + Penalty 4979.073885 = -3348432.822620 nChanged 4 SP:Iteration 102Q (1285.010000 sec): 3 clusters Score: Raw -3353412.121233 + Penalty 4979.073885 = -3348433.047348 nChanged 4 SP:Iteration 103Q (1285.090000 sec): 3 clusters Score: Raw -3353412.311387 + Penalty 4979.073885 = -3348433.237502 nChanged 3 SP:Iteration 104Q (1285.180000 sec): 3 clusters Score: Raw -3353412.448373 + Penalty 4979.073885 = -3348433.374488 nChanged 1 SP:Iteration 105Q (1285.260000 sec): 3 clusters Score: Raw -3353412.545808 + Penalty 4979.073885 = -3348433.471923 nChanged 3 SP:Iteration 106Q (1285.350000 sec): 3 clusters Score: Raw -3353412.661954 + Penalty 4979.073885 = -3348433.588070 nChanged 1 SP:Iteration 107Q (1285.430000 sec): 3 clusters Score: Raw -3353412.703612 + Penalty 4979.073885 = -3348433.629727 nChanged 1 SP:Iteration 108Q (1285.510000 sec): 3 clusters Score: Raw -3353412.765618 + Penalty 4979.073885 = -3348433.691733 nChanged 0 SP:Iteration 109F (1285.590000 sec): 3 clusters Score: Raw -3353412.765618 + Penalty 4979.073885 = -3348433.691733 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 5 (357577 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1286.810000 sec): 2 clusters Score: Raw -52357003.911922 + Penalty 3171.202289 = -52353832.709633 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1288.170000 sec): 3 clusters Score: Raw -52119431.371469 + Penalty 6342.404577 = -52113088.966892 nChanged 173602 SP:Iteration 1F (1289.530000 sec): 3 clusters Score: Raw -52223149.922481 + Penalty 6342.404577 = -52216807.517903 nChanged 8788 SP:Iteration 2Q (1290.920000 sec): 3 clusters Score: Raw -52224809.252818 + Penalty 6342.404577 = -52218466.848240 nChanged 9687 SP:Iteration 3Q (1292.290000 sec): 3 clusters Score: Raw -52226937.103637 + Penalty 6342.404577 = -52220594.699059 nChanged 10657 SP:Iteration 4Q (1293.680000 sec): 3 clusters Score: Raw -52229698.062336 + Penalty 6342.404577 = -52223355.657758 nChanged 12083 SP:Iteration 5Q (1295.120000 sec): 3 clusters Score: Raw -52233470.314192 + Penalty 6342.404577 = -52227127.909615 nChanged 14041 SP:Iteration 6Q (1296.560000 sec): 3 clusters Score: Raw -52238815.024913 + Penalty 6342.404577 = -52232472.620336 nChanged 16400 SP:Iteration 7Q (1298.000000 sec): 3 clusters Score: Raw -52246685.629496 + Penalty 6342.404577 = -52240343.224919 nChanged 18950 SP:Iteration 8F (1299.350000 sec): 3 clusters Score: Raw -52258207.812425 + Penalty 6342.404577 = -52251865.407848 nChanged 20912 SP:Iteration 9F (1300.710000 sec): 3 clusters Score: Raw -52273302.379892 + Penalty 6342.404577 = -52266959.975315 nChanged 21030 SP:Iteration 10F (1302.080000 sec): 3 clusters Score: Raw -52288334.424580 + Penalty 6342.404577 = -52281992.020003 nChanged 17228 SP:Iteration 11Q (1303.550000 sec): 3 clusters Score: Raw -52297236.425851 + Penalty 6342.404577 = -52290894.021273 nChanged 11197 SP:Iteration 12Q (1304.980000 sec): 3 clusters Score: Raw -52300932.294635 + Penalty 6342.404577 = -52294589.890058 nChanged 7258 SP:Iteration 13Q (1306.350000 sec): 3 clusters Score: Raw -52303012.514254 + Penalty 6342.404577 = -52296670.109677 nChanged 6389 SP:Iteration 14Q (1311.110000 sec): 3 clusters Score: Raw -52304922.959933 + Penalty 6342.404577 = -52298580.555356 nChanged 6602 SP:Iteration 15Q (1314.560000 sec): 3 clusters Score: Raw -52306996.589734 + Penalty 6342.404577 = -52300654.185157 nChanged 6958 SP:Iteration 16Q (1316.570000 sec): 3 clusters Score: Raw -52309322.983451 + Penalty 6342.404577 = -52302980.578873 nChanged 7323 SP:Iteration 17Q (1317.860000 sec): 3 clusters Score: Raw -52311998.505056 + Penalty 6342.404577 = -52305656.100479 nChanged 7550 SP:Iteration 18Q (1319.160000 sec): 3 clusters Score: Raw -52314974.220123 + Penalty 6342.404577 = -52308631.815546 nChanged 7759 SP:Iteration 19Q (1320.440000 sec): 3 clusters Score: Raw -52318281.515023 + Penalty 6342.404577 = -52311939.110446 nChanged 7775 SP:Iteration 20F (1324.170000 sec): 3 clusters Score: Raw -52321830.175951 + Penalty 6342.404577 = -52315487.771373 nChanged 7651 SP:Iteration 21Q (1326.470000 sec): 3 clusters Score: Raw -52325588.865616 + Penalty 6342.404577 = -52319246.461039 nChanged 7486 SP:Iteration 22Q (1327.680000 sec): 3 clusters Score: Raw -52329543.430041 + Penalty 6342.404577 = -52323201.025464 nChanged 7147 SP:Iteration 23Q (1328.850000 sec): 3 clusters Score: Raw -52333601.356979 + Penalty 6342.404577 = -52327258.952402 nChanged 6580 SP:Iteration 24Q (1330.320000 sec): 3 clusters Score: Raw -52337581.651010 + Penalty 6342.404577 = -52331239.246433 nChanged 6015 SP:Iteration 25Q (1332.490000 sec): 3 clusters Score: Raw -52341464.642846 + Penalty 6342.404577 = -52335122.238269 nChanged 5195 SP:Iteration 26Q (1333.640000 sec): 3 clusters Score: Raw -52344956.182553 + Penalty 6342.404577 = -52338613.777975 nChanged 4435 SP:Iteration 27Q (1335.510000 sec): 3 clusters Score: Raw -52348116.846888 + Penalty 6342.404577 = -52341774.442311 nChanged 3676 SP:Iteration 28Q (1337.630000 sec): 3 clusters Score: Raw -52350852.810530 + Penalty 6342.404577 = -52344510.405953 nChanged 2947 SP:Iteration 29Q (1342.030000 sec): 3 clusters Score: Raw -52353129.586672 + Penalty 6342.404577 = -52346787.182094 nChanged 2200 SP:Iteration 30Q (1345.020000 sec): 3 clusters Score: Raw -52354877.617544 + Penalty 6342.404577 = -52348535.212967 nChanged 1362 SP:Iteration 31Q (1346.640000 sec): 3 clusters Score: Raw -52355928.176913 + Penalty 6342.404577 = -52349585.772336 nChanged 775 SP:Iteration 32Q (1347.680000 sec): 3 clusters Score: Raw -52356547.748237 + Penalty 6342.404577 = -52350205.343659 nChanged 409 SP:Iteration 33Q (1349.020000 sec): 3 clusters Score: Raw -52356875.642578 + Penalty 6342.404577 = -52350533.238001 nChanged 235 SP:Iteration 34Q (1351.320000 sec): 3 clusters Score: Raw -52357061.195233 + Penalty 6342.404577 = -52350718.790656 nChanged 127 SP:Iteration 35Q (1352.450000 sec): 3 clusters Score: Raw -52357165.491458 + Penalty 6342.404577 = -52350823.086880 nChanged 84 SP:Iteration 36Q (1353.450000 sec): 3 clusters Score: Raw -52357224.214519 + Penalty 6342.404577 = -52350881.809941 nChanged 57 SP:Iteration 37Q (1354.420000 sec): 3 clusters Score: Raw -52357268.809975 + Penalty 6342.404577 = -52350926.405398 nChanged 40 SP:Iteration 38Q (1355.390000 sec): 3 clusters Score: Raw -52357299.933431 + Penalty 6342.404577 = -52350957.528854 nChanged 34 SP:Iteration 39Q (1356.330000 sec): 3 clusters Score: Raw -52357323.405093 + Penalty 6342.404577 = -52350981.000516 nChanged 23 SP:Iteration 40F (1357.690000 sec): 3 clusters Score: Raw -52357340.598066 + Penalty 6342.404577 = -52350998.193489 nChanged 19 SP:Iteration 41Q (1358.630000 sec): 3 clusters Score: Raw -52357353.180118 + Penalty 6342.404577 = -52351010.775541 nChanged 13 SP:Iteration 42Q (1359.590000 sec): 3 clusters Score: Raw -52357363.455345 + Penalty 6342.404577 = -52351021.050767 nChanged 13 SP:Iteration 43Q (1360.580000 sec): 3 clusters Score: Raw -52357372.757550 + Penalty 6342.404577 = -52351030.352973 nChanged 6 SP:Iteration 44Q (1361.590000 sec): 3 clusters Score: Raw -52357377.237514 + Penalty 6342.404577 = -52351034.832937 nChanged 4 SP:Iteration 45Q (1362.560000 sec): 3 clusters Score: Raw -52357380.000156 + Penalty 6342.404577 = -52351037.595579 nChanged 3 SP:Iteration 46Q (1363.530000 sec): 3 clusters Score: Raw -52357381.997557 + Penalty 6342.404577 = -52351039.592979 nChanged 5 SP:Iteration 47Q (1364.510000 sec): 3 clusters Score: Raw -52357384.471750 + Penalty 6342.404577 = -52351042.067173 nChanged 2 SP:Iteration 48Q (1365.460000 sec): 3 clusters Score: Raw -52357386.033059 + Penalty 6342.404577 = -52351043.628482 nChanged 3 SP:Iteration 49Q (1366.460000 sec): 3 clusters Score: Raw -52357388.789470 + Penalty 6342.404577 = -52351046.384893 nChanged 1 SP:Iteration 50Q (1367.460000 sec): 3 clusters Score: Raw -52357389.227443 + Penalty 6342.404577 = -52351046.822865 nChanged 0 SP:Iteration 51F (1368.830000 sec): 3 clusters Score: Raw -52357389.227443 + Penalty 6342.404577 = -52351046.822865 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 6 (23452 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1369.040000 sec): 2 clusters Score: Raw -3625688.045738 + Penalty 2495.552342 = -3623192.493396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1369.130000 sec): 3 clusters Score: Raw -3611806.451190 + Penalty 4991.104685 = -3606815.346505 nChanged 10443 SP:Iteration 1F (1369.220000 sec): 3 clusters Score: Raw -3617297.734796 + Penalty 4991.104685 = -3612306.630111 nChanged 1202 SP:Iteration 2F (1369.320000 sec): 3 clusters Score: Raw -3617777.130985 + Penalty 4991.104685 = -3612786.026300 nChanged 1120 SP:Iteration 3Q (1369.410000 sec): 3 clusters Score: Raw -3618222.356303 + Penalty 4991.104685 = -3613231.251618 nChanged 1028 SP:Iteration 4Q (1369.510000 sec): 3 clusters Score: Raw -3618716.972600 + Penalty 4991.104685 = -3613725.867915 nChanged 1054 SP:Iteration 5Q (1369.600000 sec): 3 clusters Score: Raw -3619277.775033 + Penalty 4991.104685 = -3614286.670348 nChanged 1049 SP:Iteration 6Q (1369.690000 sec): 3 clusters Score: Raw -3619879.540916 + Penalty 4991.104685 = -3614888.436231 nChanged 1026 SP:Iteration 7Q (1369.790000 sec): 3 clusters Score: Raw -3620482.082060 + Penalty 4991.104685 = -3615490.977376 nChanged 997 SP:Iteration 8Q (1369.880000 sec): 3 clusters Score: Raw -3621043.793419 + Penalty 4991.104685 = -3616052.688735 nChanged 970 SP:Iteration 9Q (1369.980000 sec): 3 clusters Score: Raw -3621575.133848 + Penalty 4991.104685 = -3616584.029163 nChanged 906 SP:Iteration 10Q (1370.070000 sec): 3 clusters Score: Raw -3622076.943064 + Penalty 4991.104685 = -3617085.838379 nChanged 871 SP:Iteration 11Q (1370.160000 sec): 3 clusters Score: Raw -3622553.463669 + Penalty 4991.104685 = -3617562.358984 nChanged 750 SP:Iteration 12Q (1370.250000 sec): 3 clusters Score: Raw -3622972.650945 + Penalty 4991.104685 = -3617981.546260 nChanged 717 SP:Iteration 13Q (1370.340000 sec): 3 clusters Score: Raw -3623386.985526 + Penalty 4991.104685 = -3618395.880841 nChanged 669 SP:Iteration 14Q (1370.420000 sec): 3 clusters Score: Raw -3623791.700130 + Penalty 4991.104685 = -3618800.595446 nChanged 605 SP:Iteration 15Q (1370.500000 sec): 3 clusters Score: Raw -3624139.854173 + Penalty 4991.104685 = -3619148.749488 nChanged 576 SP:Iteration 16Q (1370.580000 sec): 3 clusters Score: Raw -3624454.598191 + Penalty 4991.104685 = -3619463.493507 nChanged 480 SP:Iteration 17Q (1370.660000 sec): 3 clusters Score: Raw -3624708.407489 + Penalty 4991.104685 = -3619717.302804 nChanged 432 SP:Iteration 18Q (1370.730000 sec): 3 clusters Score: Raw -3624953.007449 + Penalty 4991.104685 = -3619961.902764 nChanged 368 SP:Iteration 19Q (1370.810000 sec): 3 clusters Score: Raw -3625167.894427 + Penalty 4991.104685 = -3620176.789742 nChanged 303 SP:Iteration 20F (1370.900000 sec): 3 clusters Score: Raw -3625336.886861 + Penalty 4991.104685 = -3620345.782176 nChanged 215 SP:Iteration 21Q (1370.960000 sec): 3 clusters Score: Raw -3625466.614943 + Penalty 4991.104685 = -3620475.510258 nChanged 189 SP:Iteration 22Q (1371.040000 sec): 3 clusters Score: Raw -3625583.626487 + Penalty 4991.104685 = -3620592.521802 nChanged 159 SP:Iteration 23Q (1371.100000 sec): 3 clusters Score: Raw -3625690.434553 + Penalty 4991.104685 = -3620699.329868 nChanged 122 SP:Iteration 24Q (1371.170000 sec): 3 clusters Score: Raw -3625767.834665 + Penalty 4991.104685 = -3620776.729980 nChanged 91 SP:Iteration 25Q (1371.240000 sec): 3 clusters Score: Raw -3625824.555363 + Penalty 4991.104685 = -3620833.450678 nChanged 79 SP:Iteration 26Q (1371.310000 sec): 3 clusters Score: Raw -3625868.072361 + Penalty 4991.104685 = -3620876.967676 nChanged 45 SP:Iteration 27Q (1371.380000 sec): 3 clusters Score: Raw -3625895.547742 + Penalty 4991.104685 = -3620904.443057 nChanged 35 SP:Iteration 28Q (1371.440000 sec): 3 clusters Score: Raw -3625914.578527 + Penalty 4991.104685 = -3620923.473842 nChanged 30 SP:Iteration 29Q (1371.510000 sec): 3 clusters Score: Raw -3625933.040411 + Penalty 4991.104685 = -3620941.935727 nChanged 23 SP:Iteration 30Q (1371.570000 sec): 3 clusters Score: Raw -3625946.247606 + Penalty 4991.104685 = -3620955.142921 nChanged 22 SP:Iteration 31Q (1371.640000 sec): 3 clusters Score: Raw -3625960.823309 + Penalty 4991.104685 = -3620969.718624 nChanged 22 SP:Iteration 32Q (1371.700000 sec): 3 clusters Score: Raw -3625973.670787 + Penalty 4991.104685 = -3620982.566102 nChanged 15 SP:Iteration 33Q (1371.770000 sec): 3 clusters Score: Raw -3625981.657471 + Penalty 4991.104685 = -3620990.552786 nChanged 11 SP:Iteration 34Q (1371.840000 sec): 3 clusters Score: Raw -3625987.104766 + Penalty 4991.104685 = -3620996.000081 nChanged 13 SP:Iteration 35Q (1371.900000 sec): 3 clusters Score: Raw -3625995.136827 + Penalty 4991.104685 = -3621004.032142 nChanged 13 SP:Iteration 36Q (1371.970000 sec): 3 clusters Score: Raw -3626001.023201 + Penalty 4991.104685 = -3621009.918516 nChanged 6 SP:Iteration 37Q (1372.030000 sec): 3 clusters Score: Raw -3626005.580814 + Penalty 4991.104685 = -3621014.476129 nChanged 4 SP:Iteration 38Q (1372.100000 sec): 3 clusters Score: Raw -3626007.619239 + Penalty 4991.104685 = -3621016.514554 nChanged 3 SP:Iteration 39Q (1372.160000 sec): 3 clusters Score: Raw -3626009.609748 + Penalty 4991.104685 = -3621018.505064 nChanged 3 SP:Iteration 40F (1372.250000 sec): 3 clusters Score: Raw -3626011.241193 + Penalty 4991.104685 = -3621020.136508 nChanged 5 SP:Iteration 41Q (1372.320000 sec): 3 clusters Score: Raw -3626013.677308 + Penalty 4991.104685 = -3621022.572623 nChanged 7 SP:Iteration 42Q (1372.380000 sec): 3 clusters Score: Raw -3626017.250827 + Penalty 4991.104685 = -3621026.146142 nChanged 6 SP:Iteration 43Q (1372.470000 sec): 3 clusters Score: Raw -3626020.424127 + Penalty 4991.104685 = -3621029.319442 nChanged 1 SP:Iteration 44Q (1372.540000 sec): 3 clusters Score: Raw -3626021.242930 + Penalty 4991.104685 = -3621030.138245 nChanged 1 SP:Iteration 45Q (1372.620000 sec): 3 clusters Score: Raw -3626021.892273 + Penalty 4991.104685 = -3621030.787588 nChanged 3 SP:Iteration 46Q (1372.680000 sec): 3 clusters Score: Raw -3626023.435630 + Penalty 4991.104685 = -3621032.330945 nChanged 4 SP:Iteration 47Q (1372.750000 sec): 3 clusters Score: Raw -3626026.292918 + Penalty 4991.104685 = -3621035.188233 nChanged 5 SP:Iteration 48Q (1372.830000 sec): 3 clusters Score: Raw -3626028.639413 + Penalty 4991.104685 = -3621037.534728 nChanged 3 SP:Iteration 49Q (1372.910000 sec): 3 clusters Score: Raw -3626030.433400 + Penalty 4991.104685 = -3621039.328715 nChanged 3 SP:Iteration 50Q (1372.970000 sec): 3 clusters Score: Raw -3626032.147770 + Penalty 4991.104685 = -3621041.043085 nChanged 3 SP:Iteration 51Q (1373.030000 sec): 3 clusters Score: Raw -3626033.615976 + Penalty 4991.104685 = -3621042.511292 nChanged 3 SP:Iteration 52Q (1373.110000 sec): 3 clusters Score: Raw -3626035.187793 + Penalty 4991.104685 = -3621044.083109 nChanged 1 SP:Iteration 53Q (1373.180000 sec): 3 clusters Score: Raw -3626035.438411 + Penalty 4991.104685 = -3621044.333726 nChanged 0 SP:Iteration 54F (1373.260000 sec): 3 clusters Score: Raw -3626035.438411 + Penalty 4991.104685 = -3621044.333726 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 7 (104472 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1373.660000 sec): 2 clusters Score: Raw -14790697.292933 + Penalty 2866.055244 = -14787831.237689 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1374.080000 sec): 3 clusters Score: Raw -14723569.488587 + Penalty 5732.110488 = -14717837.378098 nChanged 49455 SP:Iteration 1F (1374.520000 sec): 3 clusters Score: Raw -14752680.819022 + Penalty 5732.110488 = -14746948.708533 nChanged 4617 SP:Iteration 2Q (1374.980000 sec): 3 clusters Score: Raw -14754507.601053 + Penalty 5732.110488 = -14748775.490565 nChanged 5370 SP:Iteration 3F (1375.420000 sec): 3 clusters Score: Raw -14757256.354441 + Penalty 5732.110488 = -14751524.243952 nChanged 6456 SP:Iteration 4F (1375.860000 sec): 3 clusters Score: Raw -14761181.418079 + Penalty 5732.110488 = -14755449.307590 nChanged 7198 SP:Iteration 5F (1376.280000 sec): 3 clusters Score: Raw -14765704.095572 + Penalty 5732.110488 = -14759971.985083 nChanged 7095 SP:Iteration 6F (1376.700000 sec): 3 clusters Score: Raw -14770094.513673 + Penalty 5732.110488 = -14764362.403184 nChanged 6483 SP:Iteration 7F (1377.260000 sec): 3 clusters Score: Raw -14773632.727932 + Penalty 5732.110488 = -14767900.617443 nChanged 5393 SP:Iteration 8F (1377.660000 sec): 3 clusters Score: Raw -14776207.958326 + Penalty 5732.110488 = -14770475.847838 nChanged 4248 SP:Iteration 9Q (1378.060000 sec): 3 clusters Score: Raw -14778102.726585 + Penalty 5732.110488 = -14772370.616096 nChanged 3460 SP:Iteration 10Q (1378.480000 sec): 3 clusters Score: Raw -14779664.149056 + Penalty 5732.110488 = -14773932.038567 nChanged 3127 SP:Iteration 11Q (1378.900000 sec): 3 clusters Score: Raw -14781084.720412 + Penalty 5732.110488 = -14775352.609924 nChanged 2841 SP:Iteration 12Q (1379.310000 sec): 3 clusters Score: Raw -14782329.917096 + Penalty 5732.110488 = -14776597.806608 nChanged 2492 SP:Iteration 13Q (1379.720000 sec): 3 clusters Score: Raw -14783312.499779 + Penalty 5732.110488 = -14777580.389291 nChanged 2043 SP:Iteration 14Q (1380.130000 sec): 3 clusters Score: Raw -14784002.358002 + Penalty 5732.110488 = -14778270.247513 nChanged 1590 SP:Iteration 15Q (1380.520000 sec): 3 clusters Score: Raw -14784442.236879 + Penalty 5732.110488 = -14778710.126390 nChanged 1291 SP:Iteration 16Q (1380.920000 sec): 3 clusters Score: Raw -14784746.550283 + Penalty 5732.110488 = -14779014.439794 nChanged 1046 SP:Iteration 17Q (1381.330000 sec): 3 clusters Score: Raw -14784967.793308 + Penalty 5732.110488 = -14779235.682819 nChanged 849 SP:Iteration 18Q (1381.720000 sec): 3 clusters Score: Raw -14785122.512362 + Penalty 5732.110488 = -14779390.401874 nChanged 720 SP:Iteration 19Q (1382.120000 sec): 3 clusters Score: Raw -14785238.972027 + Penalty 5732.110488 = -14779506.861539 nChanged 648 SP:Iteration 20F (1382.540000 sec): 3 clusters Score: Raw -14785341.783012 + Penalty 5732.110488 = -14779609.672523 nChanged 611 SP:Iteration 21Q (1383.200000 sec): 3 clusters Score: Raw -14785423.619348 + Penalty 5732.110488 = -14779691.508860 nChanged 527 SP:Iteration 22Q (1383.600000 sec): 3 clusters Score: Raw -14785488.180454 + Penalty 5732.110488 = -14779756.069966 nChanged 464 SP:Iteration 23Q (1384.010000 sec): 3 clusters Score: Raw -14785537.821278 + Penalty 5732.110488 = -14779805.710790 nChanged 396 SP:Iteration 24Q (1384.400000 sec): 3 clusters Score: Raw -14785578.363627 + Penalty 5732.110488 = -14779846.253138 nChanged 363 SP:Iteration 25Q (1385.130000 sec): 3 clusters Score: Raw -14785612.561588 + Penalty 5732.110488 = -14779880.451099 nChanged 351 SP:Iteration 26Q (1385.530000 sec): 3 clusters Score: Raw -14785645.234460 + Penalty 5732.110488 = -14779913.123972 nChanged 336 SP:Iteration 27Q (1385.980000 sec): 3 clusters Score: Raw -14785675.780903 + Penalty 5732.110488 = -14779943.670415 nChanged 312 SP:Iteration 28Q (1386.400000 sec): 3 clusters Score: Raw -14785700.262784 + Penalty 5732.110488 = -14779968.152296 nChanged 308 SP:Iteration 29Q (1386.840000 sec): 3 clusters Score: Raw -14785723.667414 + Penalty 5732.110488 = -14779991.556926 nChanged 288 SP:Iteration 30Q (1387.280000 sec): 3 clusters Score: Raw -14785743.310158 + Penalty 5732.110488 = -14780011.199670 nChanged 259 SP:Iteration 31Q (1387.720000 sec): 3 clusters Score: Raw -14785759.889408 + Penalty 5732.110488 = -14780027.778919 nChanged 233 SP:Iteration 32Q (1388.140000 sec): 3 clusters Score: Raw -14785775.348430 + Penalty 5732.110488 = -14780043.237941 nChanged 230 SP:Iteration 33Q (1388.530000 sec): 3 clusters Score: Raw -14785791.023051 + Penalty 5732.110488 = -14780058.912562 nChanged 222 SP:Iteration 34Q (1388.930000 sec): 3 clusters Score: Raw -14785806.050641 + Penalty 5732.110488 = -14780073.940152 nChanged 228 SP:Iteration 35Q (1389.320000 sec): 3 clusters Score: Raw -14785821.496521 + Penalty 5732.110488 = -14780089.386032 nChanged 221 SP:Iteration 36Q (1389.710000 sec): 3 clusters Score: Raw -14785836.179698 + Penalty 5732.110488 = -14780104.069210 nChanged 208 SP:Iteration 37Q (1390.110000 sec): 3 clusters Score: Raw -14785848.577017 + Penalty 5732.110488 = -14780116.466529 nChanged 228 SP:Iteration 38Q (1390.510000 sec): 3 clusters Score: Raw -14785863.881382 + Penalty 5732.110488 = -14780131.770893 nChanged 243 SP:Iteration 39Q (1390.900000 sec): 3 clusters Score: Raw -14785880.459267 + Penalty 5732.110488 = -14780148.348778 nChanged 238 SP:Iteration 40F (1391.300000 sec): 3 clusters Score: Raw -14785897.269304 + Penalty 5732.110488 = -14780165.158815 nChanged 245 SP:Iteration 41Q (1391.690000 sec): 3 clusters Score: Raw -14785915.450684 + Penalty 5732.110488 = -14780183.340195 nChanged 265 SP:Iteration 42Q (1392.070000 sec): 3 clusters Score: Raw -14785934.250901 + Penalty 5732.110488 = -14780202.140412 nChanged 282 SP:Iteration 43Q (1392.460000 sec): 3 clusters Score: Raw -14785955.496567 + Penalty 5732.110488 = -14780223.386079 nChanged 297 SP:Iteration 44Q (1392.850000 sec): 3 clusters Score: Raw -14785978.943953 + Penalty 5732.110488 = -14780246.833465 nChanged 306 SP:Iteration 45Q (1393.230000 sec): 3 clusters Score: Raw -14786000.907981 + Penalty 5732.110488 = -14780268.797493 nChanged 288 SP:Iteration 46Q (1393.620000 sec): 3 clusters Score: Raw -14786021.197991 + Penalty 5732.110488 = -14780289.087502 nChanged 298 SP:Iteration 47Q (1394.010000 sec): 3 clusters Score: Raw -14786042.376750 + Penalty 5732.110488 = -14780310.266261 nChanged 299 SP:Iteration 48Q (1394.400000 sec): 3 clusters Score: Raw -14786066.530959 + Penalty 5732.110488 = -14780334.420471 nChanged 319 SP:Iteration 49Q (1394.780000 sec): 3 clusters Score: Raw -14786091.203432 + Penalty 5732.110488 = -14780359.092944 nChanged 310 SP:Iteration 50Q (1395.170000 sec): 3 clusters Score: Raw -14786117.840186 + Penalty 5732.110488 = -14780385.729698 nChanged 347 SP:Iteration 51Q (1395.550000 sec): 3 clusters Score: Raw -14786148.111186 + Penalty 5732.110488 = -14780416.000698 nChanged 360 SP:Iteration 52Q (1395.940000 sec): 3 clusters Score: Raw -14786182.557846 + Penalty 5732.110488 = -14780450.447358 nChanged 396 SP:Iteration 53Q (1396.320000 sec): 3 clusters Score: Raw -14786219.594567 + Penalty 5732.110488 = -14780487.484078 nChanged 401 SP:Iteration 54Q (1396.710000 sec): 3 clusters Score: Raw -14786255.891717 + Penalty 5732.110488 = -14780523.781229 nChanged 378 SP:Iteration 55Q (1397.100000 sec): 3 clusters Score: Raw -14786291.712222 + Penalty 5732.110488 = -14780559.601733 nChanged 402 SP:Iteration 56Q (1397.510000 sec): 3 clusters Score: Raw -14786330.867831 + Penalty 5732.110488 = -14780598.757343 nChanged 388 SP:Iteration 57Q (1397.900000 sec): 3 clusters Score: Raw -14786369.665030 + Penalty 5732.110488 = -14780637.554541 nChanged 389 SP:Iteration 58Q (1398.280000 sec): 3 clusters Score: Raw -14786409.691494 + Penalty 5732.110488 = -14780677.581006 nChanged 405 SP:Iteration 59Q (1398.660000 sec): 3 clusters Score: Raw -14786453.433660 + Penalty 5732.110488 = -14780721.323171 nChanged 442 SP:Iteration 60F (1399.080000 sec): 3 clusters Score: Raw -14786501.693475 + Penalty 5732.110488 = -14780769.582987 nChanged 433 SP:Iteration 61Q (1399.690000 sec): 3 clusters Score: Raw -14786550.672666 + Penalty 5732.110488 = -14780818.562177 nChanged 481 SP:Iteration 62Q (1400.530000 sec): 3 clusters Score: Raw -14786608.083894 + Penalty 5732.110488 = -14780875.973405 nChanged 490 SP:Iteration 63Q (1400.910000 sec): 3 clusters Score: Raw -14786669.107237 + Penalty 5732.110488 = -14780936.996748 nChanged 531 SP:Iteration 64Q (1401.920000 sec): 3 clusters Score: Raw -14786744.078622 + Penalty 5732.110488 = -14781011.968134 nChanged 561 SP:Iteration 65Q (1403.510000 sec): 3 clusters Score: Raw -14786828.658642 + Penalty 5732.110488 = -14781096.548153 nChanged 587 SP:Iteration 66Q (1404.820000 sec): 3 clusters Score: Raw -14786918.693055 + Penalty 5732.110488 = -14781186.582567 nChanged 611 SP:Iteration 67Q (1405.460000 sec): 3 clusters Score: Raw -14787018.427953 + Penalty 5732.110488 = -14781286.317465 nChanged 613 SP:Iteration 68Q (1406.280000 sec): 3 clusters Score: Raw -14787123.700617 + Penalty 5732.110488 = -14781391.590129 nChanged 638 SP:Iteration 69Q (1407.750000 sec): 3 clusters Score: Raw -14787234.130948 + Penalty 5732.110488 = -14781502.020460 nChanged 606 SP:Iteration 70Q (1408.160000 sec): 3 clusters Score: Raw -14787336.709070 + Penalty 5732.110488 = -14781604.598582 nChanged 617 SP:Iteration 71Q (1408.530000 sec): 3 clusters Score: Raw -14787444.748212 + Penalty 5732.110488 = -14781712.637724 nChanged 638 SP:Iteration 72Q (1408.920000 sec): 3 clusters Score: Raw -14787560.584795 + Penalty 5732.110488 = -14781828.474306 nChanged 679 SP:Iteration 73Q (1409.270000 sec): 3 clusters Score: Raw -14787686.581986 + Penalty 5732.110488 = -14781954.471497 nChanged 640 SP:Iteration 74Q (1409.630000 sec): 3 clusters Score: Raw -14787804.006458 + Penalty 5732.110488 = -14782071.895970 nChanged 650 SP:Iteration 75Q (1409.970000 sec): 3 clusters Score: Raw -14787924.727316 + Penalty 5732.110488 = -14782192.616828 nChanged 648 SP:Iteration 76Q (1410.310000 sec): 3 clusters Score: Raw -14788050.872675 + Penalty 5732.110488 = -14782318.762186 nChanged 626 SP:Iteration 77Q (1410.650000 sec): 3 clusters Score: Raw -14788175.777454 + Penalty 5732.110488 = -14782443.666965 nChanged 642 SP:Iteration 78Q (1410.980000 sec): 3 clusters Score: Raw -14788311.223956 + Penalty 5732.110488 = -14782579.113468 nChanged 631 SP:Iteration 79Q (1411.310000 sec): 3 clusters Score: Raw -14788447.828564 + Penalty 5732.110488 = -14782715.718076 nChanged 649 SP:Iteration 80F (1411.710000 sec): 3 clusters Score: Raw -14788595.814809 + Penalty 5732.110488 = -14782863.704321 nChanged 696 SP:Iteration 81Q (1412.070000 sec): 3 clusters Score: Raw -14788769.121328 + Penalty 5732.110488 = -14783037.010840 nChanged 722 SP:Iteration 82Q (1412.390000 sec): 3 clusters Score: Raw -14788976.091945 + Penalty 5732.110488 = -14783243.981457 nChanged 761 SP:Iteration 83Q (1412.730000 sec): 3 clusters Score: Raw -14789210.169797 + Penalty 5732.110488 = -14783478.059309 nChanged 801 SP:Iteration 84Q (1413.050000 sec): 3 clusters Score: Raw -14789472.661551 + Penalty 5732.110488 = -14783740.551063 nChanged 758 SP:Iteration 85Q (1413.380000 sec): 3 clusters Score: Raw -14789713.526393 + Penalty 5732.110488 = -14783981.415905 nChanged 702 SP:Iteration 86Q (1413.690000 sec): 3 clusters Score: Raw -14789944.903651 + Penalty 5732.110488 = -14784212.793163 nChanged 692 SP:Iteration 87Q (1414.010000 sec): 3 clusters Score: Raw -14790184.305349 + Penalty 5732.110488 = -14784452.194861 nChanged 668 SP:Iteration 88Q (1414.350000 sec): 3 clusters Score: Raw -14790428.197893 + Penalty 5732.110488 = -14784696.087404 nChanged 628 SP:Iteration 89Q (1415.120000 sec): 3 clusters Score: Raw -14790658.509424 + Penalty 5732.110488 = -14784926.398936 nChanged 587 SP:Iteration 90Q (1415.500000 sec): 3 clusters Score: Raw -14790890.555217 + Penalty 5732.110488 = -14785158.444729 nChanged 501 SP:Iteration 91Q (1415.820000 sec): 3 clusters Score: Raw -14791079.173949 + Penalty 5732.110488 = -14785347.063460 nChanged 428 SP:Iteration 92Q (1416.140000 sec): 3 clusters Score: Raw -14791227.733253 + Penalty 5732.110488 = -14785495.622765 nChanged 353 SP:Iteration 93Q (1416.470000 sec): 3 clusters Score: Raw -14791342.596237 + Penalty 5732.110488 = -14785610.485749 nChanged 303 SP:Iteration 94Q (1416.790000 sec): 3 clusters Score: Raw -14791444.205119 + Penalty 5732.110488 = -14785712.094631 nChanged 282 SP:Iteration 95Q (1417.120000 sec): 3 clusters Score: Raw -14791535.572256 + Penalty 5732.110488 = -14785803.461768 nChanged 239 SP:Iteration 96Q (1417.440000 sec): 3 clusters Score: Raw -14791605.081134 + Penalty 5732.110488 = -14785872.970646 nChanged 189 SP:Iteration 97Q (1417.760000 sec): 3 clusters Score: Raw -14791658.920892 + Penalty 5732.110488 = -14785926.810404 nChanged 171 SP:Iteration 98Q (1418.060000 sec): 3 clusters Score: Raw -14791706.581495 + Penalty 5732.110488 = -14785974.471006 nChanged 157 SP:Iteration 99Q (1418.400000 sec): 3 clusters Score: Raw -14791747.601695 + Penalty 5732.110488 = -14786015.491206 nChanged 142 SP:Iteration 100F (1419.660000 sec): 3 clusters Score: Raw -14791783.754773 + Penalty 5732.110488 = -14786051.644285 nChanged 109 SP:Iteration 101Q (1420.320000 sec): 3 clusters Score: Raw -14791811.753963 + Penalty 5732.110488 = -14786079.643474 nChanged 129 SP:Iteration 102Q (1420.650000 sec): 3 clusters Score: Raw -14791849.862808 + Penalty 5732.110488 = -14786117.752319 nChanged 122 SP:Iteration 103Q (1420.980000 sec): 3 clusters Score: Raw -14791884.653625 + Penalty 5732.110488 = -14786152.543136 nChanged 89 SP:Iteration 104Q (1421.310000 sec): 3 clusters Score: Raw -14791911.751923 + Penalty 5732.110488 = -14786179.641435 nChanged 89 SP:Iteration 105Q (1421.650000 sec): 3 clusters Score: Raw -14791939.348372 + Penalty 5732.110488 = -14786207.237884 nChanged 99 SP:Iteration 106Q (1421.970000 sec): 3 clusters Score: Raw -14791971.562856 + Penalty 5732.110488 = -14786239.452368 nChanged 86 SP:Iteration 107Q (1422.300000 sec): 3 clusters Score: Raw -14792004.790863 + Penalty 5732.110488 = -14786272.680375 nChanged 99 SP:Iteration 108Q (1422.630000 sec): 3 clusters Score: Raw -14792037.714379 + Penalty 5732.110488 = -14786305.603890 nChanged 108 SP:Iteration 109Q (1423.170000 sec): 3 clusters Score: Raw -14792073.276507 + Penalty 5732.110488 = -14786341.166018 nChanged 107 SP:Iteration 110Q (1424.000000 sec): 3 clusters Score: Raw -14792110.551583 + Penalty 5732.110488 = -14786378.441095 nChanged 89 SP:Iteration 111Q (1424.310000 sec): 3 clusters Score: Raw -14792133.119792 + Penalty 5732.110488 = -14786401.009304 nChanged 68 SP:Iteration 112Q (1424.610000 sec): 3 clusters Score: Raw -14792155.168276 + Penalty 5732.110488 = -14786423.057787 nChanged 66 SP:Iteration 113Q (1424.920000 sec): 3 clusters Score: Raw -14792177.097887 + Penalty 5732.110488 = -14786444.987399 nChanged 62 SP:Iteration 114Q (1425.220000 sec): 3 clusters Score: Raw -14792191.736141 + Penalty 5732.110488 = -14786459.625653 nChanged 53 SP:Iteration 115Q (1425.540000 sec): 3 clusters Score: Raw -14792206.086710 + Penalty 5732.110488 = -14786473.976222 nChanged 56 SP:Iteration 116Q (1426.790000 sec): 3 clusters Score: Raw -14792218.577874 + Penalty 5732.110488 = -14786486.467385 nChanged 39 SP:Iteration 117Q (1427.830000 sec): 3 clusters Score: Raw -14792226.648914 + Penalty 5732.110488 = -14786494.538426 nChanged 40 SP:Iteration 118Q (1428.170000 sec): 3 clusters Score: Raw -14792238.011722 + Penalty 5732.110488 = -14786505.901233 nChanged 45 SP:Iteration 119Q (1428.490000 sec): 3 clusters Score: Raw -14792249.620883 + Penalty 5732.110488 = -14786517.510395 nChanged 34 SP:Iteration 120F (1428.920000 sec): 3 clusters Score: Raw -14792266.639296 + Penalty 5732.110488 = -14786534.528808 nChanged 30 SP:Iteration 121Q (1429.240000 sec): 3 clusters Score: Raw -14792274.807781 + Penalty 5732.110488 = -14786542.697292 nChanged 38 SP:Iteration 122Q (1429.540000 sec): 3 clusters Score: Raw -14792283.354591 + Penalty 5732.110488 = -14786551.244102 nChanged 27 SP:Iteration 123Q (1429.830000 sec): 3 clusters Score: Raw -14792288.703604 + Penalty 5732.110488 = -14786556.593116 nChanged 22 SP:Iteration 124Q (1430.120000 sec): 3 clusters Score: Raw -14792292.387646 + Penalty 5732.110488 = -14786560.277158 nChanged 16 SP:Iteration 125Q (1430.410000 sec): 3 clusters Score: Raw -14792295.928171 + Penalty 5732.110488 = -14786563.817683 nChanged 17 SP:Iteration 126Q (1430.720000 sec): 3 clusters Score: Raw -14792299.625150 + Penalty 5732.110488 = -14786567.514661 nChanged 17 SP:Iteration 127Q (1431.340000 sec): 3 clusters Score: Raw -14792303.136099 + Penalty 5732.110488 = -14786571.025611 nChanged 15 SP:Iteration 128Q (1431.650000 sec): 3 clusters Score: Raw -14792306.042761 + Penalty 5732.110488 = -14786573.932272 nChanged 14 SP:Iteration 129Q (1431.990000 sec): 3 clusters Score: Raw -14792308.335858 + Penalty 5732.110488 = -14786576.225370 nChanged 7 SP:Iteration 130Q (1432.320000 sec): 3 clusters Score: Raw -14792309.672639 + Penalty 5732.110488 = -14786577.562150 nChanged 7 SP:Iteration 131Q (1432.640000 sec): 3 clusters Score: Raw -14792310.838026 + Penalty 5732.110488 = -14786578.727537 nChanged 1 SP:Iteration 132Q (1432.960000 sec): 3 clusters Score: Raw -14792311.006903 + Penalty 5732.110488 = -14786578.896414 nChanged 3 SP:Iteration 133Q (1433.280000 sec): 3 clusters Score: Raw -14792311.289987 + Penalty 5732.110488 = -14786579.179499 nChanged 2 SP:Iteration 134Q (1433.590000 sec): 3 clusters Score: Raw -14792311.561173 + Penalty 5732.110488 = -14786579.450684 nChanged 0 SP:Iteration 135F (1434.000000 sec): 3 clusters Score: Raw -14792311.561173 + Penalty 5732.110488 = -14786579.450684 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 8 (3066 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1434.060000 sec): 2 clusters Score: Raw -405710.811930 + Penalty 1990.976007 = -403719.835923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1434.080000 sec): 3 clusters Score: Raw -404589.864419 + Penalty 3981.952013 = -400607.912406 nChanged 1102 SP:Iteration 1F (1434.090000 sec): 3 clusters Score: Raw -405936.839642 + Penalty 3981.952013 = -401954.887629 nChanged 366 SP:Iteration 2F (1434.100000 sec): 3 clusters Score: Raw -406815.123492 + Penalty 3981.952013 = -402833.171479 nChanged 294 SP:Iteration 3F (1434.110000 sec): 3 clusters Score: Raw -407602.958569 + Penalty 3981.952013 = -403621.006556 nChanged 224 SP:Iteration 4F (1434.120000 sec): 3 clusters Score: Raw -408356.114080 + Penalty 3981.952013 = -404374.162067 nChanged 174 SP:Iteration 5F (1434.130000 sec): 3 clusters Score: Raw -408817.190866 + Penalty 3981.952013 = -404835.238853 nChanged 101 SP:Iteration 6Q (1434.140000 sec): 3 clusters Score: Raw -408980.100113 + Penalty 3981.952013 = -404998.148100 nChanged 68 SP:Iteration 7Q (1434.150000 sec): 3 clusters Score: Raw -409067.450594 + Penalty 3981.952013 = -405085.498581 nChanged 69 SP:Iteration 8Q (1434.160000 sec): 3 clusters Score: Raw -409150.846326 + Penalty 3981.952013 = -405168.894313 nChanged 73 SP:Iteration 9Q (1434.170000 sec): 3 clusters Score: Raw -409286.048104 + Penalty 3981.952013 = -405304.096091 nChanged 110 SP:Iteration 10Q (1434.180000 sec): 3 clusters Score: Raw -409608.642664 + Penalty 3981.952013 = -405626.690651 nChanged 133 SP:Iteration 11Q (1434.190000 sec): 3 clusters Score: Raw -410100.438350 + Penalty 3981.952013 = -406118.486336 nChanged 84 SP:Iteration 12Q (1434.200000 sec): 3 clusters Score: Raw -410343.373560 + Penalty 3981.952013 = -406361.421547 nChanged 70 SP:Iteration 13Q (1434.200000 sec): 3 clusters Score: Raw -410542.608401 + Penalty 3981.952013 = -406560.656388 nChanged 63 SP:Iteration 14Q (1434.210000 sec): 3 clusters Score: Raw -410911.683650 + Penalty 3981.952013 = -406929.731636 nChanged 36 SP:Iteration 15Q (1434.220000 sec): 3 clusters Score: Raw -411326.183986 + Penalty 3981.952013 = -407344.231972 nChanged 23 SP:Iteration 16Q (1434.230000 sec): 3 clusters Score: Raw -411474.206320 + Penalty 3981.952013 = -407492.254306 nChanged 18 SP:Iteration 17Q (1434.240000 sec): 3 clusters Score: Raw -411505.375672 + Penalty 3981.952013 = -407523.423658 nChanged 19 SP:Iteration 18Q (1434.250000 sec): 3 clusters Score: Raw -411531.840934 + Penalty 3981.952013 = -407549.888921 nChanged 19 SP:Iteration 19Q (1434.260000 sec): 3 clusters Score: Raw -411562.894096 + Penalty 3981.952013 = -407580.942082 nChanged 29 SP:Iteration 20F (1434.270000 sec): 3 clusters Score: Raw -411757.823239 + Penalty 3981.952013 = -407775.871226 nChanged 50 SP:Iteration 21Q (1434.280000 sec): 3 clusters Score: Raw -412214.979717 + Penalty 3981.952013 = -408233.027703 nChanged 58 SP:Iteration 22Q (1434.290000 sec): 3 clusters Score: Raw -412354.698412 + Penalty 3981.952013 = -408372.746398 nChanged 64 SP:Iteration 23Q (1434.300000 sec): 3 clusters Score: Raw -412550.805621 + Penalty 3981.952013 = -408568.853608 nChanged 71 SP:Iteration 24Q (1434.300000 sec): 3 clusters Score: Raw -412843.514239 + Penalty 3981.952013 = -408861.562226 nChanged 66 SP:Iteration 25Q (1434.310000 sec): 3 clusters Score: Raw -413333.053010 + Penalty 3981.952013 = -409351.100997 nChanged 26 SP:Iteration 26Q (1434.320000 sec): 3 clusters Score: Raw -413797.629914 + Penalty 3981.952013 = -409815.677901 nChanged 4 SP:Iteration 27Q (1434.330000 sec): 3 clusters Score: Raw -413875.584129 + Penalty 3981.952013 = -409893.632115 nChanged 0 SP:Iteration 28F (1434.340000 sec): 3 clusters Score: Raw -413875.584129 + Penalty 3981.952013 = -409893.632115 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 29. Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 9 (9629 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1434.390000 sec): 2 clusters Score: Raw -1317233.991234 + Penalty 2274.788595 = -1314959.202639 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1434.430000 sec): 3 clusters Score: Raw -1312086.682509 + Penalty 4549.577190 = -1307537.105319 nChanged 3916 SP:Iteration 1F (1434.470000 sec): 3 clusters Score: Raw -1314213.287435 + Penalty 4549.577190 = -1309663.710245 nChanged 647 SP:Iteration 2F (1434.510000 sec): 3 clusters Score: Raw -1314547.054685 + Penalty 4549.577190 = -1309997.477495 nChanged 506 SP:Iteration 3F (1434.550000 sec): 3 clusters Score: Raw -1314823.547879 + Penalty 4549.577190 = -1310273.970689 nChanged 481 SP:Iteration 4Q (1434.580000 sec): 3 clusters Score: Raw -1315115.483379 + Penalty 4549.577190 = -1310565.906189 nChanged 487 SP:Iteration 5F (1434.620000 sec): 3 clusters Score: Raw -1315412.868103 + Penalty 4549.577190 = -1310863.290913 nChanged 480 SP:Iteration 6Q (1434.660000 sec): 3 clusters Score: Raw -1315728.857082 + Penalty 4549.577190 = -1311179.279892 nChanged 471 SP:Iteration 7Q (1434.700000 sec): 3 clusters Score: Raw -1316086.438332 + Penalty 4549.577190 = -1311536.861142 nChanged 444 SP:Iteration 8Q (1434.740000 sec): 3 clusters Score: Raw -1316401.377850 + Penalty 4549.577190 = -1311851.800660 nChanged 432 SP:Iteration 9Q (1434.780000 sec): 3 clusters Score: Raw -1316697.510917 + Penalty 4549.577190 = -1312147.933727 nChanged 363 SP:Iteration 10Q (1434.820000 sec): 3 clusters Score: Raw -1316949.683343 + Penalty 4549.577190 = -1312400.106153 nChanged 346 SP:Iteration 11Q (1434.860000 sec): 3 clusters Score: Raw -1317163.837050 + Penalty 4549.577190 = -1312614.259860 nChanged 252 SP:Iteration 12Q (1434.900000 sec): 3 clusters Score: Raw -1317311.754817 + Penalty 4549.577190 = -1312762.177627 nChanged 215 SP:Iteration 13Q (1434.930000 sec): 3 clusters Score: Raw -1317449.192190 + Penalty 4549.577190 = -1312899.615000 nChanged 196 SP:Iteration 14Q (1434.960000 sec): 3 clusters Score: Raw -1317544.568742 + Penalty 4549.577190 = -1312994.991552 nChanged 158 SP:Iteration 15Q (1435.000000 sec): 3 clusters Score: Raw -1317618.514276 + Penalty 4549.577190 = -1313068.937086 nChanged 150 SP:Iteration 16Q (1435.030000 sec): 3 clusters Score: Raw -1317683.950306 + Penalty 4549.577190 = -1313134.373116 nChanged 126 SP:Iteration 17Q (1435.060000 sec): 3 clusters Score: Raw -1317735.697142 + Penalty 4549.577190 = -1313186.119952 nChanged 135 SP:Iteration 18Q (1435.100000 sec): 3 clusters Score: Raw -1317798.045745 + Penalty 4549.577190 = -1313248.468555 nChanged 115 SP:Iteration 19Q (1435.130000 sec): 3 clusters Score: Raw -1317853.149295 + Penalty 4549.577190 = -1313303.572105 nChanged 125 SP:Iteration 20F (1435.170000 sec): 3 clusters Score: Raw -1317927.684274 + Penalty 4549.577190 = -1313378.107084 nChanged 120 SP:Iteration 21Q (1435.200000 sec): 3 clusters Score: Raw -1317997.738350 + Penalty 4549.577190 = -1313448.161160 nChanged 121 SP:Iteration 22Q (1435.240000 sec): 3 clusters Score: Raw -1318068.474767 + Penalty 4549.577190 = -1313518.897577 nChanged 103 SP:Iteration 23Q (1435.270000 sec): 3 clusters Score: Raw -1318111.472510 + Penalty 4549.577190 = -1313561.895320 nChanged 86 SP:Iteration 24Q (1435.300000 sec): 3 clusters Score: Raw -1318142.427940 + Penalty 4549.577190 = -1313592.850750 nChanged 68 SP:Iteration 25Q (1435.340000 sec): 3 clusters Score: Raw -1318164.164754 + Penalty 4549.577190 = -1313614.587564 nChanged 62 SP:Iteration 26Q (1435.370000 sec): 3 clusters Score: Raw -1318182.834112 + Penalty 4549.577190 = -1313633.256922 nChanged 42 SP:Iteration 27Q (1435.410000 sec): 3 clusters Score: Raw -1318195.890775 + Penalty 4549.577190 = -1313646.313586 nChanged 50 SP:Iteration 28Q (1435.440000 sec): 3 clusters Score: Raw -1318213.363345 + Penalty 4549.577190 = -1313663.786155 nChanged 57 SP:Iteration 29Q (1435.480000 sec): 3 clusters Score: Raw -1318233.549956 + Penalty 4549.577190 = -1313683.972766 nChanged 44 SP:Iteration 30Q (1435.520000 sec): 3 clusters Score: Raw -1318246.426433 + Penalty 4549.577190 = -1313696.849243 nChanged 42 SP:Iteration 31Q (1435.550000 sec): 3 clusters Score: Raw -1318257.611314 + Penalty 4549.577190 = -1313708.034124 nChanged 35 SP:Iteration 32Q (1435.590000 sec): 3 clusters Score: Raw -1318265.926517 + Penalty 4549.577190 = -1313716.349327 nChanged 23 SP:Iteration 33Q (1435.620000 sec): 3 clusters Score: Raw -1318273.200809 + Penalty 4549.577190 = -1313723.623619 nChanged 29 SP:Iteration 34Q (1435.660000 sec): 3 clusters Score: Raw -1318283.104911 + Penalty 4549.577190 = -1313733.527721 nChanged 47 SP:Iteration 35Q (1435.690000 sec): 3 clusters Score: Raw -1318299.173745 + Penalty 4549.577190 = -1313749.596555 nChanged 52 SP:Iteration 36Q (1435.720000 sec): 3 clusters Score: Raw -1318319.475709 + Penalty 4549.577190 = -1313769.898519 nChanged 49 SP:Iteration 37Q (1435.760000 sec): 3 clusters Score: Raw -1318337.272689 + Penalty 4549.577190 = -1313787.695499 nChanged 50 SP:Iteration 38Q (1435.800000 sec): 3 clusters Score: Raw -1318353.829941 + Penalty 4549.577190 = -1313804.252751 nChanged 57 SP:Iteration 39Q (1435.830000 sec): 3 clusters Score: Raw -1318371.431796 + Penalty 4549.577190 = -1313821.854606 nChanged 48 SP:Iteration 40F (1435.870000 sec): 3 clusters Score: Raw -1318389.018322 + Penalty 4549.577190 = -1313839.441132 nChanged 54 SP:Iteration 41Q (1435.900000 sec): 3 clusters Score: Raw -1318407.044502 + Penalty 4549.577190 = -1313857.467312 nChanged 46 SP:Iteration 42Q (1435.940000 sec): 3 clusters Score: Raw -1318426.481273 + Penalty 4549.577190 = -1313876.904083 nChanged 47 SP:Iteration 43Q (1435.970000 sec): 3 clusters Score: Raw -1318446.914262 + Penalty 4549.577190 = -1313897.337072 nChanged 58 SP:Iteration 44Q (1436.010000 sec): 3 clusters Score: Raw -1318474.755347 + Penalty 4549.577190 = -1313925.178157 nChanged 75 SP:Iteration 45Q (1436.040000 sec): 3 clusters Score: Raw -1318512.781532 + Penalty 4549.577190 = -1313963.204342 nChanged 88 SP:Iteration 46Q (1436.080000 sec): 3 clusters Score: Raw -1318556.432322 + Penalty 4549.577190 = -1314006.855132 nChanged 82 SP:Iteration 47Q (1436.120000 sec): 3 clusters Score: Raw -1318595.559393 + Penalty 4549.577190 = -1314045.982203 nChanged 78 SP:Iteration 48Q (1436.140000 sec): 3 clusters Score: Raw -1318632.641772 + Penalty 4549.577190 = -1314083.064582 nChanged 84 SP:Iteration 49Q (1436.180000 sec): 3 clusters Score: Raw -1318671.019986 + Penalty 4549.577190 = -1314121.442796 nChanged 74 SP:Iteration 50Q (1436.210000 sec): 3 clusters Score: Raw -1318697.359709 + Penalty 4549.577190 = -1314147.782519 nChanged 62 SP:Iteration 51Q (1436.250000 sec): 3 clusters Score: Raw -1318717.936329 + Penalty 4549.577190 = -1314168.359139 nChanged 57 SP:Iteration 52Q (1436.280000 sec): 3 clusters Score: Raw -1318740.921974 + Penalty 4549.577190 = -1314191.344784 nChanged 58 SP:Iteration 53Q (1436.320000 sec): 3 clusters Score: Raw -1318767.639104 + Penalty 4549.577190 = -1314218.061914 nChanged 53 SP:Iteration 54Q (1436.360000 sec): 3 clusters Score: Raw -1318792.458331 + Penalty 4549.577190 = -1314242.881141 nChanged 60 SP:Iteration 55Q (1436.390000 sec): 3 clusters Score: Raw -1318822.298276 + Penalty 4549.577190 = -1314272.721086 nChanged 53 SP:Iteration 56Q (1436.420000 sec): 3 clusters Score: Raw -1318843.836772 + Penalty 4549.577190 = -1314294.259582 nChanged 49 SP:Iteration 57Q (1436.450000 sec): 3 clusters Score: Raw -1318859.900795 + Penalty 4549.577190 = -1314310.323605 nChanged 41 SP:Iteration 58Q (1436.490000 sec): 3 clusters Score: Raw -1318871.623336 + Penalty 4549.577190 = -1314322.046146 nChanged 43 SP:Iteration 59Q (1436.520000 sec): 3 clusters Score: Raw -1318885.484965 + Penalty 4549.577190 = -1314335.907775 nChanged 34 SP:Iteration 60F (1436.560000 sec): 3 clusters Score: Raw -1318902.366145 + Penalty 4549.577190 = -1314352.788955 nChanged 32 SP:Iteration 61Q (1436.590000 sec): 3 clusters Score: Raw -1318913.117601 + Penalty 4549.577190 = -1314363.540411 nChanged 33 SP:Iteration 62Q (1436.630000 sec): 3 clusters Score: Raw -1318923.730354 + Penalty 4549.577190 = -1314374.153164 nChanged 28 SP:Iteration 63Q (1436.660000 sec): 3 clusters Score: Raw -1318931.929161 + Penalty 4549.577190 = -1314382.351971 nChanged 26 SP:Iteration 64Q (1436.690000 sec): 3 clusters Score: Raw -1318939.479523 + Penalty 4549.577190 = -1314389.902333 nChanged 24 SP:Iteration 65Q (1436.730000 sec): 3 clusters Score: Raw -1318945.724816 + Penalty 4549.577190 = -1314396.147626 nChanged 22 SP:Iteration 66Q (1436.760000 sec): 3 clusters Score: Raw -1318951.013316 + Penalty 4549.577190 = -1314401.436126 nChanged 22 SP:Iteration 67Q (1436.790000 sec): 3 clusters Score: Raw -1318956.407889 + Penalty 4549.577190 = -1314406.830699 nChanged 25 SP:Iteration 68Q (1436.830000 sec): 3 clusters Score: Raw -1318963.403135 + Penalty 4549.577190 = -1314413.825945 nChanged 32 SP:Iteration 69Q (1436.860000 sec): 3 clusters Score: Raw -1318973.640136 + Penalty 4549.577190 = -1314424.062946 nChanged 34 SP:Iteration 70Q (1436.890000 sec): 3 clusters Score: Raw -1318987.428770 + Penalty 4549.577190 = -1314437.851580 nChanged 34 SP:Iteration 71Q (1436.920000 sec): 3 clusters Score: Raw -1319001.492115 + Penalty 4549.577190 = -1314451.914925 nChanged 50 SP:Iteration 72Q (1436.950000 sec): 3 clusters Score: Raw -1319026.947784 + Penalty 4549.577190 = -1314477.370594 nChanged 58 SP:Iteration 73Q (1436.990000 sec): 3 clusters Score: Raw -1319052.443227 + Penalty 4549.577190 = -1314502.866037 nChanged 49 SP:Iteration 74Q (1437.020000 sec): 3 clusters Score: Raw -1319076.680213 + Penalty 4549.577190 = -1314527.103023 nChanged 55 SP:Iteration 75Q (1437.050000 sec): 3 clusters Score: Raw -1319101.040010 + Penalty 4549.577190 = -1314551.462821 nChanged 45 SP:Iteration 76Q (1437.080000 sec): 3 clusters Score: Raw -1319126.456697 + Penalty 4549.577190 = -1314576.879507 nChanged 51 SP:Iteration 77Q (1437.110000 sec): 3 clusters Score: Raw -1319145.566767 + Penalty 4549.577190 = -1314595.989577 nChanged 42 SP:Iteration 78Q (1437.140000 sec): 3 clusters Score: Raw -1319156.475860 + Penalty 4549.577190 = -1314606.898670 nChanged 28 SP:Iteration 79Q (1437.170000 sec): 3 clusters Score: Raw -1319165.389567 + Penalty 4549.577190 = -1314615.812377 nChanged 22 SP:Iteration 80F (1437.210000 sec): 3 clusters Score: Raw -1319169.722263 + Penalty 4549.577190 = -1314620.145073 nChanged 15 SP:Iteration 81Q (1437.240000 sec): 3 clusters Score: Raw -1319173.238474 + Penalty 4549.577190 = -1314623.661285 nChanged 13 SP:Iteration 82Q (1437.270000 sec): 3 clusters Score: Raw -1319175.960460 + Penalty 4549.577190 = -1314626.383270 nChanged 12 SP:Iteration 83Q (1437.300000 sec): 3 clusters Score: Raw -1319178.378647 + Penalty 4549.577190 = -1314628.801457 nChanged 15 SP:Iteration 84Q (1437.330000 sec): 3 clusters Score: Raw -1319181.802290 + Penalty 4549.577190 = -1314632.225100 nChanged 14 SP:Iteration 85Q (1437.370000 sec): 3 clusters Score: Raw -1319184.765450 + Penalty 4549.577190 = -1314635.188260 nChanged 16 SP:Iteration 86Q (1437.400000 sec): 3 clusters Score: Raw -1319187.509580 + Penalty 4549.577190 = -1314637.932390 nChanged 11 SP:Iteration 87Q (1437.450000 sec): 3 clusters Score: Raw -1319190.297932 + Penalty 4549.577190 = -1314640.720742 nChanged 12 SP:Iteration 88Q (1437.560000 sec): 3 clusters Score: Raw -1319193.444794 + Penalty 4549.577190 = -1314643.867604 nChanged 16 SP:Iteration 89Q (1437.710000 sec): 3 clusters Score: Raw -1319198.001352 + Penalty 4549.577190 = -1314648.424162 nChanged 21 SP:Iteration 90Q (1437.870000 sec): 3 clusters Score: Raw -1319203.784791 + Penalty 4549.577190 = -1314654.207601 nChanged 27 SP:Iteration 91Q (1437.980000 sec): 3 clusters Score: Raw -1319210.306376 + Penalty 4549.577190 = -1314660.729186 nChanged 24 SP:Iteration 92Q (1438.010000 sec): 3 clusters Score: Raw -1319216.418805 + Penalty 4549.577190 = -1314666.841615 nChanged 18 SP:Iteration 93Q (1438.040000 sec): 3 clusters Score: Raw -1319220.666210 + Penalty 4549.577190 = -1314671.089020 nChanged 19 SP:Iteration 94Q (1438.070000 sec): 3 clusters Score: Raw -1319224.183957 + Penalty 4549.577190 = -1314674.606767 nChanged 13 SP:Iteration 95Q (1438.100000 sec): 3 clusters Score: Raw -1319227.095519 + Penalty 4549.577190 = -1314677.518329 nChanged 12 SP:Iteration 96Q (1438.130000 sec): 3 clusters Score: Raw -1319230.734489 + Penalty 4549.577190 = -1314681.157299 nChanged 16 SP:Iteration 97Q (1438.160000 sec): 3 clusters Score: Raw -1319235.482685 + Penalty 4549.577190 = -1314685.905495 nChanged 18 SP:Iteration 98Q (1438.190000 sec): 3 clusters Score: Raw -1319241.813086 + Penalty 4549.577190 = -1314692.235896 nChanged 26 SP:Iteration 99Q (1438.220000 sec): 3 clusters Score: Raw -1319249.580557 + Penalty 4549.577190 = -1314700.003367 nChanged 22 SP:Iteration 100F (1438.320000 sec): 3 clusters Score: Raw -1319254.787712 + Penalty 4549.577190 = -1314705.210523 nChanged 13 SP:Iteration 101Q (1438.440000 sec): 3 clusters Score: Raw -1319257.415159 + Penalty 4549.577190 = -1314707.837969 nChanged 10 SP:Iteration 102Q (1438.560000 sec): 3 clusters Score: Raw -1319259.644249 + Penalty 4549.577190 = -1314710.067059 nChanged 10 SP:Iteration 103Q (1438.640000 sec): 3 clusters Score: Raw -1319261.186125 + Penalty 4549.577190 = -1314711.608935 nChanged 7 SP:Iteration 104Q (1438.800000 sec): 3 clusters Score: Raw -1319262.713155 + Penalty 4549.577190 = -1314713.135965 nChanged 6 SP:Iteration 105Q (1438.910000 sec): 3 clusters Score: Raw -1319264.374937 + Penalty 4549.577190 = -1314714.797747 nChanged 8 SP:Iteration 106Q (1439.000000 sec): 3 clusters Score: Raw -1319265.997917 + Penalty 4549.577190 = -1314716.420727 nChanged 6 SP:Iteration 107Q (1439.120000 sec): 3 clusters Score: Raw -1319267.562857 + Penalty 4549.577190 = -1314717.985667 nChanged 9 SP:Iteration 108Q (1439.190000 sec): 3 clusters Score: Raw -1319269.263804 + Penalty 4549.577190 = -1314719.686614 nChanged 7 SP:Iteration 109Q (1439.370000 sec): 3 clusters Score: Raw -1319270.154579 + Penalty 4549.577190 = -1314720.577389 nChanged 6 SP:Iteration 110Q (1439.490000 sec): 3 clusters Score: Raw -1319270.873609 + Penalty 4549.577190 = -1314721.296419 nChanged 1 SP:Iteration 111Q (1439.580000 sec): 3 clusters Score: Raw -1319270.907873 + Penalty 4549.577190 = -1314721.330683 nChanged 0 SP:Iteration 112F (1439.670000 sec): 3 clusters Score: Raw -1319270.907873 + Penalty 4549.577190 = -1314721.330683 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 10 (7005 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1439.700000 sec): 2 clusters Score: Raw -899788.383500 + Penalty 2195.886106 = -897592.497395 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1439.730000 sec): 3 clusters Score: Raw -896294.940577 + Penalty 4391.772212 = -891903.168365 nChanged 2871 SP:Iteration 1F (1439.760000 sec): 3 clusters Score: Raw -898653.084102 + Penalty 4391.772212 = -894261.311891 nChanged 791 SP:Iteration 2F (1439.790000 sec): 3 clusters Score: Raw -900003.150166 + Penalty 4391.772212 = -895611.377955 nChanged 891 SP:Iteration 3F (1439.810000 sec): 3 clusters Score: Raw -901726.287392 + Penalty 4391.772212 = -897334.515180 nChanged 902 SP:Iteration 4F (1439.840000 sec): 3 clusters Score: Raw -903687.644041 + Penalty 4391.772212 = -899295.871829 nChanged 564 SP:Iteration 5F (1439.870000 sec): 3 clusters Score: Raw -904433.125282 + Penalty 4391.772212 = -900041.353070 nChanged 243 SP:Iteration 6Q (1439.890000 sec): 3 clusters Score: Raw -904613.573005 + Penalty 4391.772212 = -900221.800793 nChanged 87 SP:Iteration 7Q (1439.920000 sec): 3 clusters Score: Raw -904648.803648 + Penalty 4391.772212 = -900257.031436 nChanged 30 SP:Iteration 8Q (1439.950000 sec): 3 clusters Score: Raw -904656.952850 + Penalty 4391.772212 = -900265.180638 nChanged 15 SP:Iteration 9Q (1439.970000 sec): 3 clusters Score: Raw -904660.878266 + Penalty 4391.772212 = -900269.106054 nChanged 10 SP:Iteration 10Q (1439.990000 sec): 3 clusters Score: Raw -904662.865242 + Penalty 4391.772212 = -900271.093031 nChanged 6 SP:Iteration 11Q (1440.010000 sec): 3 clusters Score: Raw -904664.144374 + Penalty 4391.772212 = -900272.372163 nChanged 7 SP:Iteration 12Q (1440.040000 sec): 3 clusters Score: Raw -904665.480049 + Penalty 4391.772212 = -900273.707838 nChanged 4 SP:Iteration 13Q (1440.060000 sec): 3 clusters Score: Raw -904666.188351 + Penalty 4391.772212 = -900274.416140 nChanged 2 SP:Iteration 14Q (1440.090000 sec): 3 clusters Score: Raw -904666.415380 + Penalty 4391.772212 = -900274.643168 nChanged 0 SP:Iteration 15F (1440.110000 sec): 3 clusters Score: Raw -904666.415380 + Penalty 4391.772212 = -900274.643168 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 30. Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 11 (16619 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1440.180000 sec): 2 clusters Score: Raw -2288852.256244 + Penalty 2410.138871 = -2286442.117373 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1440.240000 sec): 3 clusters Score: Raw -2279454.733435 + Penalty 4820.277741 = -2274634.455694 nChanged 7244 SP:Iteration 1F (1440.310000 sec): 3 clusters Score: Raw -2283407.270039 + Penalty 4820.277741 = -2278586.992297 nChanged 982 SP:Iteration 2F (1440.370000 sec): 3 clusters Score: Raw -2283830.979119 + Penalty 4820.277741 = -2279010.701377 nChanged 870 SP:Iteration 3F (1440.440000 sec): 3 clusters Score: Raw -2284231.337565 + Penalty 4820.277741 = -2279411.059824 nChanged 785 SP:Iteration 4Q (1440.510000 sec): 3 clusters Score: Raw -2284597.820178 + Penalty 4820.277741 = -2279777.542437 nChanged 734 SP:Iteration 5Q (1440.570000 sec): 3 clusters Score: Raw -2284931.492048 + Penalty 4820.277741 = -2280111.214307 nChanged 649 SP:Iteration 6Q (1440.650000 sec): 3 clusters Score: Raw -2285226.398030 + Penalty 4820.277741 = -2280406.120289 nChanged 656 SP:Iteration 7Q (1440.720000 sec): 3 clusters Score: Raw -2285538.020068 + Penalty 4820.277741 = -2280717.742327 nChanged 642 SP:Iteration 8Q (1440.780000 sec): 3 clusters Score: Raw -2285913.058690 + Penalty 4820.277741 = -2281092.780948 nChanged 658 SP:Iteration 9Q (1440.860000 sec): 3 clusters Score: Raw -2286319.220687 + Penalty 4820.277741 = -2281498.942945 nChanged 654 SP:Iteration 10Q (1440.920000 sec): 3 clusters Score: Raw -2286720.455643 + Penalty 4820.277741 = -2281900.177901 nChanged 606 SP:Iteration 11Q (1440.980000 sec): 3 clusters Score: Raw -2287103.668495 + Penalty 4820.277741 = -2282283.390754 nChanged 559 SP:Iteration 12Q (1441.040000 sec): 3 clusters Score: Raw -2287431.408877 + Penalty 4820.277741 = -2282611.131136 nChanged 477 SP:Iteration 13Q (1441.110000 sec): 3 clusters Score: Raw -2287686.282091 + Penalty 4820.277741 = -2282866.004350 nChanged 401 SP:Iteration 14Q (1441.180000 sec): 3 clusters Score: Raw -2287889.767662 + Penalty 4820.277741 = -2283069.489920 nChanged 343 SP:Iteration 15Q (1441.240000 sec): 3 clusters Score: Raw -2288059.024482 + Penalty 4820.277741 = -2283238.746740 nChanged 269 SP:Iteration 16Q (1441.300000 sec): 3 clusters Score: Raw -2288186.862939 + Penalty 4820.277741 = -2283366.585197 nChanged 238 SP:Iteration 17Q (1441.350000 sec): 3 clusters Score: Raw -2288294.346420 + Penalty 4820.277741 = -2283474.068679 nChanged 221 SP:Iteration 18Q (1441.410000 sec): 3 clusters Score: Raw -2288391.717109 + Penalty 4820.277741 = -2283571.439368 nChanged 214 SP:Iteration 19Q (1441.460000 sec): 3 clusters Score: Raw -2288495.992961 + Penalty 4820.277741 = -2283675.715219 nChanged 217 SP:Iteration 20F (1441.520000 sec): 3 clusters Score: Raw -2288608.554334 + Penalty 4820.277741 = -2283788.276593 nChanged 206 SP:Iteration 21Q (1441.610000 sec): 3 clusters Score: Raw -2288714.860201 + Penalty 4820.277741 = -2283894.582459 nChanged 165 SP:Iteration 22Q (1441.870000 sec): 3 clusters Score: Raw -2288797.848046 + Penalty 4820.277741 = -2283977.570304 nChanged 151 SP:Iteration 23Q (1441.920000 sec): 3 clusters Score: Raw -2288873.921821 + Penalty 4820.277741 = -2284053.644079 nChanged 123 SP:Iteration 24Q (1441.980000 sec): 3 clusters Score: Raw -2288929.384515 + Penalty 4820.277741 = -2284109.106773 nChanged 122 SP:Iteration 25Q (1442.030000 sec): 3 clusters Score: Raw -2288989.749247 + Penalty 4820.277741 = -2284169.471505 nChanged 118 SP:Iteration 26Q (1442.080000 sec): 3 clusters Score: Raw -2289055.825931 + Penalty 4820.277741 = -2284235.548189 nChanged 104 SP:Iteration 27Q (1442.130000 sec): 3 clusters Score: Raw -2289110.363490 + Penalty 4820.277741 = -2284290.085748 nChanged 79 SP:Iteration 28Q (1442.180000 sec): 3 clusters Score: Raw -2289153.249651 + Penalty 4820.277741 = -2284332.971910 nChanged 56 SP:Iteration 29Q (1442.230000 sec): 3 clusters Score: Raw -2289184.878076 + Penalty 4820.277741 = -2284364.600335 nChanged 49 SP:Iteration 30Q (1442.280000 sec): 3 clusters Score: Raw -2289214.277706 + Penalty 4820.277741 = -2284393.999965 nChanged 47 SP:Iteration 31Q (1442.330000 sec): 3 clusters Score: Raw -2289241.888682 + Penalty 4820.277741 = -2284421.610941 nChanged 48 SP:Iteration 32Q (1442.380000 sec): 3 clusters Score: Raw -2289273.262460 + Penalty 4820.277741 = -2284452.984718 nChanged 47 SP:Iteration 33Q (1442.430000 sec): 3 clusters Score: Raw -2289297.131935 + Penalty 4820.277741 = -2284476.854194 nChanged 29 SP:Iteration 34Q (1442.480000 sec): 3 clusters Score: Raw -2289309.368009 + Penalty 4820.277741 = -2284489.090268 nChanged 20 SP:Iteration 35Q (1442.530000 sec): 3 clusters Score: Raw -2289317.165232 + Penalty 4820.277741 = -2284496.887491 nChanged 18 SP:Iteration 36Q (1442.580000 sec): 3 clusters Score: Raw -2289324.667291 + Penalty 4820.277741 = -2284504.389549 nChanged 11 SP:Iteration 37Q (1442.630000 sec): 3 clusters Score: Raw -2289328.431311 + Penalty 4820.277741 = -2284508.153570 nChanged 13 SP:Iteration 38Q (1442.680000 sec): 3 clusters Score: Raw -2289332.861880 + Penalty 4820.277741 = -2284512.584138 nChanged 5 SP:Iteration 39Q (1442.720000 sec): 3 clusters Score: Raw -2289335.591216 + Penalty 4820.277741 = -2284515.313475 nChanged 5 SP:Iteration 40F (1442.790000 sec): 3 clusters Score: Raw -2289337.793546 + Penalty 4820.277741 = -2284517.515805 nChanged 8 SP:Iteration 41Q (1442.840000 sec): 3 clusters Score: Raw -2289340.818474 + Penalty 4820.277741 = -2284520.540733 nChanged 6 SP:Iteration 42Q (1442.890000 sec): 3 clusters Score: Raw -2289343.282653 + Penalty 4820.277741 = -2284523.004912 nChanged 9 SP:Iteration 43Q (1442.950000 sec): 3 clusters Score: Raw -2289349.948981 + Penalty 4820.277741 = -2284529.671240 nChanged 14 SP:Iteration 44Q (1443.000000 sec): 3 clusters Score: Raw -2289357.151444 + Penalty 4820.277741 = -2284536.873702 nChanged 11 SP:Iteration 45Q (1443.050000 sec): 3 clusters Score: Raw -2289365.386172 + Penalty 4820.277741 = -2284545.108430 nChanged 11 SP:Iteration 46Q (1443.100000 sec): 3 clusters Score: Raw -2289371.968115 + Penalty 4820.277741 = -2284551.690373 nChanged 8 SP:Iteration 47Q (1443.150000 sec): 3 clusters Score: Raw -2289377.413016 + Penalty 4820.277741 = -2284557.135275 nChanged 7 SP:Iteration 48Q (1443.200000 sec): 3 clusters Score: Raw -2289380.346412 + Penalty 4820.277741 = -2284560.068671 nChanged 8 SP:Iteration 49Q (1443.250000 sec): 3 clusters Score: Raw -2289385.313605 + Penalty 4820.277741 = -2284565.035864 nChanged 8 SP:Iteration 50Q (1443.300000 sec): 3 clusters Score: Raw -2289389.263638 + Penalty 4820.277741 = -2284568.985896 nChanged 6 SP:Iteration 51Q (1443.360000 sec): 3 clusters Score: Raw -2289391.782245 + Penalty 4820.277741 = -2284571.504504 nChanged 5 SP:Iteration 52Q (1443.410000 sec): 3 clusters Score: Raw -2289394.406658 + Penalty 4820.277741 = -2284574.128916 nChanged 3 SP:Iteration 53Q (1443.450000 sec): 3 clusters Score: Raw -2289396.645722 + Penalty 4820.277741 = -2284576.367981 nChanged 4 SP:Iteration 54Q (1443.500000 sec): 3 clusters Score: Raw -2289397.833838 + Penalty 4820.277741 = -2284577.556097 nChanged 0 SP:Iteration 55F (1443.560000 sec): 3 clusters Score: Raw -2289397.833838 + Penalty 4820.277741 = -2284577.556097 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 12 (1227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1443.570000 sec): 2 clusters Score: Raw -165960.978058 + Penalty 1763.857206 = -164197.120851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1443.580000 sec): 3 clusters Score: Raw -165627.493243 + Penalty 3527.714413 = -162099.778831 nChanged 349 SP:Iteration 1F (1443.580000 sec): 3 clusters Score: Raw -166024.851849 + Penalty 3527.714413 = -162497.137436 nChanged 107 SP:Iteration 2F (1443.580000 sec): 3 clusters Score: Raw -166201.760788 + Penalty 3527.714413 = -162674.046375 nChanged 74 SP:Iteration 3F (1443.590000 sec): 3 clusters Score: Raw -166341.544560 + Penalty 3527.714413 = -162813.830147 nChanged 59 SP:Iteration 4Q (1443.590000 sec): 3 clusters Score: Raw -166470.090136 + Penalty 3527.714413 = -162942.375724 nChanged 44 SP:Iteration 5Q (1443.600000 sec): 3 clusters Score: Raw -166553.354564 + Penalty 3527.714413 = -163025.640152 nChanged 40 SP:Iteration 6Q (1443.600000 sec): 3 clusters Score: Raw -166627.363275 + Penalty 3527.714413 = -163099.648863 nChanged 41 SP:Iteration 7Q (1443.600000 sec): 3 clusters Score: Raw -166762.339366 + Penalty 3527.714413 = -163234.624953 nChanged 52 SP:Iteration 8Q (1443.610000 sec): 3 clusters Score: Raw -166989.140407 + Penalty 3527.714413 = -163461.425994 nChanged 56 SP:Iteration 9Q (1443.610000 sec): 3 clusters Score: Raw -167313.839581 + Penalty 3527.714413 = -163786.125168 nChanged 66 SP:Iteration 10F (1443.620000 sec): 3 clusters Score: Raw -167615.623748 + Penalty 3527.714413 = -164087.909336 nChanged 60 SP:Iteration 11Q (1443.620000 sec): 3 clusters Score: Raw -167795.752374 + Penalty 3527.714413 = -164268.037961 nChanged 40 SP:Iteration 12Q (1443.620000 sec): 3 clusters Score: Raw -167938.030171 + Penalty 3527.714413 = -164410.315759 nChanged 20 SP:Iteration 13Q (1443.630000 sec): 3 clusters Score: Raw -168044.164280 + Penalty 3527.714413 = -164516.449867 nChanged 14 SP:Iteration 14Q (1443.630000 sec): 3 clusters Score: Raw -168366.485878 + Penalty 3527.714413 = -164838.771465 nChanged 2 SP:Iteration 15Q (1443.640000 sec): 3 clusters Score: Raw -168526.176851 + Penalty 3527.714413 = -164998.462438 nChanged 3 SP:Iteration 16Q (1443.640000 sec): 3 clusters Score: Raw -168530.260756 + Penalty 3527.714413 = -165002.546344 nChanged 1 SP:Iteration 17Q (1443.640000 sec): 3 clusters Score: Raw -168533.344743 + Penalty 3527.714413 = -165005.630330 nChanged 1 SP:Iteration 18Q (1443.640000 sec): 3 clusters Score: Raw -168541.005908 + Penalty 3527.714413 = -165013.291495 nChanged 1 SP:Iteration 19Q (1443.650000 sec): 3 clusters Score: Raw -168541.465462 + Penalty 3527.714413 = -165013.751049 nChanged 0 SP:Iteration 20F (1443.650000 sec): 3 clusters Score: Raw -168541.465462 + Penalty 3527.714413 = -165013.751049 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 31. Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 13 (40761 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1443.800000 sec): 2 clusters Score: Raw -5899181.187662 + Penalty 2632.639293 = -5896548.548369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1443.960000 sec): 3 clusters Score: Raw -5874138.869725 + Penalty 5265.278586 = -5868873.591139 nChanged 18538 SP:Iteration 1F (1444.130000 sec): 3 clusters Score: Raw -5884612.084429 + Penalty 5265.278586 = -5879346.805842 nChanged 1723 SP:Iteration 2Q (1444.300000 sec): 3 clusters Score: Raw -5885122.325506 + Penalty 5265.278586 = -5879857.046920 nChanged 1540 SP:Iteration 3Q (1444.470000 sec): 3 clusters Score: Raw -5885595.239772 + Penalty 5265.278586 = -5880329.961186 nChanged 1463 SP:Iteration 4Q (1444.640000 sec): 3 clusters Score: Raw -5886124.832341 + Penalty 5265.278586 = -5880859.553754 nChanged 1591 SP:Iteration 5Q (1444.810000 sec): 3 clusters Score: Raw -5886797.005600 + Penalty 5265.278586 = -5881531.727013 nChanged 1652 SP:Iteration 6Q (1444.980000 sec): 3 clusters Score: Raw -5887656.713997 + Penalty 5265.278586 = -5882391.435411 nChanged 1920 SP:Iteration 7Q (1445.140000 sec): 3 clusters Score: Raw -5888917.215496 + Penalty 5265.278586 = -5883651.936910 nChanged 2248 SP:Iteration 8F (1445.300000 sec): 3 clusters Score: Raw -5890619.114933 + Penalty 5265.278586 = -5885353.836347 nChanged 2333 SP:Iteration 9F (1445.460000 sec): 3 clusters Score: Raw -5892459.693339 + Penalty 5265.278586 = -5887194.414752 nChanged 2271 SP:Iteration 10F (1445.620000 sec): 3 clusters Score: Raw -5894291.373937 + Penalty 5265.278586 = -5889026.095351 nChanged 2054 SP:Iteration 11F (1445.780000 sec): 3 clusters Score: Raw -5895829.432908 + Penalty 5265.278586 = -5890564.154322 nChanged 1599 SP:Iteration 12Q (1445.930000 sec): 3 clusters Score: Raw -5896844.043761 + Penalty 5265.278586 = -5891578.765174 nChanged 1176 SP:Iteration 13Q (1446.080000 sec): 3 clusters Score: Raw -5897471.795168 + Penalty 5265.278586 = -5892206.516582 nChanged 906 SP:Iteration 14Q (1446.230000 sec): 3 clusters Score: Raw -5897915.661161 + Penalty 5265.278586 = -5892650.382574 nChanged 741 SP:Iteration 15Q (1446.370000 sec): 3 clusters Score: Raw -5898293.627582 + Penalty 5265.278586 = -5893028.348996 nChanged 682 SP:Iteration 16Q (1446.510000 sec): 3 clusters Score: Raw -5898657.536117 + Penalty 5265.278586 = -5893392.257531 nChanged 598 SP:Iteration 17Q (1446.640000 sec): 3 clusters Score: Raw -5898954.190053 + Penalty 5265.278586 = -5893688.911467 nChanged 485 SP:Iteration 18Q (1446.780000 sec): 3 clusters Score: Raw -5899192.767829 + Penalty 5265.278586 = -5893927.489243 nChanged 427 SP:Iteration 19Q (1446.930000 sec): 3 clusters Score: Raw -5899407.210149 + Penalty 5265.278586 = -5894141.931563 nChanged 353 SP:Iteration 20F (1447.080000 sec): 3 clusters Score: Raw -5899580.412122 + Penalty 5265.278586 = -5894315.133536 nChanged 279 SP:Iteration 21Q (1447.210000 sec): 3 clusters Score: Raw -5899698.550785 + Penalty 5265.278586 = -5894433.272198 nChanged 216 SP:Iteration 22Q (1447.340000 sec): 3 clusters Score: Raw -5899768.485728 + Penalty 5265.278586 = -5894503.207141 nChanged 169 SP:Iteration 23Q (1447.460000 sec): 3 clusters Score: Raw -5899822.683549 + Penalty 5265.278586 = -5894557.404962 nChanged 153 SP:Iteration 24Q (1447.590000 sec): 3 clusters Score: Raw -5899866.573348 + Penalty 5265.278586 = -5894601.294761 nChanged 125 SP:Iteration 25Q (1447.720000 sec): 3 clusters Score: Raw -5899901.033654 + Penalty 5265.278586 = -5894635.755068 nChanged 100 SP:Iteration 26Q (1447.840000 sec): 3 clusters Score: Raw -5899928.221052 + Penalty 5265.278586 = -5894662.942466 nChanged 86 SP:Iteration 27Q (1447.970000 sec): 3 clusters Score: Raw -5899947.444667 + Penalty 5265.278586 = -5894682.166081 nChanged 66 SP:Iteration 28Q (1448.100000 sec): 3 clusters Score: Raw -5899963.694932 + Penalty 5265.278586 = -5894698.416345 nChanged 61 SP:Iteration 29Q (1448.220000 sec): 3 clusters Score: Raw -5899980.181813 + Penalty 5265.278586 = -5894714.903226 nChanged 55 SP:Iteration 30Q (1448.350000 sec): 3 clusters Score: Raw -5899994.231746 + Penalty 5265.278586 = -5894728.953160 nChanged 49 SP:Iteration 31Q (1448.470000 sec): 3 clusters Score: Raw -5900008.307299 + Penalty 5265.278586 = -5894743.028713 nChanged 43 SP:Iteration 32Q (1448.590000 sec): 3 clusters Score: Raw -5900017.819962 + Penalty 5265.278586 = -5894752.541376 nChanged 34 SP:Iteration 33Q (1448.720000 sec): 3 clusters Score: Raw -5900025.554704 + Penalty 5265.278586 = -5894760.276118 nChanged 29 SP:Iteration 34Q (1448.840000 sec): 3 clusters Score: Raw -5900031.382923 + Penalty 5265.278586 = -5894766.104336 nChanged 26 SP:Iteration 35Q (1448.960000 sec): 3 clusters Score: Raw -5900035.750895 + Penalty 5265.278586 = -5894770.472309 nChanged 22 SP:Iteration 36Q (1449.090000 sec): 3 clusters Score: Raw -5900039.626863 + Penalty 5265.278586 = -5894774.348277 nChanged 13 SP:Iteration 37Q (1449.210000 sec): 3 clusters Score: Raw -5900041.655012 + Penalty 5265.278586 = -5894776.376425 nChanged 15 SP:Iteration 38Q (1449.330000 sec): 3 clusters Score: Raw -5900044.140233 + Penalty 5265.278586 = -5894778.861647 nChanged 17 SP:Iteration 39Q (1449.450000 sec): 3 clusters Score: Raw -5900046.392423 + Penalty 5265.278586 = -5894781.113836 nChanged 13 SP:Iteration 40F (1449.600000 sec): 3 clusters Score: Raw -5900048.667565 + Penalty 5265.278586 = -5894783.388979 nChanged 14 SP:Iteration 41Q (1449.730000 sec): 3 clusters Score: Raw -5900050.935624 + Penalty 5265.278586 = -5894785.657037 nChanged 9 SP:Iteration 42Q (1449.850000 sec): 3 clusters Score: Raw -5900052.856738 + Penalty 5265.278586 = -5894787.578152 nChanged 6 SP:Iteration 43Q (1449.970000 sec): 3 clusters Score: Raw -5900053.715253 + Penalty 5265.278586 = -5894788.436667 nChanged 8 SP:Iteration 44Q (1450.090000 sec): 3 clusters Score: Raw -5900055.254407 + Penalty 5265.278586 = -5894789.975820 nChanged 9 SP:Iteration 45Q (1450.210000 sec): 3 clusters Score: Raw -5900056.433760 + Penalty 5265.278586 = -5894791.155174 nChanged 5 SP:Iteration 46Q (1450.330000 sec): 3 clusters Score: Raw -5900057.092167 + Penalty 5265.278586 = -5894791.813580 nChanged 3 SP:Iteration 47Q (1450.450000 sec): 3 clusters Score: Raw -5900057.432544 + Penalty 5265.278586 = -5894792.153958 nChanged 5 SP:Iteration 48Q (1450.570000 sec): 3 clusters Score: Raw -5900057.910565 + Penalty 5265.278586 = -5894792.631979 nChanged 2 SP:Iteration 49Q (1450.690000 sec): 3 clusters Score: Raw -5900058.145485 + Penalty 5265.278586 = -5894792.866899 nChanged 2 SP:Iteration 50Q (1450.810000 sec): 3 clusters Score: Raw -5900058.427502 + Penalty 5265.278586 = -5894793.148916 nChanged 2 SP:Iteration 51Q (1450.930000 sec): 3 clusters Score: Raw -5900058.825167 + Penalty 5265.278586 = -5894793.546580 nChanged 5 SP:Iteration 52Q (1451.050000 sec): 3 clusters Score: Raw -5900059.421965 + Penalty 5265.278586 = -5894794.143379 nChanged 5 SP:Iteration 53Q (1451.170000 sec): 3 clusters Score: Raw -5900060.225557 + Penalty 5265.278586 = -5894794.946971 nChanged 3 SP:Iteration 54Q (1451.290000 sec): 3 clusters Score: Raw -5900060.735659 + Penalty 5265.278586 = -5894795.457073 nChanged 2 SP:Iteration 55Q (1451.410000 sec): 3 clusters Score: Raw -5900060.920771 + Penalty 5265.278586 = -5894795.642184 nChanged 0 SP:Iteration 56F (1451.570000 sec): 3 clusters Score: Raw -5900060.920771 + Penalty 5265.278586 = -5894795.642184 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 14 (47796 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1451.730000 sec): 2 clusters Score: Raw -7061942.749540 + Penalty 2672.124914 = -7059270.624626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1451.920000 sec): 3 clusters Score: Raw -7032496.430875 + Penalty 5344.249828 = -7027152.181047 nChanged 21906 SP:Iteration 1F (1452.110000 sec): 3 clusters Score: Raw -7044833.387182 + Penalty 5344.249828 = -7039489.137355 nChanged 2371 SP:Iteration 2Q (1452.300000 sec): 3 clusters Score: Raw -7045807.151524 + Penalty 5344.249828 = -7040462.901697 nChanged 2584 SP:Iteration 3F (1452.490000 sec): 3 clusters Score: Raw -7047103.262573 + Penalty 5344.249828 = -7041759.012745 nChanged 2876 SP:Iteration 4F (1452.680000 sec): 3 clusters Score: Raw -7048810.155138 + Penalty 5344.249828 = -7043465.905310 nChanged 3123 SP:Iteration 5F (1452.870000 sec): 3 clusters Score: Raw -7050880.528970 + Penalty 5344.249828 = -7045536.279142 nChanged 3095 SP:Iteration 6F (1453.060000 sec): 3 clusters Score: Raw -7053073.038495 + Penalty 5344.249828 = -7047728.788668 nChanged 2769 SP:Iteration 7F (1453.250000 sec): 3 clusters Score: Raw -7055186.559069 + Penalty 5344.249828 = -7049842.309241 nChanged 2304 SP:Iteration 8Q (1453.440000 sec): 3 clusters Score: Raw -7057007.117206 + Penalty 5344.249828 = -7051662.867379 nChanged 1842 SP:Iteration 9Q (1453.630000 sec): 3 clusters Score: Raw -7058500.955022 + Penalty 5344.249828 = -7053156.705195 nChanged 1380 SP:Iteration 10Q (1453.930000 sec): 3 clusters Score: Raw -7059506.600592 + Penalty 5344.249828 = -7054162.350765 nChanged 1015 SP:Iteration 11Q (1454.110000 sec): 3 clusters Score: Raw -7060060.986069 + Penalty 5344.249828 = -7054716.736242 nChanged 744 SP:Iteration 12Q (1454.350000 sec): 3 clusters Score: Raw -7060401.082090 + Penalty 5344.249828 = -7055056.832262 nChanged 618 SP:Iteration 13Q (1455.110000 sec): 3 clusters Score: Raw -7060681.612283 + Penalty 5344.249828 = -7055337.362455 nChanged 528 SP:Iteration 14Q (1455.270000 sec): 3 clusters Score: Raw -7060892.719364 + Penalty 5344.249828 = -7055548.469536 nChanged 492 SP:Iteration 15Q (1455.420000 sec): 3 clusters Score: Raw -7061091.571200 + Penalty 5344.249828 = -7055747.321373 nChanged 472 SP:Iteration 16Q (1455.590000 sec): 3 clusters Score: Raw -7061275.194570 + Penalty 5344.249828 = -7055930.944742 nChanged 445 SP:Iteration 17Q (1455.750000 sec): 3 clusters Score: Raw -7061441.948099 + Penalty 5344.249828 = -7056097.698272 nChanged 389 SP:Iteration 18Q (1455.910000 sec): 3 clusters Score: Raw -7061581.812115 + Penalty 5344.249828 = -7056237.562288 nChanged 377 SP:Iteration 19Q (1456.060000 sec): 3 clusters Score: Raw -7061715.077770 + Penalty 5344.249828 = -7056370.827942 nChanged 345 SP:Iteration 20F (1456.240000 sec): 3 clusters Score: Raw -7061838.649984 + Penalty 5344.249828 = -7056494.400156 nChanged 315 SP:Iteration 21Q (1456.400000 sec): 3 clusters Score: Raw -7061946.161203 + Penalty 5344.249828 = -7056601.911375 nChanged 258 SP:Iteration 22Q (1456.540000 sec): 3 clusters Score: Raw -7062022.491303 + Penalty 5344.249828 = -7056678.241475 nChanged 213 SP:Iteration 23Q (1456.680000 sec): 3 clusters Score: Raw -7062081.930434 + Penalty 5344.249828 = -7056737.680606 nChanged 190 SP:Iteration 24Q (1456.840000 sec): 3 clusters Score: Raw -7062129.361020 + Penalty 5344.249828 = -7056785.111192 nChanged 174 SP:Iteration 25Q (1457.450000 sec): 3 clusters Score: Raw -7062173.806096 + Penalty 5344.249828 = -7056829.556268 nChanged 169 SP:Iteration 26Q (1457.610000 sec): 3 clusters Score: Raw -7062215.394329 + Penalty 5344.249828 = -7056871.144501 nChanged 146 SP:Iteration 27Q (1457.750000 sec): 3 clusters Score: Raw -7062250.674188 + Penalty 5344.249828 = -7056906.424360 nChanged 121 SP:Iteration 28Q (1457.900000 sec): 3 clusters Score: Raw -7062279.417142 + Penalty 5344.249828 = -7056935.167315 nChanged 107 SP:Iteration 29Q (1458.050000 sec): 3 clusters Score: Raw -7062304.683420 + Penalty 5344.249828 = -7056960.433592 nChanged 89 SP:Iteration 30Q (1458.200000 sec): 3 clusters Score: Raw -7062323.852921 + Penalty 5344.249828 = -7056979.603094 nChanged 79 SP:Iteration 31Q (1458.350000 sec): 3 clusters Score: Raw -7062342.105415 + Penalty 5344.249828 = -7056997.855587 nChanged 79 SP:Iteration 32Q (1458.490000 sec): 3 clusters Score: Raw -7062359.687048 + Penalty 5344.249828 = -7057015.437221 nChanged 69 SP:Iteration 33Q (1458.640000 sec): 3 clusters Score: Raw -7062374.826112 + Penalty 5344.249828 = -7057030.576284 nChanged 70 SP:Iteration 34Q (1458.790000 sec): 3 clusters Score: Raw -7062389.866530 + Penalty 5344.249828 = -7057045.616703 nChanged 70 SP:Iteration 35Q (1458.930000 sec): 3 clusters Score: Raw -7062404.138114 + Penalty 5344.249828 = -7057059.888286 nChanged 68 SP:Iteration 36Q (1459.080000 sec): 3 clusters Score: Raw -7062417.199378 + Penalty 5344.249828 = -7057072.949551 nChanged 66 SP:Iteration 37Q (1459.220000 sec): 3 clusters Score: Raw -7062432.334340 + Penalty 5344.249828 = -7057088.084512 nChanged 55 SP:Iteration 38Q (1459.360000 sec): 3 clusters Score: Raw -7062445.263400 + Penalty 5344.249828 = -7057101.013572 nChanged 49 SP:Iteration 39Q (1459.500000 sec): 3 clusters Score: Raw -7062455.084796 + Penalty 5344.249828 = -7057110.834968 nChanged 47 SP:Iteration 40F (1459.680000 sec): 3 clusters Score: Raw -7062463.957381 + Penalty 5344.249828 = -7057119.707554 nChanged 44 SP:Iteration 41Q (1459.830000 sec): 3 clusters Score: Raw -7062471.853050 + Penalty 5344.249828 = -7057127.603223 nChanged 41 SP:Iteration 42Q (1459.970000 sec): 3 clusters Score: Raw -7062479.854185 + Penalty 5344.249828 = -7057135.604357 nChanged 47 SP:Iteration 43Q (1460.110000 sec): 3 clusters Score: Raw -7062490.499248 + Penalty 5344.249828 = -7057146.249421 nChanged 52 SP:Iteration 44Q (1460.260000 sec): 3 clusters Score: Raw -7062501.292899 + Penalty 5344.249828 = -7057157.043072 nChanged 39 SP:Iteration 45Q (1460.400000 sec): 3 clusters Score: Raw -7062508.989373 + Penalty 5344.249828 = -7057164.739545 nChanged 31 SP:Iteration 46Q (1460.540000 sec): 3 clusters Score: Raw -7062514.823882 + Penalty 5344.249828 = -7057170.574054 nChanged 34 SP:Iteration 47Q (1460.680000 sec): 3 clusters Score: Raw -7062521.584525 + Penalty 5344.249828 = -7057177.334697 nChanged 35 SP:Iteration 48Q (1460.820000 sec): 3 clusters Score: Raw -7062527.384599 + Penalty 5344.249828 = -7057183.134771 nChanged 27 SP:Iteration 49Q (1460.960000 sec): 3 clusters Score: Raw -7062532.401892 + Penalty 5344.249828 = -7057188.152065 nChanged 27 SP:Iteration 50Q (1461.110000 sec): 3 clusters Score: Raw -7062537.723923 + Penalty 5344.249828 = -7057193.474095 nChanged 23 SP:Iteration 51Q (1461.240000 sec): 3 clusters Score: Raw -7062541.741058 + Penalty 5344.249828 = -7057197.491231 nChanged 23 SP:Iteration 52Q (1461.380000 sec): 3 clusters Score: Raw -7062545.499658 + Penalty 5344.249828 = -7057201.249831 nChanged 20 SP:Iteration 53Q (1461.520000 sec): 3 clusters Score: Raw -7062548.791853 + Penalty 5344.249828 = -7057204.542026 nChanged 18 SP:Iteration 54Q (1461.660000 sec): 3 clusters Score: Raw -7062551.277153 + Penalty 5344.249828 = -7057207.027326 nChanged 18 SP:Iteration 55Q (1461.800000 sec): 3 clusters Score: Raw -7062553.993514 + Penalty 5344.249828 = -7057209.743686 nChanged 14 SP:Iteration 56Q (1461.940000 sec): 3 clusters Score: Raw -7062556.278396 + Penalty 5344.249828 = -7057212.028569 nChanged 17 SP:Iteration 57Q (1462.080000 sec): 3 clusters Score: Raw -7062559.248156 + Penalty 5344.249828 = -7057214.998328 nChanged 16 SP:Iteration 58Q (1462.220000 sec): 3 clusters Score: Raw -7062561.923079 + Penalty 5344.249828 = -7057217.673251 nChanged 6 SP:Iteration 59Q (1462.360000 sec): 3 clusters Score: Raw -7062562.736194 + Penalty 5344.249828 = -7057218.486367 nChanged 7 SP:Iteration 60F (1462.560000 sec): 3 clusters Score: Raw -7062563.794787 + Penalty 5344.249828 = -7057219.544959 nChanged 10 SP:Iteration 61Q (1462.700000 sec): 3 clusters Score: Raw -7062565.447038 + Penalty 5344.249828 = -7057221.197210 nChanged 8 SP:Iteration 62Q (1462.840000 sec): 3 clusters Score: Raw -7062566.652883 + Penalty 5344.249828 = -7057222.403055 nChanged 7 SP:Iteration 63Q (1462.980000 sec): 3 clusters Score: Raw -7062567.868271 + Penalty 5344.249828 = -7057223.618444 nChanged 9 SP:Iteration 64Q (1463.130000 sec): 3 clusters Score: Raw -7062569.295352 + Penalty 5344.249828 = -7057225.045525 nChanged 7 SP:Iteration 65Q (1463.270000 sec): 3 clusters Score: Raw -7062570.070121 + Penalty 5344.249828 = -7057225.820293 nChanged 8 SP:Iteration 66Q (1463.420000 sec): 3 clusters Score: Raw -7062570.923457 + Penalty 5344.249828 = -7057226.673630 nChanged 7 SP:Iteration 67Q (1463.560000 sec): 3 clusters Score: Raw -7062571.982434 + Penalty 5344.249828 = -7057227.732607 nChanged 9 SP:Iteration 68Q (1463.700000 sec): 3 clusters Score: Raw -7062573.283145 + Penalty 5344.249828 = -7057229.033317 nChanged 16 SP:Iteration 69Q (1463.850000 sec): 3 clusters Score: Raw -7062575.856877 + Penalty 5344.249828 = -7057231.607050 nChanged 16 SP:Iteration 70Q (1463.990000 sec): 3 clusters Score: Raw -7062578.417235 + Penalty 5344.249828 = -7057234.167407 nChanged 14 SP:Iteration 71Q (1464.130000 sec): 3 clusters Score: Raw -7062581.215098 + Penalty 5344.249828 = -7057236.965271 nChanged 14 SP:Iteration 72Q (1464.270000 sec): 3 clusters Score: Raw -7062583.826722 + Penalty 5344.249828 = -7057239.576895 nChanged 13 SP:Iteration 73Q (1464.400000 sec): 3 clusters Score: Raw -7062586.335140 + Penalty 5344.249828 = -7057242.085312 nChanged 16 SP:Iteration 74Q (1464.530000 sec): 3 clusters Score: Raw -7062589.030250 + Penalty 5344.249828 = -7057244.780422 nChanged 14 SP:Iteration 75Q (1464.660000 sec): 3 clusters Score: Raw -7062592.269133 + Penalty 5344.249828 = -7057248.019306 nChanged 11 SP:Iteration 76Q (1464.800000 sec): 3 clusters Score: Raw -7062594.349763 + Penalty 5344.249828 = -7057250.099936 nChanged 9 SP:Iteration 77Q (1464.930000 sec): 3 clusters Score: Raw -7062595.687404 + Penalty 5344.249828 = -7057251.437577 nChanged 3 SP:Iteration 78Q (1465.070000 sec): 3 clusters Score: Raw -7062596.059085 + Penalty 5344.249828 = -7057251.809258 nChanged 5 SP:Iteration 79Q (1465.200000 sec): 3 clusters Score: Raw -7062597.205289 + Penalty 5344.249828 = -7057252.955462 nChanged 10 SP:Iteration 80F (1465.390000 sec): 3 clusters Score: Raw -7062598.804709 + Penalty 5344.249828 = -7057254.554882 nChanged 9 SP:Iteration 81Q (1465.520000 sec): 3 clusters Score: Raw -7062600.047032 + Penalty 5344.249828 = -7057255.797205 nChanged 6 SP:Iteration 82Q (1465.660000 sec): 3 clusters Score: Raw -7062601.211866 + Penalty 5344.249828 = -7057256.962039 nChanged 4 SP:Iteration 83Q (1465.790000 sec): 3 clusters Score: Raw -7062601.923452 + Penalty 5344.249828 = -7057257.673624 nChanged 2 SP:Iteration 84Q (1465.940000 sec): 3 clusters Score: Raw -7062602.120120 + Penalty 5344.249828 = -7057257.870292 nChanged 0 SP:Iteration 85F (1466.120000 sec): 3 clusters Score: Raw -7062602.120120 + Penalty 5344.249828 = -7057257.870292 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 15 (47155 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1466.270000 sec): 2 clusters Score: Raw -6856007.303641 + Penalty 2668.776441 = -6853338.527200 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1466.450000 sec): 3 clusters Score: Raw -6826916.037024 + Penalty 5337.552882 = -6821578.484142 nChanged 21704 SP:Iteration 1F (1466.620000 sec): 3 clusters Score: Raw -6839409.423382 + Penalty 5337.552882 = -6834071.870500 nChanged 2418 SP:Iteration 2F (1466.800000 sec): 3 clusters Score: Raw -6840404.006938 + Penalty 5337.552882 = -6835066.454055 nChanged 2625 SP:Iteration 3F (1466.980000 sec): 3 clusters Score: Raw -6841652.362634 + Penalty 5337.552882 = -6836314.809752 nChanged 2859 SP:Iteration 4F (1467.160000 sec): 3 clusters Score: Raw -6843183.477871 + Penalty 5337.552882 = -6837845.924989 nChanged 3036 SP:Iteration 5F (1467.340000 sec): 3 clusters Score: Raw -6844951.692400 + Penalty 5337.552882 = -6839614.139518 nChanged 3013 SP:Iteration 6F (1467.510000 sec): 3 clusters Score: Raw -6846817.224949 + Penalty 5337.552882 = -6841479.672067 nChanged 2885 SP:Iteration 7F (1467.690000 sec): 3 clusters Score: Raw -6848624.156080 + Penalty 5337.552882 = -6843286.603198 nChanged 2600 SP:Iteration 8F (1467.880000 sec): 3 clusters Score: Raw -6850211.673782 + Penalty 5337.552882 = -6844874.120900 nChanged 2258 SP:Iteration 9Q (1468.060000 sec): 3 clusters Score: Raw -6851604.123491 + Penalty 5337.552882 = -6846266.570609 nChanged 1973 SP:Iteration 10Q (1468.240000 sec): 3 clusters Score: Raw -6852818.852411 + Penalty 5337.552882 = -6847481.299529 nChanged 1630 SP:Iteration 11Q (1468.420000 sec): 3 clusters Score: Raw -6853804.207223 + Penalty 5337.552882 = -6848466.654340 nChanged 1378 SP:Iteration 12Q (1468.590000 sec): 3 clusters Score: Raw -6854596.428569 + Penalty 5337.552882 = -6849258.875687 nChanged 1078 SP:Iteration 13Q (1468.770000 sec): 3 clusters Score: Raw -6855192.876988 + Penalty 5337.552882 = -6849855.324105 nChanged 830 SP:Iteration 14Q (1468.940000 sec): 3 clusters Score: Raw -6855602.744779 + Penalty 5337.552882 = -6850265.191897 nChanged 571 SP:Iteration 15Q (1469.120000 sec): 3 clusters Score: Raw -6855873.138315 + Penalty 5337.552882 = -6850535.585433 nChanged 451 SP:Iteration 16Q (1469.290000 sec): 3 clusters Score: Raw -6856078.594514 + Penalty 5337.552882 = -6850741.041632 nChanged 318 SP:Iteration 17Q (1469.460000 sec): 3 clusters Score: Raw -6856213.764431 + Penalty 5337.552882 = -6850876.211549 nChanged 242 SP:Iteration 18Q (1469.620000 sec): 3 clusters Score: Raw -6856311.993627 + Penalty 5337.552882 = -6850974.440745 nChanged 193 SP:Iteration 19Q (1469.770000 sec): 3 clusters Score: Raw -6856392.175104 + Penalty 5337.552882 = -6851054.622222 nChanged 137 SP:Iteration 20F (1469.950000 sec): 3 clusters Score: Raw -6856451.696426 + Penalty 5337.552882 = -6851114.143544 nChanged 129 SP:Iteration 21Q (1470.100000 sec): 3 clusters Score: Raw -6856502.381399 + Penalty 5337.552882 = -6851164.828517 nChanged 84 SP:Iteration 22Q (1470.260000 sec): 3 clusters Score: Raw -6856538.766694 + Penalty 5337.552882 = -6851201.213811 nChanged 69 SP:Iteration 23Q (1470.420000 sec): 3 clusters Score: Raw -6856567.760726 + Penalty 5337.552882 = -6851230.207844 nChanged 60 SP:Iteration 24Q (1470.560000 sec): 3 clusters Score: Raw -6856595.266260 + Penalty 5337.552882 = -6851257.713378 nChanged 42 SP:Iteration 25Q (1470.710000 sec): 3 clusters Score: Raw -6856612.586066 + Penalty 5337.552882 = -6851275.033184 nChanged 46 SP:Iteration 26Q (1470.860000 sec): 3 clusters Score: Raw -6856631.464551 + Penalty 5337.552882 = -6851293.911669 nChanged 29 SP:Iteration 27Q (1471.000000 sec): 3 clusters Score: Raw -6856643.011891 + Penalty 5337.552882 = -6851305.459009 nChanged 26 SP:Iteration 28Q (1471.140000 sec): 3 clusters Score: Raw -6856652.671431 + Penalty 5337.552882 = -6851315.118548 nChanged 20 SP:Iteration 29Q (1471.290000 sec): 3 clusters Score: Raw -6856659.481810 + Penalty 5337.552882 = -6851321.928927 nChanged 11 SP:Iteration 30Q (1471.430000 sec): 3 clusters Score: Raw -6856663.153775 + Penalty 5337.552882 = -6851325.600892 nChanged 7 SP:Iteration 31Q (1471.580000 sec): 3 clusters Score: Raw -6856664.772408 + Penalty 5337.552882 = -6851327.219525 nChanged 8 SP:Iteration 32Q (1471.720000 sec): 3 clusters Score: Raw -6856666.728203 + Penalty 5337.552882 = -6851329.175321 nChanged 13 SP:Iteration 33Q (1471.880000 sec): 3 clusters Score: Raw -6856670.856650 + Penalty 5337.552882 = -6851333.303768 nChanged 13 SP:Iteration 34Q (1472.020000 sec): 3 clusters Score: Raw -6856675.385271 + Penalty 5337.552882 = -6851337.832389 nChanged 8 SP:Iteration 35Q (1472.160000 sec): 3 clusters Score: Raw -6856677.734263 + Penalty 5337.552882 = -6851340.181380 nChanged 6 SP:Iteration 36Q (1472.290000 sec): 3 clusters Score: Raw -6856679.751495 + Penalty 5337.552882 = -6851342.198612 nChanged 8 SP:Iteration 37Q (1472.440000 sec): 3 clusters Score: Raw -6856682.624751 + Penalty 5337.552882 = -6851345.071869 nChanged 7 SP:Iteration 38Q (1472.590000 sec): 3 clusters Score: Raw -6856684.922256 + Penalty 5337.552882 = -6851347.369374 nChanged 8 SP:Iteration 39Q (1472.730000 sec): 3 clusters Score: Raw -6856687.247439 + Penalty 5337.552882 = -6851349.694557 nChanged 6 SP:Iteration 40F (1472.910000 sec): 3 clusters Score: Raw -6856688.709345 + Penalty 5337.552882 = -6851351.156463 nChanged 2 SP:Iteration 41Q (1473.060000 sec): 3 clusters Score: Raw -6856689.635953 + Penalty 5337.552882 = -6851352.083071 nChanged 4 SP:Iteration 42Q (1473.210000 sec): 3 clusters Score: Raw -6856690.700615 + Penalty 5337.552882 = -6851353.147732 nChanged 2 SP:Iteration 43Q (1473.360000 sec): 3 clusters Score: Raw -6856691.614920 + Penalty 5337.552882 = -6851354.062038 nChanged 3 SP:Iteration 44Q (1473.500000 sec): 3 clusters Score: Raw -6856692.224353 + Penalty 5337.552882 = -6851354.671471 nChanged 4 SP:Iteration 45Q (1473.650000 sec): 3 clusters Score: Raw -6856693.330235 + Penalty 5337.552882 = -6851355.777353 nChanged 3 SP:Iteration 46Q (1473.790000 sec): 3 clusters Score: Raw -6856694.685002 + Penalty 5337.552882 = -6851357.132120 nChanged 4 SP:Iteration 47Q (1473.940000 sec): 3 clusters Score: Raw -6856696.071722 + Penalty 5337.552882 = -6851358.518839 nChanged 4 SP:Iteration 48Q (1474.080000 sec): 3 clusters Score: Raw -6856697.027007 + Penalty 5337.552882 = -6851359.474125 nChanged 1 SP:Iteration 49Q (1474.230000 sec): 3 clusters Score: Raw -6856697.305592 + Penalty 5337.552882 = -6851359.752710 nChanged 1 SP:Iteration 50Q (1474.370000 sec): 3 clusters Score: Raw -6856697.900302 + Penalty 5337.552882 = -6851360.347420 nChanged 2 SP:Iteration 51Q (1474.510000 sec): 3 clusters Score: Raw -6856698.324329 + Penalty 5337.552882 = -6851360.771446 nChanged 1 SP:Iteration 52Q (1474.650000 sec): 3 clusters Score: Raw -6856698.517355 + Penalty 5337.552882 = -6851360.964473 nChanged 1 SP:Iteration 53Q (1474.790000 sec): 3 clusters Score: Raw -6856698.944395 + Penalty 5337.552882 = -6851361.391513 nChanged 1 SP:Iteration 54Q (1474.930000 sec): 3 clusters Score: Raw -6856699.127741 + Penalty 5337.552882 = -6851361.574859 nChanged 1 SP:Iteration 55Q (1475.070000 sec): 3 clusters Score: Raw -6856699.438300 + Penalty 5337.552882 = -6851361.885418 nChanged 1 SP:Iteration 56Q (1475.210000 sec): 3 clusters Score: Raw -6856699.559129 + Penalty 5337.552882 = -6851362.006246 nChanged 1 SP:Iteration 57Q (1475.340000 sec): 3 clusters Score: Raw -6856699.929261 + Penalty 5337.552882 = -6851362.376379 nChanged 1 SP:Iteration 58Q (1475.480000 sec): 3 clusters Score: Raw -6856700.105239 + Penalty 5337.552882 = -6851362.552356 nChanged 0 SP:Iteration 59F (1475.650000 sec): 3 clusters Score: Raw -6856700.105239 + Penalty 5337.552882 = -6851362.552356 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 16 (2566 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1475.680000 sec): 2 clusters Score: Raw -378154.840598 + Penalty 1946.825679 = -376208.014918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1475.690000 sec): 3 clusters Score: Raw -377131.640979 + Penalty 3893.651358 = -373237.989620 nChanged 869 SP:Iteration 1F (1475.700000 sec): 3 clusters Score: Raw -377689.626242 + Penalty 3893.651358 = -373795.974883 nChanged 172 SP:Iteration 2F (1475.710000 sec): 3 clusters Score: Raw -377810.994057 + Penalty 3893.651358 = -373917.342698 nChanged 104 SP:Iteration 3Q (1475.720000 sec): 3 clusters Score: Raw -377898.273514 + Penalty 3893.651358 = -374004.622155 nChanged 85 SP:Iteration 4Q (1475.730000 sec): 3 clusters Score: Raw -377963.313440 + Penalty 3893.651358 = -374069.662082 nChanged 66 SP:Iteration 5Q (1475.740000 sec): 3 clusters Score: Raw -377995.164586 + Penalty 3893.651358 = -374101.513227 nChanged 33 SP:Iteration 6Q (1475.750000 sec): 3 clusters Score: Raw -378014.942935 + Penalty 3893.651358 = -374121.291576 nChanged 33 SP:Iteration 7Q (1475.760000 sec): 3 clusters Score: Raw -378036.724850 + Penalty 3893.651358 = -374143.073491 nChanged 32 SP:Iteration 8Q (1475.770000 sec): 3 clusters Score: Raw -378058.940708 + Penalty 3893.651358 = -374165.289350 nChanged 25 SP:Iteration 9Q (1475.780000 sec): 3 clusters Score: Raw -378078.146027 + Penalty 3893.651358 = -374184.494668 nChanged 29 SP:Iteration 10Q (1475.790000 sec): 3 clusters Score: Raw -378092.942446 + Penalty 3893.651358 = -374199.291087 nChanged 30 SP:Iteration 11Q (1475.800000 sec): 3 clusters Score: Raw -378110.074923 + Penalty 3893.651358 = -374216.423565 nChanged 26 SP:Iteration 12Q (1475.810000 sec): 3 clusters Score: Raw -378121.645520 + Penalty 3893.651358 = -374227.994161 nChanged 16 SP:Iteration 13Q (1475.820000 sec): 3 clusters Score: Raw -378131.355673 + Penalty 3893.651358 = -374237.704314 nChanged 10 SP:Iteration 14Q (1475.830000 sec): 3 clusters Score: Raw -378136.762563 + Penalty 3893.651358 = -374243.111205 nChanged 13 SP:Iteration 15Q (1475.840000 sec): 3 clusters Score: Raw -378144.017410 + Penalty 3893.651358 = -374250.366052 nChanged 21 SP:Iteration 16Q (1475.850000 sec): 3 clusters Score: Raw -378158.023796 + Penalty 3893.651358 = -374264.372438 nChanged 28 SP:Iteration 17Q (1475.850000 sec): 3 clusters Score: Raw -378174.882622 + Penalty 3893.651358 = -374281.231263 nChanged 25 SP:Iteration 18Q (1475.870000 sec): 3 clusters Score: Raw -378190.211976 + Penalty 3893.651358 = -374296.560617 nChanged 26 SP:Iteration 19Q (1475.870000 sec): 3 clusters Score: Raw -378205.663411 + Penalty 3893.651358 = -374312.012052 nChanged 26 SP:Iteration 20F (1475.880000 sec): 3 clusters Score: Raw -378222.788197 + Penalty 3893.651358 = -374329.136838 nChanged 25 SP:Iteration 21Q (1475.890000 sec): 3 clusters Score: Raw -378240.214639 + Penalty 3893.651358 = -374346.563281 nChanged 25 SP:Iteration 22Q (1475.900000 sec): 3 clusters Score: Raw -378260.632714 + Penalty 3893.651358 = -374366.981356 nChanged 36 SP:Iteration 23Q (1475.910000 sec): 3 clusters Score: Raw -378284.706221 + Penalty 3893.651358 = -374391.054862 nChanged 30 SP:Iteration 24Q (1475.920000 sec): 3 clusters Score: Raw -378305.153813 + Penalty 3893.651358 = -374411.502455 nChanged 28 SP:Iteration 25Q (1475.930000 sec): 3 clusters Score: Raw -378332.244727 + Penalty 3893.651358 = -374438.593369 nChanged 32 SP:Iteration 26Q (1475.940000 sec): 3 clusters Score: Raw -378358.032127 + Penalty 3893.651358 = -374464.380768 nChanged 35 SP:Iteration 27Q (1475.950000 sec): 3 clusters Score: Raw -378386.727569 + Penalty 3893.651358 = -374493.076211 nChanged 31 SP:Iteration 28Q (1475.960000 sec): 3 clusters Score: Raw -378410.180623 + Penalty 3893.651358 = -374516.529265 nChanged 26 SP:Iteration 29Q (1475.970000 sec): 3 clusters Score: Raw -378427.228978 + Penalty 3893.651358 = -374533.577619 nChanged 21 SP:Iteration 30Q (1475.980000 sec): 3 clusters Score: Raw -378441.165078 + Penalty 3893.651358 = -374547.513720 nChanged 13 SP:Iteration 31Q (1475.990000 sec): 3 clusters Score: Raw -378452.220985 + Penalty 3893.651358 = -374558.569627 nChanged 27 SP:Iteration 32Q (1476.000000 sec): 3 clusters Score: Raw -378475.870992 + Penalty 3893.651358 = -374582.219634 nChanged 20 SP:Iteration 33Q (1476.010000 sec): 3 clusters Score: Raw -378489.807538 + Penalty 3893.651358 = -374596.156180 nChanged 11 SP:Iteration 34Q (1476.010000 sec): 3 clusters Score: Raw -378498.363868 + Penalty 3893.651358 = -374604.712510 nChanged 10 SP:Iteration 35Q (1476.030000 sec): 3 clusters Score: Raw -378503.585862 + Penalty 3893.651358 = -374609.934503 nChanged 5 SP:Iteration 36Q (1476.030000 sec): 3 clusters Score: Raw -378505.224170 + Penalty 3893.651358 = -374611.572812 nChanged 5 SP:Iteration 37Q (1476.050000 sec): 3 clusters Score: Raw -378509.327373 + Penalty 3893.651358 = -374615.676015 nChanged 6 SP:Iteration 38Q (1476.050000 sec): 3 clusters Score: Raw -378515.541401 + Penalty 3893.651358 = -374621.890043 nChanged 9 SP:Iteration 39Q (1476.060000 sec): 3 clusters Score: Raw -378526.526041 + Penalty 3893.651358 = -374632.874683 nChanged 15 SP:Iteration 40F (1476.070000 sec): 3 clusters Score: Raw -378537.053867 + Penalty 3893.651358 = -374643.402508 nChanged 11 SP:Iteration 41Q (1476.080000 sec): 3 clusters Score: Raw -378543.924528 + Penalty 3893.651358 = -374650.273170 nChanged 7 SP:Iteration 42Q (1476.090000 sec): 3 clusters Score: Raw -378548.089721 + Penalty 3893.651358 = -374654.438363 nChanged 7 SP:Iteration 43Q (1476.100000 sec): 3 clusters Score: Raw -378554.366831 + Penalty 3893.651358 = -374660.715473 nChanged 6 SP:Iteration 44Q (1476.110000 sec): 3 clusters Score: Raw -378558.029777 + Penalty 3893.651358 = -374664.378418 nChanged 5 SP:Iteration 45Q (1476.120000 sec): 3 clusters Score: Raw -378562.747338 + Penalty 3893.651358 = -374669.095980 nChanged 7 SP:Iteration 46Q (1476.130000 sec): 3 clusters Score: Raw -378568.272339 + Penalty 3893.651358 = -374674.620981 nChanged 7 SP:Iteration 47Q (1476.130000 sec): 3 clusters Score: Raw -378573.146423 + Penalty 3893.651358 = -374679.495065 nChanged 9 SP:Iteration 48Q (1476.150000 sec): 3 clusters Score: Raw -378580.459446 + Penalty 3893.651358 = -374686.808088 nChanged 6 SP:Iteration 49Q (1476.150000 sec): 3 clusters Score: Raw -378583.884982 + Penalty 3893.651358 = -374690.233624 nChanged 0 SP:Iteration 50F (1476.170000 sec): 3 clusters Score: Raw -378583.884982 + Penalty 3893.651358 = -374690.233624 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 17 (6920 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1476.190000 sec): 2 clusters Score: Raw -968572.040652 + Penalty 2192.858420 = -966379.182232 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1476.220000 sec): 3 clusters Score: Raw -965002.289008 + Penalty 4385.716840 = -960616.572168 nChanged 2780 SP:Iteration 1F (1476.250000 sec): 3 clusters Score: Raw -966508.409146 + Penalty 4385.716840 = -962122.692306 nChanged 547 SP:Iteration 2F (1476.270000 sec): 3 clusters Score: Raw -966818.148227 + Penalty 4385.716840 = -962432.431387 nChanged 371 SP:Iteration 3F (1476.300000 sec): 3 clusters Score: Raw -967012.679931 + Penalty 4385.716840 = -962626.963091 nChanged 331 SP:Iteration 4Q (1476.330000 sec): 3 clusters Score: Raw -967195.628702 + Penalty 4385.716840 = -962809.911862 nChanged 296 SP:Iteration 5Q (1476.360000 sec): 3 clusters Score: Raw -967366.102526 + Penalty 4385.716840 = -962980.385686 nChanged 280 SP:Iteration 6Q (1476.390000 sec): 3 clusters Score: Raw -967552.977978 + Penalty 4385.716840 = -963167.261138 nChanged 291 SP:Iteration 7Q (1476.410000 sec): 3 clusters Score: Raw -967760.525563 + Penalty 4385.716840 = -963374.808723 nChanged 288 SP:Iteration 8Q (1476.440000 sec): 3 clusters Score: Raw -967949.257866 + Penalty 4385.716840 = -963563.541025 nChanged 270 SP:Iteration 9Q (1476.460000 sec): 3 clusters Score: Raw -968149.336811 + Penalty 4385.716840 = -963763.619971 nChanged 237 SP:Iteration 10Q (1476.490000 sec): 3 clusters Score: Raw -968353.886706 + Penalty 4385.716840 = -963968.169866 nChanged 244 SP:Iteration 11Q (1476.510000 sec): 3 clusters Score: Raw -968547.816746 + Penalty 4385.716840 = -964162.099906 nChanged 211 SP:Iteration 12Q (1476.530000 sec): 3 clusters Score: Raw -968716.194494 + Penalty 4385.716840 = -964330.477654 nChanged 187 SP:Iteration 13Q (1476.560000 sec): 3 clusters Score: Raw -968854.211858 + Penalty 4385.716840 = -964468.495018 nChanged 160 SP:Iteration 14Q (1476.590000 sec): 3 clusters Score: Raw -968974.150674 + Penalty 4385.716840 = -964588.433834 nChanged 131 SP:Iteration 15Q (1476.610000 sec): 3 clusters Score: Raw -969060.061011 + Penalty 4385.716840 = -964674.344171 nChanged 114 SP:Iteration 16Q (1476.630000 sec): 3 clusters Score: Raw -969132.867621 + Penalty 4385.716840 = -964747.150781 nChanged 93 SP:Iteration 17Q (1476.660000 sec): 3 clusters Score: Raw -969190.544294 + Penalty 4385.716840 = -964804.827454 nChanged 92 SP:Iteration 18Q (1476.680000 sec): 3 clusters Score: Raw -969242.198394 + Penalty 4385.716840 = -964856.481554 nChanged 82 SP:Iteration 19Q (1476.710000 sec): 3 clusters Score: Raw -969278.465106 + Penalty 4385.716840 = -964892.748266 nChanged 44 SP:Iteration 20F (1476.730000 sec): 3 clusters Score: Raw -969300.767221 + Penalty 4385.716840 = -964915.050381 nChanged 30 SP:Iteration 21Q (1476.760000 sec): 3 clusters Score: Raw -969315.286032 + Penalty 4385.716840 = -964929.569192 nChanged 31 SP:Iteration 22Q (1476.790000 sec): 3 clusters Score: Raw -969331.809446 + Penalty 4385.716840 = -964946.092605 nChanged 21 SP:Iteration 23Q (1476.810000 sec): 3 clusters Score: Raw -969340.716310 + Penalty 4385.716840 = -964954.999470 nChanged 25 SP:Iteration 24Q (1476.830000 sec): 3 clusters Score: Raw -969353.480609 + Penalty 4385.716840 = -964967.763769 nChanged 31 SP:Iteration 25Q (1476.850000 sec): 3 clusters Score: Raw -969367.802560 + Penalty 4385.716840 = -964982.085720 nChanged 29 SP:Iteration 26Q (1476.880000 sec): 3 clusters Score: Raw -969379.972507 + Penalty 4385.716840 = -964994.255666 nChanged 31 SP:Iteration 27Q (1476.900000 sec): 3 clusters Score: Raw -969390.267924 + Penalty 4385.716840 = -965004.551084 nChanged 14 SP:Iteration 28Q (1476.920000 sec): 3 clusters Score: Raw -969393.120827 + Penalty 4385.716840 = -965007.403987 nChanged 6 SP:Iteration 29Q (1476.940000 sec): 3 clusters Score: Raw -969394.394007 + Penalty 4385.716840 = -965008.677166 nChanged 4 SP:Iteration 30Q (1476.960000 sec): 3 clusters Score: Raw -969395.277495 + Penalty 4385.716840 = -965009.560655 nChanged 1 SP:Iteration 31Q (1476.990000 sec): 3 clusters Score: Raw -969395.404218 + Penalty 4385.716840 = -965009.687378 nChanged 0 SP:Iteration 32F (1477.010000 sec): 3 clusters Score: Raw -969395.404218 + Penalty 4385.716840 = -965009.687378 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 18 (23574 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1477.090000 sec): 2 clusters Score: Raw -3434100.061658 + Penalty 2496.839123 = -3431603.222535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1477.180000 sec): 3 clusters Score: Raw -3420269.156291 + Penalty 4993.678246 = -3415275.478045 nChanged 10409 SP:Iteration 1F (1477.270000 sec): 3 clusters Score: Raw -3426101.059642 + Penalty 4993.678246 = -3421107.381397 nChanged 1327 SP:Iteration 2F (1477.350000 sec): 3 clusters Score: Raw -3426703.586346 + Penalty 4993.678246 = -3421709.908101 nChanged 1314 SP:Iteration 3F (1477.440000 sec): 3 clusters Score: Raw -3427341.624883 + Penalty 4993.678246 = -3422347.946637 nChanged 1332 SP:Iteration 4F (1477.530000 sec): 3 clusters Score: Raw -3428021.324346 + Penalty 4993.678246 = -3423027.646100 nChanged 1352 SP:Iteration 5F (1477.620000 sec): 3 clusters Score: Raw -3428800.623438 + Penalty 4993.678246 = -3423806.945193 nChanged 1365 SP:Iteration 6F (1477.710000 sec): 3 clusters Score: Raw -3429617.738321 + Penalty 4993.678246 = -3424624.060075 nChanged 1252 SP:Iteration 7F (1477.800000 sec): 3 clusters Score: Raw -3430362.671828 + Penalty 4993.678246 = -3425368.993582 nChanged 1127 SP:Iteration 8Q (1477.890000 sec): 3 clusters Score: Raw -3431031.794556 + Penalty 4993.678246 = -3426038.116311 nChanged 950 SP:Iteration 9Q (1477.980000 sec): 3 clusters Score: Raw -3431609.783517 + Penalty 4993.678246 = -3426616.105271 nChanged 820 SP:Iteration 10Q (1478.070000 sec): 3 clusters Score: Raw -3432135.045888 + Penalty 4993.678246 = -3427141.367642 nChanged 732 SP:Iteration 11Q (1478.150000 sec): 3 clusters Score: Raw -3432662.370227 + Penalty 4993.678246 = -3427668.691981 nChanged 609 SP:Iteration 12Q (1478.250000 sec): 3 clusters Score: Raw -3433143.518582 + Penalty 4993.678246 = -3428149.840336 nChanged 530 SP:Iteration 13Q (1478.340000 sec): 3 clusters Score: Raw -3433581.908839 + Penalty 4993.678246 = -3428588.230593 nChanged 433 SP:Iteration 14Q (1478.420000 sec): 3 clusters Score: Raw -3433950.717767 + Penalty 4993.678246 = -3428957.039522 nChanged 358 SP:Iteration 15Q (1478.510000 sec): 3 clusters Score: Raw -3434295.372322 + Penalty 4993.678246 = -3429301.694076 nChanged 333 SP:Iteration 16Q (1478.600000 sec): 3 clusters Score: Raw -3434608.550668 + Penalty 4993.678246 = -3429614.872423 nChanged 283 SP:Iteration 17Q (1478.680000 sec): 3 clusters Score: Raw -3434862.733101 + Penalty 4993.678246 = -3429869.054855 nChanged 236 SP:Iteration 18Q (1478.760000 sec): 3 clusters Score: Raw -3435062.725121 + Penalty 4993.678246 = -3430069.046876 nChanged 222 SP:Iteration 19Q (1478.840000 sec): 3 clusters Score: Raw -3435288.401542 + Penalty 4993.678246 = -3430294.723297 nChanged 206 SP:Iteration 20F (1478.930000 sec): 3 clusters Score: Raw -3435494.932905 + Penalty 4993.678246 = -3430501.254659 nChanged 166 SP:Iteration 21Q (1479.000000 sec): 3 clusters Score: Raw -3435659.494061 + Penalty 4993.678246 = -3430665.815815 nChanged 159 SP:Iteration 22Q (1479.070000 sec): 3 clusters Score: Raw -3435779.293431 + Penalty 4993.678246 = -3430785.615185 nChanged 103 SP:Iteration 23Q (1479.130000 sec): 3 clusters Score: Raw -3435823.585863 + Penalty 4993.678246 = -3430829.907617 nChanged 60 SP:Iteration 24Q (1479.200000 sec): 3 clusters Score: Raw -3435842.042529 + Penalty 4993.678246 = -3430848.364284 nChanged 35 SP:Iteration 25Q (1479.270000 sec): 3 clusters Score: Raw -3435851.629302 + Penalty 4993.678246 = -3430857.951056 nChanged 23 SP:Iteration 26Q (1479.330000 sec): 3 clusters Score: Raw -3435855.728146 + Penalty 4993.678246 = -3430862.049901 nChanged 6 SP:Iteration 27Q (1479.400000 sec): 3 clusters Score: Raw -3435856.775594 + Penalty 4993.678246 = -3430863.097349 nChanged 6 SP:Iteration 28Q (1479.470000 sec): 3 clusters Score: Raw -3435857.572074 + Penalty 4993.678246 = -3430863.893828 nChanged 1 SP:Iteration 29Q (1479.530000 sec): 3 clusters Score: Raw -3435857.788854 + Penalty 4993.678246 = -3430864.110608 nChanged 3 SP:Iteration 30Q (1479.600000 sec): 3 clusters Score: Raw -3435858.306408 + Penalty 4993.678246 = -3430864.628163 nChanged 2 SP:Iteration 31Q (1479.660000 sec): 3 clusters Score: Raw -3435858.535688 + Penalty 4993.678246 = -3430864.857442 nChanged 2 SP:Iteration 32Q (1479.730000 sec): 3 clusters Score: Raw -3435858.793029 + Penalty 4993.678246 = -3430865.114783 nChanged 1 SP:Iteration 33Q (1479.800000 sec): 3 clusters Score: Raw -3435858.857945 + Penalty 4993.678246 = -3430865.179700 nChanged 0 SP:Iteration 34F (1479.890000 sec): 3 clusters Score: Raw -3435858.857945 + Penalty 4993.678246 = -3430865.179700 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 19 (10935 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1479.930000 sec): 2 clusters Score: Raw -1562544.981625 + Penalty 2306.331535 = -1560238.650090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1479.970000 sec): 3 clusters Score: Raw -1556626.098254 + Penalty 4612.663071 = -1552013.435184 nChanged 4596 SP:Iteration 1F (1480.010000 sec): 3 clusters Score: Raw -1559132.039486 + Penalty 4612.663071 = -1554519.376416 nChanged 702 SP:Iteration 2F (1480.050000 sec): 3 clusters Score: Raw -1559463.672452 + Penalty 4612.663071 = -1554851.009381 nChanged 566 SP:Iteration 3F (1480.090000 sec): 3 clusters Score: Raw -1559744.109545 + Penalty 4612.663071 = -1555131.446474 nChanged 556 SP:Iteration 4F (1480.130000 sec): 3 clusters Score: Raw -1560017.193924 + Penalty 4612.663071 = -1555404.530853 nChanged 512 SP:Iteration 5Q (1480.170000 sec): 3 clusters Score: Raw -1560301.648127 + Penalty 4612.663071 = -1555688.985056 nChanged 504 SP:Iteration 6Q (1480.210000 sec): 3 clusters Score: Raw -1560585.482657 + Penalty 4612.663071 = -1555972.819587 nChanged 532 SP:Iteration 7Q (1480.250000 sec): 3 clusters Score: Raw -1560924.150526 + Penalty 4612.663071 = -1556311.487455 nChanged 529 SP:Iteration 8Q (1480.290000 sec): 3 clusters Score: Raw -1561252.925168 + Penalty 4612.663071 = -1556640.262097 nChanged 474 SP:Iteration 9Q (1480.330000 sec): 3 clusters Score: Raw -1561542.351436 + Penalty 4612.663071 = -1556929.688365 nChanged 399 SP:Iteration 10Q (1480.370000 sec): 3 clusters Score: Raw -1561743.413477 + Penalty 4612.663071 = -1557130.750406 nChanged 304 SP:Iteration 11Q (1480.410000 sec): 3 clusters Score: Raw -1561882.080639 + Penalty 4612.663071 = -1557269.417569 nChanged 253 SP:Iteration 12Q (1480.450000 sec): 3 clusters Score: Raw -1561984.366355 + Penalty 4612.663071 = -1557371.703284 nChanged 211 SP:Iteration 13Q (1480.490000 sec): 3 clusters Score: Raw -1562062.839813 + Penalty 4612.663071 = -1557450.176742 nChanged 175 SP:Iteration 14Q (1480.530000 sec): 3 clusters Score: Raw -1562125.790049 + Penalty 4612.663071 = -1557513.126978 nChanged 133 SP:Iteration 15Q (1480.570000 sec): 3 clusters Score: Raw -1562172.273279 + Penalty 4612.663071 = -1557559.610209 nChanged 123 SP:Iteration 16Q (1480.610000 sec): 3 clusters Score: Raw -1562213.687759 + Penalty 4612.663071 = -1557601.024688 nChanged 111 SP:Iteration 17Q (1480.650000 sec): 3 clusters Score: Raw -1562251.697192 + Penalty 4612.663071 = -1557639.034122 nChanged 107 SP:Iteration 18Q (1480.690000 sec): 3 clusters Score: Raw -1562291.141417 + Penalty 4612.663071 = -1557678.478346 nChanged 103 SP:Iteration 19Q (1480.730000 sec): 3 clusters Score: Raw -1562332.595986 + Penalty 4612.663071 = -1557719.932915 nChanged 110 SP:Iteration 20F (1480.770000 sec): 3 clusters Score: Raw -1562376.268588 + Penalty 4612.663071 = -1557763.605517 nChanged 86 SP:Iteration 21Q (1480.810000 sec): 3 clusters Score: Raw -1562405.457719 + Penalty 4612.663071 = -1557792.794649 nChanged 76 SP:Iteration 22Q (1480.850000 sec): 3 clusters Score: Raw -1562434.460880 + Penalty 4612.663071 = -1557821.797809 nChanged 88 SP:Iteration 23Q (1480.890000 sec): 3 clusters Score: Raw -1562464.045115 + Penalty 4612.663071 = -1557851.382044 nChanged 78 SP:Iteration 24Q (1480.920000 sec): 3 clusters Score: Raw -1562491.389829 + Penalty 4612.663071 = -1557878.726758 nChanged 79 SP:Iteration 25Q (1480.960000 sec): 3 clusters Score: Raw -1562519.401103 + Penalty 4612.663071 = -1557906.738032 nChanged 55 SP:Iteration 26Q (1481.000000 sec): 3 clusters Score: Raw -1562537.335509 + Penalty 4612.663071 = -1557924.672438 nChanged 62 SP:Iteration 27Q (1481.030000 sec): 3 clusters Score: Raw -1562558.433780 + Penalty 4612.663071 = -1557945.770709 nChanged 49 SP:Iteration 28Q (1481.070000 sec): 3 clusters Score: Raw -1562575.588060 + Penalty 4612.663071 = -1557962.924989 nChanged 49 SP:Iteration 29Q (1481.110000 sec): 3 clusters Score: Raw -1562593.066091 + Penalty 4612.663071 = -1557980.403020 nChanged 54 SP:Iteration 30Q (1481.150000 sec): 3 clusters Score: Raw -1562611.706143 + Penalty 4612.663071 = -1557999.043073 nChanged 49 SP:Iteration 31Q (1481.180000 sec): 3 clusters Score: Raw -1562628.203537 + Penalty 4612.663071 = -1558015.540466 nChanged 49 SP:Iteration 32Q (1481.220000 sec): 3 clusters Score: Raw -1562647.830781 + Penalty 4612.663071 = -1558035.167710 nChanged 61 SP:Iteration 33Q (1481.250000 sec): 3 clusters Score: Raw -1562669.875550 + Penalty 4612.663071 = -1558057.212480 nChanged 55 SP:Iteration 34Q (1481.290000 sec): 3 clusters Score: Raw -1562688.174580 + Penalty 4612.663071 = -1558075.511510 nChanged 51 SP:Iteration 35Q (1481.330000 sec): 3 clusters Score: Raw -1562707.947049 + Penalty 4612.663071 = -1558095.283978 nChanged 48 SP:Iteration 36Q (1481.360000 sec): 3 clusters Score: Raw -1562727.662681 + Penalty 4612.663071 = -1558114.999611 nChanged 37 SP:Iteration 37Q (1481.390000 sec): 3 clusters Score: Raw -1562740.667082 + Penalty 4612.663071 = -1558128.004011 nChanged 43 SP:Iteration 38Q (1481.430000 sec): 3 clusters Score: Raw -1562754.420909 + Penalty 4612.663071 = -1558141.757838 nChanged 33 SP:Iteration 39Q (1481.470000 sec): 3 clusters Score: Raw -1562764.520074 + Penalty 4612.663071 = -1558151.857003 nChanged 24 SP:Iteration 40F (1481.510000 sec): 3 clusters Score: Raw -1562772.815567 + Penalty 4612.663071 = -1558160.152496 nChanged 31 SP:Iteration 41Q (1481.550000 sec): 3 clusters Score: Raw -1562784.770725 + Penalty 4612.663071 = -1558172.107655 nChanged 29 SP:Iteration 42Q (1481.580000 sec): 3 clusters Score: Raw -1562797.587316 + Penalty 4612.663071 = -1558184.924245 nChanged 28 SP:Iteration 43Q (1481.620000 sec): 3 clusters Score: Raw -1562808.262933 + Penalty 4612.663071 = -1558195.599862 nChanged 21 SP:Iteration 44Q (1481.660000 sec): 3 clusters Score: Raw -1562815.930502 + Penalty 4612.663071 = -1558203.267431 nChanged 25 SP:Iteration 45Q (1481.690000 sec): 3 clusters Score: Raw -1562825.367093 + Penalty 4612.663071 = -1558212.704022 nChanged 20 SP:Iteration 46Q (1481.730000 sec): 3 clusters Score: Raw -1562831.288063 + Penalty 4612.663071 = -1558218.624992 nChanged 17 SP:Iteration 47Q (1481.770000 sec): 3 clusters Score: Raw -1562836.862370 + Penalty 4612.663071 = -1558224.199300 nChanged 10 SP:Iteration 48Q (1481.800000 sec): 3 clusters Score: Raw -1562840.739666 + Penalty 4612.663071 = -1558228.076595 nChanged 11 SP:Iteration 49Q (1481.840000 sec): 3 clusters Score: Raw -1562843.918000 + Penalty 4612.663071 = -1558231.254929 nChanged 14 SP:Iteration 50Q (1481.880000 sec): 3 clusters Score: Raw -1562849.552370 + Penalty 4612.663071 = -1558236.889299 nChanged 16 SP:Iteration 51Q (1481.910000 sec): 3 clusters Score: Raw -1562854.995301 + Penalty 4612.663071 = -1558242.332230 nChanged 16 SP:Iteration 52Q (1481.950000 sec): 3 clusters Score: Raw -1562859.826834 + Penalty 4612.663071 = -1558247.163763 nChanged 13 SP:Iteration 53Q (1481.990000 sec): 3 clusters Score: Raw -1562863.278381 + Penalty 4612.663071 = -1558250.615310 nChanged 6 SP:Iteration 54Q (1482.020000 sec): 3 clusters Score: Raw -1562865.201743 + Penalty 4612.663071 = -1558252.538672 nChanged 9 SP:Iteration 55Q (1482.060000 sec): 3 clusters Score: Raw -1562868.572592 + Penalty 4612.663071 = -1558255.909521 nChanged 9 SP:Iteration 56Q (1482.090000 sec): 3 clusters Score: Raw -1562870.804531 + Penalty 4612.663071 = -1558258.141461 nChanged 8 SP:Iteration 57Q (1482.130000 sec): 3 clusters Score: Raw -1562873.527139 + Penalty 4612.663071 = -1558260.864069 nChanged 9 SP:Iteration 58Q (1482.160000 sec): 3 clusters Score: Raw -1562876.756279 + Penalty 4612.663071 = -1558264.093208 nChanged 8 SP:Iteration 59Q (1482.200000 sec): 3 clusters Score: Raw -1562879.551276 + Penalty 4612.663071 = -1558266.888206 nChanged 7 SP:Iteration 60F (1482.240000 sec): 3 clusters Score: Raw -1562882.279542 + Penalty 4612.663071 = -1558269.616472 nChanged 5 SP:Iteration 61Q (1482.270000 sec): 3 clusters Score: Raw -1562883.418936 + Penalty 4612.663071 = -1558270.755865 nChanged 3 SP:Iteration 62Q (1482.310000 sec): 3 clusters Score: Raw -1562884.654572 + Penalty 4612.663071 = -1558271.991501 nChanged 5 SP:Iteration 63Q (1482.350000 sec): 3 clusters Score: Raw -1562886.390373 + Penalty 4612.663071 = -1558273.727302 nChanged 4 SP:Iteration 64Q (1482.380000 sec): 3 clusters Score: Raw -1562887.877922 + Penalty 4612.663071 = -1558275.214851 nChanged 3 SP:Iteration 65Q (1482.420000 sec): 3 clusters Score: Raw -1562888.921048 + Penalty 4612.663071 = -1558276.257977 nChanged 5 SP:Iteration 66Q (1482.450000 sec): 3 clusters Score: Raw -1562890.410701 + Penalty 4612.663071 = -1558277.747631 nChanged 3 SP:Iteration 67Q (1482.490000 sec): 3 clusters Score: Raw -1562891.332915 + Penalty 4612.663071 = -1558278.669844 nChanged 4 SP:Iteration 68Q (1482.520000 sec): 3 clusters Score: Raw -1562892.294062 + Penalty 4612.663071 = -1558279.630991 nChanged 4 SP:Iteration 69Q (1482.560000 sec): 3 clusters Score: Raw -1562893.379529 + Penalty 4612.663071 = -1558280.716458 nChanged 4 SP:Iteration 70Q (1482.590000 sec): 3 clusters Score: Raw -1562894.877663 + Penalty 4612.663071 = -1558282.214593 nChanged 5 SP:Iteration 71Q (1482.630000 sec): 3 clusters Score: Raw -1562896.248053 + Penalty 4612.663071 = -1558283.584982 nChanged 4 SP:Iteration 72Q (1482.670000 sec): 3 clusters Score: Raw -1562897.400670 + Penalty 4612.663071 = -1558284.737599 nChanged 2 SP:Iteration 73Q (1482.700000 sec): 3 clusters Score: Raw -1562897.922772 + Penalty 4612.663071 = -1558285.259701 nChanged 1 SP:Iteration 74Q (1482.730000 sec): 3 clusters Score: Raw -1562898.026210 + Penalty 4612.663071 = -1558285.363139 nChanged 1 SP:Iteration 75Q (1482.770000 sec): 3 clusters Score: Raw -1562898.350928 + Penalty 4612.663071 = -1558285.687858 nChanged 0 SP:Iteration 76F (1482.810000 sec): 3 clusters Score: Raw -1562898.350928 + Penalty 4612.663071 = -1558285.687858 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 20 (2579 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1482.830000 sec): 2 clusters Score: Raw -353420.560422 + Penalty 1948.078937 = -351472.481485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1482.840000 sec): 3 clusters Score: Raw -352486.008006 + Penalty 3896.157875 = -348589.850131 nChanged 905 SP:Iteration 1F (1482.850000 sec): 3 clusters Score: Raw -353422.403532 + Penalty 3896.157875 = -349526.245657 nChanged 270 SP:Iteration 2F (1482.860000 sec): 3 clusters Score: Raw -353728.042354 + Penalty 3896.157875 = -349831.884479 nChanged 162 SP:Iteration 3F (1482.870000 sec): 3 clusters Score: Raw -353929.393307 + Penalty 3896.157875 = -350033.235432 nChanged 119 SP:Iteration 4Q (1482.880000 sec): 3 clusters Score: Raw -354124.052062 + Penalty 3896.157875 = -350227.894187 nChanged 146 SP:Iteration 5F (1482.890000 sec): 3 clusters Score: Raw -354376.181560 + Penalty 3896.157875 = -350480.023685 nChanged 166 SP:Iteration 6F (1482.900000 sec): 3 clusters Score: Raw -354657.205986 + Penalty 3896.157875 = -350761.048112 nChanged 177 SP:Iteration 7F (1482.910000 sec): 3 clusters Score: Raw -354936.523945 + Penalty 3896.157875 = -351040.366071 nChanged 127 SP:Iteration 8Q (1482.920000 sec): 3 clusters Score: Raw -355109.920596 + Penalty 3896.157875 = -351213.762721 nChanged 74 SP:Iteration 9Q (1482.930000 sec): 3 clusters Score: Raw -355189.914100 + Penalty 3896.157875 = -351293.756225 nChanged 37 SP:Iteration 10Q (1482.940000 sec): 3 clusters Score: Raw -355226.764396 + Penalty 3896.157875 = -351330.606521 nChanged 17 SP:Iteration 11Q (1482.950000 sec): 3 clusters Score: Raw -355238.703219 + Penalty 3896.157875 = -351342.545344 nChanged 14 SP:Iteration 12Q (1482.950000 sec): 3 clusters Score: Raw -355248.880356 + Penalty 3896.157875 = -351352.722481 nChanged 7 SP:Iteration 13Q (1482.960000 sec): 3 clusters Score: Raw -355254.985865 + Penalty 3896.157875 = -351358.827990 nChanged 4 SP:Iteration 14Q (1482.970000 sec): 3 clusters Score: Raw -355260.022467 + Penalty 3896.157875 = -351363.864592 nChanged 5 SP:Iteration 15Q (1482.980000 sec): 3 clusters Score: Raw -355262.767122 + Penalty 3896.157875 = -351366.609248 nChanged 2 SP:Iteration 16Q (1482.990000 sec): 3 clusters Score: Raw -355265.471507 + Penalty 3896.157875 = -351369.313632 nChanged 3 SP:Iteration 17Q (1483.000000 sec): 3 clusters Score: Raw -355267.202549 + Penalty 3896.157875 = -351371.044674 nChanged 2 SP:Iteration 18Q (1483.010000 sec): 3 clusters Score: Raw -355267.925983 + Penalty 3896.157875 = -351371.768108 nChanged 0 SP:Iteration 19F (1483.020000 sec): 3 clusters Score: Raw -355267.925983 + Penalty 3896.157875 = -351371.768108 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 21 (48320 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1483.190000 sec): 2 clusters Score: Raw -7140984.122649 + Penalty 2674.829006 = -7138309.293642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1483.370000 sec): 3 clusters Score: Raw -7111170.688503 + Penalty 5349.658013 = -7105821.030490 nChanged 22234 SP:Iteration 1F (1483.560000 sec): 3 clusters Score: Raw -7123240.002415 + Penalty 5349.658013 = -7117890.344402 nChanged 2113 SP:Iteration 2Q (1483.760000 sec): 3 clusters Score: Raw -7123894.497174 + Penalty 5349.658013 = -7118544.839161 nChanged 2083 SP:Iteration 3Q (1483.950000 sec): 3 clusters Score: Raw -7124635.544415 + Penalty 5349.658013 = -7119285.886402 nChanged 2194 SP:Iteration 4Q (1484.150000 sec): 3 clusters Score: Raw -7125510.242173 + Penalty 5349.658013 = -7120160.584160 nChanged 2369 SP:Iteration 5Q (1484.330000 sec): 3 clusters Score: Raw -7126604.969925 + Penalty 5349.658013 = -7121255.311912 nChanged 2539 SP:Iteration 6F (1484.520000 sec): 3 clusters Score: Raw -7127836.011559 + Penalty 5349.658013 = -7122486.353546 nChanged 2601 SP:Iteration 7F (1484.700000 sec): 3 clusters Score: Raw -7129224.711331 + Penalty 5349.658013 = -7123875.053318 nChanged 2644 SP:Iteration 8F (1484.880000 sec): 3 clusters Score: Raw -7130751.969046 + Penalty 5349.658013 = -7125402.311033 nChanged 2663 SP:Iteration 9F (1485.070000 sec): 3 clusters Score: Raw -7132397.155437 + Penalty 5349.658013 = -7127047.497424 nChanged 2626 SP:Iteration 10F (1485.280000 sec): 3 clusters Score: Raw -7134120.781982 + Penalty 5349.658013 = -7128771.123969 nChanged 2468 SP:Iteration 11F (1485.470000 sec): 3 clusters Score: Raw -7135780.890074 + Penalty 5349.658013 = -7130431.232061 nChanged 2191 SP:Iteration 12Q (1485.660000 sec): 3 clusters Score: Raw -7137290.638728 + Penalty 5349.658013 = -7131940.980715 nChanged 1833 SP:Iteration 13Q (1485.850000 sec): 3 clusters Score: Raw -7138597.353981 + Penalty 5349.658013 = -7133247.695968 nChanged 1389 SP:Iteration 14Q (1486.030000 sec): 3 clusters Score: Raw -7139618.872844 + Penalty 5349.658013 = -7134269.214831 nChanged 941 SP:Iteration 15Q (1486.210000 sec): 3 clusters Score: Raw -7140324.473140 + Penalty 5349.658013 = -7134974.815127 nChanged 542 SP:Iteration 16Q (1486.370000 sec): 3 clusters Score: Raw -7140707.871765 + Penalty 5349.658013 = -7135358.213752 nChanged 326 SP:Iteration 17Q (1486.530000 sec): 3 clusters Score: Raw -7140930.433939 + Penalty 5349.658013 = -7135580.775926 nChanged 183 SP:Iteration 18Q (1486.690000 sec): 3 clusters Score: Raw -7141047.304127 + Penalty 5349.658013 = -7135697.646114 nChanged 117 SP:Iteration 19Q (1486.850000 sec): 3 clusters Score: Raw -7141130.191510 + Penalty 5349.658013 = -7135780.533497 nChanged 67 SP:Iteration 20F (1487.230000 sec): 3 clusters Score: Raw -7141177.621895 + Penalty 5349.658013 = -7135827.963882 nChanged 48 SP:Iteration 21Q (1488.020000 sec): 3 clusters Score: Raw -7141210.392208 + Penalty 5349.658013 = -7135860.734195 nChanged 36 SP:Iteration 22Q (1488.630000 sec): 3 clusters Score: Raw -7141232.182870 + Penalty 5349.658013 = -7135882.524857 nChanged 28 SP:Iteration 23Q (1489.390000 sec): 3 clusters Score: Raw -7141251.487580 + Penalty 5349.658013 = -7135901.829567 nChanged 31 SP:Iteration 24Q (1489.530000 sec): 3 clusters Score: Raw -7141274.358151 + Penalty 5349.658013 = -7135924.700138 nChanged 20 SP:Iteration 25Q (1489.680000 sec): 3 clusters Score: Raw -7141286.185955 + Penalty 5349.658013 = -7135936.527942 nChanged 12 SP:Iteration 26Q (1489.830000 sec): 3 clusters Score: Raw -7141293.792883 + Penalty 5349.658013 = -7135944.134870 nChanged 12 SP:Iteration 27Q (1489.970000 sec): 3 clusters Score: Raw -7141306.229600 + Penalty 5349.658013 = -7135956.571587 nChanged 17 SP:Iteration 28Q (1490.110000 sec): 3 clusters Score: Raw -7141320.622312 + Penalty 5349.658013 = -7135970.964299 nChanged 15 SP:Iteration 29Q (1490.250000 sec): 3 clusters Score: Raw -7141330.559342 + Penalty 5349.658013 = -7135980.901329 nChanged 10 SP:Iteration 30Q (1490.390000 sec): 3 clusters Score: Raw -7141337.370216 + Penalty 5349.658013 = -7135987.712203 nChanged 7 SP:Iteration 31Q (1490.530000 sec): 3 clusters Score: Raw -7141342.974128 + Penalty 5349.658013 = -7135993.316115 nChanged 4 SP:Iteration 32Q (1490.680000 sec): 3 clusters Score: Raw -7141345.878231 + Penalty 5349.658013 = -7135996.220218 nChanged 1 SP:Iteration 33Q (1490.820000 sec): 3 clusters Score: Raw -7141346.331380 + Penalty 5349.658013 = -7135996.673367 nChanged 1 SP:Iteration 34Q (1490.970000 sec): 3 clusters Score: Raw -7141347.095214 + Penalty 5349.658013 = -7135997.437201 nChanged 2 SP:Iteration 35Q (1491.110000 sec): 3 clusters Score: Raw -7141349.607134 + Penalty 5349.658013 = -7135999.949121 nChanged 1 SP:Iteration 36Q (1491.260000 sec): 3 clusters Score: Raw -7141350.606575 + Penalty 5349.658013 = -7136000.948562 nChanged 4 SP:Iteration 37Q (1491.400000 sec): 3 clusters Score: Raw -7141353.906492 + Penalty 5349.658013 = -7136004.248479 nChanged 0 SP:Iteration 38F (1491.590000 sec): 3 clusters Score: Raw -7141353.906492 + Penalty 5349.658013 = -7136004.248479 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 22 (6150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1491.630000 sec): 2 clusters Score: Raw -885853.400857 + Penalty 2163.603425 = -883689.797431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1491.660000 sec): 3 clusters Score: Raw -882765.354313 + Penalty 4327.206851 = -878438.147462 nChanged 2433 SP:Iteration 1F (1491.680000 sec): 3 clusters Score: Raw -884173.356297 + Penalty 4327.206851 = -879846.149446 nChanged 513 SP:Iteration 2F (1491.700000 sec): 3 clusters Score: Raw -884591.151314 + Penalty 4327.206851 = -880263.944463 nChanged 440 SP:Iteration 3F (1491.730000 sec): 3 clusters Score: Raw -884991.616874 + Penalty 4327.206851 = -880664.410023 nChanged 433 SP:Iteration 4F (1491.750000 sec): 3 clusters Score: Raw -885452.974573 + Penalty 4327.206851 = -881125.767722 nChanged 421 SP:Iteration 5F (1491.770000 sec): 3 clusters Score: Raw -885871.819653 + Penalty 4327.206851 = -881544.612802 nChanged 373 SP:Iteration 6F (1491.800000 sec): 3 clusters Score: Raw -886194.590960 + Penalty 4327.206851 = -881867.384109 nChanged 263 SP:Iteration 7Q (1491.820000 sec): 3 clusters Score: Raw -886393.257558 + Penalty 4327.206851 = -882066.050707 nChanged 192 SP:Iteration 8Q (1491.840000 sec): 3 clusters Score: Raw -886510.455965 + Penalty 4327.206851 = -882183.249114 nChanged 134 SP:Iteration 9Q (1491.870000 sec): 3 clusters Score: Raw -886577.567871 + Penalty 4327.206851 = -882250.361020 nChanged 106 SP:Iteration 10Q (1491.890000 sec): 3 clusters Score: Raw -886627.835205 + Penalty 4327.206851 = -882300.628354 nChanged 74 SP:Iteration 11Q (1491.910000 sec): 3 clusters Score: Raw -886661.716068 + Penalty 4327.206851 = -882334.509217 nChanged 65 SP:Iteration 12Q (1491.930000 sec): 3 clusters Score: Raw -886682.632815 + Penalty 4327.206851 = -882355.425965 nChanged 38 SP:Iteration 13Q (1491.960000 sec): 3 clusters Score: Raw -886694.325881 + Penalty 4327.206851 = -882367.119030 nChanged 31 SP:Iteration 14Q (1491.980000 sec): 3 clusters Score: Raw -886703.366886 + Penalty 4327.206851 = -882376.160035 nChanged 17 SP:Iteration 15Q (1492.000000 sec): 3 clusters Score: Raw -886707.286004 + Penalty 4327.206851 = -882380.079153 nChanged 8 SP:Iteration 16Q (1492.030000 sec): 3 clusters Score: Raw -886709.202365 + Penalty 4327.206851 = -882381.995514 nChanged 5 SP:Iteration 17Q (1492.050000 sec): 3 clusters Score: Raw -886710.707636 + Penalty 4327.206851 = -882383.500785 nChanged 3 SP:Iteration 18Q (1492.070000 sec): 3 clusters Score: Raw -886711.388861 + Penalty 4327.206851 = -882384.182010 nChanged 4 SP:Iteration 19Q (1492.090000 sec): 3 clusters Score: Raw -886712.362850 + Penalty 4327.206851 = -882385.155999 nChanged 3 SP:Iteration 20F (1492.120000 sec): 3 clusters Score: Raw -886713.030884 + Penalty 4327.206851 = -882385.824033 nChanged 4 SP:Iteration 21Q (1492.140000 sec): 3 clusters Score: Raw -886713.755124 + Penalty 4327.206851 = -882386.548273 nChanged 2 SP:Iteration 22Q (1492.160000 sec): 3 clusters Score: Raw -886714.063304 + Penalty 4327.206851 = -882386.856453 nChanged 0 SP:Iteration 23F (1492.180000 sec): 3 clusters Score: Raw -886714.063304 + Penalty 4327.206851 = -882386.856453 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 23 (1471 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1492.190000 sec): 2 clusters Score: Raw -170420.249251 + Penalty 1808.837035 = -168611.412217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1492.200000 sec): 3 clusters Score: Raw -170330.163190 + Penalty 3617.674069 = -166712.489121 nChanged 520 SP:Iteration 1F (1492.200000 sec): 3 clusters Score: Raw -172283.929898 + Penalty 3617.674069 = -168666.255828 nChanged 221 SP:Iteration 2F (1492.200000 sec): 3 clusters Score: Raw -173341.877590 + Penalty 3617.674069 = -169724.203521 nChanged 100 SP:Iteration 3F (1492.210000 sec): 3 clusters Score: Raw -173621.836337 + Penalty 3617.674069 = -170004.162268 nChanged 66 SP:Iteration 4Q (1492.220000 sec): 3 clusters Score: Raw -174041.003194 + Penalty 3617.674069 = -170423.329125 nChanged 52 SP:Iteration 5Q (1492.220000 sec): 3 clusters Score: Raw -174301.957618 + Penalty 3617.674069 = -170684.283549 nChanged 30 SP:Iteration 6Q (1492.220000 sec): 3 clusters Score: Raw -174397.840372 + Penalty 3617.674069 = -170780.166302 nChanged 23 SP:Iteration 7Q (1492.230000 sec): 3 clusters Score: Raw -174450.220003 + Penalty 3617.674069 = -170832.545933 nChanged 18 SP:Iteration 8Q (1492.230000 sec): 3 clusters Score: Raw -174491.988987 + Penalty 3617.674069 = -170874.314917 nChanged 17 SP:Iteration 9Q (1492.240000 sec): 3 clusters Score: Raw -174538.956668 + Penalty 3617.674069 = -170921.282599 nChanged 18 SP:Iteration 10Q (1492.240000 sec): 3 clusters Score: Raw -174605.787645 + Penalty 3617.674069 = -170988.113575 nChanged 24 SP:Iteration 11Q (1492.240000 sec): 3 clusters Score: Raw -174688.958076 + Penalty 3617.674069 = -171071.284006 nChanged 15 SP:Iteration 12Q (1492.250000 sec): 3 clusters Score: Raw -174769.011470 + Penalty 3617.674069 = -171151.337401 nChanged 17 SP:Iteration 13Q (1492.250000 sec): 3 clusters Score: Raw -174843.104078 + Penalty 3617.674069 = -171225.430009 nChanged 5 SP:Iteration 14Q (1492.260000 sec): 3 clusters Score: Raw -174890.268329 + Penalty 3617.674069 = -171272.594259 nChanged 12 SP:Iteration 15Q (1492.260000 sec): 3 clusters Score: Raw -174931.964881 + Penalty 3617.674069 = -171314.290811 nChanged 2 SP:Iteration 16Q (1492.260000 sec): 3 clusters Score: Raw -174961.722425 + Penalty 3617.674069 = -171344.048356 nChanged 5 SP:Iteration 17Q (1492.260000 sec): 3 clusters Score: Raw -174988.422907 + Penalty 3617.674069 = -171370.748838 nChanged 2 SP:Iteration 18Q (1492.270000 sec): 3 clusters Score: Raw -175023.441842 + Penalty 3617.674069 = -171405.767773 nChanged 6 SP:Iteration 19Q (1492.270000 sec): 3 clusters Score: Raw -175054.402571 + Penalty 3617.674069 = -171436.728501 nChanged 1 SP:Iteration 20F (1492.280000 sec): 3 clusters Score: Raw -175138.894111 + Penalty 3617.674069 = -171521.220041 nChanged 12 SP:Iteration 21Q (1492.280000 sec): 3 clusters Score: Raw -175326.125341 + Penalty 3617.674069 = -171708.451272 nChanged 5 SP:Iteration 22Q (1492.280000 sec): 3 clusters Score: Raw -175397.336631 + Penalty 3617.674069 = -171779.662561 nChanged 2 SP:Iteration 23Q (1492.290000 sec): 3 clusters Score: Raw -175409.000374 + Penalty 3617.674069 = -171791.326305 nChanged 0 SP:Iteration 24F (1492.300000 sec): 3 clusters Score: Raw -175409.000374 + Penalty 3617.674069 = -171791.326305 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 32. Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 24 (1041 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1492.300000 sec): 2 clusters Score: Raw -144750.758057 + Penalty 1723.088393 = -143027.669664 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1492.310000 sec): 3 clusters Score: Raw -144551.679595 + Penalty 3446.176786 = -141105.502809 nChanged 300 SP:Iteration 1F (1492.310000 sec): 3 clusters Score: Raw -145011.309448 + Penalty 3446.176786 = -141565.132662 nChanged 103 SP:Iteration 2F (1492.320000 sec): 3 clusters Score: Raw -145335.305654 + Penalty 3446.176786 = -141889.128868 nChanged 93 SP:Iteration 3F (1492.320000 sec): 3 clusters Score: Raw -145666.210908 + Penalty 3446.176786 = -142220.034122 nChanged 94 SP:Iteration 4F (1492.320000 sec): 3 clusters Score: Raw -145981.372131 + Penalty 3446.176786 = -142535.195345 nChanged 54 SP:Iteration 5F (1492.330000 sec): 3 clusters Score: Raw -146198.941452 + Penalty 3446.176786 = -142752.764666 nChanged 44 SP:Iteration 6Q (1492.330000 sec): 3 clusters Score: Raw -146371.856750 + Penalty 3446.176786 = -142925.679964 nChanged 42 SP:Iteration 7Q (1492.340000 sec): 3 clusters Score: Raw -146510.768945 + Penalty 3446.176786 = -143064.592159 nChanged 35 SP:Iteration 8Q (1492.340000 sec): 3 clusters Score: Raw -146618.819195 + Penalty 3446.176786 = -143172.642409 nChanged 25 SP:Iteration 9Q (1492.340000 sec): 3 clusters Score: Raw -146691.997913 + Penalty 3446.176786 = -143245.821127 nChanged 18 SP:Iteration 10Q (1492.340000 sec): 3 clusters Score: Raw -146740.813377 + Penalty 3446.176786 = -143294.636591 nChanged 9 SP:Iteration 11Q (1492.350000 sec): 3 clusters Score: Raw -146757.580548 + Penalty 3446.176786 = -143311.403762 nChanged 5 SP:Iteration 12Q (1492.350000 sec): 3 clusters Score: Raw -146771.321929 + Penalty 3446.176786 = -143325.145143 nChanged 6 SP:Iteration 13Q (1492.360000 sec): 3 clusters Score: Raw -146784.946942 + Penalty 3446.176786 = -143338.770156 nChanged 1 SP:Iteration 14Q (1492.360000 sec): 3 clusters Score: Raw -146794.689613 + Penalty 3446.176786 = -143348.512827 nChanged 1 SP:Iteration 15Q (1492.360000 sec): 3 clusters Score: Raw -146799.042086 + Penalty 3446.176786 = -143352.865300 nChanged 0 SP:Iteration 16F (1492.360000 sec): 3 clusters Score: Raw -146804.657936 + Penalty 3446.176786 = -143358.481150 nChanged 3 SP:Iteration 17Q (1492.370000 sec): 3 clusters Score: Raw -146843.177212 + Penalty 3446.176786 = -143397.000426 nChanged 5 SP:Iteration 18Q (1492.370000 sec): 3 clusters Score: Raw -146873.716474 + Penalty 3446.176786 = -143427.539688 nChanged 6 SP:Iteration 19Q (1492.370000 sec): 3 clusters Score: Raw -146910.451407 + Penalty 3446.176786 = -143464.274621 nChanged 8 SP:Iteration 20F (1492.380000 sec): 3 clusters Score: Raw -146924.508482 + Penalty 3446.176786 = -143478.331696 nChanged 1 SP:Iteration 21Q (1492.380000 sec): 3 clusters Score: Raw -146925.666449 + Penalty 3446.176786 = -143479.489663 nChanged 0 SP:Iteration 22F (1492.380000 sec): 3 clusters Score: Raw -146925.666449 + Penalty 3446.176786 = -143479.489663 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 33. Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 25 (1347 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1492.390000 sec): 2 clusters Score: Raw -193911.193551 + Penalty 1786.997524 = -192124.196027 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1492.400000 sec): 3 clusters Score: Raw -193500.957965 + Penalty 3573.995047 = -189926.962917 nChanged 364 SP:Iteration 1F (1492.400000 sec): 3 clusters Score: Raw -193849.084037 + Penalty 3573.995047 = -190275.088990 nChanged 95 SP:Iteration 2F (1492.410000 sec): 3 clusters Score: Raw -193964.882046 + Penalty 3573.995047 = -190390.886998 nChanged 57 SP:Iteration 3Q (1492.410000 sec): 3 clusters Score: Raw -194031.828745 + Penalty 3573.995047 = -190457.833698 nChanged 42 SP:Iteration 4Q (1492.420000 sec): 3 clusters Score: Raw -194085.670352 + Penalty 3573.995047 = -190511.675305 nChanged 32 SP:Iteration 5Q (1492.420000 sec): 3 clusters Score: Raw -194128.445188 + Penalty 3573.995047 = -190554.450140 nChanged 33 SP:Iteration 6Q (1492.430000 sec): 3 clusters Score: Raw -194171.275841 + Penalty 3573.995047 = -190597.280793 nChanged 36 SP:Iteration 7Q (1492.430000 sec): 3 clusters Score: Raw -194223.132861 + Penalty 3573.995047 = -190649.137813 nChanged 32 SP:Iteration 8Q (1492.440000 sec): 3 clusters Score: Raw -194265.302539 + Penalty 3573.995047 = -190691.307492 nChanged 27 SP:Iteration 9Q (1492.440000 sec): 3 clusters Score: Raw -194301.765803 + Penalty 3573.995047 = -190727.770756 nChanged 28 SP:Iteration 10Q (1492.440000 sec): 3 clusters Score: Raw -194343.334797 + Penalty 3573.995047 = -190769.339750 nChanged 28 SP:Iteration 11Q (1492.450000 sec): 3 clusters Score: Raw -194384.096996 + Penalty 3573.995047 = -190810.101948 nChanged 26 SP:Iteration 12Q (1492.450000 sec): 3 clusters Score: Raw -194418.760629 + Penalty 3573.995047 = -190844.765581 nChanged 19 SP:Iteration 13Q (1492.460000 sec): 3 clusters Score: Raw -194455.343178 + Penalty 3573.995047 = -190881.348131 nChanged 32 SP:Iteration 14Q (1492.460000 sec): 3 clusters Score: Raw -194522.325500 + Penalty 3573.995047 = -190948.330452 nChanged 42 SP:Iteration 15Q (1492.470000 sec): 3 clusters Score: Raw -194611.995611 + Penalty 3573.995047 = -191038.000563 nChanged 35 SP:Iteration 16Q (1492.470000 sec): 3 clusters Score: Raw -194703.802764 + Penalty 3573.995047 = -191129.807717 nChanged 40 SP:Iteration 17Q (1492.480000 sec): 3 clusters Score: Raw -194821.177869 + Penalty 3573.995047 = -191247.182822 nChanged 49 SP:Iteration 18Q (1492.480000 sec): 3 clusters Score: Raw -194983.400096 + Penalty 3573.995047 = -191409.405048 nChanged 46 SP:Iteration 19Q (1492.480000 sec): 3 clusters Score: Raw -195186.402829 + Penalty 3573.995047 = -191612.407781 nChanged 47 SP:Iteration 20F (1492.490000 sec): 3 clusters Score: Raw -195461.423643 + Penalty 3573.995047 = -191887.428595 nChanged 13 SP:Iteration 21Q (1492.490000 sec): 3 clusters Score: Raw -195496.108719 + Penalty 3573.995047 = -191922.113671 nChanged 3 SP:Iteration 22Q (1492.500000 sec): 3 clusters Score: Raw -195503.108159 + Penalty 3573.995047 = -191929.113111 nChanged 0 SP:Iteration 23F (1492.500000 sec): 3 clusters Score: Raw -195503.108159 + Penalty 3573.995047 = -191929.113111 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 26 (1283 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1492.510000 sec): 2 clusters Score: Raw -173249.801622 + Penalty 1774.925178 = -171474.876443 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1492.510000 sec): 3 clusters Score: Raw -172925.885866 + Penalty 3549.850357 = -169376.035509 nChanged 367 SP:Iteration 1F (1492.520000 sec): 3 clusters Score: Raw -173343.190558 + Penalty 3549.850357 = -169793.340201 nChanged 117 SP:Iteration 2F (1492.520000 sec): 3 clusters Score: Raw -173599.245845 + Penalty 3549.850357 = -170049.395488 nChanged 65 SP:Iteration 3F (1492.520000 sec): 3 clusters Score: Raw -173767.544666 + Penalty 3549.850357 = -170217.694309 nChanged 52 SP:Iteration 4Q (1492.530000 sec): 3 clusters Score: Raw -173861.915909 + Penalty 3549.850357 = -170312.065552 nChanged 46 SP:Iteration 5Q (1492.540000 sec): 3 clusters Score: Raw -173952.300797 + Penalty 3549.850357 = -170402.450440 nChanged 48 SP:Iteration 6Q (1492.540000 sec): 3 clusters Score: Raw -174045.193956 + Penalty 3549.850357 = -170495.343599 nChanged 58 SP:Iteration 7Q (1492.540000 sec): 3 clusters Score: Raw -174180.976266 + Penalty 3549.850357 = -170631.125909 nChanged 61 SP:Iteration 8Q (1492.550000 sec): 3 clusters Score: Raw -174298.040005 + Penalty 3549.850357 = -170748.189648 nChanged 53 SP:Iteration 9Q (1492.550000 sec): 3 clusters Score: Raw -174443.680104 + Penalty 3549.850357 = -170893.829747 nChanged 46 SP:Iteration 10Q (1492.560000 sec): 3 clusters Score: Raw -174585.948638 + Penalty 3549.850357 = -171036.098281 nChanged 36 SP:Iteration 11Q (1492.560000 sec): 3 clusters Score: Raw -174721.923898 + Penalty 3549.850357 = -171172.073542 nChanged 35 SP:Iteration 12Q (1492.560000 sec): 3 clusters Score: Raw -174822.603247 + Penalty 3549.850357 = -171272.752890 nChanged 23 SP:Iteration 13Q (1492.570000 sec): 3 clusters Score: Raw -174884.718622 + Penalty 3549.850357 = -171334.868265 nChanged 11 SP:Iteration 14Q (1492.570000 sec): 3 clusters Score: Raw -174907.969939 + Penalty 3549.850357 = -171358.119582 nChanged 8 SP:Iteration 15Q (1492.580000 sec): 3 clusters Score: Raw -174918.895494 + Penalty 3549.850357 = -171369.045137 nChanged 4 SP:Iteration 16Q (1492.580000 sec): 3 clusters Score: Raw -174922.840119 + Penalty 3549.850357 = -171372.989762 nChanged 4 SP:Iteration 17Q (1492.580000 sec): 3 clusters Score: Raw -174928.497451 + Penalty 3549.850357 = -171378.647094 nChanged 5 SP:Iteration 18Q (1492.590000 sec): 3 clusters Score: Raw -174936.017981 + Penalty 3549.850357 = -171386.167624 nChanged 4 SP:Iteration 19Q (1492.590000 sec): 3 clusters Score: Raw -174941.430548 + Penalty 3549.850357 = -171391.580192 nChanged 3 SP:Iteration 20F (1492.600000 sec): 3 clusters Score: Raw -174946.256333 + Penalty 3549.850357 = -171396.405976 nChanged 4 SP:Iteration 21Q (1492.600000 sec): 3 clusters Score: Raw -174952.639012 + Penalty 3549.850357 = -171402.788655 nChanged 5 SP:Iteration 22Q (1492.600000 sec): 3 clusters Score: Raw -174956.743511 + Penalty 3549.850357 = -171406.893155 nChanged 2 SP:Iteration 23Q (1492.610000 sec): 3 clusters Score: Raw -174957.648588 + Penalty 3549.850357 = -171407.798231 nChanged 0 SP:Iteration 24F (1492.610000 sec): 3 clusters Score: Raw -174957.648588 + Penalty 3549.850357 = -171407.798231 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 27 (143511 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1493.140000 sec): 2 clusters Score: Raw -20760208.535668 + Penalty 2944.793408 = -20757263.742261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1493.690000 sec): 3 clusters Score: Raw -20667166.336320 + Penalty 5889.586815 = -20661276.749504 nChanged 68564 SP:Iteration 1F (1494.250000 sec): 3 clusters Score: Raw -20707759.175180 + Penalty 5889.586815 = -20701869.588365 nChanged 6289 SP:Iteration 2Q (1494.840000 sec): 3 clusters Score: Raw -20710471.495181 + Penalty 5889.586815 = -20704581.908366 nChanged 8621 SP:Iteration 3F (1495.410000 sec): 3 clusters Score: Raw -20715623.859616 + Penalty 5889.586815 = -20709734.272801 nChanged 11092 SP:Iteration 4F (1496.000000 sec): 3 clusters Score: Raw -20723889.714230 + Penalty 5889.586815 = -20718000.127414 nChanged 12533 SP:Iteration 5F (1496.600000 sec): 3 clusters Score: Raw -20734183.777072 + Penalty 5889.586815 = -20728294.190257 nChanged 11486 SP:Iteration 6F (1497.160000 sec): 3 clusters Score: Raw -20743154.611849 + Penalty 5889.586815 = -20737265.025034 nChanged 8782 SP:Iteration 7F (1497.700000 sec): 3 clusters Score: Raw -20749297.607922 + Penalty 5889.586815 = -20743408.021106 nChanged 6170 SP:Iteration 8Q (1498.280000 sec): 3 clusters Score: Raw -20753250.019697 + Penalty 5889.586815 = -20747360.432881 nChanged 4544 SP:Iteration 9Q (1498.840000 sec): 3 clusters Score: Raw -20755976.452566 + Penalty 5889.586815 = -20750086.865751 nChanged 3424 SP:Iteration 10Q (1499.960000 sec): 3 clusters Score: Raw -20757811.738508 + Penalty 5889.586815 = -20751922.151693 nChanged 2448 SP:Iteration 11Q (1502.150000 sec): 3 clusters Score: Raw -20759007.279625 + Penalty 5889.586815 = -20753117.692810 nChanged 1916 SP:Iteration 12Q (1504.340000 sec): 3 clusters Score: Raw -20759890.113200 + Penalty 5889.586815 = -20754000.526385 nChanged 1323 SP:Iteration 13Q (1505.490000 sec): 3 clusters Score: Raw -20760425.667447 + Penalty 5889.586815 = -20754536.080632 nChanged 903 SP:Iteration 14Q (1506.000000 sec): 3 clusters Score: Raw -20760766.157277 + Penalty 5889.586815 = -20754876.570462 nChanged 677 SP:Iteration 15Q (1506.480000 sec): 3 clusters Score: Raw -20761013.481621 + Penalty 5889.586815 = -20755123.894806 nChanged 501 SP:Iteration 16Q (1506.940000 sec): 3 clusters Score: Raw -20761185.532188 + Penalty 5889.586815 = -20755295.945373 nChanged 386 SP:Iteration 17Q (1507.390000 sec): 3 clusters Score: Raw -20761313.614352 + Penalty 5889.586815 = -20755424.027537 nChanged 323 SP:Iteration 18Q (1508.140000 sec): 3 clusters Score: Raw -20761409.981250 + Penalty 5889.586815 = -20755520.394434 nChanged 253 SP:Iteration 19Q (1508.590000 sec): 3 clusters Score: Raw -20761490.896407 + Penalty 5889.586815 = -20755601.309592 nChanged 189 SP:Iteration 20F (1509.130000 sec): 3 clusters Score: Raw -20761538.184358 + Penalty 5889.586815 = -20755648.597543 nChanged 145 SP:Iteration 21Q (1509.570000 sec): 3 clusters Score: Raw -20761563.885062 + Penalty 5889.586815 = -20755674.298246 nChanged 106 SP:Iteration 22Q (1510.000000 sec): 3 clusters Score: Raw -20761584.005770 + Penalty 5889.586815 = -20755694.418954 nChanged 93 SP:Iteration 23Q (1510.440000 sec): 3 clusters Score: Raw -20761600.086182 + Penalty 5889.586815 = -20755710.499367 nChanged 70 SP:Iteration 24Q (1510.870000 sec): 3 clusters Score: Raw -20761614.421460 + Penalty 5889.586815 = -20755724.834644 nChanged 70 SP:Iteration 25Q (1511.310000 sec): 3 clusters Score: Raw -20761626.583894 + Penalty 5889.586815 = -20755736.997078 nChanged 58 SP:Iteration 26Q (1511.740000 sec): 3 clusters Score: Raw -20761638.437833 + Penalty 5889.586815 = -20755748.851018 nChanged 54 SP:Iteration 27Q (1512.180000 sec): 3 clusters Score: Raw -20761649.094824 + Penalty 5889.586815 = -20755759.508009 nChanged 47 SP:Iteration 28Q (1512.610000 sec): 3 clusters Score: Raw -20761658.738584 + Penalty 5889.586815 = -20755769.151768 nChanged 43 SP:Iteration 29Q (1513.050000 sec): 3 clusters Score: Raw -20761665.881005 + Penalty 5889.586815 = -20755776.294190 nChanged 49 SP:Iteration 30Q (1513.480000 sec): 3 clusters Score: Raw -20761673.953186 + Penalty 5889.586815 = -20755784.366371 nChanged 41 SP:Iteration 31Q (1513.930000 sec): 3 clusters Score: Raw -20761680.734122 + Penalty 5889.586815 = -20755791.147306 nChanged 37 SP:Iteration 32Q (1515.700000 sec): 3 clusters Score: Raw -20761686.900805 + Penalty 5889.586815 = -20755797.313990 nChanged 36 SP:Iteration 33Q (1516.190000 sec): 3 clusters Score: Raw -20761693.172443 + Penalty 5889.586815 = -20755803.585628 nChanged 29 SP:Iteration 34Q (1516.620000 sec): 3 clusters Score: Raw -20761698.092264 + Penalty 5889.586815 = -20755808.505448 nChanged 31 SP:Iteration 35Q (1517.040000 sec): 3 clusters Score: Raw -20761702.580419 + Penalty 5889.586815 = -20755812.993604 nChanged 24 SP:Iteration 36Q (1517.710000 sec): 3 clusters Score: Raw -20761705.663938 + Penalty 5889.586815 = -20755816.077123 nChanged 15 SP:Iteration 37Q (1518.150000 sec): 3 clusters Score: Raw -20761707.202521 + Penalty 5889.586815 = -20755817.615706 nChanged 13 SP:Iteration 38Q (1518.570000 sec): 3 clusters Score: Raw -20761708.760075 + Penalty 5889.586815 = -20755819.173260 nChanged 10 SP:Iteration 39Q (1518.990000 sec): 3 clusters Score: Raw -20761710.176366 + Penalty 5889.586815 = -20755820.589551 nChanged 4 SP:Iteration 40F (1519.540000 sec): 3 clusters Score: Raw -20761710.577908 + Penalty 5889.586815 = -20755820.991093 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 28 (11637 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1519.650000 sec): 2 clusters Score: Raw -1617351.538146 + Penalty 2321.762349 = -1615029.775797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1519.690000 sec): 3 clusters Score: Raw -1610916.494646 + Penalty 4643.524698 = -1606272.969948 nChanged 4963 SP:Iteration 1F (1519.730000 sec): 3 clusters Score: Raw -1613707.555700 + Penalty 4643.524698 = -1609064.031002 nChanged 883 SP:Iteration 2F (1519.780000 sec): 3 clusters Score: Raw -1614682.994119 + Penalty 4643.524698 = -1610039.469421 nChanged 991 SP:Iteration 3F (1519.820000 sec): 3 clusters Score: Raw -1616031.062717 + Penalty 4643.524698 = -1611387.538019 nChanged 1043 SP:Iteration 4F (1519.870000 sec): 3 clusters Score: Raw -1617048.861278 + Penalty 4643.524698 = -1612405.336580 nChanged 937 SP:Iteration 5F (1519.910000 sec): 3 clusters Score: Raw -1617800.029008 + Penalty 4643.524698 = -1613156.504309 nChanged 745 SP:Iteration 6F (1519.950000 sec): 3 clusters Score: Raw -1618309.129512 + Penalty 4643.524698 = -1613665.604813 nChanged 516 SP:Iteration 7Q (1519.990000 sec): 3 clusters Score: Raw -1618629.098194 + Penalty 4643.524698 = -1613985.573496 nChanged 407 SP:Iteration 8Q (1520.040000 sec): 3 clusters Score: Raw -1618875.876454 + Penalty 4643.524698 = -1614232.351755 nChanged 343 SP:Iteration 9Q (1520.080000 sec): 3 clusters Score: Raw -1619071.080608 + Penalty 4643.524698 = -1614427.555910 nChanged 271 SP:Iteration 10Q (1520.130000 sec): 3 clusters Score: Raw -1619206.963063 + Penalty 4643.524698 = -1614563.438364 nChanged 255 SP:Iteration 11Q (1520.170000 sec): 3 clusters Score: Raw -1619334.484869 + Penalty 4643.524698 = -1614690.960171 nChanged 238 SP:Iteration 12Q (1520.210000 sec): 3 clusters Score: Raw -1619469.190942 + Penalty 4643.524698 = -1614825.666244 nChanged 240 SP:Iteration 13Q (1520.250000 sec): 3 clusters Score: Raw -1619603.795460 + Penalty 4643.524698 = -1614960.270762 nChanged 239 SP:Iteration 14Q (1520.290000 sec): 3 clusters Score: Raw -1619748.422491 + Penalty 4643.524698 = -1615104.897793 nChanged 202 SP:Iteration 15Q (1520.330000 sec): 3 clusters Score: Raw -1619871.876038 + Penalty 4643.524698 = -1615228.351340 nChanged 203 SP:Iteration 16Q (1520.360000 sec): 3 clusters Score: Raw -1620001.695370 + Penalty 4643.524698 = -1615358.170672 nChanged 182 SP:Iteration 17Q (1520.400000 sec): 3 clusters Score: Raw -1620112.479650 + Penalty 4643.524698 = -1615468.954951 nChanged 143 SP:Iteration 18Q (1520.440000 sec): 3 clusters Score: Raw -1620200.029719 + Penalty 4643.524698 = -1615556.505021 nChanged 121 SP:Iteration 19Q (1520.480000 sec): 3 clusters Score: Raw -1620266.248693 + Penalty 4643.524698 = -1615622.723995 nChanged 94 SP:Iteration 20F (1520.530000 sec): 3 clusters Score: Raw -1620311.847063 + Penalty 4643.524698 = -1615668.322365 nChanged 81 SP:Iteration 21Q (1520.560000 sec): 3 clusters Score: Raw -1620349.895647 + Penalty 4643.524698 = -1615706.370949 nChanged 67 SP:Iteration 22Q (1520.600000 sec): 3 clusters Score: Raw -1620384.718424 + Penalty 4643.524698 = -1615741.193726 nChanged 63 SP:Iteration 23Q (1520.640000 sec): 3 clusters Score: Raw -1620412.137476 + Penalty 4643.524698 = -1615768.612778 nChanged 53 SP:Iteration 24Q (1520.680000 sec): 3 clusters Score: Raw -1620447.721629 + Penalty 4643.524698 = -1615804.196930 nChanged 58 SP:Iteration 25Q (1520.710000 sec): 3 clusters Score: Raw -1620492.087144 + Penalty 4643.524698 = -1615848.562445 nChanged 52 SP:Iteration 26Q (1520.750000 sec): 3 clusters Score: Raw -1620533.247203 + Penalty 4643.524698 = -1615889.722505 nChanged 57 SP:Iteration 27Q (1520.790000 sec): 3 clusters Score: Raw -1620586.616093 + Penalty 4643.524698 = -1615943.091395 nChanged 61 SP:Iteration 28Q (1520.820000 sec): 3 clusters Score: Raw -1620634.283807 + Penalty 4643.524698 = -1615990.759109 nChanged 48 SP:Iteration 29Q (1520.860000 sec): 3 clusters Score: Raw -1620665.015121 + Penalty 4643.524698 = -1616021.490423 nChanged 38 SP:Iteration 30Q (1520.890000 sec): 3 clusters Score: Raw -1620684.141167 + Penalty 4643.524698 = -1616040.616469 nChanged 24 SP:Iteration 31Q (1520.920000 sec): 3 clusters Score: Raw -1620697.971675 + Penalty 4643.524698 = -1616054.446977 nChanged 23 SP:Iteration 32Q (1520.950000 sec): 3 clusters Score: Raw -1620711.055302 + Penalty 4643.524698 = -1616067.530604 nChanged 14 SP:Iteration 33Q (1520.990000 sec): 3 clusters Score: Raw -1620718.458177 + Penalty 4643.524698 = -1616074.933479 nChanged 14 SP:Iteration 34Q (1521.020000 sec): 3 clusters Score: Raw -1620725.142537 + Penalty 4643.524698 = -1616081.617839 nChanged 12 SP:Iteration 35Q (1521.050000 sec): 3 clusters Score: Raw -1620730.296443 + Penalty 4643.524698 = -1616086.771745 nChanged 5 SP:Iteration 36Q (1521.090000 sec): 3 clusters Score: Raw -1620731.993307 + Penalty 4643.524698 = -1616088.468609 nChanged 5 SP:Iteration 37Q (1521.110000 sec): 3 clusters Score: Raw -1620733.441843 + Penalty 4643.524698 = -1616089.917145 nChanged 4 SP:Iteration 38Q (1521.140000 sec): 3 clusters Score: Raw -1620734.741889 + Penalty 4643.524698 = -1616091.217191 nChanged 1 SP:Iteration 39Q (1521.170000 sec): 3 clusters Score: Raw -1620735.517134 + Penalty 4643.524698 = -1616091.992436 nChanged 2 SP:Iteration 40F (1521.220000 sec): 3 clusters Score: Raw -1620736.676692 + Penalty 4643.524698 = -1616093.151993 nChanged 1 SP:Iteration 41Q (1521.250000 sec): 3 clusters Score: Raw -1620737.122297 + Penalty 4643.524698 = -1616093.597598 nChanged 1 SP:Iteration 42Q (1521.290000 sec): 3 clusters Score: Raw -1620737.813613 + Penalty 4643.524698 = -1616094.288915 nChanged 0 SP:Iteration 43F (1521.330000 sec): 3 clusters Score: Raw -1620737.813613 + Penalty 4643.524698 = -1616094.288915 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 34. Iteration 59Q (1534.020000 sec): 35 clusters Score: Raw -139304500.297158 + Penalty 116278.775544 = -139188221.521614 nChanged 1731 Iteration 60F (1581.320000 sec): 35 clusters Score: Raw -139306295.199003 + Penalty 116278.775544 = -139190016.423460 nChanged 3523 Iteration 61Q (1593.830000 sec): 35 clusters Score: Raw -139307898.371919 + Penalty 116278.775544 = -139191619.596376 nChanged 3432 Iteration 62Q (1605.160000 sec): 35 clusters Score: Raw -139308910.703774 + Penalty 116278.775544 = -139192631.928230 nChanged 3262 Iteration 63Q (1616.790000 sec): 35 clusters Score: Raw -139309660.549296 + Penalty 116278.775544 = -139193381.773752 nChanged 3035 Iteration 64Q (1628.120000 sec): 35 clusters Score: Raw -139310214.582567 + Penalty 116278.775544 = -139193935.807023 nChanged 2808 Iteration 65Q (1639.400000 sec): 35 clusters Score: Raw -139310644.851438 + Penalty 116278.775544 = -139194366.075895 nChanged 2505 Iteration 66Q (1654.100000 sec): 35 clusters Score: Raw -139310985.163876 + Penalty 116278.775544 = -139194706.388332 nChanged 2331 Iteration 67Q (1667.760000 sec): 35 clusters Score: Raw -139311250.946594 + Penalty 116278.775544 = -139194972.171051 nChanged 2064 Iteration 68Q (1682.800000 sec): 35 clusters Score: Raw -139311468.766154 + Penalty 116278.775544 = -139195189.990610 nChanged 1840 Iteration 69Q (1698.560000 sec): 35 clusters Score: Raw -139311641.591601 + Penalty 116278.775544 = -139195362.816057 nChanged 1606 Iteration 70Q (1709.710000 sec): 35 clusters Score: Raw -139311774.485706 + Penalty 116278.775544 = -139195495.710162 nChanged 1380 Iteration 71Q (1721.010000 sec): 35 clusters Score: Raw -139311914.782988 + Penalty 116278.775544 = -139195636.007444 nChanged 1313 Iteration 72Q (1735.550000 sec): 35 clusters Score: Raw -139312018.413099 + Penalty 116278.775544 = -139195739.637556 nChanged 1201 Iteration 73Q (1750.510000 sec): 35 clusters Score: Raw -139312115.444884 + Penalty 116278.775544 = -139195836.669340 nChanged 1089 Iteration 74Q (1774.340000 sec): 35 clusters Score: Raw -139312196.218534 + Penalty 116278.775544 = -139195917.442991 nChanged 989 Iteration 75Q (1793.490000 sec): 35 clusters Score: Raw -139312267.294329 + Penalty 116278.775544 = -139195988.518786 nChanged 952 Iteration 76Q (1814.300000 sec): 35 clusters Score: Raw -139312339.767832 + Penalty 116278.775544 = -139196060.992288 nChanged 921 Iteration 77Q (1828.230000 sec): 35 clusters Score: Raw -139312399.291933 + Penalty 116278.775544 = -139196120.516389 nChanged 881 Iteration 78Q (1840.560000 sec): 35 clusters Score: Raw -139312456.201474 + Penalty 116278.775544 = -139196177.425931 nChanged 756 Iteration 79Q (1852.230000 sec): 35 clusters Score: Raw -139312502.768693 + Penalty 116278.775544 = -139196223.993149 nChanged 704 Iteration 80F (1903.770000 sec): 35 clusters Score: Raw -139312636.030435 + Penalty 116278.775544 = -139196357.254892 nChanged 667 Iteration 81Q (1915.660000 sec): 35 clusters Score: Raw -139312832.742066 + Penalty 116278.775544 = -139196553.966522 nChanged 698 Iteration 82Q (1931.990000 sec): 35 clusters Score: Raw -139312901.702330 + Penalty 116278.775544 = -139196622.926787 nChanged 717 Iteration 83Q (1946.120000 sec): 35 clusters Score: Raw -139312969.860865 + Penalty 116278.775544 = -139196691.085321 nChanged 675 Iteration 84Q (1958.520000 sec): 35 clusters Score: Raw -139313014.006294 + Penalty 116278.775544 = -139196735.230750 nChanged 643 Iteration 85Q (1970.530000 sec): 35 clusters Score: Raw -139313054.587252 + Penalty 116278.775544 = -139196775.811708 nChanged 566 Iteration 86Q (1982.540000 sec): 35 clusters Score: Raw -139313086.247863 + Penalty 116278.775544 = -139196807.472319 nChanged 538 Iteration 87Q (1999.250000 sec): 35 clusters Score: Raw -139313118.063281 + Penalty 116278.775544 = -139196839.287737 nChanged 491 Iteration 88Q (2012.000000 sec): 35 clusters Score: Raw -139313143.942312 + Penalty 116278.775544 = -139196865.166769 nChanged 469 Iteration 89Q (2023.210000 sec): 35 clusters Score: Raw -139313165.615587 + Penalty 116278.775544 = -139196886.840043 nChanged 449 Iteration 90Q (2035.140000 sec): 35 clusters Score: Raw -139313188.364076 + Penalty 116278.775544 = -139196909.588533 nChanged 433 Iteration 91Q (2047.190000 sec): 35 clusters Score: Raw -139313206.817549 + Penalty 116278.775544 = -139196928.042005 nChanged 362 Iteration 92Q (2058.580000 sec): 35 clusters Score: Raw -139313222.208734 + Penalty 116278.775544 = -139196943.433190 nChanged 328 Iteration 93Q (2071.160000 sec): 35 clusters Score: Raw -139313238.121807 + Penalty 116278.775544 = -139196959.346264 nChanged 346 Iteration 94Q (2083.090000 sec): 35 clusters Score: Raw -139313253.324107 + Penalty 116278.775544 = -139196974.548563 nChanged 324 Iteration 95Q (2095.550000 sec): 35 clusters Score: Raw -139313266.586346 + Penalty 116278.775544 = -139196987.810803 nChanged 322 Iteration 96Q (2107.920000 sec): 35 clusters Score: Raw -139313278.937464 + Penalty 116278.775544 = -139197000.161920 nChanged 280 Iteration 97Q (2119.580000 sec): 35 clusters Score: Raw -139313290.907986 + Penalty 116278.775544 = -139197012.132442 nChanged 308 Iteration 98Q (2131.730000 sec): 35 clusters Score: Raw -139313303.713985 + Penalty 116278.775544 = -139197024.938441 nChanged 285 Writing temp clu file Because OldScore, -139197012.132442, is greater than current (better) Score,-139197024.938441 Compute initial score before splitting: Score: Raw -139313303.713985 + Penalty 116278.775544 = -139197024.938441 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 1 (12429 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2131.930000 sec): 2 clusters Score: Raw -1872678.585553 + Penalty 2338.091357 = -1870340.494195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2131.980000 sec): 3 clusters Score: Raw -1865744.531177 + Penalty 4676.182714 = -1861068.348462 nChanged 5301 SP:Iteration 1F (2132.050000 sec): 3 clusters Score: Raw -1868529.880505 + Penalty 4676.182714 = -1863853.697790 nChanged 693 SP:Iteration 2F (2132.090000 sec): 3 clusters Score: Raw -1868782.632100 + Penalty 4676.182714 = -1864106.449385 nChanged 542 SP:Iteration 3Q (2132.140000 sec): 3 clusters Score: Raw -1868956.229670 + Penalty 4676.182714 = -1864280.046955 nChanged 402 SP:Iteration 4Q (2132.190000 sec): 3 clusters Score: Raw -1869071.010331 + Penalty 4676.182714 = -1864394.827616 nChanged 323 SP:Iteration 5Q (2132.240000 sec): 3 clusters Score: Raw -1869160.868559 + Penalty 4676.182714 = -1864484.685845 nChanged 270 SP:Iteration 6Q (2132.290000 sec): 3 clusters Score: Raw -1869225.904655 + Penalty 4676.182714 = -1864549.721941 nChanged 214 SP:Iteration 7Q (2132.340000 sec): 3 clusters Score: Raw -1869279.397725 + Penalty 4676.182714 = -1864603.215010 nChanged 197 SP:Iteration 8Q (2132.390000 sec): 3 clusters Score: Raw -1869328.322199 + Penalty 4676.182714 = -1864652.139485 nChanged 175 SP:Iteration 9Q (2132.430000 sec): 3 clusters Score: Raw -1869371.644291 + Penalty 4676.182714 = -1864695.461576 nChanged 187 SP:Iteration 10Q (2132.480000 sec): 3 clusters Score: Raw -1869415.414019 + Penalty 4676.182714 = -1864739.231305 nChanged 195 SP:Iteration 11Q (2132.530000 sec): 3 clusters Score: Raw -1869465.323973 + Penalty 4676.182714 = -1864789.141259 nChanged 207 SP:Iteration 12Q (2132.570000 sec): 3 clusters Score: Raw -1869526.571619 + Penalty 4676.182714 = -1864850.388905 nChanged 259 SP:Iteration 13Q (2132.620000 sec): 3 clusters Score: Raw -1869624.928619 + Penalty 4676.182714 = -1864948.745904 nChanged 359 SP:Iteration 14Q (2132.670000 sec): 3 clusters Score: Raw -1869781.325236 + Penalty 4676.182714 = -1865105.142521 nChanged 405 SP:Iteration 15Q (2132.710000 sec): 3 clusters Score: Raw -1869961.729882 + Penalty 4676.182714 = -1865285.547168 nChanged 468 SP:Iteration 16Q (2132.760000 sec): 3 clusters Score: Raw -1870198.133358 + Penalty 4676.182714 = -1865521.950643 nChanged 511 SP:Iteration 17Q (2132.810000 sec): 3 clusters Score: Raw -1870506.106133 + Penalty 4676.182714 = -1865829.923419 nChanged 583 SP:Iteration 18Q (2132.860000 sec): 3 clusters Score: Raw -1870908.274899 + Penalty 4676.182714 = -1866232.092185 nChanged 556 SP:Iteration 19Q (2132.910000 sec): 3 clusters Score: Raw -1871319.572310 + Penalty 4676.182714 = -1866643.389596 nChanged 536 SP:Iteration 20F (2132.950000 sec): 3 clusters Score: Raw -1871763.854518 + Penalty 4676.182714 = -1867087.671803 nChanged 421 SP:Iteration 21Q (2133.000000 sec): 3 clusters Score: Raw -1872148.074138 + Penalty 4676.182714 = -1867471.891423 nChanged 301 SP:Iteration 22Q (2133.040000 sec): 3 clusters Score: Raw -1872417.927472 + Penalty 4676.182714 = -1867741.744757 nChanged 190 SP:Iteration 23Q (2133.080000 sec): 3 clusters Score: Raw -1872590.915575 + Penalty 4676.182714 = -1867914.732860 nChanged 116 SP:Iteration 24Q (2133.120000 sec): 3 clusters Score: Raw -1872707.828319 + Penalty 4676.182714 = -1868031.645604 nChanged 69 SP:Iteration 25Q (2133.160000 sec): 3 clusters Score: Raw -1872780.389793 + Penalty 4676.182714 = -1868104.207079 nChanged 41 SP:Iteration 26Q (2133.190000 sec): 3 clusters Score: Raw -1872827.432360 + Penalty 4676.182714 = -1868151.249646 nChanged 31 SP:Iteration 27Q (2133.230000 sec): 3 clusters Score: Raw -1872863.883987 + Penalty 4676.182714 = -1868187.701272 nChanged 26 SP:Iteration 28Q (2133.260000 sec): 3 clusters Score: Raw -1872891.170125 + Penalty 4676.182714 = -1868214.987411 nChanged 9 SP:Iteration 29Q (2133.300000 sec): 3 clusters Score: Raw -1872902.481266 + Penalty 4676.182714 = -1868226.298552 nChanged 8 SP:Iteration 30Q (2133.330000 sec): 3 clusters Score: Raw -1872912.973974 + Penalty 4676.182714 = -1868236.791259 nChanged 10 SP:Iteration 31Q (2133.370000 sec): 3 clusters Score: Raw -1872924.387060 + Penalty 4676.182714 = -1868248.204346 nChanged 5 SP:Iteration 32Q (2133.400000 sec): 3 clusters Score: Raw -1872928.934394 + Penalty 4676.182714 = -1868252.751680 nChanged 3 SP:Iteration 33Q (2133.430000 sec): 3 clusters Score: Raw -1872931.024822 + Penalty 4676.182714 = -1868254.842108 nChanged 1 SP:Iteration 34Q (2133.470000 sec): 3 clusters Score: Raw -1872931.421457 + Penalty 4676.182714 = -1868255.238743 nChanged 0 SP:Iteration 35F (2133.510000 sec): 3 clusters Score: Raw -1872931.421457 + Penalty 4676.182714 = -1868255.238743 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 2 (11439 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2133.550000 sec): 2 clusters Score: Raw -1629127.789735 + Penalty 2317.506394 = -1626810.283340 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2133.590000 sec): 3 clusters Score: Raw -1622947.421244 + Penalty 4635.012789 = -1618312.408455 nChanged 4752 SP:Iteration 1F (2133.640000 sec): 3 clusters Score: Raw -1625567.442169 + Penalty 4635.012789 = -1620932.429380 nChanged 836 SP:Iteration 2F (2133.680000 sec): 3 clusters Score: Raw -1626198.756124 + Penalty 4635.012789 = -1621563.743335 nChanged 841 SP:Iteration 3F (2133.730000 sec): 3 clusters Score: Raw -1627016.388217 + Penalty 4635.012789 = -1622381.375428 nChanged 927 SP:Iteration 4F (2133.770000 sec): 3 clusters Score: Raw -1628233.681833 + Penalty 4635.012789 = -1623598.669044 nChanged 1018 SP:Iteration 5F (2133.810000 sec): 3 clusters Score: Raw -1629557.014856 + Penalty 4635.012789 = -1624922.002067 nChanged 929 SP:Iteration 6F (2133.860000 sec): 3 clusters Score: Raw -1630472.352848 + Penalty 4635.012789 = -1625837.340059 nChanged 690 SP:Iteration 7F (2133.900000 sec): 3 clusters Score: Raw -1630944.654201 + Penalty 4635.012789 = -1626309.641412 nChanged 427 SP:Iteration 8Q (2133.940000 sec): 3 clusters Score: Raw -1631160.874382 + Penalty 4635.012789 = -1626525.861593 nChanged 261 SP:Iteration 9Q (2133.980000 sec): 3 clusters Score: Raw -1631249.245526 + Penalty 4635.012789 = -1626614.232737 nChanged 156 SP:Iteration 10Q (2134.020000 sec): 3 clusters Score: Raw -1631290.555652 + Penalty 4635.012789 = -1626655.542863 nChanged 105 SP:Iteration 11Q (2134.060000 sec): 3 clusters Score: Raw -1631315.202390 + Penalty 4635.012789 = -1626680.189602 nChanged 64 SP:Iteration 12Q (2134.100000 sec): 3 clusters Score: Raw -1631329.368983 + Penalty 4635.012789 = -1626694.356195 nChanged 48 SP:Iteration 13Q (2134.140000 sec): 3 clusters Score: Raw -1631337.736190 + Penalty 4635.012789 = -1626702.723401 nChanged 38 SP:Iteration 14Q (2134.180000 sec): 3 clusters Score: Raw -1631343.734178 + Penalty 4635.012789 = -1626708.721390 nChanged 29 SP:Iteration 15Q (2134.220000 sec): 3 clusters Score: Raw -1631347.222956 + Penalty 4635.012789 = -1626712.210167 nChanged 21 SP:Iteration 16Q (2134.260000 sec): 3 clusters Score: Raw -1631350.204531 + Penalty 4635.012789 = -1626715.191742 nChanged 14 SP:Iteration 17Q (2134.300000 sec): 3 clusters Score: Raw -1631352.505737 + Penalty 4635.012789 = -1626717.492948 nChanged 14 SP:Iteration 18Q (2134.340000 sec): 3 clusters Score: Raw -1631354.487733 + Penalty 4635.012789 = -1626719.474944 nChanged 17 SP:Iteration 19Q (2134.380000 sec): 3 clusters Score: Raw -1631356.638300 + Penalty 4635.012789 = -1626721.625511 nChanged 7 SP:Iteration 20F (2134.430000 sec): 3 clusters Score: Raw -1631357.572728 + Penalty 4635.012789 = -1626722.559939 nChanged 8 SP:Iteration 21Q (2134.470000 sec): 3 clusters Score: Raw -1631358.550152 + Penalty 4635.012789 = -1626723.537363 nChanged 1 SP:Iteration 22Q (2134.510000 sec): 3 clusters Score: Raw -1631358.749052 + Penalty 4635.012789 = -1626723.736263 nChanged 3 SP:Iteration 23Q (2134.550000 sec): 3 clusters Score: Raw -1631359.095436 + Penalty 4635.012789 = -1626724.082647 nChanged 3 SP:Iteration 24Q (2134.590000 sec): 3 clusters Score: Raw -1631359.262035 + Penalty 4635.012789 = -1626724.249247 nChanged 1 SP:Iteration 25Q (2134.620000 sec): 3 clusters Score: Raw -1631359.352418 + Penalty 4635.012789 = -1626724.339630 nChanged 0 SP:Iteration 26F (2134.670000 sec): 3 clusters Score: Raw -1631359.352418 + Penalty 4635.012789 = -1626724.339630 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 3 (247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2134.670000 sec): 2 clusters Score: Raw -32070.777369 + Penalty 1366.328307 = -30704.449061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2134.670000 sec): 3 clusters Score: Raw -32382.757525 + Penalty 2732.656615 = -29650.100911 nChanged 37 SP:Iteration 1F (2134.670000 sec): 3 clusters Score: Raw -32546.902742 + Penalty 2732.656615 = -29814.246127 nChanged 14 SP:Iteration 2F (2134.680000 sec): 3 clusters Score: Raw -32614.417145 + Penalty 2732.656615 = -29881.760530 nChanged 9 SP:Iteration 3Q (2134.680000 sec): 3 clusters Score: Raw -32663.823825 + Penalty 2732.656615 = -29931.167210 nChanged 3 SP:Iteration 4Q (2134.680000 sec): 3 clusters Score: Raw -32671.993420 + Penalty 2732.656615 = -29939.336805 nChanged 0 SP:Iteration 5F (2134.680000 sec): 3 clusters Score: Raw -32671.993420 + Penalty 2732.656615 = -29939.336805 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 4 (23191 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2134.770000 sec): 2 clusters Score: Raw -3394412.408053 + Penalty 2492.776849 = -3391919.631205 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2134.860000 sec): 3 clusters Score: Raw -3380780.996097 + Penalty 4985.553697 = -3375795.442399 nChanged 10311 SP:Iteration 1F (2134.940000 sec): 3 clusters Score: Raw -3386450.993707 + Penalty 4985.553697 = -3381465.440009 nChanged 1366 SP:Iteration 2F (2135.030000 sec): 3 clusters Score: Raw -3387046.465965 + Penalty 4985.553697 = -3382060.912267 nChanged 1341 SP:Iteration 3F (2135.120000 sec): 3 clusters Score: Raw -3387708.470393 + Penalty 4985.553697 = -3382722.916696 nChanged 1394 SP:Iteration 4F (2135.210000 sec): 3 clusters Score: Raw -3388525.092504 + Penalty 4985.553697 = -3383539.538806 nChanged 1421 SP:Iteration 5F (2135.300000 sec): 3 clusters Score: Raw -3389433.243759 + Penalty 4985.553697 = -3384447.690062 nChanged 1413 SP:Iteration 6F (2135.380000 sec): 3 clusters Score: Raw -3390377.888194 + Penalty 4985.553697 = -3385392.334496 nChanged 1314 SP:Iteration 7F (2135.470000 sec): 3 clusters Score: Raw -3391340.243898 + Penalty 4985.553697 = -3386354.690201 nChanged 1140 SP:Iteration 8Q (2135.550000 sec): 3 clusters Score: Raw -3392227.519417 + Penalty 4985.553697 = -3387241.965720 nChanged 956 SP:Iteration 9Q (2135.640000 sec): 3 clusters Score: Raw -3392966.251347 + Penalty 4985.553697 = -3387980.697650 nChanged 688 SP:Iteration 10Q (2135.720000 sec): 3 clusters Score: Raw -3393492.723211 + Penalty 4985.553697 = -3388507.169513 nChanged 515 SP:Iteration 11Q (2135.800000 sec): 3 clusters Score: Raw -3393881.912675 + Penalty 4985.553697 = -3388896.358978 nChanged 359 SP:Iteration 12Q (2135.880000 sec): 3 clusters Score: Raw -3394129.774604 + Penalty 4985.553697 = -3389144.220906 nChanged 265 SP:Iteration 13Q (2135.960000 sec): 3 clusters Score: Raw -3394308.011414 + Penalty 4985.553697 = -3389322.457717 nChanged 204 SP:Iteration 14Q (2136.020000 sec): 3 clusters Score: Raw -3394440.901997 + Penalty 4985.553697 = -3389455.348299 nChanged 138 SP:Iteration 15Q (2136.100000 sec): 3 clusters Score: Raw -3394533.833139 + Penalty 4985.553697 = -3389548.279442 nChanged 112 SP:Iteration 16Q (2136.170000 sec): 3 clusters Score: Raw -3394617.209952 + Penalty 4985.553697 = -3389631.656254 nChanged 92 SP:Iteration 17Q (2136.240000 sec): 3 clusters Score: Raw -3394678.348232 + Penalty 4985.553697 = -3389692.794534 nChanged 70 SP:Iteration 18Q (2136.310000 sec): 3 clusters Score: Raw -3394721.656179 + Penalty 4985.553697 = -3389736.102482 nChanged 62 SP:Iteration 19Q (2136.380000 sec): 3 clusters Score: Raw -3394757.750604 + Penalty 4985.553697 = -3389772.196907 nChanged 56 SP:Iteration 20F (2136.460000 sec): 3 clusters Score: Raw -3394790.543632 + Penalty 4985.553697 = -3389804.989935 nChanged 49 SP:Iteration 21Q (2136.540000 sec): 3 clusters Score: Raw -3394821.814572 + Penalty 4985.553697 = -3389836.260875 nChanged 49 SP:Iteration 22Q (2136.600000 sec): 3 clusters Score: Raw -3394852.644802 + Penalty 4985.553697 = -3389867.091105 nChanged 44 SP:Iteration 23Q (2136.670000 sec): 3 clusters Score: Raw -3394881.137114 + Penalty 4985.553697 = -3389895.583416 nChanged 34 SP:Iteration 24Q (2136.740000 sec): 3 clusters Score: Raw -3394906.083238 + Penalty 4985.553697 = -3389920.529541 nChanged 35 SP:Iteration 25Q (2136.800000 sec): 3 clusters Score: Raw -3394923.180172 + Penalty 4985.553697 = -3389937.626475 nChanged 19 SP:Iteration 26Q (2136.860000 sec): 3 clusters Score: Raw -3394933.977825 + Penalty 4985.553697 = -3389948.424127 nChanged 19 SP:Iteration 27Q (2136.930000 sec): 3 clusters Score: Raw -3394945.367445 + Penalty 4985.553697 = -3389959.813747 nChanged 19 SP:Iteration 28Q (2136.990000 sec): 3 clusters Score: Raw -3394954.784834 + Penalty 4985.553697 = -3389969.231137 nChanged 12 SP:Iteration 29Q (2137.060000 sec): 3 clusters Score: Raw -3394960.120971 + Penalty 4985.553697 = -3389974.567274 nChanged 9 SP:Iteration 30Q (2137.120000 sec): 3 clusters Score: Raw -3394964.186631 + Penalty 4985.553697 = -3389978.632933 nChanged 4 SP:Iteration 31Q (2137.180000 sec): 3 clusters Score: Raw -3394966.447360 + Penalty 4985.553697 = -3389980.893662 nChanged 7 SP:Iteration 32Q (2137.250000 sec): 3 clusters Score: Raw -3394968.648783 + Penalty 4985.553697 = -3389983.095085 nChanged 4 SP:Iteration 33Q (2137.310000 sec): 3 clusters Score: Raw -3394970.376224 + Penalty 4985.553697 = -3389984.822527 nChanged 5 SP:Iteration 34Q (2137.370000 sec): 3 clusters Score: Raw -3394972.602664 + Penalty 4985.553697 = -3389987.048967 nChanged 3 SP:Iteration 35Q (2137.440000 sec): 3 clusters Score: Raw -3394973.501453 + Penalty 4985.553697 = -3389987.947755 nChanged 2 SP:Iteration 36Q (2137.500000 sec): 3 clusters Score: Raw -3394974.609779 + Penalty 4985.553697 = -3389989.056081 nChanged 2 SP:Iteration 37Q (2137.560000 sec): 3 clusters Score: Raw -3394975.475094 + Penalty 4985.553697 = -3389989.921396 nChanged 2 SP:Iteration 38Q (2137.630000 sec): 3 clusters Score: Raw -3394976.473603 + Penalty 4985.553697 = -3389990.919906 nChanged 4 SP:Iteration 39Q (2137.700000 sec): 3 clusters Score: Raw -3394978.463864 + Penalty 4985.553697 = -3389992.910167 nChanged 2 SP:Iteration 40F (2137.790000 sec): 3 clusters Score: Raw -3394978.898742 + Penalty 4985.553697 = -3389993.345044 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 5 (352152 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2138.980000 sec): 2 clusters Score: Raw -51581614.064671 + Penalty 3167.410909 = -51578446.653763 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2140.340000 sec): 3 clusters Score: Raw -51347918.907008 + Penalty 6334.821817 = -51341584.085191 nChanged 170819 SP:Iteration 1F (2141.700000 sec): 3 clusters Score: Raw -51449579.791474 + Penalty 6334.821817 = -51443244.969657 nChanged 10540 SP:Iteration 2Q (2143.140000 sec): 3 clusters Score: Raw -51452415.319883 + Penalty 6334.821817 = -51446080.498066 nChanged 13986 SP:Iteration 3Q (2144.580000 sec): 3 clusters Score: Raw -51457736.352542 + Penalty 6334.821817 = -51451401.530725 nChanged 20319 SP:Iteration 4F (2145.950000 sec): 3 clusters Score: Raw -51468782.506261 + Penalty 6334.821817 = -51462447.684444 nChanged 28471 SP:Iteration 5F (2147.350000 sec): 3 clusters Score: Raw -51489889.413063 + Penalty 6334.821817 = -51483554.591246 nChanged 34771 SP:Iteration 6F (2148.680000 sec): 3 clusters Score: Raw -51522367.392846 + Penalty 6334.821817 = -51516032.571029 nChanged 31484 SP:Iteration 7F (2150.000000 sec): 3 clusters Score: Raw -51554782.447728 + Penalty 6334.821817 = -51548447.625911 nChanged 18534 SP:Iteration 8F (2151.310000 sec): 3 clusters Score: Raw -51573621.435075 + Penalty 6334.821817 = -51567286.613257 nChanged 6581 SP:Iteration 9Q (2152.470000 sec): 3 clusters Score: Raw -51579860.885898 + Penalty 6334.821817 = -51573526.064081 nChanged 1583 SP:Iteration 10Q (2153.480000 sec): 3 clusters Score: Raw -51581345.718037 + Penalty 6334.821817 = -51575010.896219 nChanged 341 SP:Iteration 11Q (2154.420000 sec): 3 clusters Score: Raw -51581729.923437 + Penalty 6334.821817 = -51575395.101620 nChanged 94 SP:Iteration 12Q (2155.360000 sec): 3 clusters Score: Raw -51581863.385228 + Penalty 6334.821817 = -51575528.563411 nChanged 37 SP:Iteration 13Q (2156.310000 sec): 3 clusters Score: Raw -51581924.610667 + Penalty 6334.821817 = -51575589.788850 nChanged 22 SP:Iteration 14Q (2157.240000 sec): 3 clusters Score: Raw -51581958.904658 + Penalty 6334.821817 = -51575624.082841 nChanged 16 SP:Iteration 15Q (2158.160000 sec): 3 clusters Score: Raw -51581976.723210 + Penalty 6334.821817 = -51575641.901393 nChanged 14 SP:Iteration 16Q (2159.090000 sec): 3 clusters Score: Raw -51581993.399016 + Penalty 6334.821817 = -51575658.577199 nChanged 9 SP:Iteration 17Q (2160.020000 sec): 3 clusters Score: Raw -51582006.874748 + Penalty 6334.821817 = -51575672.052931 nChanged 5 SP:Iteration 18Q (2160.940000 sec): 3 clusters Score: Raw -51582012.663995 + Penalty 6334.821817 = -51575677.842178 nChanged 6 SP:Iteration 19Q (2161.870000 sec): 3 clusters Score: Raw -51582017.607773 + Penalty 6334.821817 = -51575682.785956 nChanged 0 SP:Iteration 20F (2163.160000 sec): 3 clusters Score: Raw -51582017.607773 + Penalty 6334.821817 = -51575682.785956 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 6 (21300 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2163.380000 sec): 2 clusters Score: Raw -3306251.634268 + Penalty 2471.682663 = -3303779.951605 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2163.460000 sec): 3 clusters Score: Raw -3293866.142579 + Penalty 4943.365326 = -3288922.777252 nChanged 9375 SP:Iteration 1F (2163.530000 sec): 3 clusters Score: Raw -3298848.121364 + Penalty 4943.365326 = -3293904.756037 nChanged 1110 SP:Iteration 2F (2163.600000 sec): 3 clusters Score: Raw -3299212.155401 + Penalty 4943.365326 = -3294268.790075 nChanged 911 SP:Iteration 3Q (2163.680000 sec): 3 clusters Score: Raw -3299516.479939 + Penalty 4943.365326 = -3294573.114612 nChanged 836 SP:Iteration 4Q (2163.760000 sec): 3 clusters Score: Raw -3299807.436703 + Penalty 4943.365326 = -3294864.071376 nChanged 800 SP:Iteration 5Q (2163.840000 sec): 3 clusters Score: Raw -3300105.305409 + Penalty 4943.365326 = -3295161.940083 nChanged 828 SP:Iteration 6Q (2163.920000 sec): 3 clusters Score: Raw -3300451.844852 + Penalty 4943.365326 = -3295508.479526 nChanged 901 SP:Iteration 7Q (2164.000000 sec): 3 clusters Score: Raw -3300852.069112 + Penalty 4943.365326 = -3295908.703785 nChanged 999 SP:Iteration 8Q (2164.080000 sec): 3 clusters Score: Raw -3301360.472070 + Penalty 4943.365326 = -3296417.106743 nChanged 1080 SP:Iteration 9F (2164.160000 sec): 3 clusters Score: Raw -3301989.988128 + Penalty 4943.365326 = -3297046.622801 nChanged 1121 SP:Iteration 10F (2164.240000 sec): 3 clusters Score: Raw -3302755.324266 + Penalty 4943.365326 = -3297811.958940 nChanged 1156 SP:Iteration 11F (2164.320000 sec): 3 clusters Score: Raw -3303676.557944 + Penalty 4943.365326 = -3298733.192617 nChanged 1036 SP:Iteration 12Q (2164.390000 sec): 3 clusters Score: Raw -3304622.051809 + Penalty 4943.365326 = -3299678.686483 nChanged 817 SP:Iteration 13Q (2164.470000 sec): 3 clusters Score: Raw -3305344.448591 + Penalty 4943.365326 = -3300401.083264 nChanged 634 SP:Iteration 14Q (2164.550000 sec): 3 clusters Score: Raw -3305916.244963 + Penalty 4943.365326 = -3300972.879636 nChanged 433 SP:Iteration 15Q (2164.620000 sec): 3 clusters Score: Raw -3306282.668937 + Penalty 4943.365326 = -3301339.303611 nChanged 289 SP:Iteration 16Q (2164.690000 sec): 3 clusters Score: Raw -3306517.860478 + Penalty 4943.365326 = -3301574.495151 nChanged 215 SP:Iteration 17Q (2164.750000 sec): 3 clusters Score: Raw -3306675.065004 + Penalty 4943.365326 = -3301731.699678 nChanged 156 SP:Iteration 18Q (2164.820000 sec): 3 clusters Score: Raw -3306775.646991 + Penalty 4943.365326 = -3301832.281665 nChanged 136 SP:Iteration 19Q (2164.880000 sec): 3 clusters Score: Raw -3306868.308683 + Penalty 4943.365326 = -3301924.943357 nChanged 112 SP:Iteration 20F (2164.960000 sec): 3 clusters Score: Raw -3306930.209146 + Penalty 4943.365326 = -3301986.843820 nChanged 70 SP:Iteration 21Q (2165.030000 sec): 3 clusters Score: Raw -3306959.057731 + Penalty 4943.365326 = -3302015.692405 nChanged 59 SP:Iteration 22Q (2165.090000 sec): 3 clusters Score: Raw -3306983.443528 + Penalty 4943.365326 = -3302040.078202 nChanged 48 SP:Iteration 23Q (2165.150000 sec): 3 clusters Score: Raw -3307006.499349 + Penalty 4943.365326 = -3302063.134023 nChanged 55 SP:Iteration 24Q (2165.210000 sec): 3 clusters Score: Raw -3307031.271494 + Penalty 4943.365326 = -3302087.906168 nChanged 45 SP:Iteration 25Q (2165.270000 sec): 3 clusters Score: Raw -3307048.540999 + Penalty 4943.365326 = -3302105.175673 nChanged 36 SP:Iteration 26Q (2165.340000 sec): 3 clusters Score: Raw -3307061.810326 + Penalty 4943.365326 = -3302118.445000 nChanged 21 SP:Iteration 27Q (2165.400000 sec): 3 clusters Score: Raw -3307067.544916 + Penalty 4943.365326 = -3302124.179589 nChanged 19 SP:Iteration 28Q (2165.470000 sec): 3 clusters Score: Raw -3307074.169182 + Penalty 4943.365326 = -3302130.803856 nChanged 13 SP:Iteration 29Q (2165.540000 sec): 3 clusters Score: Raw -3307077.438497 + Penalty 4943.365326 = -3302134.073171 nChanged 16 SP:Iteration 30Q (2165.600000 sec): 3 clusters Score: Raw -3307082.514926 + Penalty 4943.365326 = -3302139.149600 nChanged 11 SP:Iteration 31Q (2165.660000 sec): 3 clusters Score: Raw -3307086.186728 + Penalty 4943.365326 = -3302142.821401 nChanged 11 SP:Iteration 32Q (2165.720000 sec): 3 clusters Score: Raw -3307089.337930 + Penalty 4943.365326 = -3302145.972603 nChanged 11 SP:Iteration 33Q (2165.780000 sec): 3 clusters Score: Raw -3307092.365672 + Penalty 4943.365326 = -3302149.000345 nChanged 6 SP:Iteration 34Q (2165.840000 sec): 3 clusters Score: Raw -3307094.142405 + Penalty 4943.365326 = -3302150.777079 nChanged 8 SP:Iteration 35Q (2165.900000 sec): 3 clusters Score: Raw -3307095.850064 + Penalty 4943.365326 = -3302152.484738 nChanged 5 SP:Iteration 36Q (2165.970000 sec): 3 clusters Score: Raw -3307097.185036 + Penalty 4943.365326 = -3302153.819710 nChanged 5 SP:Iteration 37Q (2166.030000 sec): 3 clusters Score: Raw -3307098.652526 + Penalty 4943.365326 = -3302155.287199 nChanged 2 SP:Iteration 38Q (2166.100000 sec): 3 clusters Score: Raw -3307099.359994 + Penalty 4943.365326 = -3302155.994667 nChanged 1 SP:Iteration 39Q (2166.160000 sec): 3 clusters Score: Raw -3307099.570327 + Penalty 4943.365326 = -3302156.205001 nChanged 1 SP:Iteration 40F (2166.240000 sec): 3 clusters Score: Raw -3307099.916652 + Penalty 4943.365326 = -3302156.551326 nChanged 1 SP:Iteration 41Q (2166.310000 sec): 3 clusters Score: Raw -3307100.253049 + Penalty 4943.365326 = -3302156.887722 nChanged 1 SP:Iteration 42Q (2166.380000 sec): 3 clusters Score: Raw -3307100.518565 + Penalty 4943.365326 = -3302157.153239 nChanged 1 SP:Iteration 43Q (2166.440000 sec): 3 clusters Score: Raw -3307100.856288 + Penalty 4943.365326 = -3302157.490962 nChanged 0 SP:Iteration 44F (2166.520000 sec): 3 clusters Score: Raw -3307100.856288 + Penalty 4943.365326 = -3302157.490962 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 7 (112482 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2166.920000 sec): 2 clusters Score: Raw -16031815.344163 + Penalty 2884.376025 = -16028930.968138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2167.370000 sec): 3 clusters Score: Raw -15959604.576492 + Penalty 5768.752050 = -15953835.824442 nChanged 53446 SP:Iteration 1F (2167.810000 sec): 3 clusters Score: Raw -15990762.520159 + Penalty 5768.752050 = -15984993.768109 nChanged 4693 SP:Iteration 2Q (2168.280000 sec): 3 clusters Score: Raw -15992407.815442 + Penalty 5768.752050 = -15986639.063392 nChanged 5741 SP:Iteration 3F (2168.720000 sec): 3 clusters Score: Raw -15995046.149272 + Penalty 5768.752050 = -15989277.397222 nChanged 7347 SP:Iteration 4F (2169.160000 sec): 3 clusters Score: Raw -15999579.138441 + Penalty 5768.752050 = -15993810.386391 nChanged 8985 SP:Iteration 5F (2169.630000 sec): 3 clusters Score: Raw -16006536.402605 + Penalty 5768.752050 = -16000767.650555 nChanged 9280 SP:Iteration 6F (2170.070000 sec): 3 clusters Score: Raw -16014494.978104 + Penalty 5768.752050 = -16008726.226054 nChanged 7947 SP:Iteration 7F (2170.510000 sec): 3 clusters Score: Raw -16021612.326905 + Penalty 5768.752050 = -16015843.574855 nChanged 5660 SP:Iteration 8F (2170.930000 sec): 3 clusters Score: Raw -16026580.804918 + Penalty 5768.752050 = -16020812.052868 nChanged 3466 SP:Iteration 9Q (2171.360000 sec): 3 clusters Score: Raw -16029516.129712 + Penalty 5768.752050 = -16023747.377662 nChanged 1848 SP:Iteration 10Q (2171.770000 sec): 3 clusters Score: Raw -16031033.270768 + Penalty 5768.752050 = -16025264.518718 nChanged 872 SP:Iteration 11Q (2172.140000 sec): 3 clusters Score: Raw -16031765.377848 + Penalty 5768.752050 = -16025996.625798 nChanged 437 SP:Iteration 12Q (2172.490000 sec): 3 clusters Score: Raw -16032149.782818 + Penalty 5768.752050 = -16026381.030768 nChanged 291 SP:Iteration 13Q (2172.830000 sec): 3 clusters Score: Raw -16032403.013019 + Penalty 5768.752050 = -16026634.260969 nChanged 181 SP:Iteration 14Q (2173.180000 sec): 3 clusters Score: Raw -16032519.295784 + Penalty 5768.752050 = -16026750.543734 nChanged 119 SP:Iteration 15Q (2173.530000 sec): 3 clusters Score: Raw -16032588.284652 + Penalty 5768.752050 = -16026819.532602 nChanged 86 SP:Iteration 16Q (2173.870000 sec): 3 clusters Score: Raw -16032626.563354 + Penalty 5768.752050 = -16026857.811304 nChanged 64 SP:Iteration 17Q (2174.220000 sec): 3 clusters Score: Raw -16032658.083267 + Penalty 5768.752050 = -16026889.331217 nChanged 52 SP:Iteration 18Q (2174.560000 sec): 3 clusters Score: Raw -16032682.451293 + Penalty 5768.752050 = -16026913.699243 nChanged 39 SP:Iteration 19Q (2174.890000 sec): 3 clusters Score: Raw -16032702.485225 + Penalty 5768.752050 = -16026933.733175 nChanged 38 SP:Iteration 20F (2175.390000 sec): 3 clusters Score: Raw -16032721.404612 + Penalty 5768.752050 = -16026952.652562 nChanged 35 SP:Iteration 21Q (2175.730000 sec): 3 clusters Score: Raw -16032738.264612 + Penalty 5768.752050 = -16026969.512562 nChanged 27 SP:Iteration 22Q (2176.060000 sec): 3 clusters Score: Raw -16032750.177432 + Penalty 5768.752050 = -16026981.425382 nChanged 17 SP:Iteration 23Q (2176.380000 sec): 3 clusters Score: Raw -16032756.686440 + Penalty 5768.752050 = -16026987.934390 nChanged 14 SP:Iteration 24Q (2176.710000 sec): 3 clusters Score: Raw -16032762.212284 + Penalty 5768.752050 = -16026993.460234 nChanged 15 SP:Iteration 25Q (2177.050000 sec): 3 clusters Score: Raw -16032768.021348 + Penalty 5768.752050 = -16026999.269298 nChanged 14 SP:Iteration 26Q (2177.390000 sec): 3 clusters Score: Raw -16032773.088484 + Penalty 5768.752050 = -16027004.336434 nChanged 15 SP:Iteration 27Q (2177.730000 sec): 3 clusters Score: Raw -16032780.225366 + Penalty 5768.752050 = -16027011.473316 nChanged 17 SP:Iteration 28Q (2178.070000 sec): 3 clusters Score: Raw -16032787.691915 + Penalty 5768.752050 = -16027018.939865 nChanged 10 SP:Iteration 29Q (2178.410000 sec): 3 clusters Score: Raw -16032791.826769 + Penalty 5768.752050 = -16027023.074719 nChanged 15 SP:Iteration 30Q (2178.740000 sec): 3 clusters Score: Raw -16032796.797094 + Penalty 5768.752050 = -16027028.045044 nChanged 15 SP:Iteration 31Q (2179.060000 sec): 3 clusters Score: Raw -16032804.078182 + Penalty 5768.752050 = -16027035.326132 nChanged 19 SP:Iteration 32Q (2179.400000 sec): 3 clusters Score: Raw -16032810.364084 + Penalty 5768.752050 = -16027041.612035 nChanged 15 SP:Iteration 33Q (2179.720000 sec): 3 clusters Score: Raw -16032814.635657 + Penalty 5768.752050 = -16027045.883607 nChanged 10 SP:Iteration 34Q (2180.040000 sec): 3 clusters Score: Raw -16032819.060721 + Penalty 5768.752050 = -16027050.308671 nChanged 12 SP:Iteration 35Q (2180.360000 sec): 3 clusters Score: Raw -16032822.688514 + Penalty 5768.752050 = -16027053.936464 nChanged 5 SP:Iteration 36Q (2180.680000 sec): 3 clusters Score: Raw -16032824.638092 + Penalty 5768.752050 = -16027055.886042 nChanged 8 SP:Iteration 37Q (2181.000000 sec): 3 clusters Score: Raw -16032828.521756 + Penalty 5768.752050 = -16027059.769706 nChanged 11 SP:Iteration 38Q (2181.320000 sec): 3 clusters Score: Raw -16032831.910879 + Penalty 5768.752050 = -16027063.158829 nChanged 7 SP:Iteration 39Q (2181.650000 sec): 3 clusters Score: Raw -16032835.151605 + Penalty 5768.752050 = -16027066.399555 nChanged 11 SP:Iteration 40F (2182.130000 sec): 3 clusters Score: Raw -16032838.834156 + Penalty 5768.752050 = -16027070.082106 nChanged 7 SP:Iteration 41Q (2182.460000 sec): 3 clusters Score: Raw -16032842.059019 + Penalty 5768.752050 = -16027073.306969 nChanged 8 SP:Iteration 42Q (2182.800000 sec): 3 clusters Score: Raw -16032845.854859 + Penalty 5768.752050 = -16027077.102809 nChanged 11 SP:Iteration 43Q (2183.120000 sec): 3 clusters Score: Raw -16032850.197286 + Penalty 5768.752050 = -16027081.445236 nChanged 14 SP:Iteration 44Q (2183.460000 sec): 3 clusters Score: Raw -16032856.431211 + Penalty 5768.752050 = -16027087.679161 nChanged 12 SP:Iteration 45Q (2183.790000 sec): 3 clusters Score: Raw -16032861.481450 + Penalty 5768.752050 = -16027092.729400 nChanged 10 SP:Iteration 46Q (2184.110000 sec): 3 clusters Score: Raw -16032864.825114 + Penalty 5768.752050 = -16027096.073064 nChanged 7 SP:Iteration 47Q (2184.430000 sec): 3 clusters Score: Raw -16032867.797688 + Penalty 5768.752050 = -16027099.045639 nChanged 12 SP:Iteration 48Q (2184.760000 sec): 3 clusters Score: Raw -16032871.905359 + Penalty 5768.752050 = -16027103.153309 nChanged 8 SP:Iteration 49Q (2185.080000 sec): 3 clusters Score: Raw -16032876.418563 + Penalty 5768.752050 = -16027107.666513 nChanged 13 SP:Iteration 50Q (2185.400000 sec): 3 clusters Score: Raw -16032880.928215 + Penalty 5768.752050 = -16027112.176165 nChanged 5 SP:Iteration 51Q (2185.730000 sec): 3 clusters Score: Raw -16032883.498310 + Penalty 5768.752050 = -16027114.746260 nChanged 4 SP:Iteration 52Q (2186.050000 sec): 3 clusters Score: Raw -16032884.794684 + Penalty 5768.752050 = -16027116.042634 nChanged 5 SP:Iteration 53Q (2186.370000 sec): 3 clusters Score: Raw -16032886.925426 + Penalty 5768.752050 = -16027118.173376 nChanged 4 SP:Iteration 54Q (2186.690000 sec): 3 clusters Score: Raw -16032888.933329 + Penalty 5768.752050 = -16027120.181279 nChanged 9 SP:Iteration 55Q (2187.020000 sec): 3 clusters Score: Raw -16032894.143608 + Penalty 5768.752050 = -16027125.391558 nChanged 14 SP:Iteration 56Q (2187.340000 sec): 3 clusters Score: Raw -16032900.187061 + Penalty 5768.752050 = -16027131.435012 nChanged 13 SP:Iteration 57Q (2187.670000 sec): 3 clusters Score: Raw -16032906.796905 + Penalty 5768.752050 = -16027138.044855 nChanged 13 SP:Iteration 58Q (2188.000000 sec): 3 clusters Score: Raw -16032913.017477 + Penalty 5768.752050 = -16027144.265427 nChanged 15 SP:Iteration 59Q (2188.340000 sec): 3 clusters Score: Raw -16032920.399826 + Penalty 5768.752050 = -16027151.647776 nChanged 11 SP:Iteration 60F (2188.800000 sec): 3 clusters Score: Raw -16032924.375764 + Penalty 5768.752050 = -16027155.623714 nChanged 6 SP:Iteration 61Q (2189.120000 sec): 3 clusters Score: Raw -16032926.654092 + Penalty 5768.752050 = -16027157.902042 nChanged 5 SP:Iteration 62Q (2189.440000 sec): 3 clusters Score: Raw -16032929.444189 + Penalty 5768.752050 = -16027160.692139 nChanged 7 SP:Iteration 63Q (2189.770000 sec): 3 clusters Score: Raw -16032931.436170 + Penalty 5768.752050 = -16027162.684120 nChanged 5 SP:Iteration 64Q (2190.900000 sec): 3 clusters Score: Raw -16032933.241305 + Penalty 5768.752050 = -16027164.489255 nChanged 7 SP:Iteration 65Q (2191.220000 sec): 3 clusters Score: Raw -16032936.209956 + Penalty 5768.752050 = -16027167.457906 nChanged 6 SP:Iteration 66Q (2191.550000 sec): 3 clusters Score: Raw -16032938.997289 + Penalty 5768.752050 = -16027170.245239 nChanged 15 SP:Iteration 67Q (2191.860000 sec): 3 clusters Score: Raw -16032946.481997 + Penalty 5768.752050 = -16027177.729947 nChanged 11 SP:Iteration 68Q (2192.180000 sec): 3 clusters Score: Raw -16032951.049611 + Penalty 5768.752050 = -16027182.297561 nChanged 7 SP:Iteration 69Q (2192.480000 sec): 3 clusters Score: Raw -16032953.261181 + Penalty 5768.752050 = -16027184.509131 nChanged 4 SP:Iteration 70Q (2192.790000 sec): 3 clusters Score: Raw -16032954.421000 + Penalty 5768.752050 = -16027185.668950 nChanged 3 SP:Iteration 71Q (2193.100000 sec): 3 clusters Score: Raw -16032955.778686 + Penalty 5768.752050 = -16027187.026636 nChanged 5 SP:Iteration 72Q (2193.400000 sec): 3 clusters Score: Raw -16032958.125911 + Penalty 5768.752050 = -16027189.373861 nChanged 6 SP:Iteration 73Q (2193.700000 sec): 3 clusters Score: Raw -16032962.690855 + Penalty 5768.752050 = -16027193.938805 nChanged 7 SP:Iteration 74Q (2194.000000 sec): 3 clusters Score: Raw -16032965.534135 + Penalty 5768.752050 = -16027196.782085 nChanged 6 SP:Iteration 75Q (2194.310000 sec): 3 clusters Score: Raw -16032968.523874 + Penalty 5768.752050 = -16027199.771824 nChanged 6 SP:Iteration 76Q (2194.660000 sec): 3 clusters Score: Raw -16032971.661826 + Penalty 5768.752050 = -16027202.909776 nChanged 9 SP:Iteration 77Q (2194.990000 sec): 3 clusters Score: Raw -16032977.075515 + Penalty 5768.752050 = -16027208.323465 nChanged 9 SP:Iteration 78Q (2195.350000 sec): 3 clusters Score: Raw -16032982.075330 + Penalty 5768.752050 = -16027213.323280 nChanged 10 SP:Iteration 79Q (2195.690000 sec): 3 clusters Score: Raw -16032987.279694 + Penalty 5768.752050 = -16027218.527644 nChanged 12 SP:Iteration 80F (2196.170000 sec): 3 clusters Score: Raw -16032995.683827 + Penalty 5768.752050 = -16027226.931777 nChanged 18 SP:Iteration 81Q (2196.490000 sec): 3 clusters Score: Raw -16033008.079476 + Penalty 5768.752050 = -16027239.327426 nChanged 19 SP:Iteration 82Q (2196.830000 sec): 3 clusters Score: Raw -16033016.721185 + Penalty 5768.752050 = -16027247.969135 nChanged 14 SP:Iteration 83Q (2197.130000 sec): 3 clusters Score: Raw -16033023.881451 + Penalty 5768.752050 = -16027255.129401 nChanged 9 SP:Iteration 84Q (2197.430000 sec): 3 clusters Score: Raw -16033029.058146 + Penalty 5768.752050 = -16027260.306096 nChanged 11 SP:Iteration 85Q (2197.720000 sec): 3 clusters Score: Raw -16033037.148272 + Penalty 5768.752050 = -16027268.396222 nChanged 18 SP:Iteration 86Q (2198.010000 sec): 3 clusters Score: Raw -16033053.196313 + Penalty 5768.752050 = -16027284.444263 nChanged 19 SP:Iteration 87Q (2198.320000 sec): 3 clusters Score: Raw -16033064.949445 + Penalty 5768.752050 = -16027296.197395 nChanged 21 SP:Iteration 88Q (2198.620000 sec): 3 clusters Score: Raw -16033076.048407 + Penalty 5768.752050 = -16027307.296357 nChanged 11 SP:Iteration 89Q (2198.940000 sec): 3 clusters Score: Raw -16033081.708087 + Penalty 5768.752050 = -16027312.956037 nChanged 14 SP:Iteration 90Q (2199.260000 sec): 3 clusters Score: Raw -16033088.693759 + Penalty 5768.752050 = -16027319.941709 nChanged 10 SP:Iteration 91Q (2199.560000 sec): 3 clusters Score: Raw -16033091.721783 + Penalty 5768.752050 = -16027322.969733 nChanged 10 SP:Iteration 92Q (2199.860000 sec): 3 clusters Score: Raw -16033095.581260 + Penalty 5768.752050 = -16027326.829210 nChanged 10 SP:Iteration 93Q (2200.160000 sec): 3 clusters Score: Raw -16033099.273798 + Penalty 5768.752050 = -16027330.521748 nChanged 7 SP:Iteration 94Q (2200.450000 sec): 3 clusters Score: Raw -16033102.046887 + Penalty 5768.752050 = -16027333.294837 nChanged 8 SP:Iteration 95Q (2200.750000 sec): 3 clusters Score: Raw -16033105.209597 + Penalty 5768.752050 = -16027336.457547 nChanged 10 SP:Iteration 96Q (2201.050000 sec): 3 clusters Score: Raw -16033109.480855 + Penalty 5768.752050 = -16027340.728805 nChanged 6 SP:Iteration 97Q (2201.360000 sec): 3 clusters Score: Raw -16033112.421142 + Penalty 5768.752050 = -16027343.669092 nChanged 6 SP:Iteration 98Q (2201.680000 sec): 3 clusters Score: Raw -16033114.178161 + Penalty 5768.752050 = -16027345.426111 nChanged 6 SP:Iteration 99Q (2202.010000 sec): 3 clusters Score: Raw -16033116.221301 + Penalty 5768.752050 = -16027347.469251 nChanged 4 SP:Iteration 100F (2202.460000 sec): 3 clusters Score: Raw -16033117.308324 + Penalty 5768.752050 = -16027348.556274 nChanged 3 SP:Iteration 101Q (2202.770000 sec): 3 clusters Score: Raw -16033118.437312 + Penalty 5768.752050 = -16027349.685262 nChanged 1 SP:Iteration 102Q (2203.090000 sec): 3 clusters Score: Raw -16033118.850843 + Penalty 5768.752050 = -16027350.098793 nChanged 1 SP:Iteration 103Q (2203.400000 sec): 3 clusters Score: Raw -16033119.579303 + Penalty 5768.752050 = -16027350.827253 nChanged 0 SP:Iteration 104F (2203.840000 sec): 3 clusters Score: Raw -16033119.579303 + Penalty 5768.752050 = -16027350.827253 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 8 (1980 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2203.900000 sec): 2 clusters Score: Raw -266213.759504 + Penalty 1882.531327 = -264331.228177 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2203.910000 sec): 3 clusters Score: Raw -265543.135173 + Penalty 3765.062653 = -261778.072519 nChanged 647 SP:Iteration 1F (2203.920000 sec): 3 clusters Score: Raw -266254.561673 + Penalty 3765.062653 = -262489.499019 nChanged 200 SP:Iteration 2F (2203.920000 sec): 3 clusters Score: Raw -266672.374312 + Penalty 3765.062653 = -262907.311659 nChanged 196 SP:Iteration 3F (2203.930000 sec): 3 clusters Score: Raw -267147.981405 + Penalty 3765.062653 = -263382.918752 nChanged 182 SP:Iteration 4F (2203.940000 sec): 3 clusters Score: Raw -267584.073000 + Penalty 3765.062653 = -263819.010346 nChanged 128 SP:Iteration 5F (2203.950000 sec): 3 clusters Score: Raw -267892.998213 + Penalty 3765.062653 = -264127.935559 nChanged 88 SP:Iteration 6Q (2203.960000 sec): 3 clusters Score: Raw -268128.690515 + Penalty 3765.062653 = -264363.627862 nChanged 61 SP:Iteration 7Q (2203.960000 sec): 3 clusters Score: Raw -268322.080239 + Penalty 3765.062653 = -264557.017586 nChanged 31 SP:Iteration 8Q (2203.970000 sec): 3 clusters Score: Raw -268382.857100 + Penalty 3765.062653 = -264617.794447 nChanged 19 SP:Iteration 9Q (2203.970000 sec): 3 clusters Score: Raw -268406.061776 + Penalty 3765.062653 = -264640.999122 nChanged 11 SP:Iteration 10Q (2203.980000 sec): 3 clusters Score: Raw -268426.889567 + Penalty 3765.062653 = -264661.826913 nChanged 13 SP:Iteration 11Q (2203.990000 sec): 3 clusters Score: Raw -268457.101198 + Penalty 3765.062653 = -264692.038545 nChanged 18 SP:Iteration 12Q (2203.990000 sec): 3 clusters Score: Raw -268488.795488 + Penalty 3765.062653 = -264723.732834 nChanged 21 SP:Iteration 13Q (2204.000000 sec): 3 clusters Score: Raw -268567.859847 + Penalty 3765.062653 = -264802.797194 nChanged 39 SP:Iteration 14Q (2204.000000 sec): 3 clusters Score: Raw -268823.995315 + Penalty 3765.062653 = -265058.932661 nChanged 32 SP:Iteration 15Q (2204.010000 sec): 3 clusters Score: Raw -269107.364616 + Penalty 3765.062653 = -265342.301962 nChanged 13 SP:Iteration 16Q (2204.020000 sec): 3 clusters Score: Raw -269138.031447 + Penalty 3765.062653 = -265372.968793 nChanged 4 SP:Iteration 17Q (2204.020000 sec): 3 clusters Score: Raw -269142.156597 + Penalty 3765.062653 = -265377.093944 nChanged 2 SP:Iteration 18Q (2204.030000 sec): 3 clusters Score: Raw -269146.622435 + Penalty 3765.062653 = -265381.559782 nChanged 0 SP:Iteration 19F (2204.040000 sec): 3 clusters Score: Raw -269149.253364 + Penalty 3765.062653 = -265384.190710 nChanged 2 SP:Iteration 20F (2204.040000 sec): 3 clusters Score: Raw -269155.677926 + Penalty 3765.062653 = -265390.615273 nChanged 2 SP:Iteration 21Q (2204.050000 sec): 3 clusters Score: Raw -269158.753497 + Penalty 3765.062653 = -265393.690843 nChanged 1 SP:Iteration 22Q (2204.060000 sec): 3 clusters Score: Raw -269159.872991 + Penalty 3765.062653 = -265394.810338 nChanged 0 SP:Iteration 23F (2204.060000 sec): 3 clusters Score: Raw -269159.872991 + Penalty 3765.062653 = -265394.810338 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 35. Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 9 (9852 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2204.110000 sec): 2 clusters Score: Raw -1347758.034308 + Penalty 2280.466580 = -1345477.567728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2204.150000 sec): 3 clusters Score: Raw -1342531.979425 + Penalty 4560.933161 = -1337971.046265 nChanged 4012 SP:Iteration 1F (2204.190000 sec): 3 clusters Score: Raw -1344904.903070 + Penalty 4560.933161 = -1340343.969910 nChanged 761 SP:Iteration 2F (2204.230000 sec): 3 clusters Score: Raw -1345435.450920 + Penalty 4560.933161 = -1340874.517760 nChanged 650 SP:Iteration 3F (2204.260000 sec): 3 clusters Score: Raw -1345891.158920 + Penalty 4560.933161 = -1341330.225759 nChanged 599 SP:Iteration 4F (2204.300000 sec): 3 clusters Score: Raw -1346334.966430 + Penalty 4560.933161 = -1341774.033270 nChanged 549 SP:Iteration 5F (2204.340000 sec): 3 clusters Score: Raw -1346768.362766 + Penalty 4560.933161 = -1342207.429605 nChanged 491 SP:Iteration 6Q (2204.380000 sec): 3 clusters Score: Raw -1347107.907510 + Penalty 4560.933161 = -1342546.974349 nChanged 406 SP:Iteration 7Q (2204.420000 sec): 3 clusters Score: Raw -1347396.604334 + Penalty 4560.933161 = -1342835.671174 nChanged 374 SP:Iteration 8Q (2204.460000 sec): 3 clusters Score: Raw -1347654.060119 + Penalty 4560.933161 = -1343093.126958 nChanged 320 SP:Iteration 9Q (2204.490000 sec): 3 clusters Score: Raw -1347877.590083 + Penalty 4560.933161 = -1343316.656922 nChanged 284 SP:Iteration 10Q (2204.530000 sec): 3 clusters Score: Raw -1348059.108182 + Penalty 4560.933161 = -1343498.175021 nChanged 234 SP:Iteration 11Q (2204.570000 sec): 3 clusters Score: Raw -1348219.723625 + Penalty 4560.933161 = -1343658.790465 nChanged 208 SP:Iteration 12Q (2204.610000 sec): 3 clusters Score: Raw -1348348.321359 + Penalty 4560.933161 = -1343787.388198 nChanged 185 SP:Iteration 13Q (2204.650000 sec): 3 clusters Score: Raw -1348477.347116 + Penalty 4560.933161 = -1343916.413956 nChanged 175 SP:Iteration 14Q (2204.680000 sec): 3 clusters Score: Raw -1348592.316411 + Penalty 4560.933161 = -1344031.383250 nChanged 172 SP:Iteration 15Q (2204.720000 sec): 3 clusters Score: Raw -1348703.572753 + Penalty 4560.933161 = -1344142.639593 nChanged 171 SP:Iteration 16Q (2204.750000 sec): 3 clusters Score: Raw -1348817.491968 + Penalty 4560.933161 = -1344256.558807 nChanged 163 SP:Iteration 17Q (2204.790000 sec): 3 clusters Score: Raw -1348915.951141 + Penalty 4560.933161 = -1344355.017981 nChanged 159 SP:Iteration 18Q (2204.820000 sec): 3 clusters Score: Raw -1349009.773368 + Penalty 4560.933161 = -1344448.840208 nChanged 179 SP:Iteration 19Q (2204.860000 sec): 3 clusters Score: Raw -1349114.521620 + Penalty 4560.933161 = -1344553.588460 nChanged 156 SP:Iteration 20F (2204.900000 sec): 3 clusters Score: Raw -1349225.244464 + Penalty 4560.933161 = -1344664.311303 nChanged 184 SP:Iteration 21Q (2204.930000 sec): 3 clusters Score: Raw -1349370.263517 + Penalty 4560.933161 = -1344809.330357 nChanged 188 SP:Iteration 22Q (2204.970000 sec): 3 clusters Score: Raw -1349519.817674 + Penalty 4560.933161 = -1344958.884514 nChanged 146 SP:Iteration 23Q (2205.000000 sec): 3 clusters Score: Raw -1349626.278298 + Penalty 4560.933161 = -1345065.345137 nChanged 119 SP:Iteration 24Q (2205.040000 sec): 3 clusters Score: Raw -1349692.782163 + Penalty 4560.933161 = -1345131.849002 nChanged 86 SP:Iteration 25Q (2205.070000 sec): 3 clusters Score: Raw -1349728.653281 + Penalty 4560.933161 = -1345167.720120 nChanged 58 SP:Iteration 26Q (2205.100000 sec): 3 clusters Score: Raw -1349746.698977 + Penalty 4560.933161 = -1345185.765816 nChanged 49 SP:Iteration 27Q (2205.130000 sec): 3 clusters Score: Raw -1349760.371262 + Penalty 4560.933161 = -1345199.438102 nChanged 27 SP:Iteration 28Q (2205.160000 sec): 3 clusters Score: Raw -1349766.387822 + Penalty 4560.933161 = -1345205.454661 nChanged 22 SP:Iteration 29Q (2205.190000 sec): 3 clusters Score: Raw -1349771.211191 + Penalty 4560.933161 = -1345210.278031 nChanged 20 SP:Iteration 30Q (2205.220000 sec): 3 clusters Score: Raw -1349774.544765 + Penalty 4560.933161 = -1345213.611604 nChanged 12 SP:Iteration 31Q (2205.260000 sec): 3 clusters Score: Raw -1349777.011786 + Penalty 4560.933161 = -1345216.078625 nChanged 10 SP:Iteration 32Q (2205.290000 sec): 3 clusters Score: Raw -1349779.222025 + Penalty 4560.933161 = -1345218.288864 nChanged 7 SP:Iteration 33Q (2205.320000 sec): 3 clusters Score: Raw -1349781.449719 + Penalty 4560.933161 = -1345220.516559 nChanged 10 SP:Iteration 34Q (2205.350000 sec): 3 clusters Score: Raw -1349784.453069 + Penalty 4560.933161 = -1345223.519908 nChanged 21 SP:Iteration 35Q (2205.380000 sec): 3 clusters Score: Raw -1349789.785040 + Penalty 4560.933161 = -1345228.851879 nChanged 19 SP:Iteration 36Q (2205.420000 sec): 3 clusters Score: Raw -1349793.627178 + Penalty 4560.933161 = -1345232.694017 nChanged 14 SP:Iteration 37Q (2205.450000 sec): 3 clusters Score: Raw -1349798.064237 + Penalty 4560.933161 = -1345237.131076 nChanged 23 SP:Iteration 38Q (2205.490000 sec): 3 clusters Score: Raw -1349803.467639 + Penalty 4560.933161 = -1345242.534478 nChanged 18 SP:Iteration 39Q (2205.520000 sec): 3 clusters Score: Raw -1349809.045315 + Penalty 4560.933161 = -1345248.112155 nChanged 15 SP:Iteration 40F (2205.560000 sec): 3 clusters Score: Raw -1349813.739486 + Penalty 4560.933161 = -1345252.806326 nChanged 10 SP:Iteration 41Q (2205.590000 sec): 3 clusters Score: Raw -1349815.580485 + Penalty 4560.933161 = -1345254.647325 nChanged 7 SP:Iteration 42Q (2205.630000 sec): 3 clusters Score: Raw -1349816.435405 + Penalty 4560.933161 = -1345255.502245 nChanged 5 SP:Iteration 43Q (2205.660000 sec): 3 clusters Score: Raw -1349817.079998 + Penalty 4560.933161 = -1345256.146838 nChanged 5 SP:Iteration 44Q (2205.700000 sec): 3 clusters Score: Raw -1349817.954158 + Penalty 4560.933161 = -1345257.020997 nChanged 9 SP:Iteration 45Q (2205.730000 sec): 3 clusters Score: Raw -1349819.760217 + Penalty 4560.933161 = -1345258.827057 nChanged 6 SP:Iteration 46Q (2205.770000 sec): 3 clusters Score: Raw -1349820.526376 + Penalty 4560.933161 = -1345259.593215 nChanged 3 SP:Iteration 47Q (2205.800000 sec): 3 clusters Score: Raw -1349820.817304 + Penalty 4560.933161 = -1345259.884144 nChanged 1 SP:Iteration 48Q (2205.830000 sec): 3 clusters Score: Raw -1349820.940323 + Penalty 4560.933161 = -1345260.007162 nChanged 0 SP:Iteration 49F (2205.870000 sec): 3 clusters Score: Raw -1349820.940323 + Penalty 4560.933161 = -1345260.007162 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 10 (2084 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2205.880000 sec): 2 clusters Score: Raw -259074.738891 + Penalty 1895.227012 = -257179.511879 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2205.900000 sec): 3 clusters Score: Raw -258252.123333 + Penalty 3790.454024 = -254461.669309 nChanged 726 SP:Iteration 1F (2205.900000 sec): 3 clusters Score: Raw -258829.894409 + Penalty 3790.454024 = -255039.440386 nChanged 191 SP:Iteration 2F (2205.910000 sec): 3 clusters Score: Raw -259079.775845 + Penalty 3790.454024 = -255289.321821 nChanged 126 SP:Iteration 3F (2205.920000 sec): 3 clusters Score: Raw -259367.945555 + Penalty 3790.454024 = -255577.491532 nChanged 143 SP:Iteration 4F (2205.930000 sec): 3 clusters Score: Raw -259633.889857 + Penalty 3790.454024 = -255843.435833 nChanged 121 SP:Iteration 5F (2205.940000 sec): 3 clusters Score: Raw -259832.115940 + Penalty 3790.454024 = -256041.661916 nChanged 121 SP:Iteration 6F (2205.950000 sec): 3 clusters Score: Raw -260009.096661 + Penalty 3790.454024 = -256218.642637 nChanged 102 SP:Iteration 7Q (2205.960000 sec): 3 clusters Score: Raw -260153.294079 + Penalty 3790.454024 = -256362.840055 nChanged 74 SP:Iteration 8Q (2205.960000 sec): 3 clusters Score: Raw -260265.799107 + Penalty 3790.454024 = -256475.345083 nChanged 63 SP:Iteration 9Q (2205.970000 sec): 3 clusters Score: Raw -260361.957021 + Penalty 3790.454024 = -256571.502997 nChanged 40 SP:Iteration 10Q (2205.980000 sec): 3 clusters Score: Raw -260413.313661 + Penalty 3790.454024 = -256622.859637 nChanged 35 SP:Iteration 11Q (2205.980000 sec): 3 clusters Score: Raw -260454.080787 + Penalty 3790.454024 = -256663.626764 nChanged 21 SP:Iteration 12Q (2205.990000 sec): 3 clusters Score: Raw -260473.946835 + Penalty 3790.454024 = -256683.492811 nChanged 22 SP:Iteration 13Q (2206.000000 sec): 3 clusters Score: Raw -260500.421326 + Penalty 3790.454024 = -256709.967302 nChanged 20 SP:Iteration 14Q (2206.010000 sec): 3 clusters Score: Raw -260520.854788 + Penalty 3790.454024 = -256730.400764 nChanged 12 SP:Iteration 15Q (2206.020000 sec): 3 clusters Score: Raw -260533.015375 + Penalty 3790.454024 = -256742.561351 nChanged 6 SP:Iteration 16Q (2206.020000 sec): 3 clusters Score: Raw -260539.356731 + Penalty 3790.454024 = -256748.902707 nChanged 6 SP:Iteration 17Q (2206.030000 sec): 3 clusters Score: Raw -260548.559279 + Penalty 3790.454024 = -256758.105255 nChanged 8 SP:Iteration 18Q (2206.040000 sec): 3 clusters Score: Raw -260558.831622 + Penalty 3790.454024 = -256768.377598 nChanged 10 SP:Iteration 19Q (2206.040000 sec): 3 clusters Score: Raw -260570.166618 + Penalty 3790.454024 = -256779.712594 nChanged 10 SP:Iteration 20F (2206.050000 sec): 3 clusters Score: Raw -260579.382424 + Penalty 3790.454024 = -256788.928401 nChanged 9 SP:Iteration 21Q (2206.060000 sec): 3 clusters Score: Raw -260587.481260 + Penalty 3790.454024 = -256797.027236 nChanged 9 SP:Iteration 22Q (2206.060000 sec): 3 clusters Score: Raw -260593.527146 + Penalty 3790.454024 = -256803.073123 nChanged 4 SP:Iteration 23Q (2206.070000 sec): 3 clusters Score: Raw -260596.381203 + Penalty 3790.454024 = -256805.927179 nChanged 3 SP:Iteration 24Q (2206.080000 sec): 3 clusters Score: Raw -260599.320235 + Penalty 3790.454024 = -256808.866211 nChanged 3 SP:Iteration 25Q (2206.080000 sec): 3 clusters Score: Raw -260602.157690 + Penalty 3790.454024 = -256811.703666 nChanged 1 SP:Iteration 26Q (2206.090000 sec): 3 clusters Score: Raw -260602.831369 + Penalty 3790.454024 = -256812.377345 nChanged 1 SP:Iteration 27Q (2206.100000 sec): 3 clusters Score: Raw -260604.143392 + Penalty 3790.454024 = -256813.689368 nChanged 0 SP:Iteration 28F (2206.100000 sec): 3 clusters Score: Raw -260604.143392 + Penalty 3790.454024 = -256813.689368 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 11 (15911 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2206.160000 sec): 2 clusters Score: Raw -2195712.662442 + Penalty 2399.341961 = -2193313.320481 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2206.230000 sec): 3 clusters Score: Raw -2186559.067006 + Penalty 4798.683923 = -2181760.383084 nChanged 6910 SP:Iteration 1F (2206.290000 sec): 3 clusters Score: Raw -2190361.555693 + Penalty 4798.683923 = -2185562.871771 nChanged 987 SP:Iteration 2F (2206.360000 sec): 3 clusters Score: Raw -2190742.347374 + Penalty 4798.683923 = -2185943.663451 nChanged 764 SP:Iteration 3Q (2206.420000 sec): 3 clusters Score: Raw -2191026.745187 + Penalty 4798.683923 = -2186228.061265 nChanged 638 SP:Iteration 4Q (2206.480000 sec): 3 clusters Score: Raw -2191268.063558 + Penalty 4798.683923 = -2186469.379635 nChanged 548 SP:Iteration 5Q (2206.540000 sec): 3 clusters Score: Raw -2191497.966070 + Penalty 4798.683923 = -2186699.282148 nChanged 580 SP:Iteration 6Q (2206.600000 sec): 3 clusters Score: Raw -2191804.050927 + Penalty 4798.683923 = -2187005.367005 nChanged 672 SP:Iteration 7Q (2206.660000 sec): 3 clusters Score: Raw -2192207.655343 + Penalty 4798.683923 = -2187408.971420 nChanged 767 SP:Iteration 8Q (2206.720000 sec): 3 clusters Score: Raw -2192697.922351 + Penalty 4798.683923 = -2187899.238429 nChanged 797 SP:Iteration 9F (2206.780000 sec): 3 clusters Score: Raw -2193275.237722 + Penalty 4798.683923 = -2188476.553800 nChanged 839 SP:Iteration 10F (2206.840000 sec): 3 clusters Score: Raw -2193891.324836 + Penalty 4798.683923 = -2189092.640914 nChanged 794 SP:Iteration 11Q (2206.910000 sec): 3 clusters Score: Raw -2194508.450552 + Penalty 4798.683923 = -2189709.766630 nChanged 739 SP:Iteration 12Q (2206.970000 sec): 3 clusters Score: Raw -2195051.485142 + Penalty 4798.683923 = -2190252.801220 nChanged 619 SP:Iteration 13Q (2207.040000 sec): 3 clusters Score: Raw -2195428.293077 + Penalty 4798.683923 = -2190629.609155 nChanged 444 SP:Iteration 14Q (2207.100000 sec): 3 clusters Score: Raw -2195641.395314 + Penalty 4798.683923 = -2190842.711392 nChanged 306 SP:Iteration 15Q (2207.150000 sec): 3 clusters Score: Raw -2195781.466383 + Penalty 4798.683923 = -2190982.782460 nChanged 255 SP:Iteration 16Q (2207.210000 sec): 3 clusters Score: Raw -2195881.438315 + Penalty 4798.683923 = -2191082.754392 nChanged 190 SP:Iteration 17Q (2207.280000 sec): 3 clusters Score: Raw -2195949.018500 + Penalty 4798.683923 = -2191150.334578 nChanged 162 SP:Iteration 18Q (2207.340000 sec): 3 clusters Score: Raw -2196001.140820 + Penalty 4798.683923 = -2191202.456897 nChanged 139 SP:Iteration 19Q (2207.400000 sec): 3 clusters Score: Raw -2196037.831382 + Penalty 4798.683923 = -2191239.147460 nChanged 105 SP:Iteration 20F (2207.450000 sec): 3 clusters Score: Raw -2196063.886991 + Penalty 4798.683923 = -2191265.203068 nChanged 105 SP:Iteration 21Q (2207.510000 sec): 3 clusters Score: Raw -2196088.488481 + Penalty 4798.683923 = -2191289.804558 nChanged 87 SP:Iteration 22Q (2207.560000 sec): 3 clusters Score: Raw -2196106.027824 + Penalty 4798.683923 = -2191307.343901 nChanged 65 SP:Iteration 23Q (2207.620000 sec): 3 clusters Score: Raw -2196116.463987 + Penalty 4798.683923 = -2191317.780065 nChanged 59 SP:Iteration 24Q (2207.680000 sec): 3 clusters Score: Raw -2196126.169447 + Penalty 4798.683923 = -2191327.485524 nChanged 47 SP:Iteration 25Q (2207.740000 sec): 3 clusters Score: Raw -2196134.652237 + Penalty 4798.683923 = -2191335.968315 nChanged 46 SP:Iteration 26Q (2207.790000 sec): 3 clusters Score: Raw -2196143.581404 + Penalty 4798.683923 = -2191344.897481 nChanged 54 SP:Iteration 27Q (2207.850000 sec): 3 clusters Score: Raw -2196154.771352 + Penalty 4798.683923 = -2191356.087429 nChanged 55 SP:Iteration 28Q (2207.910000 sec): 3 clusters Score: Raw -2196165.337824 + Penalty 4798.683923 = -2191366.653902 nChanged 52 SP:Iteration 29Q (2208.000000 sec): 3 clusters Score: Raw -2196174.565264 + Penalty 4798.683923 = -2191375.881342 nChanged 49 SP:Iteration 30Q (2208.170000 sec): 3 clusters Score: Raw -2196186.031042 + Penalty 4798.683923 = -2191387.347119 nChanged 47 SP:Iteration 31Q (2208.390000 sec): 3 clusters Score: Raw -2196195.417532 + Penalty 4798.683923 = -2191396.733609 nChanged 43 SP:Iteration 32Q (2208.680000 sec): 3 clusters Score: Raw -2196201.619920 + Penalty 4798.683923 = -2191402.935997 nChanged 35 SP:Iteration 33Q (2208.950000 sec): 3 clusters Score: Raw -2196206.976583 + Penalty 4798.683923 = -2191408.292661 nChanged 35 SP:Iteration 34Q (2209.190000 sec): 3 clusters Score: Raw -2196213.148026 + Penalty 4798.683923 = -2191414.464104 nChanged 32 SP:Iteration 35Q (2209.600000 sec): 3 clusters Score: Raw -2196219.580865 + Penalty 4798.683923 = -2191420.896943 nChanged 46 SP:Iteration 36Q (2209.990000 sec): 3 clusters Score: Raw -2196227.374736 + Penalty 4798.683923 = -2191428.690813 nChanged 45 SP:Iteration 37Q (2210.110000 sec): 3 clusters Score: Raw -2196234.482622 + Penalty 4798.683923 = -2191435.798699 nChanged 39 SP:Iteration 38Q (2210.240000 sec): 3 clusters Score: Raw -2196240.203011 + Penalty 4798.683923 = -2191441.519089 nChanged 31 SP:Iteration 39Q (2210.290000 sec): 3 clusters Score: Raw -2196244.511222 + Penalty 4798.683923 = -2191445.827300 nChanged 30 SP:Iteration 40F (2210.350000 sec): 3 clusters Score: Raw -2196249.309373 + Penalty 4798.683923 = -2191450.625450 nChanged 25 SP:Iteration 41Q (2210.570000 sec): 3 clusters Score: Raw -2196252.527484 + Penalty 4798.683923 = -2191453.843562 nChanged 33 SP:Iteration 42Q (2210.860000 sec): 3 clusters Score: Raw -2196257.654966 + Penalty 4798.683923 = -2191458.971043 nChanged 29 SP:Iteration 43Q (2211.150000 sec): 3 clusters Score: Raw -2196261.677985 + Penalty 4798.683923 = -2191462.994062 nChanged 17 SP:Iteration 44Q (2211.450000 sec): 3 clusters Score: Raw -2196263.886507 + Penalty 4798.683923 = -2191465.202585 nChanged 17 SP:Iteration 45Q (2211.670000 sec): 3 clusters Score: Raw -2196265.874234 + Penalty 4798.683923 = -2191467.190312 nChanged 14 SP:Iteration 46Q (2212.040000 sec): 3 clusters Score: Raw -2196267.694527 + Penalty 4798.683923 = -2191469.010605 nChanged 18 SP:Iteration 47Q (2212.490000 sec): 3 clusters Score: Raw -2196270.605646 + Penalty 4798.683923 = -2191471.921723 nChanged 22 SP:Iteration 48Q (2212.810000 sec): 3 clusters Score: Raw -2196273.460772 + Penalty 4798.683923 = -2191474.776850 nChanged 22 SP:Iteration 49Q (2213.110000 sec): 3 clusters Score: Raw -2196276.823671 + Penalty 4798.683923 = -2191478.139748 nChanged 21 SP:Iteration 50Q (2213.330000 sec): 3 clusters Score: Raw -2196280.038286 + Penalty 4798.683923 = -2191481.354364 nChanged 28 SP:Iteration 51Q (2213.520000 sec): 3 clusters Score: Raw -2196284.384679 + Penalty 4798.683923 = -2191485.700757 nChanged 27 SP:Iteration 52Q (2213.710000 sec): 3 clusters Score: Raw -2196288.424490 + Penalty 4798.683923 = -2191489.740568 nChanged 27 SP:Iteration 53Q (2213.770000 sec): 3 clusters Score: Raw -2196293.110811 + Penalty 4798.683923 = -2191494.426889 nChanged 35 SP:Iteration 54Q (2213.820000 sec): 3 clusters Score: Raw -2196299.596852 + Penalty 4798.683923 = -2191500.912929 nChanged 35 SP:Iteration 55Q (2213.880000 sec): 3 clusters Score: Raw -2196305.485353 + Penalty 4798.683923 = -2191506.801430 nChanged 24 SP:Iteration 56Q (2213.940000 sec): 3 clusters Score: Raw -2196308.776252 + Penalty 4798.683923 = -2191510.092330 nChanged 19 SP:Iteration 57Q (2214.000000 sec): 3 clusters Score: Raw -2196311.146222 + Penalty 4798.683923 = -2191512.462299 nChanged 19 SP:Iteration 58Q (2214.050000 sec): 3 clusters Score: Raw -2196313.648817 + Penalty 4798.683923 = -2191514.964895 nChanged 21 SP:Iteration 59Q (2214.260000 sec): 3 clusters Score: Raw -2196316.429700 + Penalty 4798.683923 = -2191517.745778 nChanged 18 SP:Iteration 60F (2214.440000 sec): 3 clusters Score: Raw -2196318.840239 + Penalty 4798.683923 = -2191520.156316 nChanged 17 SP:Iteration 61Q (2214.630000 sec): 3 clusters Score: Raw -2196321.302513 + Penalty 4798.683923 = -2191522.618590 nChanged 13 SP:Iteration 62Q (2214.850000 sec): 3 clusters Score: Raw -2196322.714191 + Penalty 4798.683923 = -2191524.030269 nChanged 10 SP:Iteration 63Q (2215.120000 sec): 3 clusters Score: Raw -2196324.169623 + Penalty 4798.683923 = -2191525.485701 nChanged 9 SP:Iteration 64Q (2215.550000 sec): 3 clusters Score: Raw -2196325.341741 + Penalty 4798.683923 = -2191526.657818 nChanged 9 SP:Iteration 65Q (2215.750000 sec): 3 clusters Score: Raw -2196326.772631 + Penalty 4798.683923 = -2191528.088709 nChanged 5 SP:Iteration 66Q (2216.000000 sec): 3 clusters Score: Raw -2196327.124518 + Penalty 4798.683923 = -2191528.440595 nChanged 3 SP:Iteration 67Q (2216.330000 sec): 3 clusters Score: Raw -2196327.311614 + Penalty 4798.683923 = -2191528.627692 nChanged 1 SP:Iteration 68Q (2216.640000 sec): 3 clusters Score: Raw -2196327.363139 + Penalty 4798.683923 = -2191528.679216 nChanged 1 SP:Iteration 69Q (2216.830000 sec): 3 clusters Score: Raw -2196327.443545 + Penalty 4798.683923 = -2191528.759623 nChanged 1 SP:Iteration 70Q (2217.030000 sec): 3 clusters Score: Raw -2196327.521543 + Penalty 4798.683923 = -2191528.837621 nChanged 0 SP:Iteration 71F (2217.410000 sec): 3 clusters Score: Raw -2196327.521543 + Penalty 4798.683923 = -2191528.837621 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 12 (481 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2217.590000 sec): 2 clusters Score: Raw -66870.038806 + Penalty 1531.615083 = -65338.423723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2217.600000 sec): 3 clusters Score: Raw -66903.538702 + Penalty 3063.230166 = -63840.308536 nChanged 69 SP:Iteration 1F (2217.620000 sec): 3 clusters Score: Raw -67052.085502 + Penalty 3063.230166 = -63988.855336 nChanged 23 SP:Iteration 2Q (2217.630000 sec): 3 clusters Score: Raw -67106.838530 + Penalty 3063.230166 = -64043.608364 nChanged 11 SP:Iteration 3Q (2217.630000 sec): 3 clusters Score: Raw -67128.993064 + Penalty 3063.230166 = -64065.762898 nChanged 5 SP:Iteration 4Q (2217.630000 sec): 3 clusters Score: Raw -67140.495751 + Penalty 3063.230166 = -64077.265585 nChanged 3 SP:Iteration 5Q (2217.640000 sec): 3 clusters Score: Raw -67148.518284 + Penalty 3063.230166 = -64085.288118 nChanged 0 SP:Iteration 6F (2217.640000 sec): 3 clusters Score: Raw -67148.518284 + Penalty 3063.230166 = -64085.288118 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 13 (39835 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2217.940000 sec): 2 clusters Score: Raw -5769372.519041 + Penalty 2626.940298 = -5766745.578743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2218.090000 sec): 3 clusters Score: Raw -5745047.201075 + Penalty 5253.880596 = -5739793.320478 nChanged 18201 SP:Iteration 1F (2218.240000 sec): 3 clusters Score: Raw -5754841.716716 + Penalty 5253.880596 = -5749587.836120 nChanged 1612 SP:Iteration 2Q (2218.400000 sec): 3 clusters Score: Raw -5755313.475318 + Penalty 5253.880596 = -5750059.594722 nChanged 1537 SP:Iteration 3Q (2218.550000 sec): 3 clusters Score: Raw -5755804.622672 + Penalty 5253.880596 = -5750550.742076 nChanged 1538 SP:Iteration 4Q (2218.700000 sec): 3 clusters Score: Raw -5756412.639896 + Penalty 5253.880596 = -5751158.759299 nChanged 1605 SP:Iteration 5Q (2218.860000 sec): 3 clusters Score: Raw -5757199.827866 + Penalty 5253.880596 = -5751945.947270 nChanged 1684 SP:Iteration 6Q (2219.020000 sec): 3 clusters Score: Raw -5758124.517195 + Penalty 5253.880596 = -5752870.636599 nChanged 1744 SP:Iteration 7Q (2219.170000 sec): 3 clusters Score: Raw -5759098.967794 + Penalty 5253.880596 = -5753845.087198 nChanged 1849 SP:Iteration 8Q (2219.330000 sec): 3 clusters Score: Raw -5760086.425209 + Penalty 5253.880596 = -5754832.544613 nChanged 1788 SP:Iteration 9Q (2219.480000 sec): 3 clusters Score: Raw -5761034.553901 + Penalty 5253.880596 = -5755780.673305 nChanged 1722 SP:Iteration 10Q (2219.630000 sec): 3 clusters Score: Raw -5761934.146337 + Penalty 5253.880596 = -5756680.265741 nChanged 1629 SP:Iteration 11Q (2219.780000 sec): 3 clusters Score: Raw -5762724.920614 + Penalty 5253.880596 = -5757471.040018 nChanged 1491 SP:Iteration 12Q (2219.930000 sec): 3 clusters Score: Raw -5763450.932045 + Penalty 5253.880596 = -5758197.051449 nChanged 1481 SP:Iteration 13Q (2220.080000 sec): 3 clusters Score: Raw -5764175.664807 + Penalty 5253.880596 = -5758921.784211 nChanged 1329 SP:Iteration 14Q (2220.230000 sec): 3 clusters Score: Raw -5764827.680256 + Penalty 5253.880596 = -5759573.799660 nChanged 1231 SP:Iteration 15Q (2220.370000 sec): 3 clusters Score: Raw -5765446.311323 + Penalty 5253.880596 = -5760192.430727 nChanged 1106 SP:Iteration 16Q (2220.510000 sec): 3 clusters Score: Raw -5766023.606844 + Penalty 5253.880596 = -5760769.726248 nChanged 962 SP:Iteration 17Q (2220.650000 sec): 3 clusters Score: Raw -5766544.127495 + Penalty 5253.880596 = -5761290.246899 nChanged 833 SP:Iteration 18Q (2220.780000 sec): 3 clusters Score: Raw -5766982.199583 + Penalty 5253.880596 = -5761728.318987 nChanged 735 SP:Iteration 19Q (2220.910000 sec): 3 clusters Score: Raw -5767375.270045 + Penalty 5253.880596 = -5762121.389449 nChanged 650 SP:Iteration 20F (2221.060000 sec): 3 clusters Score: Raw -5767704.016388 + Penalty 5253.880596 = -5762450.135792 nChanged 548 SP:Iteration 21Q (2221.190000 sec): 3 clusters Score: Raw -5767967.783102 + Penalty 5253.880596 = -5762713.902506 nChanged 448 SP:Iteration 22Q (2221.310000 sec): 3 clusters Score: Raw -5768166.644895 + Penalty 5253.880596 = -5762912.764298 nChanged 397 SP:Iteration 23Q (2221.440000 sec): 3 clusters Score: Raw -5768332.068891 + Penalty 5253.880596 = -5763078.188295 nChanged 338 SP:Iteration 24Q (2221.570000 sec): 3 clusters Score: Raw -5768461.822979 + Penalty 5253.880596 = -5763207.942383 nChanged 285 SP:Iteration 25Q (2221.700000 sec): 3 clusters Score: Raw -5768568.478658 + Penalty 5253.880596 = -5763314.598062 nChanged 288 SP:Iteration 26Q (2221.830000 sec): 3 clusters Score: Raw -5768687.223463 + Penalty 5253.880596 = -5763433.342867 nChanged 271 SP:Iteration 27Q (2221.950000 sec): 3 clusters Score: Raw -5768798.445560 + Penalty 5253.880596 = -5763544.564963 nChanged 227 SP:Iteration 28Q (2222.070000 sec): 3 clusters Score: Raw -5768913.522821 + Penalty 5253.880596 = -5763659.642225 nChanged 235 SP:Iteration 29Q (2222.200000 sec): 3 clusters Score: Raw -5769070.725085 + Penalty 5253.880596 = -5763816.844489 nChanged 235 SP:Iteration 30Q (2222.320000 sec): 3 clusters Score: Raw -5769242.810826 + Penalty 5253.880596 = -5763988.930230 nChanged 225 SP:Iteration 31Q (2222.440000 sec): 3 clusters Score: Raw -5769427.710950 + Penalty 5253.880596 = -5764173.830354 nChanged 202 SP:Iteration 32Q (2222.560000 sec): 3 clusters Score: Raw -5769607.582532 + Penalty 5253.880596 = -5764353.701936 nChanged 169 SP:Iteration 33Q (2222.680000 sec): 3 clusters Score: Raw -5769746.199571 + Penalty 5253.880596 = -5764492.318975 nChanged 173 SP:Iteration 34Q (2222.790000 sec): 3 clusters Score: Raw -5769873.813211 + Penalty 5253.880596 = -5764619.932615 nChanged 119 SP:Iteration 35Q (2222.910000 sec): 3 clusters Score: Raw -5769952.084474 + Penalty 5253.880596 = -5764698.203878 nChanged 110 SP:Iteration 36Q (2223.020000 sec): 3 clusters Score: Raw -5770009.342306 + Penalty 5253.880596 = -5764755.461710 nChanged 73 SP:Iteration 37Q (2223.140000 sec): 3 clusters Score: Raw -5770048.912126 + Penalty 5253.880596 = -5764795.031530 nChanged 63 SP:Iteration 38Q (2223.250000 sec): 3 clusters Score: Raw -5770076.506809 + Penalty 5253.880596 = -5764822.626213 nChanged 44 SP:Iteration 39Q (2223.370000 sec): 3 clusters Score: Raw -5770091.604052 + Penalty 5253.880596 = -5764837.723456 nChanged 41 SP:Iteration 40F (2223.520000 sec): 3 clusters Score: Raw -5770106.606043 + Penalty 5253.880596 = -5764852.725447 nChanged 32 SP:Iteration 41Q (2223.640000 sec): 3 clusters Score: Raw -5770119.076782 + Penalty 5253.880596 = -5764865.196186 nChanged 29 SP:Iteration 42Q (2223.760000 sec): 3 clusters Score: Raw -5770127.967077 + Penalty 5253.880596 = -5764874.086481 nChanged 33 SP:Iteration 43Q (2223.870000 sec): 3 clusters Score: Raw -5770140.438012 + Penalty 5253.880596 = -5764886.557416 nChanged 36 SP:Iteration 44Q (2223.990000 sec): 3 clusters Score: Raw -5770153.561688 + Penalty 5253.880596 = -5764899.681091 nChanged 32 SP:Iteration 45Q (2224.100000 sec): 3 clusters Score: Raw -5770165.052741 + Penalty 5253.880596 = -5764911.172145 nChanged 31 SP:Iteration 46Q (2224.210000 sec): 3 clusters Score: Raw -5770175.120938 + Penalty 5253.880596 = -5764921.240342 nChanged 25 SP:Iteration 47Q (2224.330000 sec): 3 clusters Score: Raw -5770184.515630 + Penalty 5253.880596 = -5764930.635033 nChanged 27 SP:Iteration 48Q (2224.440000 sec): 3 clusters Score: Raw -5770195.116109 + Penalty 5253.880596 = -5764941.235513 nChanged 36 SP:Iteration 49Q (2224.560000 sec): 3 clusters Score: Raw -5770206.374210 + Penalty 5253.880596 = -5764952.493614 nChanged 28 SP:Iteration 50Q (2224.680000 sec): 3 clusters Score: Raw -5770217.035619 + Penalty 5253.880596 = -5764963.155023 nChanged 25 SP:Iteration 51Q (2224.800000 sec): 3 clusters Score: Raw -5770224.658518 + Penalty 5253.880596 = -5764970.777922 nChanged 23 SP:Iteration 52Q (2224.920000 sec): 3 clusters Score: Raw -5770231.669750 + Penalty 5253.880596 = -5764977.789154 nChanged 16 SP:Iteration 53Q (2225.030000 sec): 3 clusters Score: Raw -5770236.712630 + Penalty 5253.880596 = -5764982.832034 nChanged 16 SP:Iteration 54Q (2225.140000 sec): 3 clusters Score: Raw -5770241.417111 + Penalty 5253.880596 = -5764987.536515 nChanged 16 SP:Iteration 55Q (2225.260000 sec): 3 clusters Score: Raw -5770245.560282 + Penalty 5253.880596 = -5764991.679685 nChanged 10 SP:Iteration 56Q (2225.380000 sec): 3 clusters Score: Raw -5770248.291793 + Penalty 5253.880596 = -5764994.411197 nChanged 10 SP:Iteration 57Q (2225.500000 sec): 3 clusters Score: Raw -5770250.817209 + Penalty 5253.880596 = -5764996.936613 nChanged 5 SP:Iteration 58Q (2225.610000 sec): 3 clusters Score: Raw -5770252.590528 + Penalty 5253.880596 = -5764998.709932 nChanged 6 SP:Iteration 59Q (2225.730000 sec): 3 clusters Score: Raw -5770254.281454 + Penalty 5253.880596 = -5765000.400858 nChanged 8 SP:Iteration 60F (2225.880000 sec): 3 clusters Score: Raw -5770256.351750 + Penalty 5253.880596 = -5765002.471154 nChanged 4 SP:Iteration 61Q (2226.000000 sec): 3 clusters Score: Raw -5770257.707405 + Penalty 5253.880596 = -5765003.826809 nChanged 4 SP:Iteration 62Q (2226.120000 sec): 3 clusters Score: Raw -5770258.566902 + Penalty 5253.880596 = -5765004.686306 nChanged 3 SP:Iteration 63Q (2226.240000 sec): 3 clusters Score: Raw -5770259.105998 + Penalty 5253.880596 = -5765005.225402 nChanged 1 SP:Iteration 64Q (2226.360000 sec): 3 clusters Score: Raw -5770259.349015 + Penalty 5253.880596 = -5765005.468419 nChanged 0 SP:Iteration 65F (2226.520000 sec): 3 clusters Score: Raw -5770259.349015 + Penalty 5253.880596 = -5765005.468419 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 14 (47932 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2226.680000 sec): 2 clusters Score: Raw -7081214.584929 + Penalty 2672.829577 = -7078541.755352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2226.870000 sec): 3 clusters Score: Raw -7051523.002654 + Penalty 5345.659155 = -7046177.343499 nChanged 22123 SP:Iteration 1F (2227.060000 sec): 3 clusters Score: Raw -7063804.596659 + Penalty 5345.659155 = -7058458.937504 nChanged 2285 SP:Iteration 2Q (2227.260000 sec): 3 clusters Score: Raw -7064648.471133 + Penalty 5345.659155 = -7059302.811978 nChanged 2402 SP:Iteration 3F (2227.450000 sec): 3 clusters Score: Raw -7065642.201049 + Penalty 5345.659155 = -7060296.541894 nChanged 2652 SP:Iteration 4F (2227.640000 sec): 3 clusters Score: Raw -7066976.476954 + Penalty 5345.659155 = -7061630.817799 nChanged 3048 SP:Iteration 5F (2227.840000 sec): 3 clusters Score: Raw -7068739.686295 + Penalty 5345.659155 = -7063394.027140 nChanged 3172 SP:Iteration 6F (2228.030000 sec): 3 clusters Score: Raw -7070697.895330 + Penalty 5345.659155 = -7065352.236175 nChanged 3136 SP:Iteration 7F (2228.220000 sec): 3 clusters Score: Raw -7072705.585834 + Penalty 5345.659155 = -7067359.926679 nChanged 2810 SP:Iteration 8F (2228.410000 sec): 3 clusters Score: Raw -7074588.872196 + Penalty 5345.659155 = -7069243.213041 nChanged 2479 SP:Iteration 9F (2228.600000 sec): 3 clusters Score: Raw -7076284.720300 + Penalty 5345.659155 = -7070939.061145 nChanged 2015 SP:Iteration 10Q (2228.790000 sec): 3 clusters Score: Raw -7077670.775588 + Penalty 5345.659155 = -7072325.116433 nChanged 1609 SP:Iteration 11Q (2228.980000 sec): 3 clusters Score: Raw -7078817.009754 + Penalty 5345.659155 = -7073471.350599 nChanged 1220 SP:Iteration 12Q (2229.160000 sec): 3 clusters Score: Raw -7079685.150865 + Penalty 5345.659155 = -7074339.491710 nChanged 909 SP:Iteration 13Q (2229.340000 sec): 3 clusters Score: Raw -7080356.831350 + Penalty 5345.659155 = -7075011.172195 nChanged 567 SP:Iteration 14Q (2229.510000 sec): 3 clusters Score: Raw -7080780.532870 + Penalty 5345.659155 = -7075434.873715 nChanged 365 SP:Iteration 15Q (2229.670000 sec): 3 clusters Score: Raw -7081065.132018 + Penalty 5345.659155 = -7075719.472863 nChanged 212 SP:Iteration 16Q (2229.830000 sec): 3 clusters Score: Raw -7081225.194531 + Penalty 5345.659155 = -7075879.535376 nChanged 145 SP:Iteration 17Q (2229.970000 sec): 3 clusters Score: Raw -7081340.881353 + Penalty 5345.659155 = -7075995.222198 nChanged 91 SP:Iteration 18Q (2230.120000 sec): 3 clusters Score: Raw -7081412.740274 + Penalty 5345.659155 = -7076067.081119 nChanged 56 SP:Iteration 19Q (2230.270000 sec): 3 clusters Score: Raw -7081463.804817 + Penalty 5345.659155 = -7076118.145662 nChanged 40 SP:Iteration 20F (2230.450000 sec): 3 clusters Score: Raw -7081495.919465 + Penalty 5345.659155 = -7076150.260310 nChanged 20 SP:Iteration 21Q (2230.590000 sec): 3 clusters Score: Raw -7081515.046046 + Penalty 5345.659155 = -7076169.386891 nChanged 14 SP:Iteration 22Q (2230.730000 sec): 3 clusters Score: Raw -7081529.551415 + Penalty 5345.659155 = -7076183.892260 nChanged 10 SP:Iteration 23Q (2230.860000 sec): 3 clusters Score: Raw -7081538.449359 + Penalty 5345.659155 = -7076192.790204 nChanged 10 SP:Iteration 24Q (2231.000000 sec): 3 clusters Score: Raw -7081548.207068 + Penalty 5345.659155 = -7076202.547913 nChanged 13 SP:Iteration 25Q (2231.140000 sec): 3 clusters Score: Raw -7081560.934565 + Penalty 5345.659155 = -7076215.275410 nChanged 16 SP:Iteration 26Q (2231.270000 sec): 3 clusters Score: Raw -7081572.489819 + Penalty 5345.659155 = -7076226.830664 nChanged 11 SP:Iteration 27Q (2231.410000 sec): 3 clusters Score: Raw -7081581.719461 + Penalty 5345.659155 = -7076236.060306 nChanged 6 SP:Iteration 28Q (2231.550000 sec): 3 clusters Score: Raw -7081586.223095 + Penalty 5345.659155 = -7076240.563940 nChanged 5 SP:Iteration 29Q (2231.690000 sec): 3 clusters Score: Raw -7081590.781365 + Penalty 5345.659155 = -7076245.122210 nChanged 3 SP:Iteration 30Q (2231.830000 sec): 3 clusters Score: Raw -7081592.641669 + Penalty 5345.659155 = -7076246.982514 nChanged 2 SP:Iteration 31Q (2231.960000 sec): 3 clusters Score: Raw -7081594.731184 + Penalty 5345.659155 = -7076249.072029 nChanged 3 SP:Iteration 32Q (2232.100000 sec): 3 clusters Score: Raw -7081596.405850 + Penalty 5345.659155 = -7076250.746695 nChanged 4 SP:Iteration 33Q (2232.240000 sec): 3 clusters Score: Raw -7081600.894502 + Penalty 5345.659155 = -7076255.235347 nChanged 7 SP:Iteration 34Q (2232.380000 sec): 3 clusters Score: Raw -7081605.899171 + Penalty 5345.659155 = -7076260.240017 nChanged 3 SP:Iteration 35Q (2232.510000 sec): 3 clusters Score: Raw -7081608.950910 + Penalty 5345.659155 = -7076263.291755 nChanged 2 SP:Iteration 36Q (2232.640000 sec): 3 clusters Score: Raw -7081610.486680 + Penalty 5345.659155 = -7076264.827525 nChanged 2 SP:Iteration 37Q (2232.780000 sec): 3 clusters Score: Raw -7081611.983063 + Penalty 5345.659155 = -7076266.323908 nChanged 1 SP:Iteration 38Q (2232.910000 sec): 3 clusters Score: Raw -7081613.494500 + Penalty 5345.659155 = -7076267.835345 nChanged 4 SP:Iteration 39Q (2233.050000 sec): 3 clusters Score: Raw -7081618.259466 + Penalty 5345.659155 = -7076272.600311 nChanged 4 SP:Iteration 40F (2233.230000 sec): 3 clusters Score: Raw -7081621.556932 + Penalty 5345.659155 = -7076275.897777 nChanged 5 SP:Iteration 41Q (2233.370000 sec): 3 clusters Score: Raw -7081626.300248 + Penalty 5345.659155 = -7076280.641093 nChanged 3 SP:Iteration 42Q (2233.510000 sec): 3 clusters Score: Raw -7081630.192610 + Penalty 5345.659155 = -7076284.533455 nChanged 2 SP:Iteration 43Q (2233.640000 sec): 3 clusters Score: Raw -7081631.375526 + Penalty 5345.659155 = -7076285.716371 nChanged 0 SP:Iteration 44F (2233.830000 sec): 3 clusters Score: Raw -7081631.375526 + Penalty 5345.659155 = -7076285.716371 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 15 (47331 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2233.990000 sec): 2 clusters Score: Raw -6893169.677178 + Penalty 2669.700346 = -6890499.976832 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2234.170000 sec): 3 clusters Score: Raw -6864035.511040 + Penalty 5339.400692 = -6858696.110348 nChanged 21701 SP:Iteration 1F (2234.360000 sec): 3 clusters Score: Raw -6875999.286591 + Penalty 5339.400692 = -6870659.885899 nChanged 2077 SP:Iteration 2Q (2234.550000 sec): 3 clusters Score: Raw -6876689.523534 + Penalty 5339.400692 = -6871350.122842 nChanged 2055 SP:Iteration 3Q (2234.740000 sec): 3 clusters Score: Raw -6877439.027765 + Penalty 5339.400692 = -6872099.627073 nChanged 2098 SP:Iteration 4Q (2234.930000 sec): 3 clusters Score: Raw -6878291.237299 + Penalty 5339.400692 = -6872951.836607 nChanged 2155 SP:Iteration 5Q (2235.130000 sec): 3 clusters Score: Raw -6879310.798111 + Penalty 5339.400692 = -6873971.397418 nChanged 2278 SP:Iteration 6Q (2235.310000 sec): 3 clusters Score: Raw -6880485.600941 + Penalty 5339.400692 = -6875146.200249 nChanged 2318 SP:Iteration 7Q (2235.500000 sec): 3 clusters Score: Raw -6881720.853476 + Penalty 5339.400692 = -6876381.452784 nChanged 2272 SP:Iteration 8Q (2235.690000 sec): 3 clusters Score: Raw -6882974.763603 + Penalty 5339.400692 = -6877635.362910 nChanged 2161 SP:Iteration 9Q (2235.880000 sec): 3 clusters Score: Raw -6884222.138992 + Penalty 5339.400692 = -6878882.738300 nChanged 2157 SP:Iteration 10Q (2236.070000 sec): 3 clusters Score: Raw -6885539.240052 + Penalty 5339.400692 = -6880199.839359 nChanged 2192 SP:Iteration 11Q (2236.250000 sec): 3 clusters Score: Raw -6886948.393401 + Penalty 5339.400692 = -6881608.992709 nChanged 2125 SP:Iteration 12Q (2236.430000 sec): 3 clusters Score: Raw -6888317.154888 + Penalty 5339.400692 = -6882977.754195 nChanged 2005 SP:Iteration 13Q (2236.610000 sec): 3 clusters Score: Raw -6889566.979049 + Penalty 5339.400692 = -6884227.578357 nChanged 1802 SP:Iteration 14Q (2236.780000 sec): 3 clusters Score: Raw -6890642.121489 + Penalty 5339.400692 = -6885302.720796 nChanged 1459 SP:Iteration 15Q (2236.940000 sec): 3 clusters Score: Raw -6891459.464096 + Penalty 5339.400692 = -6886120.063404 nChanged 1142 SP:Iteration 16Q (2237.100000 sec): 3 clusters Score: Raw -6892033.748179 + Penalty 5339.400692 = -6886694.347486 nChanged 821 SP:Iteration 17Q (2237.260000 sec): 3 clusters Score: Raw -6892412.211694 + Penalty 5339.400692 = -6887072.811002 nChanged 654 SP:Iteration 18Q (2237.410000 sec): 3 clusters Score: Raw -6892707.843835 + Penalty 5339.400692 = -6887368.443143 nChanged 528 SP:Iteration 19Q (2237.560000 sec): 3 clusters Score: Raw -6892938.634680 + Penalty 5339.400692 = -6887599.233988 nChanged 394 SP:Iteration 20F (2237.740000 sec): 3 clusters Score: Raw -6893108.265980 + Penalty 5339.400692 = -6887768.865288 nChanged 299 SP:Iteration 21Q (2237.890000 sec): 3 clusters Score: Raw -6893233.264150 + Penalty 5339.400692 = -6887893.863457 nChanged 246 SP:Iteration 22Q (2238.030000 sec): 3 clusters Score: Raw -6893328.521246 + Penalty 5339.400692 = -6887989.120553 nChanged 190 SP:Iteration 23Q (2238.170000 sec): 3 clusters Score: Raw -6893406.572470 + Penalty 5339.400692 = -6888067.171778 nChanged 162 SP:Iteration 24Q (2238.310000 sec): 3 clusters Score: Raw -6893475.418476 + Penalty 5339.400692 = -6888136.017784 nChanged 134 SP:Iteration 25Q (2238.460000 sec): 3 clusters Score: Raw -6893539.116025 + Penalty 5339.400692 = -6888199.715332 nChanged 110 SP:Iteration 26Q (2238.600000 sec): 3 clusters Score: Raw -6893584.269030 + Penalty 5339.400692 = -6888244.868338 nChanged 85 SP:Iteration 27Q (2238.730000 sec): 3 clusters Score: Raw -6893613.206567 + Penalty 5339.400692 = -6888273.805875 nChanged 67 SP:Iteration 28Q (2238.880000 sec): 3 clusters Score: Raw -6893637.140140 + Penalty 5339.400692 = -6888297.739447 nChanged 50 SP:Iteration 29Q (2239.020000 sec): 3 clusters Score: Raw -6893652.901263 + Penalty 5339.400692 = -6888313.500571 nChanged 37 SP:Iteration 30Q (2239.150000 sec): 3 clusters Score: Raw -6893665.542810 + Penalty 5339.400692 = -6888326.142117 nChanged 34 SP:Iteration 31Q (2239.290000 sec): 3 clusters Score: Raw -6893678.683817 + Penalty 5339.400692 = -6888339.283125 nChanged 34 SP:Iteration 32Q (2239.430000 sec): 3 clusters Score: Raw -6893689.524433 + Penalty 5339.400692 = -6888350.123741 nChanged 30 SP:Iteration 33Q (2239.570000 sec): 3 clusters Score: Raw -6893699.727964 + Penalty 5339.400692 = -6888360.327271 nChanged 28 SP:Iteration 34Q (2239.700000 sec): 3 clusters Score: Raw -6893708.173449 + Penalty 5339.400692 = -6888368.772757 nChanged 22 SP:Iteration 35Q (2239.830000 sec): 3 clusters Score: Raw -6893714.569162 + Penalty 5339.400692 = -6888375.168470 nChanged 15 SP:Iteration 36Q (2239.970000 sec): 3 clusters Score: Raw -6893718.965429 + Penalty 5339.400692 = -6888379.564737 nChanged 12 SP:Iteration 37Q (2240.100000 sec): 3 clusters Score: Raw -6893721.951161 + Penalty 5339.400692 = -6888382.550469 nChanged 9 SP:Iteration 38Q (2240.230000 sec): 3 clusters Score: Raw -6893724.683826 + Penalty 5339.400692 = -6888385.283133 nChanged 6 SP:Iteration 39Q (2240.370000 sec): 3 clusters Score: Raw -6893726.378963 + Penalty 5339.400692 = -6888386.978270 nChanged 6 SP:Iteration 40F (2240.550000 sec): 3 clusters Score: Raw -6893727.692517 + Penalty 5339.400692 = -6888388.291824 nChanged 4 SP:Iteration 41Q (2240.680000 sec): 3 clusters Score: Raw -6893728.829130 + Penalty 5339.400692 = -6888389.428438 nChanged 1 SP:Iteration 42Q (2240.820000 sec): 3 clusters Score: Raw -6893729.157021 + Penalty 5339.400692 = -6888389.756329 nChanged 3 SP:Iteration 43Q (2240.950000 sec): 3 clusters Score: Raw -6893729.827420 + Penalty 5339.400692 = -6888390.426727 nChanged 0 SP:Iteration 44F (2241.130000 sec): 3 clusters Score: Raw -6893729.827420 + Penalty 5339.400692 = -6888390.426727 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 16 (2674 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2241.160000 sec): 2 clusters Score: Raw -394263.691056 + Penalty 1957.050028 = -392306.641028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2241.170000 sec): 3 clusters Score: Raw -393135.096901 + Penalty 3914.100056 = -389220.996846 nChanged 927 SP:Iteration 1F (2241.180000 sec): 3 clusters Score: Raw -393727.053333 + Penalty 3914.100056 = -389812.953277 nChanged 236 SP:Iteration 2F (2241.190000 sec): 3 clusters Score: Raw -393906.374502 + Penalty 3914.100056 = -389992.274446 nChanged 102 SP:Iteration 3Q (2241.200000 sec): 3 clusters Score: Raw -393970.526510 + Penalty 3914.100056 = -390056.426454 nChanged 63 SP:Iteration 4Q (2241.210000 sec): 3 clusters Score: Raw -394010.334982 + Penalty 3914.100056 = -390096.234926 nChanged 50 SP:Iteration 5Q (2241.220000 sec): 3 clusters Score: Raw -394046.098151 + Penalty 3914.100056 = -390131.998095 nChanged 37 SP:Iteration 6Q (2241.230000 sec): 3 clusters Score: Raw -394066.658869 + Penalty 3914.100056 = -390152.558813 nChanged 29 SP:Iteration 7Q (2241.240000 sec): 3 clusters Score: Raw -394085.502636 + Penalty 3914.100056 = -390171.402581 nChanged 26 SP:Iteration 8Q (2241.250000 sec): 3 clusters Score: Raw -394100.201811 + Penalty 3914.100056 = -390186.101755 nChanged 23 SP:Iteration 9Q (2241.260000 sec): 3 clusters Score: Raw -394118.171641 + Penalty 3914.100056 = -390204.071585 nChanged 33 SP:Iteration 10Q (2241.270000 sec): 3 clusters Score: Raw -394135.687370 + Penalty 3914.100056 = -390221.587314 nChanged 18 SP:Iteration 11Q (2241.280000 sec): 3 clusters Score: Raw -394149.262718 + Penalty 3914.100056 = -390235.162662 nChanged 25 SP:Iteration 12Q (2241.290000 sec): 3 clusters Score: Raw -394165.193392 + Penalty 3914.100056 = -390251.093336 nChanged 25 SP:Iteration 13Q (2241.300000 sec): 3 clusters Score: Raw -394185.399494 + Penalty 3914.100056 = -390271.299438 nChanged 28 SP:Iteration 14Q (2241.310000 sec): 3 clusters Score: Raw -394205.370314 + Penalty 3914.100056 = -390291.270258 nChanged 35 SP:Iteration 15Q (2241.320000 sec): 3 clusters Score: Raw -394231.409148 + Penalty 3914.100056 = -390317.309092 nChanged 28 SP:Iteration 16Q (2241.330000 sec): 3 clusters Score: Raw -394255.029155 + Penalty 3914.100056 = -390340.929099 nChanged 30 SP:Iteration 17Q (2241.340000 sec): 3 clusters Score: Raw -394275.164874 + Penalty 3914.100056 = -390361.064819 nChanged 30 SP:Iteration 18Q (2241.350000 sec): 3 clusters Score: Raw -394293.614977 + Penalty 3914.100056 = -390379.514922 nChanged 26 SP:Iteration 19Q (2241.350000 sec): 3 clusters Score: Raw -394306.597999 + Penalty 3914.100056 = -390392.497943 nChanged 23 SP:Iteration 20F (2241.370000 sec): 3 clusters Score: Raw -394323.047380 + Penalty 3914.100056 = -390408.947325 nChanged 25 SP:Iteration 21Q (2241.370000 sec): 3 clusters Score: Raw -394342.629846 + Penalty 3914.100056 = -390428.529790 nChanged 30 SP:Iteration 22Q (2241.390000 sec): 3 clusters Score: Raw -394359.462219 + Penalty 3914.100056 = -390445.362163 nChanged 27 SP:Iteration 23Q (2241.400000 sec): 3 clusters Score: Raw -394377.016998 + Penalty 3914.100056 = -390462.916942 nChanged 19 SP:Iteration 24Q (2241.410000 sec): 3 clusters Score: Raw -394388.955727 + Penalty 3914.100056 = -390474.855671 nChanged 19 SP:Iteration 25Q (2241.420000 sec): 3 clusters Score: Raw -394405.311711 + Penalty 3914.100056 = -390491.211655 nChanged 24 SP:Iteration 26Q (2241.430000 sec): 3 clusters Score: Raw -394419.999036 + Penalty 3914.100056 = -390505.898980 nChanged 22 SP:Iteration 27Q (2241.440000 sec): 3 clusters Score: Raw -394432.722532 + Penalty 3914.100056 = -390518.622477 nChanged 14 SP:Iteration 28Q (2241.450000 sec): 3 clusters Score: Raw -394440.647765 + Penalty 3914.100056 = -390526.547709 nChanged 17 SP:Iteration 29Q (2241.460000 sec): 3 clusters Score: Raw -394454.073630 + Penalty 3914.100056 = -390539.973574 nChanged 20 SP:Iteration 30Q (2241.470000 sec): 3 clusters Score: Raw -394466.769557 + Penalty 3914.100056 = -390552.669501 nChanged 24 SP:Iteration 31Q (2241.480000 sec): 3 clusters Score: Raw -394480.745198 + Penalty 3914.100056 = -390566.645142 nChanged 32 SP:Iteration 32Q (2241.490000 sec): 3 clusters Score: Raw -394496.170742 + Penalty 3914.100056 = -390582.070686 nChanged 25 SP:Iteration 33Q (2241.500000 sec): 3 clusters Score: Raw -394511.704115 + Penalty 3914.100056 = -390597.604059 nChanged 25 SP:Iteration 34Q (2241.510000 sec): 3 clusters Score: Raw -394526.374234 + Penalty 3914.100056 = -390612.274178 nChanged 18 SP:Iteration 35Q (2241.520000 sec): 3 clusters Score: Raw -394536.620773 + Penalty 3914.100056 = -390622.520717 nChanged 19 SP:Iteration 36Q (2241.530000 sec): 3 clusters Score: Raw -394547.623191 + Penalty 3914.100056 = -390633.523135 nChanged 11 SP:Iteration 37Q (2241.540000 sec): 3 clusters Score: Raw -394553.927379 + Penalty 3914.100056 = -390639.827323 nChanged 9 SP:Iteration 38Q (2241.550000 sec): 3 clusters Score: Raw -394559.849501 + Penalty 3914.100056 = -390645.749445 nChanged 9 SP:Iteration 39Q (2241.560000 sec): 3 clusters Score: Raw -394562.983997 + Penalty 3914.100056 = -390648.883941 nChanged 5 SP:Iteration 40F (2241.570000 sec): 3 clusters Score: Raw -394565.477637 + Penalty 3914.100056 = -390651.377582 nChanged 5 SP:Iteration 41Q (2241.580000 sec): 3 clusters Score: Raw -394567.934262 + Penalty 3914.100056 = -390653.834206 nChanged 6 SP:Iteration 42Q (2241.590000 sec): 3 clusters Score: Raw -394570.045581 + Penalty 3914.100056 = -390655.945525 nChanged 4 SP:Iteration 43Q (2241.600000 sec): 3 clusters Score: Raw -394571.736552 + Penalty 3914.100056 = -390657.636497 nChanged 4 SP:Iteration 44Q (2241.610000 sec): 3 clusters Score: Raw -394573.756032 + Penalty 3914.100056 = -390659.655977 nChanged 4 SP:Iteration 45Q (2241.620000 sec): 3 clusters Score: Raw -394574.913588 + Penalty 3914.100056 = -390660.813533 nChanged 3 SP:Iteration 46Q (2241.630000 sec): 3 clusters Score: Raw -394575.954314 + Penalty 3914.100056 = -390661.854258 nChanged 3 SP:Iteration 47Q (2241.640000 sec): 3 clusters Score: Raw -394578.392773 + Penalty 3914.100056 = -390664.292718 nChanged 4 SP:Iteration 48Q (2241.650000 sec): 3 clusters Score: Raw -394579.985997 + Penalty 3914.100056 = -390665.885941 nChanged 4 SP:Iteration 49Q (2241.660000 sec): 3 clusters Score: Raw -394582.592806 + Penalty 3914.100056 = -390668.492750 nChanged 8 SP:Iteration 50Q (2241.670000 sec): 3 clusters Score: Raw -394587.964193 + Penalty 3914.100056 = -390673.864137 nChanged 6 SP:Iteration 51Q (2241.670000 sec): 3 clusters Score: Raw -394590.666222 + Penalty 3914.100056 = -390676.566167 nChanged 5 SP:Iteration 52Q (2241.690000 sec): 3 clusters Score: Raw -394593.374538 + Penalty 3914.100056 = -390679.274482 nChanged 3 SP:Iteration 53Q (2241.690000 sec): 3 clusters Score: Raw -394594.388801 + Penalty 3914.100056 = -390680.288745 nChanged 2 SP:Iteration 54Q (2241.700000 sec): 3 clusters Score: Raw -394595.016302 + Penalty 3914.100056 = -390680.916246 nChanged 2 SP:Iteration 55Q (2241.710000 sec): 3 clusters Score: Raw -394595.411522 + Penalty 3914.100056 = -390681.311466 nChanged 2 SP:Iteration 56Q (2241.720000 sec): 3 clusters Score: Raw -394596.061605 + Penalty 3914.100056 = -390681.961549 nChanged 3 SP:Iteration 57Q (2241.730000 sec): 3 clusters Score: Raw -394597.196339 + Penalty 3914.100056 = -390683.096284 nChanged 3 SP:Iteration 58Q (2241.740000 sec): 3 clusters Score: Raw -394598.738313 + Penalty 3914.100056 = -390684.638258 nChanged 6 SP:Iteration 59Q (2241.750000 sec): 3 clusters Score: Raw -394600.830968 + Penalty 3914.100056 = -390686.730913 nChanged 1 SP:Iteration 60F (2241.760000 sec): 3 clusters Score: Raw -394601.357546 + Penalty 3914.100056 = -390687.257491 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 17 (6149 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2241.790000 sec): 2 clusters Score: Raw -862993.779240 + Penalty 2163.563097 = -860830.216143 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2241.810000 sec): 3 clusters Score: Raw -859958.200776 + Penalty 4327.126194 = -855631.074582 nChanged 2399 SP:Iteration 1F (2241.830000 sec): 3 clusters Score: Raw -861279.459206 + Penalty 4327.126194 = -856952.333012 nChanged 436 SP:Iteration 2F (2241.850000 sec): 3 clusters Score: Raw -861516.935562 + Penalty 4327.126194 = -857189.809368 nChanged 334 SP:Iteration 3F (2241.870000 sec): 3 clusters Score: Raw -861709.751675 + Penalty 4327.126194 = -857382.625481 nChanged 291 SP:Iteration 4Q (2241.900000 sec): 3 clusters Score: Raw -861902.364072 + Penalty 4327.126194 = -857575.237878 nChanged 296 SP:Iteration 5Q (2241.920000 sec): 3 clusters Score: Raw -862139.259871 + Penalty 4327.126194 = -857812.133677 nChanged 294 SP:Iteration 6Q (2241.940000 sec): 3 clusters Score: Raw -862395.956718 + Penalty 4327.126194 = -858068.830524 nChanged 299 SP:Iteration 7Q (2241.970000 sec): 3 clusters Score: Raw -862651.218414 + Penalty 4327.126194 = -858324.092220 nChanged 272 SP:Iteration 8Q (2241.990000 sec): 3 clusters Score: Raw -862872.131116 + Penalty 4327.126194 = -858545.004922 nChanged 245 SP:Iteration 9Q (2242.010000 sec): 3 clusters Score: Raw -863064.925117 + Penalty 4327.126194 = -858737.798923 nChanged 220 SP:Iteration 10Q (2242.030000 sec): 3 clusters Score: Raw -863231.439897 + Penalty 4327.126194 = -858904.313703 nChanged 160 SP:Iteration 11Q (2242.050000 sec): 3 clusters Score: Raw -863332.189292 + Penalty 4327.126194 = -859005.063098 nChanged 147 SP:Iteration 12Q (2242.070000 sec): 3 clusters Score: Raw -863433.877847 + Penalty 4327.126194 = -859106.751653 nChanged 136 SP:Iteration 13Q (2242.090000 sec): 3 clusters Score: Raw -863514.258194 + Penalty 4327.126194 = -859187.132000 nChanged 125 SP:Iteration 14Q (2242.110000 sec): 3 clusters Score: Raw -863581.043455 + Penalty 4327.126194 = -859253.917261 nChanged 100 SP:Iteration 15Q (2242.140000 sec): 3 clusters Score: Raw -863629.848812 + Penalty 4327.126194 = -859302.722618 nChanged 73 SP:Iteration 16Q (2242.160000 sec): 3 clusters Score: Raw -863659.305905 + Penalty 4327.126194 = -859332.179711 nChanged 59 SP:Iteration 17Q (2242.180000 sec): 3 clusters Score: Raw -863684.697066 + Penalty 4327.126194 = -859357.570872 nChanged 51 SP:Iteration 18Q (2242.200000 sec): 3 clusters Score: Raw -863703.644318 + Penalty 4327.126194 = -859376.518124 nChanged 43 SP:Iteration 19Q (2242.220000 sec): 3 clusters Score: Raw -863718.585127 + Penalty 4327.126194 = -859391.458933 nChanged 30 SP:Iteration 20F (2242.240000 sec): 3 clusters Score: Raw -863727.259467 + Penalty 4327.126194 = -859400.133273 nChanged 18 SP:Iteration 21Q (2242.260000 sec): 3 clusters Score: Raw -863732.389993 + Penalty 4327.126194 = -859405.263799 nChanged 8 SP:Iteration 22Q (2242.280000 sec): 3 clusters Score: Raw -863733.809546 + Penalty 4327.126194 = -859406.683352 nChanged 7 SP:Iteration 23Q (2242.300000 sec): 3 clusters Score: Raw -863735.351673 + Penalty 4327.126194 = -859408.225479 nChanged 8 SP:Iteration 24Q (2242.320000 sec): 3 clusters Score: Raw -863737.032948 + Penalty 4327.126194 = -859409.906754 nChanged 7 SP:Iteration 25Q (2242.350000 sec): 3 clusters Score: Raw -863740.250517 + Penalty 4327.126194 = -859413.124323 nChanged 7 SP:Iteration 26Q (2242.370000 sec): 3 clusters Score: Raw -863742.007248 + Penalty 4327.126194 = -859414.881054 nChanged 6 SP:Iteration 27Q (2242.390000 sec): 3 clusters Score: Raw -863743.676762 + Penalty 4327.126194 = -859416.550568 nChanged 4 SP:Iteration 28Q (2242.410000 sec): 3 clusters Score: Raw -863744.639590 + Penalty 4327.126194 = -859417.513396 nChanged 2 SP:Iteration 29Q (2242.430000 sec): 3 clusters Score: Raw -863745.125918 + Penalty 4327.126194 = -859417.999724 nChanged 3 SP:Iteration 30Q (2242.450000 sec): 3 clusters Score: Raw -863745.820900 + Penalty 4327.126194 = -859418.694706 nChanged 1 SP:Iteration 31Q (2242.470000 sec): 3 clusters Score: Raw -863745.950856 + Penalty 4327.126194 = -859418.824662 nChanged 0 SP:Iteration 32F (2242.490000 sec): 3 clusters Score: Raw -863745.950856 + Penalty 4327.126194 = -859418.824662 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 18 (23425 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2242.580000 sec): 2 clusters Score: Raw -3413234.296368 + Penalty 2495.266659 = -3410739.029709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2242.670000 sec): 3 clusters Score: Raw -3399633.336539 + Penalty 4990.533317 = -3394642.803222 nChanged 10316 SP:Iteration 1F (2242.750000 sec): 3 clusters Score: Raw -3405221.245812 + Penalty 4990.533317 = -3400230.712495 nChanged 1291 SP:Iteration 2F (2242.840000 sec): 3 clusters Score: Raw -3405776.404882 + Penalty 4990.533317 = -3400785.871565 nChanged 1172 SP:Iteration 3F (2242.930000 sec): 3 clusters Score: Raw -3406389.029915 + Penalty 4990.533317 = -3401398.496598 nChanged 1181 SP:Iteration 4F (2243.020000 sec): 3 clusters Score: Raw -3407029.279901 + Penalty 4990.533317 = -3402038.746584 nChanged 1161 SP:Iteration 5Q (2243.110000 sec): 3 clusters Score: Raw -3407632.643849 + Penalty 4990.533317 = -3402642.110532 nChanged 1069 SP:Iteration 6Q (2243.200000 sec): 3 clusters Score: Raw -3408110.213922 + Penalty 4990.533317 = -3403119.680605 nChanged 1016 SP:Iteration 7Q (2243.290000 sec): 3 clusters Score: Raw -3408539.956365 + Penalty 4990.533317 = -3403549.423048 nChanged 949 SP:Iteration 8Q (2243.460000 sec): 3 clusters Score: Raw -3408959.659898 + Penalty 4990.533317 = -3403969.126581 nChanged 923 SP:Iteration 9Q (2243.650000 sec): 3 clusters Score: Raw -3409367.698122 + Penalty 4990.533317 = -3404377.164804 nChanged 906 SP:Iteration 10Q (2243.740000 sec): 3 clusters Score: Raw -3409798.357776 + Penalty 4990.533317 = -3404807.824459 nChanged 897 SP:Iteration 11Q (2243.830000 sec): 3 clusters Score: Raw -3410269.866928 + Penalty 4990.533317 = -3405279.333611 nChanged 929 SP:Iteration 12Q (2243.910000 sec): 3 clusters Score: Raw -3410838.839545 + Penalty 4990.533317 = -3405848.306228 nChanged 949 SP:Iteration 13Q (2244.010000 sec): 3 clusters Score: Raw -3411485.190817 + Penalty 4990.533317 = -3406494.657500 nChanged 935 SP:Iteration 14Q (2244.100000 sec): 3 clusters Score: Raw -3412134.684719 + Penalty 4990.533317 = -3407144.151401 nChanged 849 SP:Iteration 15Q (2244.190000 sec): 3 clusters Score: Raw -3412688.007736 + Penalty 4990.533317 = -3407697.474419 nChanged 671 SP:Iteration 16Q (2244.270000 sec): 3 clusters Score: Raw -3413088.779809 + Penalty 4990.533317 = -3408098.246491 nChanged 552 SP:Iteration 17Q (2244.360000 sec): 3 clusters Score: Raw -3413425.038941 + Penalty 4990.533317 = -3408434.505624 nChanged 447 SP:Iteration 18Q (2244.450000 sec): 3 clusters Score: Raw -3413695.338029 + Penalty 4990.533317 = -3408704.804712 nChanged 386 SP:Iteration 19Q (2244.530000 sec): 3 clusters Score: Raw -3413924.053338 + Penalty 4990.533317 = -3408933.520021 nChanged 333 SP:Iteration 20F (2244.610000 sec): 3 clusters Score: Raw -3414145.449316 + Penalty 4990.533317 = -3409154.915999 nChanged 285 SP:Iteration 21Q (2244.690000 sec): 3 clusters Score: Raw -3414338.464076 + Penalty 4990.533317 = -3409347.930759 nChanged 250 SP:Iteration 22Q (2244.770000 sec): 3 clusters Score: Raw -3414495.779481 + Penalty 4990.533317 = -3409505.246164 nChanged 212 SP:Iteration 23Q (2244.840000 sec): 3 clusters Score: Raw -3414632.346635 + Penalty 4990.533317 = -3409641.813318 nChanged 177 SP:Iteration 24Q (2244.910000 sec): 3 clusters Score: Raw -3414752.086430 + Penalty 4990.533317 = -3409761.553113 nChanged 146 SP:Iteration 25Q (2244.980000 sec): 3 clusters Score: Raw -3414832.307203 + Penalty 4990.533317 = -3409841.773886 nChanged 100 SP:Iteration 26Q (2245.050000 sec): 3 clusters Score: Raw -3414875.356092 + Penalty 4990.533317 = -3409884.822775 nChanged 67 SP:Iteration 27Q (2245.120000 sec): 3 clusters Score: Raw -3414894.671933 + Penalty 4990.533317 = -3409904.138616 nChanged 48 SP:Iteration 28Q (2245.190000 sec): 3 clusters Score: Raw -3414908.450819 + Penalty 4990.533317 = -3409917.917502 nChanged 39 SP:Iteration 29Q (2245.260000 sec): 3 clusters Score: Raw -3414918.920652 + Penalty 4990.533317 = -3409928.387335 nChanged 27 SP:Iteration 30Q (2245.330000 sec): 3 clusters Score: Raw -3414925.286576 + Penalty 4990.533317 = -3409934.753259 nChanged 17 SP:Iteration 31Q (2245.400000 sec): 3 clusters Score: Raw -3414928.894230 + Penalty 4990.533317 = -3409938.360913 nChanged 15 SP:Iteration 32Q (2245.470000 sec): 3 clusters Score: Raw -3414931.323866 + Penalty 4990.533317 = -3409940.790549 nChanged 9 SP:Iteration 33Q (2245.550000 sec): 3 clusters Score: Raw -3414932.990086 + Penalty 4990.533317 = -3409942.456769 nChanged 12 SP:Iteration 34Q (2245.610000 sec): 3 clusters Score: Raw -3414934.958431 + Penalty 4990.533317 = -3409944.425113 nChanged 12 SP:Iteration 35Q (2245.680000 sec): 3 clusters Score: Raw -3414937.044916 + Penalty 4990.533317 = -3409946.511599 nChanged 5 SP:Iteration 36Q (2245.750000 sec): 3 clusters Score: Raw -3414938.633835 + Penalty 4990.533317 = -3409948.100518 nChanged 6 SP:Iteration 37Q (2245.820000 sec): 3 clusters Score: Raw -3414939.827232 + Penalty 4990.533317 = -3409949.293915 nChanged 7 SP:Iteration 38Q (2245.880000 sec): 3 clusters Score: Raw -3414941.024343 + Penalty 4990.533317 = -3409950.491026 nChanged 3 SP:Iteration 39Q (2245.950000 sec): 3 clusters Score: Raw -3414941.567213 + Penalty 4990.533317 = -3409951.033895 nChanged 5 SP:Iteration 40F (2246.040000 sec): 3 clusters Score: Raw -3414942.421755 + Penalty 4990.533317 = -3409951.888438 nChanged 3 SP:Iteration 41Q (2246.110000 sec): 3 clusters Score: Raw -3414942.904603 + Penalty 4990.533317 = -3409952.371285 nChanged 0 SP:Iteration 42F (2246.200000 sec): 3 clusters Score: Raw -3414942.904603 + Penalty 4990.533317 = -3409952.371285 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 19 (10970 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2246.240000 sec): 2 clusters Score: Raw -1567536.456241 + Penalty 2307.124049 = -1565229.332192 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2246.280000 sec): 3 clusters Score: Raw -1561599.443164 + Penalty 4614.248098 = -1556985.195065 nChanged 4644 SP:Iteration 1F (2246.320000 sec): 3 clusters Score: Raw -1564254.981409 + Penalty 4614.248098 = -1559640.733310 nChanged 777 SP:Iteration 2F (2246.530000 sec): 3 clusters Score: Raw -1564698.859768 + Penalty 4614.248098 = -1560084.611670 nChanged 660 SP:Iteration 3F (2246.580000 sec): 3 clusters Score: Raw -1565069.911125 + Penalty 4614.248098 = -1560455.663026 nChanged 565 SP:Iteration 4F (2246.620000 sec): 3 clusters Score: Raw -1565377.862508 + Penalty 4614.248098 = -1560763.614410 nChanged 492 SP:Iteration 5Q (2246.660000 sec): 3 clusters Score: Raw -1565639.743058 + Penalty 4614.248098 = -1561025.494960 nChanged 452 SP:Iteration 6Q (2246.710000 sec): 3 clusters Score: Raw -1565888.431331 + Penalty 4614.248098 = -1561274.183232 nChanged 393 SP:Iteration 7Q (2246.740000 sec): 3 clusters Score: Raw -1566097.191572 + Penalty 4614.248098 = -1561482.943473 nChanged 372 SP:Iteration 8Q (2246.780000 sec): 3 clusters Score: Raw -1566286.980411 + Penalty 4614.248098 = -1561672.732312 nChanged 317 SP:Iteration 9Q (2246.830000 sec): 3 clusters Score: Raw -1566442.505075 + Penalty 4614.248098 = -1561828.256977 nChanged 309 SP:Iteration 10Q (2246.870000 sec): 3 clusters Score: Raw -1566601.733095 + Penalty 4614.248098 = -1561987.484996 nChanged 284 SP:Iteration 11Q (2246.910000 sec): 3 clusters Score: Raw -1566759.399063 + Penalty 4614.248098 = -1562145.150965 nChanged 281 SP:Iteration 12Q (2246.950000 sec): 3 clusters Score: Raw -1566904.278849 + Penalty 4614.248098 = -1562290.030751 nChanged 255 SP:Iteration 13Q (2246.990000 sec): 3 clusters Score: Raw -1567030.424483 + Penalty 4614.248098 = -1562416.176385 nChanged 226 SP:Iteration 14Q (2247.030000 sec): 3 clusters Score: Raw -1567125.537473 + Penalty 4614.248098 = -1562511.289375 nChanged 177 SP:Iteration 15Q (2247.070000 sec): 3 clusters Score: Raw -1567207.420925 + Penalty 4614.248098 = -1562593.172827 nChanged 169 SP:Iteration 16Q (2247.110000 sec): 3 clusters Score: Raw -1567282.052849 + Penalty 4614.248098 = -1562667.804750 nChanged 156 SP:Iteration 17Q (2247.150000 sec): 3 clusters Score: Raw -1567341.461343 + Penalty 4614.248098 = -1562727.213245 nChanged 126 SP:Iteration 18Q (2247.180000 sec): 3 clusters Score: Raw -1567396.671917 + Penalty 4614.248098 = -1562782.423818 nChanged 117 SP:Iteration 19Q (2247.220000 sec): 3 clusters Score: Raw -1567446.486801 + Penalty 4614.248098 = -1562832.238703 nChanged 114 SP:Iteration 20F (2247.260000 sec): 3 clusters Score: Raw -1567496.031026 + Penalty 4614.248098 = -1562881.782928 nChanged 119 SP:Iteration 21Q (2247.300000 sec): 3 clusters Score: Raw -1567546.902582 + Penalty 4614.248098 = -1562932.654484 nChanged 100 SP:Iteration 22Q (2247.340000 sec): 3 clusters Score: Raw -1567591.998708 + Penalty 4614.248098 = -1562977.750609 nChanged 100 SP:Iteration 23Q (2247.370000 sec): 3 clusters Score: Raw -1567636.958648 + Penalty 4614.248098 = -1563022.710549 nChanged 89 SP:Iteration 24Q (2247.400000 sec): 3 clusters Score: Raw -1567679.974348 + Penalty 4614.248098 = -1563065.726250 nChanged 87 SP:Iteration 25Q (2247.440000 sec): 3 clusters Score: Raw -1567721.272298 + Penalty 4614.248098 = -1563107.024200 nChanged 73 SP:Iteration 26Q (2247.480000 sec): 3 clusters Score: Raw -1567755.718268 + Penalty 4614.248098 = -1563141.470170 nChanged 61 SP:Iteration 27Q (2247.510000 sec): 3 clusters Score: Raw -1567785.007791 + Penalty 4614.248098 = -1563170.759693 nChanged 49 SP:Iteration 28Q (2247.540000 sec): 3 clusters Score: Raw -1567807.637633 + Penalty 4614.248098 = -1563193.389534 nChanged 47 SP:Iteration 29Q (2247.580000 sec): 3 clusters Score: Raw -1567828.886503 + Penalty 4614.248098 = -1563214.638404 nChanged 43 SP:Iteration 30Q (2247.610000 sec): 3 clusters Score: Raw -1567849.978284 + Penalty 4614.248098 = -1563235.730186 nChanged 35 SP:Iteration 31Q (2247.650000 sec): 3 clusters Score: Raw -1567864.779777 + Penalty 4614.248098 = -1563250.531678 nChanged 19 SP:Iteration 32Q (2247.680000 sec): 3 clusters Score: Raw -1567873.351748 + Penalty 4614.248098 = -1563259.103649 nChanged 15 SP:Iteration 33Q (2247.720000 sec): 3 clusters Score: Raw -1567879.036264 + Penalty 4614.248098 = -1563264.788165 nChanged 15 SP:Iteration 34Q (2247.760000 sec): 3 clusters Score: Raw -1567885.767540 + Penalty 4614.248098 = -1563271.519442 nChanged 13 SP:Iteration 35Q (2247.800000 sec): 3 clusters Score: Raw -1567889.812324 + Penalty 4614.248098 = -1563275.564225 nChanged 11 SP:Iteration 36Q (2247.830000 sec): 3 clusters Score: Raw -1567894.559048 + Penalty 4614.248098 = -1563280.310949 nChanged 12 SP:Iteration 37Q (2248.020000 sec): 3 clusters Score: Raw -1567899.081524 + Penalty 4614.248098 = -1563284.833425 nChanged 14 SP:Iteration 38Q (2248.160000 sec): 3 clusters Score: Raw -1567903.215197 + Penalty 4614.248098 = -1563288.967098 nChanged 14 SP:Iteration 39Q (2248.360000 sec): 3 clusters Score: Raw -1567908.207886 + Penalty 4614.248098 = -1563293.959787 nChanged 10 SP:Iteration 40F (2248.570000 sec): 3 clusters Score: Raw -1567913.464415 + Penalty 4614.248098 = -1563299.216317 nChanged 12 SP:Iteration 41Q (2248.720000 sec): 3 clusters Score: Raw -1567919.884573 + Penalty 4614.248098 = -1563305.636475 nChanged 11 SP:Iteration 42Q (2248.890000 sec): 3 clusters Score: Raw -1567926.199184 + Penalty 4614.248098 = -1563311.951086 nChanged 6 SP:Iteration 43Q (2249.080000 sec): 3 clusters Score: Raw -1567928.784030 + Penalty 4614.248098 = -1563314.535931 nChanged 6 SP:Iteration 44Q (2249.210000 sec): 3 clusters Score: Raw -1567932.462985 + Penalty 4614.248098 = -1563318.214887 nChanged 7 SP:Iteration 45Q (2249.410000 sec): 3 clusters Score: Raw -1567935.009102 + Penalty 4614.248098 = -1563320.761003 nChanged 4 SP:Iteration 46Q (2249.650000 sec): 3 clusters Score: Raw -1567936.806026 + Penalty 4614.248098 = -1563322.557928 nChanged 2 SP:Iteration 47Q (2249.770000 sec): 3 clusters Score: Raw -1567937.752750 + Penalty 4614.248098 = -1563323.504652 nChanged 2 SP:Iteration 48Q (2249.910000 sec): 3 clusters Score: Raw -1567938.987726 + Penalty 4614.248098 = -1563324.739628 nChanged 5 SP:Iteration 49Q (2249.940000 sec): 3 clusters Score: Raw -1567942.740185 + Penalty 4614.248098 = -1563328.492087 nChanged 7 SP:Iteration 50Q (2249.970000 sec): 3 clusters Score: Raw -1567945.898714 + Penalty 4614.248098 = -1563331.650616 nChanged 7 SP:Iteration 51Q (2250.010000 sec): 3 clusters Score: Raw -1567948.692777 + Penalty 4614.248098 = -1563334.444679 nChanged 7 SP:Iteration 52Q (2250.040000 sec): 3 clusters Score: Raw -1567951.429070 + Penalty 4614.248098 = -1563337.180971 nChanged 5 SP:Iteration 53Q (2250.070000 sec): 3 clusters Score: Raw -1567953.654784 + Penalty 4614.248098 = -1563339.406686 nChanged 6 SP:Iteration 54Q (2250.110000 sec): 3 clusters Score: Raw -1567957.131531 + Penalty 4614.248098 = -1563342.883433 nChanged 9 SP:Iteration 55Q (2250.140000 sec): 3 clusters Score: Raw -1567961.858206 + Penalty 4614.248098 = -1563347.610107 nChanged 6 SP:Iteration 56Q (2250.170000 sec): 3 clusters Score: Raw -1567965.303464 + Penalty 4614.248098 = -1563351.055366 nChanged 7 SP:Iteration 57Q (2250.210000 sec): 3 clusters Score: Raw -1567969.750986 + Penalty 4614.248098 = -1563355.502887 nChanged 9 SP:Iteration 58Q (2250.240000 sec): 3 clusters Score: Raw -1567973.930355 + Penalty 4614.248098 = -1563359.682257 nChanged 8 SP:Iteration 59Q (2250.270000 sec): 3 clusters Score: Raw -1567976.366188 + Penalty 4614.248098 = -1563362.118090 nChanged 2 SP:Iteration 60F (2250.310000 sec): 3 clusters Score: Raw -1567977.634217 + Penalty 4614.248098 = -1563363.386118 nChanged 3 SP:Iteration 61Q (2250.350000 sec): 3 clusters Score: Raw -1567978.632687 + Penalty 4614.248098 = -1563364.384588 nChanged 1 SP:Iteration 62Q (2250.380000 sec): 3 clusters Score: Raw -1567978.930329 + Penalty 4614.248098 = -1563364.682231 nChanged 1 SP:Iteration 63Q (2250.410000 sec): 3 clusters Score: Raw -1567979.202692 + Penalty 4614.248098 = -1563364.954594 nChanged 0 SP:Iteration 64F (2250.450000 sec): 3 clusters Score: Raw -1567979.202692 + Penalty 4614.248098 = -1563364.954594 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 20 (2718 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2250.470000 sec): 2 clusters Score: Raw -374642.034349 + Penalty 1961.097595 = -372680.936753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2250.480000 sec): 3 clusters Score: Raw -373614.833561 + Penalty 3922.195191 = -369692.638370 nChanged 959 SP:Iteration 1F (2250.490000 sec): 3 clusters Score: Raw -374413.863246 + Penalty 3922.195191 = -370491.668055 nChanged 292 SP:Iteration 2F (2250.500000 sec): 3 clusters Score: Raw -374794.432206 + Penalty 3922.195191 = -370872.237015 nChanged 234 SP:Iteration 3F (2250.510000 sec): 3 clusters Score: Raw -375153.865408 + Penalty 3922.195191 = -371231.670217 nChanged 198 SP:Iteration 4F (2250.520000 sec): 3 clusters Score: Raw -375481.888474 + Penalty 3922.195191 = -371559.693283 nChanged 192 SP:Iteration 5F (2250.530000 sec): 3 clusters Score: Raw -375834.567555 + Penalty 3922.195191 = -371912.372364 nChanged 174 SP:Iteration 6F (2250.540000 sec): 3 clusters Score: Raw -376166.519673 + Penalty 3922.195191 = -372244.324482 nChanged 137 SP:Iteration 7F (2250.550000 sec): 3 clusters Score: Raw -376466.766012 + Penalty 3922.195191 = -372544.570821 nChanged 107 SP:Iteration 8Q (2250.560000 sec): 3 clusters Score: Raw -376693.677525 + Penalty 3922.195191 = -372771.482334 nChanged 80 SP:Iteration 9Q (2250.570000 sec): 3 clusters Score: Raw -376818.703103 + Penalty 3922.195191 = -372896.507912 nChanged 37 SP:Iteration 10Q (2250.570000 sec): 3 clusters Score: Raw -376862.892780 + Penalty 3922.195191 = -372940.697589 nChanged 22 SP:Iteration 11Q (2250.590000 sec): 3 clusters Score: Raw -376879.551975 + Penalty 3922.195191 = -372957.356784 nChanged 13 SP:Iteration 12Q (2250.590000 sec): 3 clusters Score: Raw -376890.320497 + Penalty 3922.195191 = -372968.125306 nChanged 4 SP:Iteration 13Q (2250.600000 sec): 3 clusters Score: Raw -376893.718197 + Penalty 3922.195191 = -372971.523006 nChanged 2 SP:Iteration 14Q (2250.610000 sec): 3 clusters Score: Raw -376895.563160 + Penalty 3922.195191 = -372973.367969 nChanged 1 SP:Iteration 15Q (2250.620000 sec): 3 clusters Score: Raw -376896.012476 + Penalty 3922.195191 = -372973.817285 nChanged 0 SP:Iteration 16F (2250.630000 sec): 3 clusters Score: Raw -376896.012476 + Penalty 3922.195191 = -372973.817285 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 36. Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 21 (48094 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2250.810000 sec): 2 clusters Score: Raw -7108067.701544 + Penalty 2673.666352 = -7105394.035193 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2251.000000 sec): 3 clusters Score: Raw -7078462.185065 + Penalty 5347.332703 = -7073114.852362 nChanged 22188 SP:Iteration 1F (2251.190000 sec): 3 clusters Score: Raw -7090755.563570 + Penalty 5347.332703 = -7085408.230867 nChanged 2083 SP:Iteration 2Q (2251.370000 sec): 3 clusters Score: Raw -7091376.675568 + Penalty 5347.332703 = -7086029.342865 nChanged 2068 SP:Iteration 3Q (2251.570000 sec): 3 clusters Score: Raw -7092167.923872 + Penalty 5347.332703 = -7086820.591169 nChanged 2371 SP:Iteration 4Q (2251.760000 sec): 3 clusters Score: Raw -7093272.873440 + Penalty 5347.332703 = -7087925.540737 nChanged 2749 SP:Iteration 5F (2251.950000 sec): 3 clusters Score: Raw -7094834.173228 + Penalty 5347.332703 = -7089486.840524 nChanged 3071 SP:Iteration 6F (2252.130000 sec): 3 clusters Score: Raw -7096826.494109 + Penalty 5347.332703 = -7091479.161406 nChanged 3174 SP:Iteration 7F (2252.320000 sec): 3 clusters Score: Raw -7098964.981451 + Penalty 5347.332703 = -7093617.648747 nChanged 2914 SP:Iteration 8F (2252.500000 sec): 3 clusters Score: Raw -7100921.290896 + Penalty 5347.332703 = -7095573.958193 nChanged 2543 SP:Iteration 9F (2252.690000 sec): 3 clusters Score: Raw -7102665.440942 + Penalty 5347.332703 = -7097318.108238 nChanged 2133 SP:Iteration 10Q (2252.880000 sec): 3 clusters Score: Raw -7104198.155075 + Penalty 5347.332703 = -7098850.822372 nChanged 1727 SP:Iteration 11Q (2253.080000 sec): 3 clusters Score: Raw -7105514.418969 + Penalty 5347.332703 = -7100167.086266 nChanged 1323 SP:Iteration 12Q (2253.270000 sec): 3 clusters Score: Raw -7106572.153225 + Penalty 5347.332703 = -7101224.820521 nChanged 915 SP:Iteration 13Q (2253.450000 sec): 3 clusters Score: Raw -7107345.495429 + Penalty 5347.332703 = -7101998.162726 nChanged 572 SP:Iteration 14Q (2253.610000 sec): 3 clusters Score: Raw -7107819.243688 + Penalty 5347.332703 = -7102471.910985 nChanged 302 SP:Iteration 15Q (2253.760000 sec): 3 clusters Score: Raw -7108068.953990 + Penalty 5347.332703 = -7102721.621287 nChanged 161 SP:Iteration 16Q (2253.910000 sec): 3 clusters Score: Raw -7108209.420984 + Penalty 5347.332703 = -7102862.088280 nChanged 81 SP:Iteration 17Q (2254.050000 sec): 3 clusters Score: Raw -7108287.085787 + Penalty 5347.332703 = -7102939.753084 nChanged 49 SP:Iteration 18Q (2254.190000 sec): 3 clusters Score: Raw -7108327.315022 + Penalty 5347.332703 = -7102979.982318 nChanged 28 SP:Iteration 19Q (2254.330000 sec): 3 clusters Score: Raw -7108349.836635 + Penalty 5347.332703 = -7103002.503932 nChanged 26 SP:Iteration 20F (2254.520000 sec): 3 clusters Score: Raw -7108375.244722 + Penalty 5347.332703 = -7103027.912019 nChanged 13 SP:Iteration 21Q (2254.650000 sec): 3 clusters Score: Raw -7108386.506489 + Penalty 5347.332703 = -7103039.173785 nChanged 12 SP:Iteration 22Q (2254.790000 sec): 3 clusters Score: Raw -7108396.716741 + Penalty 5347.332703 = -7103049.384038 nChanged 11 SP:Iteration 23Q (2254.930000 sec): 3 clusters Score: Raw -7108408.633453 + Penalty 5347.332703 = -7103061.300750 nChanged 9 SP:Iteration 24Q (2255.070000 sec): 3 clusters Score: Raw -7108416.713461 + Penalty 5347.332703 = -7103069.380758 nChanged 11 SP:Iteration 25Q (2255.210000 sec): 3 clusters Score: Raw -7108427.839942 + Penalty 5347.332703 = -7103080.507238 nChanged 9 SP:Iteration 26Q (2255.350000 sec): 3 clusters Score: Raw -7108435.025835 + Penalty 5347.332703 = -7103087.693132 nChanged 5 SP:Iteration 27Q (2255.490000 sec): 3 clusters Score: Raw -7108440.336518 + Penalty 5347.332703 = -7103093.003815 nChanged 10 SP:Iteration 28Q (2255.630000 sec): 3 clusters Score: Raw -7108449.861514 + Penalty 5347.332703 = -7103102.528811 nChanged 7 SP:Iteration 29Q (2255.770000 sec): 3 clusters Score: Raw -7108455.296415 + Penalty 5347.332703 = -7103107.963712 nChanged 3 SP:Iteration 30Q (2255.900000 sec): 3 clusters Score: Raw -7108456.946321 + Penalty 5347.332703 = -7103109.613618 nChanged 2 SP:Iteration 31Q (2256.040000 sec): 3 clusters Score: Raw -7108458.425023 + Penalty 5347.332703 = -7103111.092320 nChanged 4 SP:Iteration 32Q (2256.400000 sec): 3 clusters Score: Raw -7108461.030186 + Penalty 5347.332703 = -7103113.697483 nChanged 2 SP:Iteration 33Q (2257.440000 sec): 3 clusters Score: Raw -7108462.212915 + Penalty 5347.332703 = -7103114.880212 nChanged 1 SP:Iteration 34Q (2258.540000 sec): 3 clusters Score: Raw -7108462.865329 + Penalty 5347.332703 = -7103115.532626 nChanged 1 SP:Iteration 35Q (2259.420000 sec): 3 clusters Score: Raw -7108463.740069 + Penalty 5347.332703 = -7103116.407365 nChanged 1 SP:Iteration 36Q (2260.000000 sec): 3 clusters Score: Raw -7108464.053050 + Penalty 5347.332703 = -7103116.720347 nChanged 0 SP:Iteration 37F (2260.180000 sec): 3 clusters Score: Raw -7108464.053050 + Penalty 5347.332703 = -7103116.720347 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 22 (5765 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2260.230000 sec): 2 clusters Score: Raw -834090.736010 + Penalty 2147.570987 = -831943.165022 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2260.250000 sec): 3 clusters Score: Raw -831160.230047 + Penalty 4295.141975 = -826865.088072 nChanged 2287 SP:Iteration 1F (2260.270000 sec): 3 clusters Score: Raw -832456.079257 + Penalty 4295.141975 = -828160.937282 nChanged 469 SP:Iteration 2F (2260.290000 sec): 3 clusters Score: Raw -832743.613257 + Penalty 4295.141975 = -828448.471282 nChanged 335 SP:Iteration 3F (2260.310000 sec): 3 clusters Score: Raw -832943.422938 + Penalty 4295.141975 = -828648.280963 nChanged 288 SP:Iteration 4Q (2260.330000 sec): 3 clusters Score: Raw -833147.150281 + Penalty 4295.141975 = -828852.008306 nChanged 272 SP:Iteration 5Q (2260.350000 sec): 3 clusters Score: Raw -833335.525872 + Penalty 4295.141975 = -829040.383897 nChanged 262 SP:Iteration 6Q (2260.370000 sec): 3 clusters Score: Raw -833526.575032 + Penalty 4295.141975 = -829231.433057 nChanged 267 SP:Iteration 7Q (2260.390000 sec): 3 clusters Score: Raw -833721.506177 + Penalty 4295.141975 = -829426.364203 nChanged 271 SP:Iteration 8Q (2260.420000 sec): 3 clusters Score: Raw -833931.993735 + Penalty 4295.141975 = -829636.851760 nChanged 243 SP:Iteration 9Q (2260.440000 sec): 3 clusters Score: Raw -834113.224549 + Penalty 4295.141975 = -829818.082574 nChanged 204 SP:Iteration 10Q (2260.460000 sec): 3 clusters Score: Raw -834265.084067 + Penalty 4295.141975 = -829969.942093 nChanged 182 SP:Iteration 11Q (2260.480000 sec): 3 clusters Score: Raw -834414.967734 + Penalty 4295.141975 = -830119.825760 nChanged 152 SP:Iteration 12Q (2260.500000 sec): 3 clusters Score: Raw -834524.459555 + Penalty 4295.141975 = -830229.317580 nChanged 120 SP:Iteration 13Q (2260.520000 sec): 3 clusters Score: Raw -834612.339395 + Penalty 4295.141975 = -830317.197421 nChanged 106 SP:Iteration 14Q (2260.540000 sec): 3 clusters Score: Raw -834694.232143 + Penalty 4295.141975 = -830399.090169 nChanged 92 SP:Iteration 15Q (2260.560000 sec): 3 clusters Score: Raw -834758.525642 + Penalty 4295.141975 = -830463.383667 nChanged 67 SP:Iteration 16Q (2260.580000 sec): 3 clusters Score: Raw -834811.169484 + Penalty 4295.141975 = -830516.027510 nChanged 52 SP:Iteration 17Q (2260.600000 sec): 3 clusters Score: Raw -834853.258915 + Penalty 4295.141975 = -830558.116940 nChanged 44 SP:Iteration 18Q (2260.620000 sec): 3 clusters Score: Raw -834885.133681 + Penalty 4295.141975 = -830589.991707 nChanged 40 SP:Iteration 19Q (2260.630000 sec): 3 clusters Score: Raw -834914.161920 + Penalty 4295.141975 = -830619.019946 nChanged 37 SP:Iteration 20F (2260.660000 sec): 3 clusters Score: Raw -834940.572166 + Penalty 4295.141975 = -830645.430192 nChanged 32 SP:Iteration 21Q (2260.670000 sec): 3 clusters Score: Raw -834960.952847 + Penalty 4295.141975 = -830665.810873 nChanged 28 SP:Iteration 22Q (2260.690000 sec): 3 clusters Score: Raw -834982.878442 + Penalty 4295.141975 = -830687.736467 nChanged 27 SP:Iteration 23Q (2260.710000 sec): 3 clusters Score: Raw -835013.852355 + Penalty 4295.141975 = -830718.710380 nChanged 27 SP:Iteration 24Q (2260.730000 sec): 3 clusters Score: Raw -835045.458473 + Penalty 4295.141975 = -830750.316498 nChanged 23 SP:Iteration 25Q (2260.750000 sec): 3 clusters Score: Raw -835069.257652 + Penalty 4295.141975 = -830774.115677 nChanged 15 SP:Iteration 26Q (2260.760000 sec): 3 clusters Score: Raw -835085.986083 + Penalty 4295.141975 = -830790.844108 nChanged 16 SP:Iteration 27Q (2260.780000 sec): 3 clusters Score: Raw -835100.495181 + Penalty 4295.141975 = -830805.353207 nChanged 7 SP:Iteration 28Q (2260.800000 sec): 3 clusters Score: Raw -835106.708701 + Penalty 4295.141975 = -830811.566727 nChanged 5 SP:Iteration 29Q (2260.810000 sec): 3 clusters Score: Raw -835110.180318 + Penalty 4295.141975 = -830815.038343 nChanged 2 SP:Iteration 30Q (2260.830000 sec): 3 clusters Score: Raw -835110.751945 + Penalty 4295.141975 = -830815.609970 nChanged 0 SP:Iteration 31F (2260.850000 sec): 3 clusters Score: Raw -835110.751945 + Penalty 4295.141975 = -830815.609970 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 23 (1036 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2260.860000 sec): 2 clusters Score: Raw -124618.638809 + Penalty 1721.894361 = -122896.744448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2260.870000 sec): 3 clusters Score: Raw -124639.972071 + Penalty 3443.788722 = -121196.183349 nChanged 293 SP:Iteration 1F (2260.870000 sec): 3 clusters Score: Raw -125673.559786 + Penalty 3443.788722 = -122229.771065 nChanged 145 SP:Iteration 2F (2260.870000 sec): 3 clusters Score: Raw -126415.649637 + Penalty 3443.788722 = -122971.860916 nChanged 65 SP:Iteration 3F (2260.880000 sec): 3 clusters Score: Raw -126850.399947 + Penalty 3443.788722 = -123406.611225 nChanged 41 SP:Iteration 4Q (2260.880000 sec): 3 clusters Score: Raw -127685.124416 + Penalty 3443.788722 = -124241.335695 nChanged 74 SP:Iteration 5F (2260.880000 sec): 3 clusters Score: Raw -127962.915321 + Penalty 3443.788722 = -124519.126599 nChanged 56 SP:Iteration 6F (2260.890000 sec): 3 clusters Score: Raw -128229.187121 + Penalty 3443.788722 = -124785.398400 nChanged 45 SP:Iteration 7Q (2260.890000 sec): 3 clusters Score: Raw -128545.128614 + Penalty 3443.788722 = -125101.339893 nChanged 26 SP:Iteration 8Q (2260.890000 sec): 3 clusters Score: Raw -128854.158536 + Penalty 3443.788722 = -125410.369814 nChanged 17 SP:Iteration 9Q (2260.890000 sec): 3 clusters Score: Raw -129201.821914 + Penalty 3443.788722 = -125758.033192 nChanged 12 SP:Iteration 10Q (2260.900000 sec): 3 clusters Score: Raw -129476.772703 + Penalty 3443.788722 = -126032.983981 nChanged 16 SP:Iteration 11Q (2260.900000 sec): 3 clusters Score: Raw -129693.535563 + Penalty 3443.788722 = -126249.746841 nChanged 21 SP:Iteration 12Q (2260.910000 sec): 3 clusters Score: Raw -130115.014061 + Penalty 3443.788722 = -126671.225340 nChanged 15 SP:Iteration 13Q (2260.910000 sec): 3 clusters Score: Raw -130487.351523 + Penalty 3443.788722 = -127043.562801 nChanged 0 SP:Iteration 14F (2260.910000 sec): 3 clusters Score: Raw -130487.351523 + Penalty 3443.788722 = -127043.562801 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 37. Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 24 (403 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2260.920000 sec): 2 clusters Score: Raw -55847.987228 + Penalty 1487.736267 = -54360.250960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2260.920000 sec): 3 clusters Score: Raw -55910.538636 + Penalty 2975.472535 = -52935.066101 nChanged 64 SP:Iteration 1F (2260.920000 sec): 3 clusters Score: Raw -56078.404591 + Penalty 2975.472535 = -53102.932056 nChanged 9 SP:Iteration 2Q (2260.920000 sec): 3 clusters Score: Raw -56103.988685 + Penalty 2975.472535 = -53128.516150 nChanged 4 SP:Iteration 3Q (2260.920000 sec): 3 clusters Score: Raw -56116.907987 + Penalty 2975.472535 = -53141.435452 nChanged 3 SP:Iteration 4Q (2260.930000 sec): 3 clusters Score: Raw -56122.869793 + Penalty 2975.472535 = -53147.397258 nChanged 1 SP:Iteration 5Q (2260.930000 sec): 3 clusters Score: Raw -56124.565812 + Penalty 2975.472535 = -53149.093277 nChanged 1 SP:Iteration 6Q (2260.930000 sec): 3 clusters Score: Raw -56125.361931 + Penalty 2975.472535 = -53149.889396 nChanged 0 SP:Iteration 7F (2260.930000 sec): 3 clusters Score: Raw -56125.361931 + Penalty 2975.472535 = -53149.889396 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 25 (1389 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2260.940000 sec): 2 clusters Score: Raw -199908.562320 + Penalty 1794.612157 = -198113.950163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2260.940000 sec): 3 clusters Score: Raw -199501.093673 + Penalty 3589.224314 = -195911.869359 nChanged 389 SP:Iteration 1F (2260.950000 sec): 3 clusters Score: Raw -199895.816999 + Penalty 3589.224314 = -196306.592685 nChanged 105 SP:Iteration 2F (2260.950000 sec): 3 clusters Score: Raw -200016.719762 + Penalty 3589.224314 = -196427.495448 nChanged 53 SP:Iteration 3Q (2260.960000 sec): 3 clusters Score: Raw -200082.159709 + Penalty 3589.224314 = -196492.935395 nChanged 49 SP:Iteration 4Q (2260.960000 sec): 3 clusters Score: Raw -200143.947259 + Penalty 3589.224314 = -196554.722945 nChanged 32 SP:Iteration 5Q (2260.970000 sec): 3 clusters Score: Raw -200187.547841 + Penalty 3589.224314 = -196598.323527 nChanged 40 SP:Iteration 6Q (2260.970000 sec): 3 clusters Score: Raw -200242.813072 + Penalty 3589.224314 = -196653.588758 nChanged 36 SP:Iteration 7Q (2260.980000 sec): 3 clusters Score: Raw -200293.676773 + Penalty 3589.224314 = -196704.452459 nChanged 30 SP:Iteration 8Q (2260.980000 sec): 3 clusters Score: Raw -200340.679095 + Penalty 3589.224314 = -196751.454781 nChanged 32 SP:Iteration 9Q (2260.990000 sec): 3 clusters Score: Raw -200393.920728 + Penalty 3589.224314 = -196804.696414 nChanged 25 SP:Iteration 10Q (2261.000000 sec): 3 clusters Score: Raw -200426.257162 + Penalty 3589.224314 = -196837.032848 nChanged 16 SP:Iteration 11Q (2261.000000 sec): 3 clusters Score: Raw -200445.511275 + Penalty 3589.224314 = -196856.286961 nChanged 21 SP:Iteration 12Q (2261.010000 sec): 3 clusters Score: Raw -200473.899207 + Penalty 3589.224314 = -196884.674893 nChanged 29 SP:Iteration 13Q (2261.020000 sec): 3 clusters Score: Raw -200531.351488 + Penalty 3589.224314 = -196942.127174 nChanged 39 SP:Iteration 14Q (2261.020000 sec): 3 clusters Score: Raw -200594.391193 + Penalty 3589.224314 = -197005.166879 nChanged 43 SP:Iteration 15Q (2261.020000 sec): 3 clusters Score: Raw -200680.611919 + Penalty 3589.224314 = -197091.387605 nChanged 42 SP:Iteration 16Q (2261.030000 sec): 3 clusters Score: Raw -200782.584917 + Penalty 3589.224314 = -197193.360603 nChanged 47 SP:Iteration 17Q (2261.030000 sec): 3 clusters Score: Raw -200961.646839 + Penalty 3589.224314 = -197372.422525 nChanged 41 SP:Iteration 18Q (2261.040000 sec): 3 clusters Score: Raw -201138.090006 + Penalty 3589.224314 = -197548.865692 nChanged 16 SP:Iteration 19Q (2261.040000 sec): 3 clusters Score: Raw -201202.384001 + Penalty 3589.224314 = -197613.159687 nChanged 9 SP:Iteration 20F (2261.050000 sec): 3 clusters Score: Raw -201220.205732 + Penalty 3589.224314 = -197630.981418 nChanged 10 SP:Iteration 21Q (2261.050000 sec): 3 clusters Score: Raw -201243.863245 + Penalty 3589.224314 = -197654.638931 nChanged 9 SP:Iteration 22Q (2261.060000 sec): 3 clusters Score: Raw -201263.860694 + Penalty 3589.224314 = -197674.636380 nChanged 7 SP:Iteration 23Q (2261.060000 sec): 3 clusters Score: Raw -201281.595117 + Penalty 3589.224314 = -197692.370803 nChanged 7 SP:Iteration 24Q (2261.060000 sec): 3 clusters Score: Raw -201305.108167 + Penalty 3589.224314 = -197715.883853 nChanged 14 SP:Iteration 25Q (2261.070000 sec): 3 clusters Score: Raw -201368.537545 + Penalty 3589.224314 = -197779.313231 nChanged 11 SP:Iteration 26Q (2261.070000 sec): 3 clusters Score: Raw -201425.204794 + Penalty 3589.224314 = -197835.980480 nChanged 12 SP:Iteration 27Q (2261.080000 sec): 3 clusters Score: Raw -201498.456445 + Penalty 3589.224314 = -197909.232131 nChanged 5 SP:Iteration 28Q (2261.080000 sec): 3 clusters Score: Raw -201529.709025 + Penalty 3589.224314 = -197940.484711 nChanged 4 SP:Iteration 29Q (2261.080000 sec): 3 clusters Score: Raw -201550.290178 + Penalty 3589.224314 = -197961.065864 nChanged 1 SP:Iteration 30Q (2261.080000 sec): 3 clusters Score: Raw -201555.351271 + Penalty 3589.224314 = -197966.126957 nChanged 0 SP:Iteration 31F (2261.090000 sec): 3 clusters Score: Raw -201555.873249 + Penalty 3589.224314 = -197966.648935 nChanged 1 SP:Iteration 32Q (2261.090000 sec): 3 clusters Score: Raw -201561.951991 + Penalty 3589.224314 = -197972.727677 nChanged 0 SP:Iteration 33F (2261.100000 sec): 3 clusters Score: Raw -201561.951991 + Penalty 3589.224314 = -197972.727677 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 26 (1246 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2261.100000 sec): 2 clusters Score: Raw -168243.497948 + Penalty 1767.668037 = -166475.829911 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2261.110000 sec): 3 clusters Score: Raw -167952.177591 + Penalty 3535.336075 = -164416.841517 nChanged 352 SP:Iteration 1F (2261.110000 sec): 3 clusters Score: Raw -168567.895878 + Penalty 3535.336075 = -165032.559803 nChanged 144 SP:Iteration 2F (2261.120000 sec): 3 clusters Score: Raw -169364.814515 + Penalty 3535.336075 = -165829.478440 nChanged 135 SP:Iteration 3F (2261.120000 sec): 3 clusters Score: Raw -169838.276366 + Penalty 3535.336075 = -166302.940291 nChanged 75 SP:Iteration 4F (2261.130000 sec): 3 clusters Score: Raw -170061.463140 + Penalty 3535.336075 = -166526.127065 nChanged 48 SP:Iteration 5Q (2261.130000 sec): 3 clusters Score: Raw -170255.030181 + Penalty 3535.336075 = -166719.694106 nChanged 41 SP:Iteration 6Q (2261.130000 sec): 3 clusters Score: Raw -170475.795190 + Penalty 3535.336075 = -166940.459115 nChanged 28 SP:Iteration 7Q (2261.140000 sec): 3 clusters Score: Raw -170640.274541 + Penalty 3535.336075 = -167104.938467 nChanged 9 SP:Iteration 8Q (2261.140000 sec): 3 clusters Score: Raw -170695.352888 + Penalty 3535.336075 = -167160.016813 nChanged 3 SP:Iteration 9Q (2261.140000 sec): 3 clusters Score: Raw -170709.968407 + Penalty 3535.336075 = -167174.632332 nChanged 1 SP:Iteration 10Q (2261.150000 sec): 3 clusters Score: Raw -170714.726571 + Penalty 3535.336075 = -167179.390496 nChanged 0 SP:Iteration 11F (2261.150000 sec): 3 clusters Score: Raw -170714.726571 + Penalty 3535.336075 = -167179.390496 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 38. Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 27 (140639 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2261.680000 sec): 2 clusters Score: Raw -20376164.435395 + Penalty 2939.779997 = -20373224.655398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2262.240000 sec): 3 clusters Score: Raw -20284991.862011 + Penalty 5879.559995 = -20279112.302016 nChanged 67024 SP:Iteration 1F (2262.780000 sec): 3 clusters Score: Raw -20323406.443577 + Penalty 5879.559995 = -20317526.883582 nChanged 3742 SP:Iteration 2Q (2263.350000 sec): 3 clusters Score: Raw -20324090.275141 + Penalty 5879.559995 = -20318210.715146 nChanged 3572 SP:Iteration 3Q (2263.910000 sec): 3 clusters Score: Raw -20324772.654524 + Penalty 5879.559995 = -20318893.094529 nChanged 3625 SP:Iteration 4Q (2264.480000 sec): 3 clusters Score: Raw -20325548.116006 + Penalty 5879.559995 = -20319668.556011 nChanged 3892 SP:Iteration 5Q (2265.050000 sec): 3 clusters Score: Raw -20326513.731551 + Penalty 5879.559995 = -20320634.171556 nChanged 4520 SP:Iteration 6Q (2265.610000 sec): 3 clusters Score: Raw -20327915.741356 + Penalty 5879.559995 = -20322036.181361 nChanged 5270 SP:Iteration 7Q (2267.290000 sec): 3 clusters Score: Raw -20329976.097678 + Penalty 5879.559995 = -20324096.537683 nChanged 6567 SP:Iteration 8Q (2268.640000 sec): 3 clusters Score: Raw -20333286.369839 + Penalty 5879.559995 = -20327406.809845 nChanged 8152 SP:Iteration 9F (2270.480000 sec): 3 clusters Score: Raw -20338443.224662 + Penalty 5879.559995 = -20332563.664667 nChanged 9546 SP:Iteration 10F (2273.260000 sec): 3 clusters Score: Raw -20345592.898737 + Penalty 5879.559995 = -20339713.338742 nChanged 9909 SP:Iteration 11F (2276.200000 sec): 3 clusters Score: Raw -20353730.589115 + Penalty 5879.559995 = -20347851.029120 nChanged 8811 SP:Iteration 12F (2278.640000 sec): 3 clusters Score: Raw -20360966.943685 + Penalty 5879.559995 = -20355087.383690 nChanged 6831 SP:Iteration 13Q (2279.820000 sec): 3 clusters Score: Raw -20366522.015354 + Penalty 5879.559995 = -20360642.455359 nChanged 4910 SP:Iteration 14Q (2280.330000 sec): 3 clusters Score: Raw -20370390.988885 + Penalty 5879.559995 = -20364511.428890 nChanged 3296 SP:Iteration 15Q (2280.790000 sec): 3 clusters Score: Raw -20372906.612288 + Penalty 5879.559995 = -20367027.052293 nChanged 2128 SP:Iteration 16Q (2281.270000 sec): 3 clusters Score: Raw -20374465.527399 + Penalty 5879.559995 = -20368585.967404 nChanged 1240 SP:Iteration 17Q (2281.680000 sec): 3 clusters Score: Raw -20375356.593653 + Penalty 5879.559995 = -20369477.033658 nChanged 681 SP:Iteration 18Q (2282.500000 sec): 3 clusters Score: Raw -20375834.242225 + Penalty 5879.559995 = -20369954.682230 nChanged 370 SP:Iteration 19Q (2284.630000 sec): 3 clusters Score: Raw -20376124.547654 + Penalty 5879.559995 = -20370244.987659 nChanged 200 SP:Iteration 20F (2285.150000 sec): 3 clusters Score: Raw -20376289.348369 + Penalty 5879.559995 = -20370409.788374 nChanged 120 SP:Iteration 21Q (2285.540000 sec): 3 clusters Score: Raw -20376390.383033 + Penalty 5879.559995 = -20370510.823039 nChanged 65 SP:Iteration 22Q (2285.920000 sec): 3 clusters Score: Raw -20376442.676262 + Penalty 5879.559995 = -20370563.116267 nChanged 44 SP:Iteration 23Q (2286.320000 sec): 3 clusters Score: Raw -20376473.869710 + Penalty 5879.559995 = -20370594.309716 nChanged 23 SP:Iteration 24Q (2286.730000 sec): 3 clusters Score: Raw -20376495.221770 + Penalty 5879.559995 = -20370615.661775 nChanged 22 SP:Iteration 25Q (2287.120000 sec): 3 clusters Score: Raw -20376516.721773 + Penalty 5879.559995 = -20370637.161778 nChanged 20 SP:Iteration 26Q (2287.540000 sec): 3 clusters Score: Raw -20376536.576366 + Penalty 5879.559995 = -20370657.016371 nChanged 19 SP:Iteration 27Q (2287.930000 sec): 3 clusters Score: Raw -20376559.183883 + Penalty 5879.559995 = -20370679.623888 nChanged 8 SP:Iteration 28Q (2288.320000 sec): 3 clusters Score: Raw -20376565.679721 + Penalty 5879.559995 = -20370686.119726 nChanged 8 SP:Iteration 29Q (2288.700000 sec): 3 clusters Score: Raw -20376572.655034 + Penalty 5879.559995 = -20370693.095039 nChanged 7 SP:Iteration 30Q (2289.090000 sec): 3 clusters Score: Raw -20376577.900862 + Penalty 5879.559995 = -20370698.340867 nChanged 8 SP:Iteration 31Q (2289.490000 sec): 3 clusters Score: Raw -20376584.590082 + Penalty 5879.559995 = -20370705.030087 nChanged 8 SP:Iteration 32Q (2289.890000 sec): 3 clusters Score: Raw -20376591.705316 + Penalty 5879.559995 = -20370712.145322 nChanged 5 SP:Iteration 33Q (2290.280000 sec): 3 clusters Score: Raw -20376596.228502 + Penalty 5879.559995 = -20370716.668507 nChanged 5 SP:Iteration 34Q (2290.670000 sec): 3 clusters Score: Raw -20376603.281583 + Penalty 5879.559995 = -20370723.721589 nChanged 5 SP:Iteration 35Q (2291.090000 sec): 3 clusters Score: Raw -20376608.129301 + Penalty 5879.559995 = -20370728.569306 nChanged 3 SP:Iteration 36Q (2291.470000 sec): 3 clusters Score: Raw -20376611.172255 + Penalty 5879.559995 = -20370731.612260 nChanged 3 SP:Iteration 37Q (2291.850000 sec): 3 clusters Score: Raw -20376612.707615 + Penalty 5879.559995 = -20370733.147620 nChanged 2 SP:Iteration 38Q (2292.230000 sec): 3 clusters Score: Raw -20376614.493460 + Penalty 5879.559995 = -20370734.933465 nChanged 4 SP:Iteration 39Q (2292.610000 sec): 3 clusters Score: Raw -20376617.675381 + Penalty 5879.559995 = -20370738.115386 nChanged 2 SP:Iteration 40F (2293.140000 sec): 3 clusters Score: Raw -20376619.401561 + Penalty 5879.559995 = -20370739.841566 nChanged 3 SP:Iteration 41Q (2293.530000 sec): 3 clusters Score: Raw -20376620.902374 + Penalty 5879.559995 = -20370741.342379 nChanged 1 SP:Iteration 42Q (2293.930000 sec): 3 clusters Score: Raw -20376621.752067 + Penalty 5879.559995 = -20370742.192072 nChanged 2 SP:Iteration 43Q (2294.330000 sec): 3 clusters Score: Raw -20376622.871280 + Penalty 5879.559995 = -20370743.311285 nChanged 0 SP:Iteration 44F (2294.890000 sec): 3 clusters Score: Raw -20376622.871280 + Penalty 5879.559995 = -20370743.311285 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 28 (1290 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2295.010000 sec): 2 clusters Score: Raw -183467.925650 + Penalty 1776.274579 = -181691.651071 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2295.010000 sec): 3 clusters Score: Raw -183073.818290 + Penalty 3552.549159 = -179521.269132 nChanged 362 SP:Iteration 1F (2295.020000 sec): 3 clusters Score: Raw -183393.982759 + Penalty 3552.549159 = -179841.433600 nChanged 89 SP:Iteration 2F (2295.030000 sec): 3 clusters Score: Raw -183486.673436 + Penalty 3552.549159 = -179934.124278 nChanged 48 SP:Iteration 3Q (2295.030000 sec): 3 clusters Score: Raw -183533.161621 + Penalty 3552.549159 = -179980.612462 nChanged 21 SP:Iteration 4Q (2295.030000 sec): 3 clusters Score: Raw -183554.746067 + Penalty 3552.549159 = -180002.196908 nChanged 13 SP:Iteration 5Q (2295.040000 sec): 3 clusters Score: Raw -183568.411220 + Penalty 3552.549159 = -180015.862062 nChanged 12 SP:Iteration 6Q (2295.050000 sec): 3 clusters Score: Raw -183579.463867 + Penalty 3552.549159 = -180026.914708 nChanged 10 SP:Iteration 7Q (2295.050000 sec): 3 clusters Score: Raw -183588.527169 + Penalty 3552.549159 = -180035.978011 nChanged 6 SP:Iteration 8Q (2295.060000 sec): 3 clusters Score: Raw -183593.141583 + Penalty 3552.549159 = -180040.592424 nChanged 5 SP:Iteration 9Q (2295.060000 sec): 3 clusters Score: Raw -183597.707158 + Penalty 3552.549159 = -180045.158000 nChanged 1 SP:Iteration 10Q (2295.070000 sec): 3 clusters Score: Raw -183597.976561 + Penalty 3552.549159 = -180045.427403 nChanged 0 SP:Iteration 11F (2295.070000 sec): 3 clusters Score: Raw -183597.976561 + Penalty 3552.549159 = -180045.427403 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 29 (1085 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2295.080000 sec): 2 clusters Score: Raw -149530.426567 + Penalty 1733.355146 = -147797.071421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2295.090000 sec): 3 clusters Score: Raw -149258.223250 + Penalty 3466.710292 = -145791.512958 nChanged 298 SP:Iteration 1F (2295.090000 sec): 3 clusters Score: Raw -149616.950903 + Penalty 3466.710292 = -146150.240611 nChanged 87 SP:Iteration 2F (2295.100000 sec): 3 clusters Score: Raw -149786.287207 + Penalty 3466.710292 = -146319.576915 nChanged 59 SP:Iteration 3F (2295.100000 sec): 3 clusters Score: Raw -149886.848625 + Penalty 3466.710292 = -146420.138333 nChanged 46 SP:Iteration 4Q (2295.110000 sec): 3 clusters Score: Raw -149965.770593 + Penalty 3466.710292 = -146499.060301 nChanged 38 SP:Iteration 5Q (2295.110000 sec): 3 clusters Score: Raw -150017.438955 + Penalty 3466.710292 = -146550.728664 nChanged 30 SP:Iteration 6Q (2295.110000 sec): 3 clusters Score: Raw -150064.270850 + Penalty 3466.710292 = -146597.560558 nChanged 29 SP:Iteration 7Q (2295.120000 sec): 3 clusters Score: Raw -150109.171120 + Penalty 3466.710292 = -146642.460828 nChanged 25 SP:Iteration 8Q (2295.130000 sec): 3 clusters Score: Raw -150150.847676 + Penalty 3466.710292 = -146684.137384 nChanged 25 SP:Iteration 9Q (2295.130000 sec): 3 clusters Score: Raw -150194.197918 + Penalty 3466.710292 = -146727.487626 nChanged 20 SP:Iteration 10Q (2295.130000 sec): 3 clusters Score: Raw -150232.788419 + Penalty 3466.710292 = -146766.078127 nChanged 21 SP:Iteration 11Q (2295.140000 sec): 3 clusters Score: Raw -150277.722199 + Penalty 3466.710292 = -146811.011907 nChanged 26 SP:Iteration 12Q (2295.140000 sec): 3 clusters Score: Raw -150336.517583 + Penalty 3466.710292 = -146869.807291 nChanged 24 SP:Iteration 13Q (2295.150000 sec): 3 clusters Score: Raw -150385.025435 + Penalty 3466.710292 = -146918.315143 nChanged 23 SP:Iteration 14Q (2295.150000 sec): 3 clusters Score: Raw -150441.434221 + Penalty 3466.710292 = -146974.723929 nChanged 22 SP:Iteration 15Q (2295.150000 sec): 3 clusters Score: Raw -150515.486711 + Penalty 3466.710292 = -147048.776419 nChanged 32 SP:Iteration 16Q (2295.160000 sec): 3 clusters Score: Raw -150705.025526 + Penalty 3466.710292 = -147238.315234 nChanged 40 SP:Iteration 17Q (2295.160000 sec): 3 clusters Score: Raw -151176.874520 + Penalty 3466.710292 = -147710.164229 nChanged 66 SP:Iteration 18F (2295.170000 sec): 3 clusters Score: Raw -151448.470682 + Penalty 3466.710292 = -147981.760390 nChanged 43 SP:Iteration 19Q (2295.170000 sec): 3 clusters Score: Raw -151678.928183 + Penalty 3466.710292 = -148212.217891 nChanged 31 SP:Iteration 20F (2295.170000 sec): 3 clusters Score: Raw -151896.676600 + Penalty 3466.710292 = -148429.966308 nChanged 21 SP:Iteration 21Q (2295.180000 sec): 3 clusters Score: Raw -152282.969827 + Penalty 3466.710292 = -148816.259535 nChanged 4 SP:Iteration 22Q (2295.180000 sec): 3 clusters Score: Raw -152553.855277 + Penalty 3466.710292 = -149087.144985 nChanged 0 SP:Iteration 23F (2295.190000 sec): 3 clusters Score: Raw -152553.855277 + Penalty 3466.710292 = -149087.144985 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 39. Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 30 (16689 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2295.260000 sec): 2 clusters Score: Raw -2251063.762623 + Penalty 2411.181264 = -2248652.581358 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2295.340000 sec): 3 clusters Score: Raw -2241570.328781 + Penalty 4822.362529 = -2236747.966252 nChanged 7218 SP:Iteration 1F (2295.410000 sec): 3 clusters Score: Raw -2245707.093294 + Penalty 4822.362529 = -2240884.730765 nChanged 1025 SP:Iteration 2F (2295.490000 sec): 3 clusters Score: Raw -2246242.109351 + Penalty 4822.362529 = -2241419.746822 nChanged 947 SP:Iteration 3F (2295.550000 sec): 3 clusters Score: Raw -2246770.728231 + Penalty 4822.362529 = -2241948.365702 nChanged 877 SP:Iteration 4F (2295.620000 sec): 3 clusters Score: Raw -2247254.436888 + Penalty 4822.362529 = -2242432.074359 nChanged 840 SP:Iteration 5F (2295.680000 sec): 3 clusters Score: Raw -2247700.263484 + Penalty 4822.362529 = -2242877.900955 nChanged 792 SP:Iteration 6Q (2295.750000 sec): 3 clusters Score: Raw -2248138.690994 + Penalty 4822.362529 = -2243316.328465 nChanged 760 SP:Iteration 7Q (2295.820000 sec): 3 clusters Score: Raw -2248553.959334 + Penalty 4822.362529 = -2243731.596805 nChanged 731 SP:Iteration 8Q (2295.880000 sec): 3 clusters Score: Raw -2248950.262178 + Penalty 4822.362529 = -2244127.899649 nChanged 677 SP:Iteration 9Q (2295.950000 sec): 3 clusters Score: Raw -2249330.720865 + Penalty 4822.362529 = -2244508.358336 nChanged 633 SP:Iteration 10Q (2296.020000 sec): 3 clusters Score: Raw -2249711.936042 + Penalty 4822.362529 = -2244889.573513 nChanged 602 SP:Iteration 11Q (2296.080000 sec): 3 clusters Score: Raw -2250062.092147 + Penalty 4822.362529 = -2245239.729618 nChanged 520 SP:Iteration 12Q (2296.150000 sec): 3 clusters Score: Raw -2250329.625062 + Penalty 4822.362529 = -2245507.262533 nChanged 417 SP:Iteration 13Q (2296.210000 sec): 3 clusters Score: Raw -2250499.286128 + Penalty 4822.362529 = -2245676.923599 nChanged 320 SP:Iteration 14Q (2296.280000 sec): 3 clusters Score: Raw -2250613.685431 + Penalty 4822.362529 = -2245791.322902 nChanged 233 SP:Iteration 15Q (2296.340000 sec): 3 clusters Score: Raw -2250692.133307 + Penalty 4822.362529 = -2245869.770778 nChanged 181 SP:Iteration 16Q (2296.410000 sec): 3 clusters Score: Raw -2250742.025300 + Penalty 4822.362529 = -2245919.662771 nChanged 163 SP:Iteration 17Q (2296.480000 sec): 3 clusters Score: Raw -2250781.202654 + Penalty 4822.362529 = -2245958.840125 nChanged 134 SP:Iteration 18Q (2296.540000 sec): 3 clusters Score: Raw -2250808.689310 + Penalty 4822.362529 = -2245986.326781 nChanged 113 SP:Iteration 19Q (2296.600000 sec): 3 clusters Score: Raw -2250836.306310 + Penalty 4822.362529 = -2246013.943781 nChanged 105 SP:Iteration 20F (2296.670000 sec): 3 clusters Score: Raw -2250857.948472 + Penalty 4822.362529 = -2246035.585943 nChanged 88 SP:Iteration 21Q (2296.740000 sec): 3 clusters Score: Raw -2250872.918057 + Penalty 4822.362529 = -2246050.555528 nChanged 80 SP:Iteration 22Q (2296.800000 sec): 3 clusters Score: Raw -2250886.989880 + Penalty 4822.362529 = -2246064.627351 nChanged 85 SP:Iteration 23Q (2296.860000 sec): 3 clusters Score: Raw -2250902.339058 + Penalty 4822.362529 = -2246079.976529 nChanged 78 SP:Iteration 24Q (2296.930000 sec): 3 clusters Score: Raw -2250917.726318 + Penalty 4822.362529 = -2246095.363789 nChanged 76 SP:Iteration 25Q (2296.990000 sec): 3 clusters Score: Raw -2250933.899625 + Penalty 4822.362529 = -2246111.537096 nChanged 91 SP:Iteration 26Q (2297.060000 sec): 3 clusters Score: Raw -2250949.750890 + Penalty 4822.362529 = -2246127.388361 nChanged 64 SP:Iteration 27Q (2297.120000 sec): 3 clusters Score: Raw -2250960.809625 + Penalty 4822.362529 = -2246138.447096 nChanged 63 SP:Iteration 28Q (2297.180000 sec): 3 clusters Score: Raw -2250970.092614 + Penalty 4822.362529 = -2246147.730085 nChanged 43 SP:Iteration 29Q (2297.240000 sec): 3 clusters Score: Raw -2250976.041459 + Penalty 4822.362529 = -2246153.678930 nChanged 34 SP:Iteration 30Q (2297.310000 sec): 3 clusters Score: Raw -2250979.975255 + Penalty 4822.362529 = -2246157.612726 nChanged 23 SP:Iteration 31Q (2297.370000 sec): 3 clusters Score: Raw -2250982.924699 + Penalty 4822.362529 = -2246160.562170 nChanged 30 SP:Iteration 32Q (2297.440000 sec): 3 clusters Score: Raw -2250986.749359 + Penalty 4822.362529 = -2246164.386830 nChanged 19 SP:Iteration 33Q (2297.500000 sec): 3 clusters Score: Raw -2250989.406659 + Penalty 4822.362529 = -2246167.044130 nChanged 21 SP:Iteration 34Q (2297.560000 sec): 3 clusters Score: Raw -2250992.298235 + Penalty 4822.362529 = -2246169.935706 nChanged 27 SP:Iteration 35Q (2297.620000 sec): 3 clusters Score: Raw -2250995.042631 + Penalty 4822.362529 = -2246172.680102 nChanged 24 SP:Iteration 36Q (2297.690000 sec): 3 clusters Score: Raw -2250997.334112 + Penalty 4822.362529 = -2246174.971583 nChanged 20 SP:Iteration 37Q (2297.750000 sec): 3 clusters Score: Raw -2250999.049375 + Penalty 4822.362529 = -2246176.686846 nChanged 8 SP:Iteration 38Q (2297.810000 sec): 3 clusters Score: Raw -2250999.611439 + Penalty 4822.362529 = -2246177.248910 nChanged 6 SP:Iteration 39Q (2297.880000 sec): 3 clusters Score: Raw -2250999.986160 + Penalty 4822.362529 = -2246177.623631 nChanged 4 SP:Iteration 40F (2297.940000 sec): 3 clusters Score: Raw -2251000.233244 + Penalty 4822.362529 = -2246177.870715 nChanged 2 SP:Iteration 41Q (2298.000000 sec): 3 clusters Score: Raw -2251000.369993 + Penalty 4822.362529 = -2246178.007464 nChanged 3 SP:Iteration 42Q (2298.070000 sec): 3 clusters Score: Raw -2251000.676062 + Penalty 4822.362529 = -2246178.313533 nChanged 4 SP:Iteration 43Q (2298.130000 sec): 3 clusters Score: Raw -2251000.990369 + Penalty 4822.362529 = -2246178.627840 nChanged 6 SP:Iteration 44Q (2298.200000 sec): 3 clusters Score: Raw -2251001.334301 + Penalty 4822.362529 = -2246178.971772 nChanged 6 SP:Iteration 45Q (2298.260000 sec): 3 clusters Score: Raw -2251001.805763 + Penalty 4822.362529 = -2246179.443234 nChanged 6 SP:Iteration 46Q (2298.320000 sec): 3 clusters Score: Raw -2251002.471845 + Penalty 4822.362529 = -2246180.109316 nChanged 6 SP:Iteration 47Q (2298.390000 sec): 3 clusters Score: Raw -2251002.995904 + Penalty 4822.362529 = -2246180.633375 nChanged 9 SP:Iteration 48Q (2298.460000 sec): 3 clusters Score: Raw -2251003.955503 + Penalty 4822.362529 = -2246181.592974 nChanged 14 SP:Iteration 49Q (2298.520000 sec): 3 clusters Score: Raw -2251005.112600 + Penalty 4822.362529 = -2246182.750071 nChanged 10 SP:Iteration 50Q (2298.580000 sec): 3 clusters Score: Raw -2251005.974971 + Penalty 4822.362529 = -2246183.612442 nChanged 11 SP:Iteration 51Q (2298.640000 sec): 3 clusters Score: Raw -2251007.223720 + Penalty 4822.362529 = -2246184.861191 nChanged 15 SP:Iteration 52Q (2298.710000 sec): 3 clusters Score: Raw -2251009.363544 + Penalty 4822.362529 = -2246187.001015 nChanged 14 SP:Iteration 53Q (2298.770000 sec): 3 clusters Score: Raw -2251011.390609 + Penalty 4822.362529 = -2246189.028080 nChanged 17 SP:Iteration 54Q (2298.830000 sec): 3 clusters Score: Raw -2251013.505319 + Penalty 4822.362529 = -2246191.142790 nChanged 11 SP:Iteration 55Q (2298.900000 sec): 3 clusters Score: Raw -2251014.696248 + Penalty 4822.362529 = -2246192.333719 nChanged 9 SP:Iteration 56Q (2298.970000 sec): 3 clusters Score: Raw -2251015.633682 + Penalty 4822.362529 = -2246193.271153 nChanged 9 SP:Iteration 57Q (2299.030000 sec): 3 clusters Score: Raw -2251016.785822 + Penalty 4822.362529 = -2246194.423293 nChanged 15 SP:Iteration 58Q (2299.090000 sec): 3 clusters Score: Raw -2251017.956818 + Penalty 4822.362529 = -2246195.594289 nChanged 15 SP:Iteration 59Q (2299.150000 sec): 3 clusters Score: Raw -2251019.197984 + Penalty 4822.362529 = -2246196.835455 nChanged 8 SP:Iteration 60F (2299.220000 sec): 3 clusters Score: Raw -2251019.949123 + Penalty 4822.362529 = -2246197.586594 nChanged 11 SP:Iteration 61Q (2299.280000 sec): 3 clusters Score: Raw -2251021.022725 + Penalty 4822.362529 = -2246198.660196 nChanged 11 SP:Iteration 62Q (2299.340000 sec): 3 clusters Score: Raw -2251021.922340 + Penalty 4822.362529 = -2246199.559811 nChanged 7 SP:Iteration 63Q (2299.410000 sec): 3 clusters Score: Raw -2251022.778738 + Penalty 4822.362529 = -2246200.416209 nChanged 9 SP:Iteration 64Q (2299.480000 sec): 3 clusters Score: Raw -2251023.583692 + Penalty 4822.362529 = -2246201.221163 nChanged 3 SP:Iteration 65Q (2299.540000 sec): 3 clusters Score: Raw -2251023.760574 + Penalty 4822.362529 = -2246201.398045 nChanged 1 SP:Iteration 66Q (2299.610000 sec): 3 clusters Score: Raw -2251023.845817 + Penalty 4822.362529 = -2246201.483288 nChanged 0 SP:Iteration 67F (2299.670000 sec): 3 clusters Score: Raw -2251023.845817 + Penalty 4822.362529 = -2246201.483288 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 31 (782 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2299.690000 sec): 2 clusters Score: Raw -107511.316187 + Penalty 1652.139976 = -105859.176212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2299.690000 sec): 3 clusters Score: Raw -107361.164485 + Penalty 3304.279951 = -104056.884534 nChanged 165 SP:Iteration 1F (2299.690000 sec): 3 clusters Score: Raw -107615.936007 + Penalty 3304.279951 = -104311.656055 nChanged 43 SP:Iteration 2F (2299.700000 sec): 3 clusters Score: Raw -107699.584972 + Penalty 3304.279951 = -104395.305021 nChanged 30 SP:Iteration 3Q (2299.700000 sec): 3 clusters Score: Raw -107761.251294 + Penalty 3304.279951 = -104456.971343 nChanged 15 SP:Iteration 4Q (2299.700000 sec): 3 clusters Score: Raw -107787.869110 + Penalty 3304.279951 = -104483.589158 nChanged 7 SP:Iteration 5Q (2299.700000 sec): 3 clusters Score: Raw -107800.043015 + Penalty 3304.279951 = -104495.763064 nChanged 8 SP:Iteration 6Q (2299.710000 sec): 3 clusters Score: Raw -107813.799387 + Penalty 3304.279951 = -104509.519436 nChanged 5 SP:Iteration 7Q (2299.710000 sec): 3 clusters Score: Raw -107821.735004 + Penalty 3304.279951 = -104517.455052 nChanged 2 SP:Iteration 8Q (2299.720000 sec): 3 clusters Score: Raw -107824.688022 + Penalty 3304.279951 = -104520.408071 nChanged 2 SP:Iteration 9Q (2299.720000 sec): 3 clusters Score: Raw -107827.126011 + Penalty 3304.279951 = -104522.846060 nChanged 0 SP:Iteration 10F (2299.720000 sec): 3 clusters Score: Raw -107827.126011 + Penalty 3304.279951 = -104522.846060 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 32 (422 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2299.730000 sec): 2 clusters Score: Raw -50367.303375 + Penalty 1499.161318 = -48868.142057 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2299.740000 sec): 3 clusters Score: Raw -50571.326285 + Penalty 2998.322636 = -47573.003650 nChanged 87 SP:Iteration 1F (2299.740000 sec): 3 clusters Score: Raw -51051.781310 + Penalty 2998.322636 = -48053.458674 nChanged 43 SP:Iteration 2F (2299.740000 sec): 3 clusters Score: Raw -51374.675278 + Penalty 2998.322636 = -48376.352642 nChanged 35 SP:Iteration 3F (2299.750000 sec): 3 clusters Score: Raw -51583.988701 + Penalty 2998.322636 = -48585.666065 nChanged 22 SP:Iteration 4F (2299.750000 sec): 3 clusters Score: Raw -51772.419405 + Penalty 2998.322636 = -48774.096770 nChanged 13 SP:Iteration 5Q (2299.750000 sec): 3 clusters Score: Raw -51939.326321 + Penalty 2998.322636 = -48941.003685 nChanged 9 SP:Iteration 6Q (2299.750000 sec): 3 clusters Score: Raw -52064.529787 + Penalty 2998.322636 = -49066.207152 nChanged 13 SP:Iteration 7Q (2299.750000 sec): 3 clusters Score: Raw -52387.010845 + Penalty 2998.322636 = -49388.688209 nChanged 4 SP:Iteration 8Q (2299.760000 sec): 3 clusters Score: Raw -52517.142524 + Penalty 2998.322636 = -49518.819888 nChanged 1 SP:Iteration 9Q (2299.760000 sec): 3 clusters Score: Raw -52521.203272 + Penalty 2998.322636 = -49522.880636 nChanged 0 SP:Iteration 10F (2299.760000 sec): 3 clusters Score: Raw -52521.203272 + Penalty 2998.322636 = -49522.880636 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 40. Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 33 (771 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2299.770000 sec): 2 clusters Score: Raw -110738.090350 + Penalty 1648.626717 = -109089.463634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2299.770000 sec): 3 clusters Score: Raw -110731.093883 + Penalty 3297.253433 = -107433.840450 nChanged 197 SP:Iteration 1F (2299.770000 sec): 3 clusters Score: Raw -111382.466328 + Penalty 3297.253433 = -108085.212895 nChanged 124 SP:Iteration 2F (2299.780000 sec): 3 clusters Score: Raw -112162.822265 + Penalty 3297.253433 = -108865.568831 nChanged 83 SP:Iteration 3F (2299.780000 sec): 3 clusters Score: Raw -112732.524241 + Penalty 3297.253433 = -109435.270808 nChanged 47 SP:Iteration 4F (2299.780000 sec): 3 clusters Score: Raw -113285.862121 + Penalty 3297.253433 = -109988.608688 nChanged 13 SP:Iteration 5Q (2299.780000 sec): 3 clusters Score: Raw -113536.923252 + Penalty 3297.253433 = -110239.669819 nChanged 4 SP:Iteration 6Q (2299.790000 sec): 3 clusters Score: Raw -113588.111516 + Penalty 3297.253433 = -110290.858082 nChanged 1 SP:Iteration 7Q (2299.790000 sec): 3 clusters Score: Raw -113594.501777 + Penalty 3297.253433 = -110297.248344 nChanged 0 SP:Iteration 8F (2299.800000 sec): 3 clusters Score: Raw -113594.501777 + Penalty 3297.253433 = -110297.248344 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 41. Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 34 (10769 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2299.840000 sec): 2 clusters Score: Raw -1505565.579063 + Penalty 2302.537875 = -1503263.041188 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2299.880000 sec): 3 clusters Score: Raw -1499740.287945 + Penalty 4605.075750 = -1495135.212195 nChanged 4489 SP:Iteration 1F (2299.920000 sec): 3 clusters Score: Raw -1502206.638037 + Penalty 4605.075750 = -1497601.562287 nChanged 778 SP:Iteration 2F (2299.970000 sec): 3 clusters Score: Raw -1502643.320561 + Penalty 4605.075750 = -1498038.244811 nChanged 642 SP:Iteration 3F (2300.010000 sec): 3 clusters Score: Raw -1502980.890569 + Penalty 4605.075750 = -1498375.814819 nChanged 514 SP:Iteration 4Q (2300.050000 sec): 3 clusters Score: Raw -1503245.078731 + Penalty 4605.075750 = -1498640.002981 nChanged 446 SP:Iteration 5Q (2300.100000 sec): 3 clusters Score: Raw -1503439.437561 + Penalty 4605.075750 = -1498834.361811 nChanged 397 SP:Iteration 6Q (2300.140000 sec): 3 clusters Score: Raw -1503617.655492 + Penalty 4605.075750 = -1499012.579742 nChanged 368 SP:Iteration 7Q (2300.180000 sec): 3 clusters Score: Raw -1503802.130926 + Penalty 4605.075750 = -1499197.055176 nChanged 379 SP:Iteration 8Q (2300.230000 sec): 3 clusters Score: Raw -1503994.313898 + Penalty 4605.075750 = -1499389.238148 nChanged 387 SP:Iteration 9Q (2300.270000 sec): 3 clusters Score: Raw -1504186.171804 + Penalty 4605.075750 = -1499581.096054 nChanged 336 SP:Iteration 10Q (2300.310000 sec): 3 clusters Score: Raw -1504362.073120 + Penalty 4605.075750 = -1499756.997370 nChanged 335 SP:Iteration 11Q (2300.360000 sec): 3 clusters Score: Raw -1504522.877878 + Penalty 4605.075750 = -1499917.802128 nChanged 312 SP:Iteration 12Q (2300.400000 sec): 3 clusters Score: Raw -1504658.973480 + Penalty 4605.075750 = -1500053.897730 nChanged 273 SP:Iteration 13Q (2300.440000 sec): 3 clusters Score: Raw -1504775.330588 + Penalty 4605.075750 = -1500170.254838 nChanged 210 SP:Iteration 14Q (2300.490000 sec): 3 clusters Score: Raw -1504856.968825 + Penalty 4605.075750 = -1500251.893075 nChanged 215 SP:Iteration 15Q (2300.530000 sec): 3 clusters Score: Raw -1504942.920621 + Penalty 4605.075750 = -1500337.844871 nChanged 183 SP:Iteration 16Q (2300.580000 sec): 3 clusters Score: Raw -1505030.012349 + Penalty 4605.075750 = -1500424.936599 nChanged 203 SP:Iteration 17Q (2300.620000 sec): 3 clusters Score: Raw -1505131.059009 + Penalty 4605.075750 = -1500525.983259 nChanged 179 SP:Iteration 18Q (2300.660000 sec): 3 clusters Score: Raw -1505213.867321 + Penalty 4605.075750 = -1500608.791571 nChanged 176 SP:Iteration 19Q (2300.710000 sec): 3 clusters Score: Raw -1505296.168308 + Penalty 4605.075750 = -1500691.092558 nChanged 194 SP:Iteration 20F (2300.750000 sec): 3 clusters Score: Raw -1505396.228400 + Penalty 4605.075750 = -1500791.152650 nChanged 185 SP:Iteration 21Q (2300.800000 sec): 3 clusters Score: Raw -1505499.613924 + Penalty 4605.075750 = -1500894.538174 nChanged 207 SP:Iteration 22Q (2300.840000 sec): 3 clusters Score: Raw -1505616.853179 + Penalty 4605.075750 = -1501011.777429 nChanged 216 SP:Iteration 23Q (2300.880000 sec): 3 clusters Score: Raw -1505748.179588 + Penalty 4605.075750 = -1501143.103838 nChanged 224 SP:Iteration 24Q (2300.920000 sec): 3 clusters Score: Raw -1505887.361552 + Penalty 4605.075750 = -1501282.285802 nChanged 221 SP:Iteration 25Q (2300.960000 sec): 3 clusters Score: Raw -1506053.962910 + Penalty 4605.075750 = -1501448.887160 nChanged 239 SP:Iteration 26Q (2301.000000 sec): 3 clusters Score: Raw -1506228.701430 + Penalty 4605.075750 = -1501623.625680 nChanged 227 SP:Iteration 27Q (2301.040000 sec): 3 clusters Score: Raw -1506380.529967 + Penalty 4605.075750 = -1501775.454217 nChanged 199 SP:Iteration 28Q (2301.090000 sec): 3 clusters Score: Raw -1506508.580149 + Penalty 4605.075750 = -1501903.504399 nChanged 177 SP:Iteration 29Q (2301.130000 sec): 3 clusters Score: Raw -1506622.693095 + Penalty 4605.075750 = -1502017.617345 nChanged 159 SP:Iteration 30Q (2301.170000 sec): 3 clusters Score: Raw -1506715.795792 + Penalty 4605.075750 = -1502110.720042 nChanged 138 SP:Iteration 31Q (2301.210000 sec): 3 clusters Score: Raw -1506792.188144 + Penalty 4605.075750 = -1502187.112394 nChanged 121 SP:Iteration 32Q (2301.250000 sec): 3 clusters Score: Raw -1506848.257236 + Penalty 4605.075750 = -1502243.181486 nChanged 96 SP:Iteration 33Q (2301.290000 sec): 3 clusters Score: Raw -1506885.320197 + Penalty 4605.075750 = -1502280.244447 nChanged 76 SP:Iteration 34Q (2301.330000 sec): 3 clusters Score: Raw -1506914.063559 + Penalty 4605.075750 = -1502308.987809 nChanged 53 SP:Iteration 35Q (2301.370000 sec): 3 clusters Score: Raw -1506936.004712 + Penalty 4605.075750 = -1502330.928962 nChanged 52 SP:Iteration 36Q (2301.410000 sec): 3 clusters Score: Raw -1506956.101104 + Penalty 4605.075750 = -1502351.025354 nChanged 61 SP:Iteration 37Q (2301.450000 sec): 3 clusters Score: Raw -1506984.037635 + Penalty 4605.075750 = -1502378.961885 nChanged 69 SP:Iteration 38Q (2301.490000 sec): 3 clusters Score: Raw -1507022.498214 + Penalty 4605.075750 = -1502417.422464 nChanged 80 SP:Iteration 39Q (2301.530000 sec): 3 clusters Score: Raw -1507060.232646 + Penalty 4605.075750 = -1502455.156896 nChanged 60 SP:Iteration 40F (2301.570000 sec): 3 clusters Score: Raw -1507091.433688 + Penalty 4605.075750 = -1502486.357938 nChanged 67 SP:Iteration 41Q (2301.610000 sec): 3 clusters Score: Raw -1507129.973172 + Penalty 4605.075750 = -1502524.897422 nChanged 65 SP:Iteration 42Q (2301.640000 sec): 3 clusters Score: Raw -1507171.728468 + Penalty 4605.075750 = -1502566.652718 nChanged 65 SP:Iteration 43Q (2301.680000 sec): 3 clusters Score: Raw -1507210.349432 + Penalty 4605.075750 = -1502605.273682 nChanged 57 SP:Iteration 44Q (2301.710000 sec): 3 clusters Score: Raw -1507234.838953 + Penalty 4605.075750 = -1502629.763203 nChanged 55 SP:Iteration 45Q (2301.740000 sec): 3 clusters Score: Raw -1507257.732799 + Penalty 4605.075750 = -1502652.657049 nChanged 45 SP:Iteration 46Q (2301.780000 sec): 3 clusters Score: Raw -1507278.167915 + Penalty 4605.075750 = -1502673.092165 nChanged 51 SP:Iteration 47Q (2301.820000 sec): 3 clusters Score: Raw -1507297.262982 + Penalty 4605.075750 = -1502692.187232 nChanged 33 SP:Iteration 48Q (2301.840000 sec): 3 clusters Score: Raw -1507308.859513 + Penalty 4605.075750 = -1502703.783763 nChanged 32 SP:Iteration 49Q (2301.880000 sec): 3 clusters Score: Raw -1507322.003400 + Penalty 4605.075750 = -1502716.927650 nChanged 49 SP:Iteration 50Q (2301.920000 sec): 3 clusters Score: Raw -1507344.876397 + Penalty 4605.075750 = -1502739.800647 nChanged 48 SP:Iteration 51Q (2301.950000 sec): 3 clusters Score: Raw -1507366.112680 + Penalty 4605.075750 = -1502761.036930 nChanged 47 SP:Iteration 52Q (2301.990000 sec): 3 clusters Score: Raw -1507390.073167 + Penalty 4605.075750 = -1502784.997417 nChanged 41 SP:Iteration 53Q (2302.030000 sec): 3 clusters Score: Raw -1507422.672011 + Penalty 4605.075750 = -1502817.596261 nChanged 51 SP:Iteration 54Q (2302.070000 sec): 3 clusters Score: Raw -1507470.735391 + Penalty 4605.075750 = -1502865.659641 nChanged 50 SP:Iteration 55Q (2302.110000 sec): 3 clusters Score: Raw -1507515.914129 + Penalty 4605.075750 = -1502910.838379 nChanged 52 SP:Iteration 56Q (2302.150000 sec): 3 clusters Score: Raw -1507544.698732 + Penalty 4605.075750 = -1502939.622982 nChanged 50 SP:Iteration 57Q (2302.200000 sec): 3 clusters Score: Raw -1507565.920545 + Penalty 4605.075750 = -1502960.844795 nChanged 37 SP:Iteration 58Q (2302.240000 sec): 3 clusters Score: Raw -1507576.469908 + Penalty 4605.075750 = -1502971.394158 nChanged 19 SP:Iteration 59Q (2302.270000 sec): 3 clusters Score: Raw -1507580.337871 + Penalty 4605.075750 = -1502975.262121 nChanged 9 SP:Iteration 60F (2302.320000 sec): 3 clusters Score: Raw -1507582.094880 + Penalty 4605.075750 = -1502977.019130 nChanged 12 SP:Iteration 61Q (2302.370000 sec): 3 clusters Score: Raw -1507584.474775 + Penalty 4605.075750 = -1502979.399025 nChanged 4 SP:Iteration 62Q (2302.410000 sec): 3 clusters Score: Raw -1507585.196049 + Penalty 4605.075750 = -1502980.120299 nChanged 2 SP:Iteration 63Q (2302.450000 sec): 3 clusters Score: Raw -1507585.479406 + Penalty 4605.075750 = -1502980.403656 nChanged 0 SP:Iteration 64F (2302.490000 sec): 3 clusters Score: Raw -1507585.479406 + Penalty 4605.075750 = -1502980.403656 nChanged 0 Iteration 99Q (2335.770000 sec): 42 clusters Score: Raw -139335263.862712 + Penalty 140218.523450 = -139195045.339262 nChanged 524 Iteration 100F (2429.920000 sec): 42 clusters Score: Raw -139336232.411419 + Penalty 140218.523450 = -139196013.887969 nChanged 809 Iteration 101Q (2483.180000 sec): 42 clusters Score: Raw -139336851.092152 + Penalty 140218.523450 = -139196632.568702 nChanged 800 Iteration 102Q (2507.420000 sec): 42 clusters Score: Raw -139337129.897843 + Penalty 140218.523450 = -139196911.374393 nChanged 718 Iteration 103Q (2520.560000 sec): 42 clusters Score: Raw -139337247.577064 + Penalty 140218.523450 = -139197029.053614 nChanged 653 Iteration 104Q (2533.790000 sec): 42 clusters Score: Raw -139337330.767429 + Penalty 140218.523450 = -139197112.243979 nChanged 584 Iteration 105Q (2546.420000 sec): 42 clusters Score: Raw -139337388.851325 + Penalty 140218.523450 = -139197170.327875 nChanged 507 Iteration 106Q (2558.760000 sec): 42 clusters Score: Raw -139337434.142456 + Penalty 140218.523450 = -139197215.619006 nChanged 450 Iteration 107Q (2570.850000 sec): 42 clusters Score: Raw -139337479.264890 + Penalty 140218.523450 = -139197260.741440 nChanged 392 Iteration 108Q (2587.980000 sec): 42 clusters Score: Raw -139337509.847418 + Penalty 140218.523450 = -139197291.323968 nChanged 339 Iteration 109Q (2608.970000 sec): 42 clusters Score: Raw -139337537.760312 + Penalty 140218.523450 = -139197319.236862 nChanged 305 Iteration 110Q (2621.820000 sec): 42 clusters Score: Raw -139337558.482497 + Penalty 140218.523450 = -139197339.959048 nChanged 298 Iteration 111Q (2633.880000 sec): 42 clusters Score: Raw -139337579.408893 + Penalty 140218.523450 = -139197360.885443 nChanged 274 Iteration 112Q (2646.150000 sec): 42 clusters Score: Raw -139337595.652021 + Penalty 140218.523450 = -139197377.128571 nChanged 251 Iteration 113Q (2658.330000 sec): 42 clusters Score: Raw -139337608.674575 + Penalty 140218.523450 = -139197390.151125 nChanged 236 Iteration 114Q (2672.780000 sec): 42 clusters Score: Raw -139337619.395701 + Penalty 140218.523450 = -139197400.872251 nChanged 201 Iteration 115Q (2692.430000 sec): 42 clusters Score: Raw -139337630.903377 + Penalty 140218.523450 = -139197412.379927 nChanged 187 Iteration 116Q (2712.540000 sec): 42 clusters Score: Raw -139337640.681560 + Penalty 140218.523450 = -139197422.158110 nChanged 179 Iteration 117Q (2734.800000 sec): 42 clusters Score: Raw -139337648.632675 + Penalty 140218.523450 = -139197430.109225 nChanged 170 Iteration 118Q (2747.920000 sec): 42 clusters Score: Raw -139337654.583215 + Penalty 140218.523450 = -139197436.059765 nChanged 128 Iteration 119Q (2760.320000 sec): 42 clusters Score: Raw -139337659.388673 + Penalty 140218.523450 = -139197440.865223 nChanged 137 Iteration 120F (2813.930000 sec): 42 clusters Score: Raw -139337688.096750 + Penalty 140218.523450 = -139197469.573300 nChanged 110 Iteration 121Q (2826.540000 sec): 42 clusters Score: Raw -139337783.598087 + Penalty 140218.523450 = -139197565.074637 nChanged 107 Iteration 122Q (2838.990000 sec): 42 clusters Score: Raw -139337795.620224 + Penalty 140218.523450 = -139197577.096775 nChanged 92 Iteration 123Q (2851.820000 sec): 42 clusters Score: Raw -139337847.829295 + Penalty 140218.523450 = -139197629.305846 nChanged 91 Iteration 124Q (2864.560000 sec): 42 clusters Score: Raw -139337855.670553 + Penalty 140218.523450 = -139197637.147103 nChanged 89 Iteration 125Q (2881.470000 sec): 42 clusters Score: Raw -139337859.867297 + Penalty 140218.523450 = -139197641.343847 nChanged 77 Iteration 126Q (2893.820000 sec): 42 clusters Score: Raw -139337862.803291 + Penalty 140218.523450 = -139197644.279841 nChanged 77 Iteration 127Q (2906.680000 sec): 42 clusters Score: Raw -139337865.206830 + Penalty 140218.523450 = -139197646.683380 nChanged 57 Iteration 128Q (2919.230000 sec): 42 clusters Score: Raw -139337867.187180 + Penalty 140218.523450 = -139197648.663730 nChanged 58 Iteration 129Q (2932.050000 sec): 42 clusters Score: Raw -139337869.118060 + Penalty 140218.523450 = -139197650.594610 nChanged 52 Iteration 130Q (2945.550000 sec): 42 clusters Score: Raw -139337870.622926 + Penalty 140218.523450 = -139197652.099476 nChanged 53 Iteration 131Q (2958.850000 sec): 42 clusters Score: Raw -139337872.510808 + Penalty 140218.523450 = -139197653.987358 nChanged 54 Iteration 132Q (2971.680000 sec): 42 clusters Score: Raw -139337874.092058 + Penalty 140218.523450 = -139197655.568608 nChanged 43 Iteration 133Q (2988.270000 sec): 42 clusters Score: Raw -139337875.132984 + Penalty 140218.523450 = -139197656.609534 nChanged 44 Iteration 134Q (3006.210000 sec): 42 clusters Score: Raw -139337876.306043 + Penalty 140218.523450 = -139197657.782594 nChanged 44 Iteration 135Q (3018.350000 sec): 42 clusters Score: Raw -139337878.246084 + Penalty 140218.523450 = -139197659.722634 nChanged 44 Iteration 136Q (3033.170000 sec): 42 clusters Score: Raw -139337879.681521 + Penalty 140218.523450 = -139197661.158071 nChanged 41 Iteration 137Q (3045.680000 sec): 42 clusters Score: Raw -139337881.098392 + Penalty 140218.523450 = -139197662.574942 nChanged 38 Iteration 138Q (3057.970000 sec): 42 clusters Score: Raw -139337882.119184 + Penalty 140218.523450 = -139197663.595735 nChanged 45 Writing temp clu file Because OldScore, -139197662.574942, is greater than current (better) Score,-139197663.595735 Compute initial score before splitting: Score: Raw -139337882.119184 + Penalty 140218.523450 = -139197663.595735 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 1 (10889 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3058.190000 sec): 2 clusters Score: Raw -1644666.205163 + Penalty 2305.286079 = -1642360.919084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3058.240000 sec): 3 clusters Score: Raw -1638667.730247 + Penalty 4610.572159 = -1634057.158088 nChanged 4550 SP:Iteration 1F (3058.290000 sec): 3 clusters Score: Raw -1641025.023610 + Penalty 4610.572159 = -1636414.451451 nChanged 671 SP:Iteration 2F (3058.340000 sec): 3 clusters Score: Raw -1641324.903024 + Penalty 4610.572159 = -1636714.330865 nChanged 520 SP:Iteration 3Q (3058.380000 sec): 3 clusters Score: Raw -1641500.829460 + Penalty 4610.572159 = -1636890.257302 nChanged 387 SP:Iteration 4Q (3058.430000 sec): 3 clusters Score: Raw -1641629.767610 + Penalty 4610.572159 = -1637019.195452 nChanged 339 SP:Iteration 5Q (3058.480000 sec): 3 clusters Score: Raw -1641729.859190 + Penalty 4610.572159 = -1637119.287031 nChanged 283 SP:Iteration 6Q (3058.540000 sec): 3 clusters Score: Raw -1641809.920081 + Penalty 4610.572159 = -1637199.347923 nChanged 225 SP:Iteration 7Q (3058.590000 sec): 3 clusters Score: Raw -1641877.137923 + Penalty 4610.572159 = -1637266.565764 nChanged 213 SP:Iteration 8Q (3058.640000 sec): 3 clusters Score: Raw -1641933.895849 + Penalty 4610.572159 = -1637323.323690 nChanged 191 SP:Iteration 9Q (3058.690000 sec): 3 clusters Score: Raw -1641981.069753 + Penalty 4610.572159 = -1637370.497594 nChanged 164 SP:Iteration 10Q (3058.740000 sec): 3 clusters Score: Raw -1642017.722881 + Penalty 4610.572159 = -1637407.150723 nChanged 144 SP:Iteration 11Q (3058.780000 sec): 3 clusters Score: Raw -1642052.243381 + Penalty 4610.572159 = -1637441.671222 nChanged 155 SP:Iteration 12Q (3058.830000 sec): 3 clusters Score: Raw -1642084.826441 + Penalty 4610.572159 = -1637474.254283 nChanged 138 SP:Iteration 13Q (3058.890000 sec): 3 clusters Score: Raw -1642114.788482 + Penalty 4610.572159 = -1637504.216323 nChanged 129 SP:Iteration 14Q (3058.930000 sec): 3 clusters Score: Raw -1642147.345511 + Penalty 4610.572159 = -1637536.773352 nChanged 129 SP:Iteration 15Q (3058.970000 sec): 3 clusters Score: Raw -1642178.557568 + Penalty 4610.572159 = -1637567.985410 nChanged 136 SP:Iteration 16Q (3059.010000 sec): 3 clusters Score: Raw -1642210.611450 + Penalty 4610.572159 = -1637600.039291 nChanged 120 SP:Iteration 17Q (3059.060000 sec): 3 clusters Score: Raw -1642240.365759 + Penalty 4610.572159 = -1637629.793601 nChanged 125 SP:Iteration 18Q (3059.110000 sec): 3 clusters Score: Raw -1642271.852369 + Penalty 4610.572159 = -1637661.280210 nChanged 141 SP:Iteration 19Q (3059.150000 sec): 3 clusters Score: Raw -1642309.776086 + Penalty 4610.572159 = -1637699.203927 nChanged 136 SP:Iteration 20F (3059.200000 sec): 3 clusters Score: Raw -1642346.170750 + Penalty 4610.572159 = -1637735.598592 nChanged 139 SP:Iteration 21Q (3059.250000 sec): 3 clusters Score: Raw -1642383.163750 + Penalty 4610.572159 = -1637772.591591 nChanged 148 SP:Iteration 22Q (3059.300000 sec): 3 clusters Score: Raw -1642427.514564 + Penalty 4610.572159 = -1637816.942405 nChanged 165 SP:Iteration 23Q (3059.340000 sec): 3 clusters Score: Raw -1642481.147137 + Penalty 4610.572159 = -1637870.574979 nChanged 181 SP:Iteration 24Q (3059.380000 sec): 3 clusters Score: Raw -1642546.846939 + Penalty 4610.572159 = -1637936.274780 nChanged 221 SP:Iteration 25Q (3059.420000 sec): 3 clusters Score: Raw -1642624.812916 + Penalty 4610.572159 = -1638014.240757 nChanged 231 SP:Iteration 26Q (3059.460000 sec): 3 clusters Score: Raw -1642717.851319 + Penalty 4610.572159 = -1638107.279160 nChanged 263 SP:Iteration 27Q (3059.500000 sec): 3 clusters Score: Raw -1642841.883801 + Penalty 4610.572159 = -1638231.311642 nChanged 305 SP:Iteration 28Q (3059.540000 sec): 3 clusters Score: Raw -1643007.582073 + Penalty 4610.572159 = -1638397.009914 nChanged 323 SP:Iteration 29Q (3059.580000 sec): 3 clusters Score: Raw -1643198.618855 + Penalty 4610.572159 = -1638588.046697 nChanged 334 SP:Iteration 30Q (3059.630000 sec): 3 clusters Score: Raw -1643408.660275 + Penalty 4610.572159 = -1638798.088116 nChanged 320 SP:Iteration 31Q (3059.670000 sec): 3 clusters Score: Raw -1643642.159828 + Penalty 4610.572159 = -1639031.587669 nChanged 286 SP:Iteration 32Q (3059.700000 sec): 3 clusters Score: Raw -1643858.215359 + Penalty 4610.572159 = -1639247.643200 nChanged 265 SP:Iteration 33Q (3059.740000 sec): 3 clusters Score: Raw -1644054.342935 + Penalty 4610.572159 = -1639443.770776 nChanged 220 SP:Iteration 34Q (3059.780000 sec): 3 clusters Score: Raw -1644212.672413 + Penalty 4610.572159 = -1639602.100255 nChanged 174 SP:Iteration 35Q (3059.820000 sec): 3 clusters Score: Raw -1644344.383834 + Penalty 4610.572159 = -1639733.811675 nChanged 129 SP:Iteration 36Q (3059.850000 sec): 3 clusters Score: Raw -1644436.066890 + Penalty 4610.572159 = -1639825.494731 nChanged 121 SP:Iteration 37Q (3059.890000 sec): 3 clusters Score: Raw -1644518.900665 + Penalty 4610.572159 = -1639908.328507 nChanged 86 SP:Iteration 38Q (3059.920000 sec): 3 clusters Score: Raw -1644571.434974 + Penalty 4610.572159 = -1639960.862816 nChanged 59 SP:Iteration 39Q (3059.950000 sec): 3 clusters Score: Raw -1644609.100046 + Penalty 4610.572159 = -1639998.527887 nChanged 48 SP:Iteration 40F (3060.000000 sec): 3 clusters Score: Raw -1644633.223217 + Penalty 4610.572159 = -1640022.651058 nChanged 35 SP:Iteration 41Q (3060.030000 sec): 3 clusters Score: Raw -1644653.831539 + Penalty 4610.572159 = -1640043.259381 nChanged 31 SP:Iteration 42Q (3060.060000 sec): 3 clusters Score: Raw -1644671.362716 + Penalty 4610.572159 = -1640060.790557 nChanged 27 SP:Iteration 43Q (3060.090000 sec): 3 clusters Score: Raw -1644688.113464 + Penalty 4610.572159 = -1640077.541305 nChanged 26 SP:Iteration 44Q (3060.120000 sec): 3 clusters Score: Raw -1644703.228470 + Penalty 4610.572159 = -1640092.656312 nChanged 18 SP:Iteration 45Q (3060.160000 sec): 3 clusters Score: Raw -1644715.831889 + Penalty 4610.572159 = -1640105.259730 nChanged 25 SP:Iteration 46Q (3060.190000 sec): 3 clusters Score: Raw -1644736.651622 + Penalty 4610.572159 = -1640126.079464 nChanged 26 SP:Iteration 47Q (3060.220000 sec): 3 clusters Score: Raw -1644755.368550 + Penalty 4610.572159 = -1640144.796392 nChanged 17 SP:Iteration 48Q (3060.250000 sec): 3 clusters Score: Raw -1644767.351995 + Penalty 4610.572159 = -1640156.779837 nChanged 15 SP:Iteration 49Q (3060.280000 sec): 3 clusters Score: Raw -1644778.578877 + Penalty 4610.572159 = -1640168.006719 nChanged 15 SP:Iteration 50Q (3060.310000 sec): 3 clusters Score: Raw -1644788.764884 + Penalty 4610.572159 = -1640178.192726 nChanged 12 SP:Iteration 51Q (3060.340000 sec): 3 clusters Score: Raw -1644795.838197 + Penalty 4610.572159 = -1640185.266038 nChanged 7 SP:Iteration 52Q (3060.370000 sec): 3 clusters Score: Raw -1644801.448001 + Penalty 4610.572159 = -1640190.875842 nChanged 7 SP:Iteration 53Q (3060.400000 sec): 3 clusters Score: Raw -1644807.835726 + Penalty 4610.572159 = -1640197.263568 nChanged 8 SP:Iteration 54Q (3060.430000 sec): 3 clusters Score: Raw -1644812.918634 + Penalty 4610.572159 = -1640202.346475 nChanged 7 SP:Iteration 55Q (3060.460000 sec): 3 clusters Score: Raw -1644818.064233 + Penalty 4610.572159 = -1640207.492075 nChanged 7 SP:Iteration 56Q (3060.490000 sec): 3 clusters Score: Raw -1644822.250441 + Penalty 4610.572159 = -1640211.678283 nChanged 3 SP:Iteration 57Q (3060.520000 sec): 3 clusters Score: Raw -1644824.495028 + Penalty 4610.572159 = -1640213.922870 nChanged 8 SP:Iteration 58Q (3060.560000 sec): 3 clusters Score: Raw -1644829.789117 + Penalty 4610.572159 = -1640219.216959 nChanged 5 SP:Iteration 59Q (3060.590000 sec): 3 clusters Score: Raw -1644833.097294 + Penalty 4610.572159 = -1640222.525135 nChanged 8 SP:Iteration 60F (3060.630000 sec): 3 clusters Score: Raw -1644837.443331 + Penalty 4610.572159 = -1640226.871173 nChanged 8 SP:Iteration 61Q (3060.660000 sec): 3 clusters Score: Raw -1644842.771368 + Penalty 4610.572159 = -1640232.199209 nChanged 7 SP:Iteration 62Q (3060.690000 sec): 3 clusters Score: Raw -1644847.947958 + Penalty 4610.572159 = -1640237.375799 nChanged 5 SP:Iteration 63Q (3060.720000 sec): 3 clusters Score: Raw -1644850.551310 + Penalty 4610.572159 = -1640239.979151 nChanged 1 SP:Iteration 64Q (3060.750000 sec): 3 clusters Score: Raw -1644851.283607 + Penalty 4610.572159 = -1640240.711448 nChanged 1 SP:Iteration 65Q (3060.780000 sec): 3 clusters Score: Raw -1644851.992192 + Penalty 4610.572159 = -1640241.420033 nChanged 2 SP:Iteration 66Q (3060.810000 sec): 3 clusters Score: Raw -1644853.755820 + Penalty 4610.572159 = -1640243.183661 nChanged 1 SP:Iteration 67Q (3060.840000 sec): 3 clusters Score: Raw -1644854.474313 + Penalty 4610.572159 = -1640243.902154 nChanged 1 SP:Iteration 68Q (3060.870000 sec): 3 clusters Score: Raw -1644855.122500 + Penalty 4610.572159 = -1640244.550341 nChanged 1 SP:Iteration 69Q (3060.900000 sec): 3 clusters Score: Raw -1644855.684775 + Penalty 4610.572159 = -1640245.112616 nChanged 1 SP:Iteration 70Q (3060.940000 sec): 3 clusters Score: Raw -1644856.325615 + Penalty 4610.572159 = -1640245.753456 nChanged 2 SP:Iteration 71Q (3060.970000 sec): 3 clusters Score: Raw -1644857.070390 + Penalty 4610.572159 = -1640246.498231 nChanged 1 SP:Iteration 72Q (3061.000000 sec): 3 clusters Score: Raw -1644857.367159 + Penalty 4610.572159 = -1640246.795000 nChanged 0 SP:Iteration 73F (3061.040000 sec): 3 clusters Score: Raw -1644857.367159 + Penalty 4610.572159 = -1640246.795000 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 2 (11428 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3061.080000 sec): 2 clusters Score: Raw -1629565.983446 + Penalty 2317.267797 = -1627248.715649 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3061.120000 sec): 3 clusters Score: Raw -1623246.759648 + Penalty 4634.535595 = -1618612.224053 nChanged 4803 SP:Iteration 1F (3061.160000 sec): 3 clusters Score: Raw -1625822.494557 + Penalty 4634.535595 = -1621187.958962 nChanged 769 SP:Iteration 2F (3061.200000 sec): 3 clusters Score: Raw -1626178.701190 + Penalty 4634.535595 = -1621544.165595 nChanged 609 SP:Iteration 3F (3061.250000 sec): 3 clusters Score: Raw -1626473.306628 + Penalty 4634.535595 = -1621838.771033 nChanged 531 SP:Iteration 4Q (3061.290000 sec): 3 clusters Score: Raw -1626742.388401 + Penalty 4634.535595 = -1622107.852806 nChanged 550 SP:Iteration 5Q (3061.340000 sec): 3 clusters Score: Raw -1627055.260746 + Penalty 4634.535595 = -1622420.725152 nChanged 555 SP:Iteration 6Q (3061.390000 sec): 3 clusters Score: Raw -1627466.191358 + Penalty 4634.535595 = -1622831.655763 nChanged 675 SP:Iteration 7F (3061.430000 sec): 3 clusters Score: Raw -1628113.265901 + Penalty 4634.535595 = -1623478.730306 nChanged 749 SP:Iteration 8F (3061.470000 sec): 3 clusters Score: Raw -1628811.439360 + Penalty 4634.535595 = -1624176.903765 nChanged 719 SP:Iteration 9F (3061.520000 sec): 3 clusters Score: Raw -1629379.172889 + Penalty 4634.535595 = -1624744.637294 nChanged 550 SP:Iteration 10Q (3061.560000 sec): 3 clusters Score: Raw -1629775.090838 + Penalty 4634.535595 = -1625140.555243 nChanged 433 SP:Iteration 11Q (3061.600000 sec): 3 clusters Score: Raw -1630040.052820 + Penalty 4634.535595 = -1625405.517225 nChanged 324 SP:Iteration 12Q (3061.640000 sec): 3 clusters Score: Raw -1630226.890498 + Penalty 4634.535595 = -1625592.354903 nChanged 221 SP:Iteration 13Q (3061.680000 sec): 3 clusters Score: Raw -1630339.949172 + Penalty 4634.535595 = -1625705.413577 nChanged 152 SP:Iteration 14Q (3061.720000 sec): 3 clusters Score: Raw -1630419.576173 + Penalty 4634.535595 = -1625785.040579 nChanged 128 SP:Iteration 15Q (3061.760000 sec): 3 clusters Score: Raw -1630490.742561 + Penalty 4634.535595 = -1625856.206966 nChanged 105 SP:Iteration 16Q (3061.800000 sec): 3 clusters Score: Raw -1630538.295371 + Penalty 4634.535595 = -1625903.759776 nChanged 90 SP:Iteration 17Q (3061.840000 sec): 3 clusters Score: Raw -1630572.304068 + Penalty 4634.535595 = -1625937.768473 nChanged 71 SP:Iteration 18Q (3061.880000 sec): 3 clusters Score: Raw -1630597.814549 + Penalty 4634.535595 = -1625963.278955 nChanged 68 SP:Iteration 19Q (3061.920000 sec): 3 clusters Score: Raw -1630621.997720 + Penalty 4634.535595 = -1625987.462126 nChanged 58 SP:Iteration 20F (3061.960000 sec): 3 clusters Score: Raw -1630642.177772 + Penalty 4634.535595 = -1626007.642178 nChanged 53 SP:Iteration 21Q (3062.000000 sec): 3 clusters Score: Raw -1630658.457339 + Penalty 4634.535595 = -1626023.921745 nChanged 43 SP:Iteration 22Q (3062.040000 sec): 3 clusters Score: Raw -1630670.487325 + Penalty 4634.535595 = -1626035.951730 nChanged 31 SP:Iteration 23Q (3062.080000 sec): 3 clusters Score: Raw -1630679.466652 + Penalty 4634.535595 = -1626044.931058 nChanged 38 SP:Iteration 24Q (3062.120000 sec): 3 clusters Score: Raw -1630691.873409 + Penalty 4634.535595 = -1626057.337814 nChanged 42 SP:Iteration 25Q (3062.150000 sec): 3 clusters Score: Raw -1630705.402309 + Penalty 4634.535595 = -1626070.866715 nChanged 37 SP:Iteration 26Q (3062.190000 sec): 3 clusters Score: Raw -1630717.146406 + Penalty 4634.535595 = -1626082.610811 nChanged 35 SP:Iteration 27Q (3062.230000 sec): 3 clusters Score: Raw -1630730.725027 + Penalty 4634.535595 = -1626096.189433 nChanged 35 SP:Iteration 28Q (3062.270000 sec): 3 clusters Score: Raw -1630739.991714 + Penalty 4634.535595 = -1626105.456120 nChanged 21 SP:Iteration 29Q (3062.310000 sec): 3 clusters Score: Raw -1630744.276268 + Penalty 4634.535595 = -1626109.740674 nChanged 12 SP:Iteration 30Q (3062.350000 sec): 3 clusters Score: Raw -1630746.380365 + Penalty 4634.535595 = -1626111.844770 nChanged 14 SP:Iteration 31Q (3062.390000 sec): 3 clusters Score: Raw -1630749.091771 + Penalty 4634.535595 = -1626114.556177 nChanged 14 SP:Iteration 32Q (3062.420000 sec): 3 clusters Score: Raw -1630751.073252 + Penalty 4634.535595 = -1626116.537658 nChanged 6 SP:Iteration 33Q (3062.460000 sec): 3 clusters Score: Raw -1630751.910415 + Penalty 4634.535595 = -1626117.374820 nChanged 3 SP:Iteration 34Q (3062.500000 sec): 3 clusters Score: Raw -1630752.334209 + Penalty 4634.535595 = -1626117.798614 nChanged 6 SP:Iteration 35Q (3062.540000 sec): 3 clusters Score: Raw -1630753.542160 + Penalty 4634.535595 = -1626119.006565 nChanged 4 SP:Iteration 36Q (3062.580000 sec): 3 clusters Score: Raw -1630753.895411 + Penalty 4634.535595 = -1626119.359816 nChanged 4 SP:Iteration 37Q (3062.620000 sec): 3 clusters Score: Raw -1630754.770038 + Penalty 4634.535595 = -1626120.234443 nChanged 4 SP:Iteration 38Q (3062.660000 sec): 3 clusters Score: Raw -1630755.336656 + Penalty 4634.535595 = -1626120.801061 nChanged 2 SP:Iteration 39Q (3062.690000 sec): 3 clusters Score: Raw -1630755.489999 + Penalty 4634.535595 = -1626120.954404 nChanged 1 SP:Iteration 40F (3062.730000 sec): 3 clusters Score: Raw -1630755.552746 + Penalty 4634.535595 = -1626121.017151 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 3 (246 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3062.740000 sec): 2 clusters Score: Raw -31409.347072 + Penalty 1365.322221 = -30044.024851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3062.740000 sec): 3 clusters Score: Raw -31695.393288 + Penalty 2730.644442 = -28964.748846 nChanged 24 SP:Iteration 1F (3062.740000 sec): 3 clusters Score: Raw -31788.981334 + Penalty 2730.644442 = -29058.336892 nChanged 9 SP:Iteration 2Q (3062.740000 sec): 3 clusters Score: Raw -31810.996167 + Penalty 2730.644442 = -29080.351725 nChanged 4 SP:Iteration 3Q (3062.740000 sec): 3 clusters Score: Raw -31829.598957 + Penalty 2730.644442 = -29098.954515 nChanged 2 SP:Iteration 4Q (3062.740000 sec): 3 clusters Score: Raw -31833.988328 + Penalty 2730.644442 = -29103.343886 nChanged 5 SP:Iteration 5Q (3062.740000 sec): 3 clusters Score: Raw -31846.060175 + Penalty 2730.644442 = -29115.415733 nChanged 4 SP:Iteration 6Q (3062.740000 sec): 3 clusters Score: Raw -31860.166926 + Penalty 2730.644442 = -29129.522484 nChanged 4 SP:Iteration 7Q (3062.740000 sec): 3 clusters Score: Raw -31871.176952 + Penalty 2730.644442 = -29140.532510 nChanged 0 SP:Iteration 8F (3062.740000 sec): 3 clusters Score: Raw -31871.176952 + Penalty 2730.644442 = -29140.532510 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 4 (23202 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3062.820000 sec): 2 clusters Score: Raw -3395653.059733 + Penalty 2492.894453 = -3393160.165281 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3062.910000 sec): 3 clusters Score: Raw -3382020.717495 + Penalty 4985.788905 = -3377034.928590 nChanged 10353 SP:Iteration 1F (3063.000000 sec): 3 clusters Score: Raw -3387610.685460 + Penalty 4985.788905 = -3382624.896555 nChanged 1235 SP:Iteration 2F (3063.080000 sec): 3 clusters Score: Raw -3388061.178084 + Penalty 4985.788905 = -3383075.389178 nChanged 1047 SP:Iteration 3Q (3063.170000 sec): 3 clusters Score: Raw -3388452.581587 + Penalty 4985.788905 = -3383466.792681 nChanged 1013 SP:Iteration 4Q (3063.260000 sec): 3 clusters Score: Raw -3388801.350521 + Penalty 4985.788905 = -3383815.561616 nChanged 880 SP:Iteration 5Q (3063.350000 sec): 3 clusters Score: Raw -3389128.581161 + Penalty 4985.788905 = -3384142.792256 nChanged 880 SP:Iteration 6Q (3063.440000 sec): 3 clusters Score: Raw -3389504.822020 + Penalty 4985.788905 = -3384519.033115 nChanged 985 SP:Iteration 7Q (3063.520000 sec): 3 clusters Score: Raw -3389948.040889 + Penalty 4985.788905 = -3384962.251984 nChanged 1053 SP:Iteration 8Q (3063.600000 sec): 3 clusters Score: Raw -3390501.781003 + Penalty 4985.788905 = -3385515.992097 nChanged 1157 SP:Iteration 9Q (3063.690000 sec): 3 clusters Score: Raw -3391160.186427 + Penalty 4985.788905 = -3386174.397521 nChanged 1219 SP:Iteration 10F (3063.780000 sec): 3 clusters Score: Raw -3391905.395513 + Penalty 4985.788905 = -3386919.606608 nChanged 1116 SP:Iteration 11Q (3063.860000 sec): 3 clusters Score: Raw -3392642.045948 + Penalty 4985.788905 = -3387656.257042 nChanged 1014 SP:Iteration 12Q (3063.950000 sec): 3 clusters Score: Raw -3393380.578099 + Penalty 4985.788905 = -3388394.789193 nChanged 845 SP:Iteration 13Q (3064.040000 sec): 3 clusters Score: Raw -3393999.853918 + Penalty 4985.788905 = -3389014.065013 nChanged 710 SP:Iteration 14Q (3064.120000 sec): 3 clusters Score: Raw -3394468.727049 + Penalty 4985.788905 = -3389482.938144 nChanged 557 SP:Iteration 15Q (3064.200000 sec): 3 clusters Score: Raw -3394791.335642 + Penalty 4985.788905 = -3389805.546737 nChanged 432 SP:Iteration 16Q (3064.290000 sec): 3 clusters Score: Raw -3395019.488586 + Penalty 4985.788905 = -3390033.699681 nChanged 352 SP:Iteration 17Q (3064.360000 sec): 3 clusters Score: Raw -3395179.149709 + Penalty 4985.788905 = -3390193.360803 nChanged 279 SP:Iteration 18Q (3064.440000 sec): 3 clusters Score: Raw -3395299.957252 + Penalty 4985.788905 = -3390314.168347 nChanged 258 SP:Iteration 19Q (3064.520000 sec): 3 clusters Score: Raw -3395399.233087 + Penalty 4985.788905 = -3390413.444182 nChanged 207 SP:Iteration 20F (3064.610000 sec): 3 clusters Score: Raw -3395479.349074 + Penalty 4985.788905 = -3390493.560168 nChanged 212 SP:Iteration 21Q (3064.680000 sec): 3 clusters Score: Raw -3395562.675854 + Penalty 4985.788905 = -3390576.886949 nChanged 199 SP:Iteration 22Q (3064.760000 sec): 3 clusters Score: Raw -3395643.342346 + Penalty 4985.788905 = -3390657.553441 nChanged 196 SP:Iteration 23Q (3064.840000 sec): 3 clusters Score: Raw -3395728.511822 + Penalty 4985.788905 = -3390742.722917 nChanged 182 SP:Iteration 24Q (3064.910000 sec): 3 clusters Score: Raw -3395813.391804 + Penalty 4985.788905 = -3390827.602899 nChanged 167 SP:Iteration 25Q (3064.980000 sec): 3 clusters Score: Raw -3395890.142881 + Penalty 4985.788905 = -3390904.353976 nChanged 158 SP:Iteration 26Q (3065.050000 sec): 3 clusters Score: Raw -3395961.600050 + Penalty 4985.788905 = -3390975.811145 nChanged 157 SP:Iteration 27Q (3065.130000 sec): 3 clusters Score: Raw -3396026.489580 + Penalty 4985.788905 = -3391040.700675 nChanged 133 SP:Iteration 28Q (3065.200000 sec): 3 clusters Score: Raw -3396077.256096 + Penalty 4985.788905 = -3391091.467190 nChanged 118 SP:Iteration 29Q (3065.270000 sec): 3 clusters Score: Raw -3396118.250381 + Penalty 4985.788905 = -3391132.461476 nChanged 108 SP:Iteration 30Q (3065.340000 sec): 3 clusters Score: Raw -3396158.755002 + Penalty 4985.788905 = -3391172.966096 nChanged 113 SP:Iteration 31Q (3065.410000 sec): 3 clusters Score: Raw -3396203.785339 + Penalty 4985.788905 = -3391217.996433 nChanged 95 SP:Iteration 32Q (3065.480000 sec): 3 clusters Score: Raw -3396236.980083 + Penalty 4985.788905 = -3391251.191178 nChanged 78 SP:Iteration 33Q (3065.550000 sec): 3 clusters Score: Raw -3396262.890043 + Penalty 4985.788905 = -3391277.101138 nChanged 66 SP:Iteration 34Q (3065.620000 sec): 3 clusters Score: Raw -3396282.275611 + Penalty 4985.788905 = -3391296.486705 nChanged 52 SP:Iteration 35Q (3065.690000 sec): 3 clusters Score: Raw -3396296.274797 + Penalty 4985.788905 = -3391310.485892 nChanged 45 SP:Iteration 36Q (3065.760000 sec): 3 clusters Score: Raw -3396310.648790 + Penalty 4985.788905 = -3391324.859885 nChanged 49 SP:Iteration 37Q (3065.820000 sec): 3 clusters Score: Raw -3396325.865170 + Penalty 4985.788905 = -3391340.076264 nChanged 39 SP:Iteration 38Q (3065.900000 sec): 3 clusters Score: Raw -3396337.530279 + Penalty 4985.788905 = -3391351.741374 nChanged 31 SP:Iteration 39Q (3065.960000 sec): 3 clusters Score: Raw -3396346.202877 + Penalty 4985.788905 = -3391360.413972 nChanged 30 SP:Iteration 40F (3066.050000 sec): 3 clusters Score: Raw -3396354.744737 + Penalty 4985.788905 = -3391368.955832 nChanged 18 SP:Iteration 41Q (3066.110000 sec): 3 clusters Score: Raw -3396359.110696 + Penalty 4985.788905 = -3391373.321791 nChanged 11 SP:Iteration 42Q (3066.180000 sec): 3 clusters Score: Raw -3396361.254945 + Penalty 4985.788905 = -3391375.466039 nChanged 12 SP:Iteration 43Q (3066.250000 sec): 3 clusters Score: Raw -3396364.264941 + Penalty 4985.788905 = -3391378.476036 nChanged 12 SP:Iteration 44Q (3066.310000 sec): 3 clusters Score: Raw -3396367.216320 + Penalty 4985.788905 = -3391381.427414 nChanged 9 SP:Iteration 45Q (3066.380000 sec): 3 clusters Score: Raw -3396368.881515 + Penalty 4985.788905 = -3391383.092610 nChanged 6 SP:Iteration 46Q (3066.440000 sec): 3 clusters Score: Raw -3396369.993418 + Penalty 4985.788905 = -3391384.204512 nChanged 6 SP:Iteration 47Q (3066.510000 sec): 3 clusters Score: Raw -3396371.367814 + Penalty 4985.788905 = -3391385.578908 nChanged 7 SP:Iteration 48Q (3066.580000 sec): 3 clusters Score: Raw -3396372.944979 + Penalty 4985.788905 = -3391387.156074 nChanged 4 SP:Iteration 49Q (3066.640000 sec): 3 clusters Score: Raw -3396373.553506 + Penalty 4985.788905 = -3391387.764600 nChanged 4 SP:Iteration 50Q (3066.700000 sec): 3 clusters Score: Raw -3396374.604370 + Penalty 4985.788905 = -3391388.815465 nChanged 4 SP:Iteration 51Q (3066.770000 sec): 3 clusters Score: Raw -3396375.851053 + Penalty 4985.788905 = -3391390.062148 nChanged 5 SP:Iteration 52Q (3066.840000 sec): 3 clusters Score: Raw -3396376.812485 + Penalty 4985.788905 = -3391391.023580 nChanged 0 SP:Iteration 53F (3066.920000 sec): 3 clusters Score: Raw -3396376.812485 + Penalty 4985.788905 = -3391391.023580 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 5 (350372 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3068.120000 sec): 2 clusters Score: Raw -51322987.102115 + Penalty 3166.154180 = -51319820.947935 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3069.460000 sec): 3 clusters Score: Raw -51089471.187634 + Penalty 6332.308360 = -51083138.879274 nChanged 170488 SP:Iteration 1F (3070.810000 sec): 3 clusters Score: Raw -51193090.095193 + Penalty 6332.308360 = -51186757.786832 nChanged 10392 SP:Iteration 2Q (3072.230000 sec): 3 clusters Score: Raw -51195694.748401 + Penalty 6332.308360 = -51189362.440041 nChanged 12345 SP:Iteration 3Q (3073.640000 sec): 3 clusters Score: Raw -51199530.192339 + Penalty 6332.308360 = -51193197.883979 nChanged 14885 SP:Iteration 4Q (3075.060000 sec): 3 clusters Score: Raw -51205362.858256 + Penalty 6332.308360 = -51199030.549896 nChanged 17963 SP:Iteration 5F (3076.380000 sec): 3 clusters Score: Raw -51214106.398933 + Penalty 6332.308360 = -51207774.090573 nChanged 21122 SP:Iteration 6F (3077.750000 sec): 3 clusters Score: Raw -51226718.316813 + Penalty 6332.308360 = -51220386.008453 nChanged 23077 SP:Iteration 7F (3079.110000 sec): 3 clusters Score: Raw -51243149.583519 + Penalty 6332.308360 = -51236817.275159 nChanged 22493 SP:Iteration 8F (3080.480000 sec): 3 clusters Score: Raw -51260980.544015 + Penalty 6332.308360 = -51254648.235655 nChanged 18943 SP:Iteration 9F (3083.060000 sec): 3 clusters Score: Raw -51276975.211445 + Penalty 6332.308360 = -51270642.903085 nChanged 14297 SP:Iteration 10Q (3084.410000 sec): 3 clusters Score: Raw -51288941.536666 + Penalty 6332.308360 = -51282609.228306 nChanged 10316 SP:Iteration 11Q (3086.390000 sec): 3 clusters Score: Raw -51296916.211185 + Penalty 6332.308360 = -51290583.902824 nChanged 7441 SP:Iteration 12Q (3088.090000 sec): 3 clusters Score: Raw -51302192.362288 + Penalty 6332.308360 = -51295860.053928 nChanged 5749 SP:Iteration 13Q (3089.280000 sec): 3 clusters Score: Raw -51306058.616193 + Penalty 6332.308360 = -51299726.307833 nChanged 4875 SP:Iteration 14Q (3090.850000 sec): 3 clusters Score: Raw -51309270.542022 + Penalty 6332.308360 = -51302938.233662 nChanged 4031 SP:Iteration 15Q (3091.930000 sec): 3 clusters Score: Raw -51311805.615742 + Penalty 6332.308360 = -51305473.307382 nChanged 3417 SP:Iteration 16Q (3094.620000 sec): 3 clusters Score: Raw -51313883.516564 + Penalty 6332.308360 = -51307551.208204 nChanged 2868 SP:Iteration 17Q (3095.680000 sec): 3 clusters Score: Raw -51315590.396397 + Penalty 6332.308360 = -51309258.088037 nChanged 2389 SP:Iteration 18Q (3096.710000 sec): 3 clusters Score: Raw -51316956.004331 + Penalty 6332.308360 = -51310623.695971 nChanged 1941 SP:Iteration 19Q (3098.270000 sec): 3 clusters Score: Raw -51318000.129892 + Penalty 6332.308360 = -51311667.821532 nChanged 1698 SP:Iteration 20F (3100.210000 sec): 3 clusters Score: Raw -51318881.297300 + Penalty 6332.308360 = -51312548.988940 nChanged 1414 SP:Iteration 21Q (3101.560000 sec): 3 clusters Score: Raw -51319560.705021 + Penalty 6332.308360 = -51313228.396660 nChanged 1231 SP:Iteration 22Q (3102.620000 sec): 3 clusters Score: Raw -51320174.853533 + Penalty 6332.308360 = -51313842.545173 nChanged 1054 SP:Iteration 23Q (3103.670000 sec): 3 clusters Score: Raw -51320695.529377 + Penalty 6332.308360 = -51314363.221017 nChanged 910 SP:Iteration 24Q (3106.220000 sec): 3 clusters Score: Raw -51321121.266372 + Penalty 6332.308360 = -51314788.958012 nChanged 794 SP:Iteration 25Q (3108.760000 sec): 3 clusters Score: Raw -51321484.143260 + Penalty 6332.308360 = -51315151.834899 nChanged 636 SP:Iteration 26Q (3109.750000 sec): 3 clusters Score: Raw -51321767.998600 + Penalty 6332.308360 = -51315435.690240 nChanged 557 SP:Iteration 27Q (3111.530000 sec): 3 clusters Score: Raw -51322014.680853 + Penalty 6332.308360 = -51315682.372493 nChanged 484 SP:Iteration 28Q (3112.680000 sec): 3 clusters Score: Raw -51322238.852050 + Penalty 6332.308360 = -51315906.543690 nChanged 423 SP:Iteration 29Q (3113.910000 sec): 3 clusters Score: Raw -51322445.335561 + Penalty 6332.308360 = -51316113.027201 nChanged 369 SP:Iteration 30Q (3114.900000 sec): 3 clusters Score: Raw -51322635.119497 + Penalty 6332.308360 = -51316302.811136 nChanged 328 SP:Iteration 31Q (3117.060000 sec): 3 clusters Score: Raw -51322808.669224 + Penalty 6332.308360 = -51316476.360864 nChanged 255 SP:Iteration 32Q (3121.130000 sec): 3 clusters Score: Raw -51322941.100115 + Penalty 6332.308360 = -51316608.791755 nChanged 189 SP:Iteration 33Q (3123.060000 sec): 3 clusters Score: Raw -51323035.739112 + Penalty 6332.308360 = -51316703.430752 nChanged 142 SP:Iteration 34Q (3124.050000 sec): 3 clusters Score: Raw -51323109.808654 + Penalty 6332.308360 = -51316777.500294 nChanged 112 SP:Iteration 35Q (3124.970000 sec): 3 clusters Score: Raw -51323164.641995 + Penalty 6332.308360 = -51316832.333635 nChanged 88 SP:Iteration 36Q (3125.900000 sec): 3 clusters Score: Raw -51323209.254638 + Penalty 6332.308360 = -51316876.946278 nChanged 74 SP:Iteration 37Q (3126.830000 sec): 3 clusters Score: Raw -51323242.413780 + Penalty 6332.308360 = -51316910.105420 nChanged 52 SP:Iteration 38Q (3127.730000 sec): 3 clusters Score: Raw -51323264.328986 + Penalty 6332.308360 = -51316932.020626 nChanged 32 SP:Iteration 39Q (3128.630000 sec): 3 clusters Score: Raw -51323280.424916 + Penalty 6332.308360 = -51316948.116556 nChanged 32 SP:Iteration 40F (3129.950000 sec): 3 clusters Score: Raw -51323296.494112 + Penalty 6332.308360 = -51316964.185752 nChanged 34 SP:Iteration 41Q (3130.850000 sec): 3 clusters Score: Raw -51323316.824793 + Penalty 6332.308360 = -51316984.516433 nChanged 32 SP:Iteration 42Q (3131.850000 sec): 3 clusters Score: Raw -51323332.444131 + Penalty 6332.308360 = -51317000.135771 nChanged 26 SP:Iteration 43Q (3132.840000 sec): 3 clusters Score: Raw -51323344.804677 + Penalty 6332.308360 = -51317012.496317 nChanged 21 SP:Iteration 44Q (3133.790000 sec): 3 clusters Score: Raw -51323356.475222 + Penalty 6332.308360 = -51317024.166862 nChanged 24 SP:Iteration 45Q (3134.710000 sec): 3 clusters Score: Raw -51323366.428840 + Penalty 6332.308360 = -51317034.120480 nChanged 17 SP:Iteration 46Q (3135.620000 sec): 3 clusters Score: Raw -51323375.378572 + Penalty 6332.308360 = -51317043.070212 nChanged 14 SP:Iteration 47Q (3136.550000 sec): 3 clusters Score: Raw -51323383.338210 + Penalty 6332.308360 = -51317051.029849 nChanged 24 SP:Iteration 48Q (3137.480000 sec): 3 clusters Score: Raw -51323395.224232 + Penalty 6332.308360 = -51317062.915872 nChanged 11 SP:Iteration 49Q (3138.400000 sec): 3 clusters Score: Raw -51323401.560899 + Penalty 6332.308360 = -51317069.252539 nChanged 10 SP:Iteration 50Q (3139.310000 sec): 3 clusters Score: Raw -51323406.769428 + Penalty 6332.308360 = -51317074.461067 nChanged 9 SP:Iteration 51Q (3140.240000 sec): 3 clusters Score: Raw -51323411.112082 + Penalty 6332.308360 = -51317078.803722 nChanged 7 SP:Iteration 52Q (3141.170000 sec): 3 clusters Score: Raw -51323415.687338 + Penalty 6332.308360 = -51317083.378978 nChanged 9 SP:Iteration 53Q (3142.140000 sec): 3 clusters Score: Raw -51323419.213765 + Penalty 6332.308360 = -51317086.905405 nChanged 3 SP:Iteration 54Q (3143.040000 sec): 3 clusters Score: Raw -51323420.832504 + Penalty 6332.308360 = -51317088.524144 nChanged 4 SP:Iteration 55Q (3143.980000 sec): 3 clusters Score: Raw -51323422.423209 + Penalty 6332.308360 = -51317090.114849 nChanged 2 SP:Iteration 56Q (3144.900000 sec): 3 clusters Score: Raw -51323423.139961 + Penalty 6332.308360 = -51317090.831601 nChanged 2 SP:Iteration 57Q (3145.860000 sec): 3 clusters Score: Raw -51323423.858842 + Penalty 6332.308360 = -51317091.550482 nChanged 3 SP:Iteration 58Q (3146.780000 sec): 3 clusters Score: Raw -51323424.950315 + Penalty 6332.308360 = -51317092.641955 nChanged 2 SP:Iteration 59Q (3147.710000 sec): 3 clusters Score: Raw -51323425.594902 + Penalty 6332.308360 = -51317093.286542 nChanged 2 SP:Iteration 60F (3149.070000 sec): 3 clusters Score: Raw -51323426.336176 + Penalty 6332.308360 = -51317094.027816 nChanged 3 SP:Iteration 61Q (3149.970000 sec): 3 clusters Score: Raw -51323427.767639 + Penalty 6332.308360 = -51317095.459279 nChanged 1 SP:Iteration 62Q (3150.900000 sec): 3 clusters Score: Raw -51323428.051727 + Penalty 6332.308360 = -51317095.743367 nChanged 0 SP:Iteration 63F (3152.210000 sec): 3 clusters Score: Raw -51323428.051727 + Penalty 6332.308360 = -51317095.743367 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 6 (21287 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3152.410000 sec): 2 clusters Score: Raw -3304139.678454 + Penalty 2471.531256 = -3301668.147198 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3152.490000 sec): 3 clusters Score: Raw -3291458.696305 + Penalty 4943.062511 = -3286515.633794 nChanged 9475 SP:Iteration 1F (3152.570000 sec): 3 clusters Score: Raw -3296642.601983 + Penalty 4943.062511 = -3291699.539472 nChanged 1151 SP:Iteration 2F (3152.640000 sec): 3 clusters Score: Raw -3297112.319097 + Penalty 4943.062511 = -3292169.256586 nChanged 1099 SP:Iteration 3F (3152.720000 sec): 3 clusters Score: Raw -3297618.943106 + Penalty 4943.062511 = -3292675.880595 nChanged 1093 SP:Iteration 4F (3152.800000 sec): 3 clusters Score: Raw -3298170.006964 + Penalty 4943.062511 = -3293226.944453 nChanged 1193 SP:Iteration 5F (3152.870000 sec): 3 clusters Score: Raw -3298818.642261 + Penalty 4943.062511 = -3293875.579750 nChanged 1216 SP:Iteration 6F (3152.950000 sec): 3 clusters Score: Raw -3299545.973119 + Penalty 4943.062511 = -3294602.910608 nChanged 1240 SP:Iteration 7F (3153.020000 sec): 3 clusters Score: Raw -3300377.238238 + Penalty 4943.062511 = -3295434.175727 nChanged 1171 SP:Iteration 8F (3153.100000 sec): 3 clusters Score: Raw -3301227.065762 + Penalty 4943.062511 = -3296284.003251 nChanged 1094 SP:Iteration 9F (3153.190000 sec): 3 clusters Score: Raw -3302082.453517 + Penalty 4943.062511 = -3297139.391006 nChanged 890 SP:Iteration 10Q (3153.270000 sec): 3 clusters Score: Raw -3302869.528672 + Penalty 4943.062511 = -3297926.466161 nChanged 695 SP:Iteration 11Q (3153.340000 sec): 3 clusters Score: Raw -3303488.744657 + Penalty 4943.062511 = -3298545.682146 nChanged 502 SP:Iteration 12Q (3153.420000 sec): 3 clusters Score: Raw -3303915.375990 + Penalty 4943.062511 = -3298972.313479 nChanged 363 SP:Iteration 13Q (3153.490000 sec): 3 clusters Score: Raw -3304199.197520 + Penalty 4943.062511 = -3299256.135009 nChanged 255 SP:Iteration 14Q (3153.550000 sec): 3 clusters Score: Raw -3304379.348322 + Penalty 4943.062511 = -3299436.285811 nChanged 177 SP:Iteration 15Q (3153.620000 sec): 3 clusters Score: Raw -3304508.050466 + Penalty 4943.062511 = -3299564.987955 nChanged 154 SP:Iteration 16Q (3153.680000 sec): 3 clusters Score: Raw -3304631.847465 + Penalty 4943.062511 = -3299688.784954 nChanged 145 SP:Iteration 17Q (3153.740000 sec): 3 clusters Score: Raw -3304749.143722 + Penalty 4943.062511 = -3299806.081211 nChanged 116 SP:Iteration 18Q (3153.810000 sec): 3 clusters Score: Raw -3304826.689918 + Penalty 4943.062511 = -3299883.627407 nChanged 67 SP:Iteration 19Q (3153.860000 sec): 3 clusters Score: Raw -3304860.684313 + Penalty 4943.062511 = -3299917.621802 nChanged 50 SP:Iteration 20F (3153.940000 sec): 3 clusters Score: Raw -3304879.323296 + Penalty 4943.062511 = -3299936.260785 nChanged 37 SP:Iteration 21Q (3154.010000 sec): 3 clusters Score: Raw -3304893.575877 + Penalty 4943.062511 = -3299950.513366 nChanged 27 SP:Iteration 22Q (3154.070000 sec): 3 clusters Score: Raw -3304901.575339 + Penalty 4943.062511 = -3299958.512828 nChanged 24 SP:Iteration 23Q (3154.130000 sec): 3 clusters Score: Raw -3304909.720441 + Penalty 4943.062511 = -3299966.657930 nChanged 22 SP:Iteration 24Q (3154.190000 sec): 3 clusters Score: Raw -3304917.074931 + Penalty 4943.062511 = -3299974.012420 nChanged 16 SP:Iteration 25Q (3154.250000 sec): 3 clusters Score: Raw -3304920.491367 + Penalty 4943.062511 = -3299977.428856 nChanged 15 SP:Iteration 26Q (3154.320000 sec): 3 clusters Score: Raw -3304924.985536 + Penalty 4943.062511 = -3299981.923025 nChanged 16 SP:Iteration 27Q (3154.380000 sec): 3 clusters Score: Raw -3304930.650907 + Penalty 4943.062511 = -3299987.588396 nChanged 13 SP:Iteration 28Q (3154.440000 sec): 3 clusters Score: Raw -3304935.491247 + Penalty 4943.062511 = -3299992.428736 nChanged 17 SP:Iteration 29Q (3154.500000 sec): 3 clusters Score: Raw -3304940.632849 + Penalty 4943.062511 = -3299997.570338 nChanged 12 SP:Iteration 30Q (3154.560000 sec): 3 clusters Score: Raw -3304943.932621 + Penalty 4943.062511 = -3300000.870110 nChanged 4 SP:Iteration 31Q (3154.620000 sec): 3 clusters Score: Raw -3304945.123846 + Penalty 4943.062511 = -3300002.061335 nChanged 3 SP:Iteration 32Q (3154.680000 sec): 3 clusters Score: Raw -3304945.963465 + Penalty 4943.062511 = -3300002.900954 nChanged 2 SP:Iteration 33Q (3154.740000 sec): 3 clusters Score: Raw -3304946.315061 + Penalty 4943.062511 = -3300003.252550 nChanged 4 SP:Iteration 34Q (3154.800000 sec): 3 clusters Score: Raw -3304947.290727 + Penalty 4943.062511 = -3300004.228216 nChanged 0 SP:Iteration 35F (3154.880000 sec): 3 clusters Score: Raw -3304947.290727 + Penalty 4943.062511 = -3300004.228216 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 7 (113904 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3155.270000 sec): 2 clusters Score: Raw -16245817.905614 + Penalty 2887.491594 = -16242930.414020 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3155.710000 sec): 3 clusters Score: Raw -16172682.072017 + Penalty 5774.983189 = -16166907.088829 nChanged 53978 SP:Iteration 1F (3156.160000 sec): 3 clusters Score: Raw -16204605.715627 + Penalty 5774.983189 = -16198830.732438 nChanged 4968 SP:Iteration 2Q (3156.610000 sec): 3 clusters Score: Raw -16206567.939092 + Penalty 5774.983189 = -16200792.955904 nChanged 5593 SP:Iteration 3Q (3157.060000 sec): 3 clusters Score: Raw -16208936.177227 + Penalty 5774.983189 = -16203161.194038 nChanged 5938 SP:Iteration 4F (3157.500000 sec): 3 clusters Score: Raw -16211635.682232 + Penalty 5774.983189 = -16205860.699044 nChanged 6254 SP:Iteration 5F (3157.930000 sec): 3 clusters Score: Raw -16214849.300071 + Penalty 5774.983189 = -16209074.316882 nChanged 6351 SP:Iteration 6F (3158.370000 sec): 3 clusters Score: Raw -16218364.034742 + Penalty 5774.983189 = -16212589.051553 nChanged 6124 SP:Iteration 7F (3158.800000 sec): 3 clusters Score: Raw -16221687.580886 + Penalty 5774.983189 = -16215912.597697 nChanged 5756 SP:Iteration 8F (3159.260000 sec): 3 clusters Score: Raw -16224529.456511 + Penalty 5774.983189 = -16218754.473323 nChanged 5116 SP:Iteration 9Q (3159.710000 sec): 3 clusters Score: Raw -16227002.001486 + Penalty 5774.983189 = -16221227.018298 nChanged 4594 SP:Iteration 10Q (3160.170000 sec): 3 clusters Score: Raw -16229459.595318 + Penalty 5774.983189 = -16223684.612130 nChanged 4245 SP:Iteration 11Q (3160.630000 sec): 3 clusters Score: Raw -16231763.723976 + Penalty 5774.983189 = -16225988.740787 nChanged 3889 SP:Iteration 12Q (3161.070000 sec): 3 clusters Score: Raw -16233644.065536 + Penalty 5774.983189 = -16227869.082348 nChanged 3122 SP:Iteration 13Q (3161.510000 sec): 3 clusters Score: Raw -16234866.119677 + Penalty 5774.983189 = -16229091.136488 nChanged 2339 SP:Iteration 14Q (3161.940000 sec): 3 clusters Score: Raw -16235612.097732 + Penalty 5774.983189 = -16229837.114543 nChanged 1811 SP:Iteration 15Q (3162.370000 sec): 3 clusters Score: Raw -16236167.319219 + Penalty 5774.983189 = -16230392.336031 nChanged 1511 SP:Iteration 16Q (3162.950000 sec): 3 clusters Score: Raw -16236627.991077 + Penalty 5774.983189 = -16230853.007888 nChanged 1353 SP:Iteration 17Q (3164.040000 sec): 3 clusters Score: Raw -16237013.246639 + Penalty 5774.983189 = -16231238.263451 nChanged 1299 SP:Iteration 18Q (3165.530000 sec): 3 clusters Score: Raw -16237370.358136 + Penalty 5774.983189 = -16231595.374947 nChanged 1187 SP:Iteration 19Q (3166.260000 sec): 3 clusters Score: Raw -16237649.951767 + Penalty 5774.983189 = -16231874.968578 nChanged 1024 SP:Iteration 20F (3166.670000 sec): 3 clusters Score: Raw -16237862.853665 + Penalty 5774.983189 = -16232087.870476 nChanged 915 SP:Iteration 21Q (3167.750000 sec): 3 clusters Score: Raw -16238034.477920 + Penalty 5774.983189 = -16232259.494732 nChanged 827 SP:Iteration 22Q (3168.720000 sec): 3 clusters Score: Raw -16238175.236123 + Penalty 5774.983189 = -16232400.252934 nChanged 776 SP:Iteration 23Q (3169.120000 sec): 3 clusters Score: Raw -16238297.189521 + Penalty 5774.983189 = -16232522.206332 nChanged 692 SP:Iteration 24Q (3170.750000 sec): 3 clusters Score: Raw -16238401.544608 + Penalty 5774.983189 = -16232626.561420 nChanged 675 SP:Iteration 25Q (3171.350000 sec): 3 clusters Score: Raw -16238497.700948 + Penalty 5774.983189 = -16232722.717759 nChanged 663 SP:Iteration 26Q (3171.750000 sec): 3 clusters Score: Raw -16238586.437287 + Penalty 5774.983189 = -16232811.454098 nChanged 629 SP:Iteration 27Q (3172.330000 sec): 3 clusters Score: Raw -16238668.007260 + Penalty 5774.983189 = -16232893.024072 nChanged 554 SP:Iteration 28Q (3174.000000 sec): 3 clusters Score: Raw -16238734.597323 + Penalty 5774.983189 = -16232959.614135 nChanged 544 SP:Iteration 29Q (3174.840000 sec): 3 clusters Score: Raw -16238797.603703 + Penalty 5774.983189 = -16233022.620514 nChanged 533 SP:Iteration 30Q (3175.320000 sec): 3 clusters Score: Raw -16238862.016098 + Penalty 5774.983189 = -16233087.032910 nChanged 602 SP:Iteration 31Q (3175.730000 sec): 3 clusters Score: Raw -16238938.280688 + Penalty 5774.983189 = -16233163.297500 nChanged 637 SP:Iteration 32Q (3176.140000 sec): 3 clusters Score: Raw -16239020.777836 + Penalty 5774.983189 = -16233245.794648 nChanged 680 SP:Iteration 33Q (3177.290000 sec): 3 clusters Score: Raw -16239118.435341 + Penalty 5774.983189 = -16233343.452153 nChanged 689 SP:Iteration 34Q (3178.170000 sec): 3 clusters Score: Raw -16239221.524524 + Penalty 5774.983189 = -16233446.541335 nChanged 747 SP:Iteration 35Q (3178.570000 sec): 3 clusters Score: Raw -16239334.116479 + Penalty 5774.983189 = -16233559.133291 nChanged 789 SP:Iteration 36Q (3178.970000 sec): 3 clusters Score: Raw -16239461.282570 + Penalty 5774.983189 = -16233686.299381 nChanged 798 SP:Iteration 37Q (3179.370000 sec): 3 clusters Score: Raw -16239596.640551 + Penalty 5774.983189 = -16233821.657362 nChanged 825 SP:Iteration 38Q (3179.760000 sec): 3 clusters Score: Raw -16239743.597679 + Penalty 5774.983189 = -16233968.614490 nChanged 836 SP:Iteration 39Q (3180.140000 sec): 3 clusters Score: Raw -16239897.438822 + Penalty 5774.983189 = -16234122.455633 nChanged 927 SP:Iteration 40F (3180.590000 sec): 3 clusters Score: Raw -16240082.955207 + Penalty 5774.983189 = -16234307.972019 nChanged 935 SP:Iteration 41Q (3180.970000 sec): 3 clusters Score: Raw -16240283.603871 + Penalty 5774.983189 = -16234508.620683 nChanged 934 SP:Iteration 42Q (3181.370000 sec): 3 clusters Score: Raw -16240490.340661 + Penalty 5774.983189 = -16234715.357473 nChanged 959 SP:Iteration 43Q (3181.750000 sec): 3 clusters Score: Raw -16240719.940003 + Penalty 5774.983189 = -16234944.956814 nChanged 1048 SP:Iteration 44Q (3182.120000 sec): 3 clusters Score: Raw -16240993.790757 + Penalty 5774.983189 = -16235218.807568 nChanged 1061 SP:Iteration 45Q (3182.500000 sec): 3 clusters Score: Raw -16241296.293198 + Penalty 5774.983189 = -16235521.310010 nChanged 1073 SP:Iteration 46Q (3182.880000 sec): 3 clusters Score: Raw -16241621.675474 + Penalty 5774.983189 = -16235846.692286 nChanged 1050 SP:Iteration 47Q (3183.580000 sec): 3 clusters Score: Raw -16241943.484717 + Penalty 5774.983189 = -16236168.501529 nChanged 1040 SP:Iteration 48Q (3184.350000 sec): 3 clusters Score: Raw -16242291.517373 + Penalty 5774.983189 = -16236516.534184 nChanged 1067 SP:Iteration 49Q (3184.710000 sec): 3 clusters Score: Raw -16242658.171509 + Penalty 5774.983189 = -16236883.188320 nChanged 1043 SP:Iteration 50Q (3185.070000 sec): 3 clusters Score: Raw -16243037.437933 + Penalty 5774.983189 = -16237262.454744 nChanged 1028 SP:Iteration 51Q (3185.430000 sec): 3 clusters Score: Raw -16243424.140566 + Penalty 5774.983189 = -16237649.157377 nChanged 972 SP:Iteration 52Q (3185.850000 sec): 3 clusters Score: Raw -16243812.410039 + Penalty 5774.983189 = -16238037.426850 nChanged 974 SP:Iteration 53Q (3186.200000 sec): 3 clusters Score: Raw -16244237.286148 + Penalty 5774.983189 = -16238462.302959 nChanged 846 SP:Iteration 54Q (3186.550000 sec): 3 clusters Score: Raw -16244612.412143 + Penalty 5774.983189 = -16238837.428955 nChanged 780 SP:Iteration 55Q (3186.870000 sec): 3 clusters Score: Raw -16244983.818051 + Penalty 5774.983189 = -16239208.834862 nChanged 675 SP:Iteration 56Q (3187.220000 sec): 3 clusters Score: Raw -16245306.027141 + Penalty 5774.983189 = -16239531.043952 nChanged 604 SP:Iteration 57Q (3187.550000 sec): 3 clusters Score: Raw -16245585.214544 + Penalty 5774.983189 = -16239810.231355 nChanged 499 SP:Iteration 58Q (3187.890000 sec): 3 clusters Score: Raw -16245805.297009 + Penalty 5774.983189 = -16240030.313821 nChanged 404 SP:Iteration 59Q (3188.220000 sec): 3 clusters Score: Raw -16245999.524808 + Penalty 5774.983189 = -16240224.541619 nChanged 336 SP:Iteration 60F (3189.420000 sec): 3 clusters Score: Raw -16246160.657602 + Penalty 5774.983189 = -16240385.674413 nChanged 283 SP:Iteration 61Q (3189.990000 sec): 3 clusters Score: Raw -16246293.014452 + Penalty 5774.983189 = -16240518.031263 nChanged 235 SP:Iteration 62Q (3190.310000 sec): 3 clusters Score: Raw -16246398.649997 + Penalty 5774.983189 = -16240623.666808 nChanged 182 SP:Iteration 63Q (3190.630000 sec): 3 clusters Score: Raw -16246477.325744 + Penalty 5774.983189 = -16240702.342555 nChanged 157 SP:Iteration 64Q (3190.950000 sec): 3 clusters Score: Raw -16246545.722346 + Penalty 5774.983189 = -16240770.739158 nChanged 112 SP:Iteration 65Q (3191.270000 sec): 3 clusters Score: Raw -16246586.956071 + Penalty 5774.983189 = -16240811.972882 nChanged 95 SP:Iteration 66Q (3191.590000 sec): 3 clusters Score: Raw -16246619.802447 + Penalty 5774.983189 = -16240844.819258 nChanged 82 SP:Iteration 67Q (3191.920000 sec): 3 clusters Score: Raw -16246654.243323 + Penalty 5774.983189 = -16240879.260134 nChanged 81 SP:Iteration 68Q (3192.240000 sec): 3 clusters Score: Raw -16246686.600278 + Penalty 5774.983189 = -16240911.617090 nChanged 60 SP:Iteration 69Q (3192.550000 sec): 3 clusters Score: Raw -16246712.282265 + Penalty 5774.983189 = -16240937.299076 nChanged 58 SP:Iteration 70Q (3192.860000 sec): 3 clusters Score: Raw -16246737.690974 + Penalty 5774.983189 = -16240962.707785 nChanged 68 SP:Iteration 71Q (3193.190000 sec): 3 clusters Score: Raw -16246761.340116 + Penalty 5774.983189 = -16240986.356928 nChanged 36 SP:Iteration 72Q (3193.520000 sec): 3 clusters Score: Raw -16246772.698808 + Penalty 5774.983189 = -16240997.715619 nChanged 31 SP:Iteration 73Q (3193.840000 sec): 3 clusters Score: Raw -16246785.065085 + Penalty 5774.983189 = -16241010.081896 nChanged 30 SP:Iteration 74Q (3194.170000 sec): 3 clusters Score: Raw -16246797.352853 + Penalty 5774.983189 = -16241022.369665 nChanged 27 SP:Iteration 75Q (3194.490000 sec): 3 clusters Score: Raw -16246807.915449 + Penalty 5774.983189 = -16241032.932260 nChanged 21 SP:Iteration 76Q (3194.800000 sec): 3 clusters Score: Raw -16246816.091522 + Penalty 5774.983189 = -16241041.108334 nChanged 28 SP:Iteration 77Q (3195.120000 sec): 3 clusters Score: Raw -16246826.091039 + Penalty 5774.983189 = -16241051.107850 nChanged 21 SP:Iteration 78Q (3195.440000 sec): 3 clusters Score: Raw -16246834.031543 + Penalty 5774.983189 = -16241059.048355 nChanged 21 SP:Iteration 79Q (3195.780000 sec): 3 clusters Score: Raw -16246841.891368 + Penalty 5774.983189 = -16241066.908179 nChanged 16 SP:Iteration 80F (3196.670000 sec): 3 clusters Score: Raw -16246846.878523 + Penalty 5774.983189 = -16241071.895335 nChanged 16 SP:Iteration 81Q (3196.980000 sec): 3 clusters Score: Raw -16246851.983428 + Penalty 5774.983189 = -16241077.000239 nChanged 17 SP:Iteration 82Q (3197.300000 sec): 3 clusters Score: Raw -16246856.370901 + Penalty 5774.983189 = -16241081.387713 nChanged 13 SP:Iteration 83Q (3197.920000 sec): 3 clusters Score: Raw -16246860.971683 + Penalty 5774.983189 = -16241085.988494 nChanged 11 SP:Iteration 84Q (3198.450000 sec): 3 clusters Score: Raw -16246865.686985 + Penalty 5774.983189 = -16241090.703796 nChanged 13 SP:Iteration 85Q (3198.760000 sec): 3 clusters Score: Raw -16246870.213621 + Penalty 5774.983189 = -16241095.230432 nChanged 13 SP:Iteration 86Q (3199.080000 sec): 3 clusters Score: Raw -16246873.967968 + Penalty 5774.983189 = -16241098.984779 nChanged 11 SP:Iteration 87Q (3199.400000 sec): 3 clusters Score: Raw -16246877.725952 + Penalty 5774.983189 = -16241102.742764 nChanged 15 SP:Iteration 88Q (3199.750000 sec): 3 clusters Score: Raw -16246886.190257 + Penalty 5774.983189 = -16241111.207069 nChanged 20 SP:Iteration 89Q (3200.070000 sec): 3 clusters Score: Raw -16246894.194171 + Penalty 5774.983189 = -16241119.210983 nChanged 23 SP:Iteration 90Q (3200.390000 sec): 3 clusters Score: Raw -16246902.979508 + Penalty 5774.983189 = -16241127.996319 nChanged 25 SP:Iteration 91Q (3200.700000 sec): 3 clusters Score: Raw -16246914.729925 + Penalty 5774.983189 = -16241139.746737 nChanged 21 SP:Iteration 92Q (3201.020000 sec): 3 clusters Score: Raw -16246923.781083 + Penalty 5774.983189 = -16241148.797894 nChanged 19 SP:Iteration 93Q (3201.330000 sec): 3 clusters Score: Raw -16246933.754706 + Penalty 5774.983189 = -16241158.771518 nChanged 30 SP:Iteration 94Q (3201.660000 sec): 3 clusters Score: Raw -16246948.891191 + Penalty 5774.983189 = -16241173.908003 nChanged 25 SP:Iteration 95Q (3201.960000 sec): 3 clusters Score: Raw -16246960.908287 + Penalty 5774.983189 = -16241185.925098 nChanged 26 SP:Iteration 96Q (3202.260000 sec): 3 clusters Score: Raw -16246973.944997 + Penalty 5774.983189 = -16241198.961808 nChanged 32 SP:Iteration 97Q (3202.580000 sec): 3 clusters Score: Raw -16246992.479022 + Penalty 5774.983189 = -16241217.495833 nChanged 28 SP:Iteration 98Q (3202.880000 sec): 3 clusters Score: Raw -16247007.365480 + Penalty 5774.983189 = -16241232.382292 nChanged 27 SP:Iteration 99Q (3203.180000 sec): 3 clusters Score: Raw -16247021.539371 + Penalty 5774.983189 = -16241246.556183 nChanged 37 SP:Iteration 100F (3203.630000 sec): 3 clusters Score: Raw -16247038.078544 + Penalty 5774.983189 = -16241263.095355 nChanged 25 SP:Iteration 101Q (3203.970000 sec): 3 clusters Score: Raw -16247047.472638 + Penalty 5774.983189 = -16241272.489450 nChanged 23 SP:Iteration 102Q (3204.290000 sec): 3 clusters Score: Raw -16247058.969671 + Penalty 5774.983189 = -16241283.986482 nChanged 24 SP:Iteration 103Q (3204.610000 sec): 3 clusters Score: Raw -16247068.514855 + Penalty 5774.983189 = -16241293.531667 nChanged 19 SP:Iteration 104Q (3204.930000 sec): 3 clusters Score: Raw -16247076.301744 + Penalty 5774.983189 = -16241301.318555 nChanged 21 SP:Iteration 105Q (3205.260000 sec): 3 clusters Score: Raw -16247086.206842 + Penalty 5774.983189 = -16241311.223653 nChanged 14 SP:Iteration 106Q (3205.590000 sec): 3 clusters Score: Raw -16247091.636232 + Penalty 5774.983189 = -16241316.653043 nChanged 12 SP:Iteration 107Q (3205.910000 sec): 3 clusters Score: Raw -16247095.969998 + Penalty 5774.983189 = -16241320.986809 nChanged 10 SP:Iteration 108Q (3206.240000 sec): 3 clusters Score: Raw -16247099.053333 + Penalty 5774.983189 = -16241324.070144 nChanged 8 SP:Iteration 109Q (3206.570000 sec): 3 clusters Score: Raw -16247101.608962 + Penalty 5774.983189 = -16241326.625773 nChanged 11 SP:Iteration 110Q (3206.900000 sec): 3 clusters Score: Raw -16247106.554333 + Penalty 5774.983189 = -16241331.571144 nChanged 14 SP:Iteration 111Q (3207.220000 sec): 3 clusters Score: Raw -16247112.135492 + Penalty 5774.983189 = -16241337.152304 nChanged 9 SP:Iteration 112Q (3207.570000 sec): 3 clusters Score: Raw -16247115.570820 + Penalty 5774.983189 = -16241340.587632 nChanged 6 SP:Iteration 113Q (3207.890000 sec): 3 clusters Score: Raw -16247117.603433 + Penalty 5774.983189 = -16241342.620244 nChanged 5 SP:Iteration 114Q (3208.200000 sec): 3 clusters Score: Raw -16247119.123789 + Penalty 5774.983189 = -16241344.140601 nChanged 3 SP:Iteration 115Q (3208.510000 sec): 3 clusters Score: Raw -16247120.187589 + Penalty 5774.983189 = -16241345.204401 nChanged 6 SP:Iteration 116Q (3208.810000 sec): 3 clusters Score: Raw -16247121.919609 + Penalty 5774.983189 = -16241346.936420 nChanged 4 SP:Iteration 117Q (3209.120000 sec): 3 clusters Score: Raw -16247123.409953 + Penalty 5774.983189 = -16241348.426765 nChanged 1 SP:Iteration 118Q (3209.410000 sec): 3 clusters Score: Raw -16247123.756538 + Penalty 5774.983189 = -16241348.773349 nChanged 2 SP:Iteration 119Q (3209.710000 sec): 3 clusters Score: Raw -16247124.253062 + Penalty 5774.983189 = -16241349.269873 nChanged 2 SP:Iteration 120F (3210.130000 sec): 3 clusters Score: Raw -16247124.673700 + Penalty 5774.983189 = -16241349.690512 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 8 (881 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3210.180000 sec): 2 clusters Score: Raw -118692.384249 + Penalty 1681.702291 = -117010.681958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3210.190000 sec): 3 clusters Score: Raw -118622.099289 + Penalty 3363.404582 = -115258.694706 nChanged 214 SP:Iteration 1F (3210.190000 sec): 3 clusters Score: Raw -118913.456206 + Penalty 3363.404582 = -115550.051624 nChanged 68 SP:Iteration 2F (3210.200000 sec): 3 clusters Score: Raw -119034.712156 + Penalty 3363.404582 = -115671.307574 nChanged 30 SP:Iteration 3Q (3210.200000 sec): 3 clusters Score: Raw -119081.971383 + Penalty 3363.404582 = -115718.566801 nChanged 13 SP:Iteration 4Q (3210.200000 sec): 3 clusters Score: Raw -119103.215889 + Penalty 3363.404582 = -115739.811307 nChanged 9 SP:Iteration 5Q (3210.210000 sec): 3 clusters Score: Raw -119127.946341 + Penalty 3363.404582 = -115764.541758 nChanged 13 SP:Iteration 6Q (3210.210000 sec): 3 clusters Score: Raw -119153.353491 + Penalty 3363.404582 = -115789.948909 nChanged 14 SP:Iteration 7Q (3210.220000 sec): 3 clusters Score: Raw -119175.978922 + Penalty 3363.404582 = -115812.574339 nChanged 9 SP:Iteration 8Q (3210.220000 sec): 3 clusters Score: Raw -119190.476344 + Penalty 3363.404582 = -115827.071762 nChanged 10 SP:Iteration 9Q (3210.220000 sec): 3 clusters Score: Raw -119207.292389 + Penalty 3363.404582 = -115843.887807 nChanged 11 SP:Iteration 10Q (3210.230000 sec): 3 clusters Score: Raw -119228.905614 + Penalty 3363.404582 = -115865.501031 nChanged 9 SP:Iteration 11Q (3210.230000 sec): 3 clusters Score: Raw -119241.147245 + Penalty 3363.404582 = -115877.742663 nChanged 5 SP:Iteration 12Q (3210.230000 sec): 3 clusters Score: Raw -119248.550225 + Penalty 3363.404582 = -115885.145642 nChanged 7 SP:Iteration 13Q (3210.240000 sec): 3 clusters Score: Raw -119256.318921 + Penalty 3363.404582 = -115892.914339 nChanged 4 SP:Iteration 14Q (3210.250000 sec): 3 clusters Score: Raw -119261.892700 + Penalty 3363.404582 = -115898.488118 nChanged 5 SP:Iteration 15Q (3210.250000 sec): 3 clusters Score: Raw -119267.408287 + Penalty 3363.404582 = -115904.003705 nChanged 2 SP:Iteration 16Q (3210.250000 sec): 3 clusters Score: Raw -119269.592330 + Penalty 3363.404582 = -115906.187747 nChanged 0 SP:Iteration 17F (3210.260000 sec): 3 clusters Score: Raw -119269.592330 + Penalty 3363.404582 = -115906.187747 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 9 (9823 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3210.300000 sec): 2 clusters Score: Raw -1343690.533507 + Penalty 2279.735500 = -1341410.798008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3210.330000 sec): 3 clusters Score: Raw -1338425.068959 + Penalty 4559.470999 = -1333865.597960 nChanged 3998 SP:Iteration 1F (3210.380000 sec): 3 clusters Score: Raw -1340787.208357 + Penalty 4559.470999 = -1336227.737357 nChanged 779 SP:Iteration 2F (3210.420000 sec): 3 clusters Score: Raw -1341361.622166 + Penalty 4559.470999 = -1336802.151167 nChanged 717 SP:Iteration 3F (3210.460000 sec): 3 clusters Score: Raw -1341965.306341 + Penalty 4559.470999 = -1337405.835341 nChanged 690 SP:Iteration 4F (3210.500000 sec): 3 clusters Score: Raw -1342632.199345 + Penalty 4559.470999 = -1338072.728346 nChanged 683 SP:Iteration 5F (3210.540000 sec): 3 clusters Score: Raw -1343273.769461 + Penalty 4559.470999 = -1338714.298462 nChanged 616 SP:Iteration 6F (3210.580000 sec): 3 clusters Score: Raw -1343849.995971 + Penalty 4559.470999 = -1339290.524972 nChanged 522 SP:Iteration 7F (3210.620000 sec): 3 clusters Score: Raw -1344301.030245 + Penalty 4559.470999 = -1339741.559245 nChanged 428 SP:Iteration 8Q (3210.660000 sec): 3 clusters Score: Raw -1344637.238564 + Penalty 4559.470999 = -1340077.767564 nChanged 324 SP:Iteration 9Q (3210.690000 sec): 3 clusters Score: Raw -1344869.835058 + Penalty 4559.470999 = -1340310.364058 nChanged 271 SP:Iteration 10Q (3210.730000 sec): 3 clusters Score: Raw -1345066.658962 + Penalty 4559.470999 = -1340507.187962 nChanged 243 SP:Iteration 11Q (3210.770000 sec): 3 clusters Score: Raw -1345220.738467 + Penalty 4559.470999 = -1340661.267467 nChanged 165 SP:Iteration 12Q (3210.810000 sec): 3 clusters Score: Raw -1345295.988203 + Penalty 4559.470999 = -1340736.517204 nChanged 120 SP:Iteration 13Q (3210.850000 sec): 3 clusters Score: Raw -1345342.654045 + Penalty 4559.470999 = -1340783.183045 nChanged 82 SP:Iteration 14Q (3210.890000 sec): 3 clusters Score: Raw -1345373.238890 + Penalty 4559.470999 = -1340813.767890 nChanged 73 SP:Iteration 15Q (3210.920000 sec): 3 clusters Score: Raw -1345398.463656 + Penalty 4559.470999 = -1340838.992656 nChanged 66 SP:Iteration 16Q (3210.960000 sec): 3 clusters Score: Raw -1345418.833587 + Penalty 4559.470999 = -1340859.362587 nChanged 54 SP:Iteration 17Q (3210.990000 sec): 3 clusters Score: Raw -1345436.390745 + Penalty 4559.470999 = -1340876.919745 nChanged 52 SP:Iteration 18Q (3211.030000 sec): 3 clusters Score: Raw -1345454.002762 + Penalty 4559.470999 = -1340894.531763 nChanged 60 SP:Iteration 19Q (3211.060000 sec): 3 clusters Score: Raw -1345472.124370 + Penalty 4559.470999 = -1340912.653371 nChanged 48 SP:Iteration 20F (3211.100000 sec): 3 clusters Score: Raw -1345484.915053 + Penalty 4559.470999 = -1340925.444054 nChanged 42 SP:Iteration 21Q (3211.130000 sec): 3 clusters Score: Raw -1345495.492134 + Penalty 4559.470999 = -1340936.021135 nChanged 36 SP:Iteration 22Q (3211.160000 sec): 3 clusters Score: Raw -1345502.472242 + Penalty 4559.470999 = -1340943.001243 nChanged 21 SP:Iteration 23Q (3211.200000 sec): 3 clusters Score: Raw -1345505.736181 + Penalty 4559.470999 = -1340946.265182 nChanged 11 SP:Iteration 24Q (3211.230000 sec): 3 clusters Score: Raw -1345507.581059 + Penalty 4559.470999 = -1340948.110060 nChanged 7 SP:Iteration 25Q (3211.260000 sec): 3 clusters Score: Raw -1345508.703735 + Penalty 4559.470999 = -1340949.232736 nChanged 5 SP:Iteration 26Q (3211.300000 sec): 3 clusters Score: Raw -1345509.496926 + Penalty 4559.470999 = -1340950.025927 nChanged 8 SP:Iteration 27Q (3211.330000 sec): 3 clusters Score: Raw -1345510.996957 + Penalty 4559.470999 = -1340951.525958 nChanged 7 SP:Iteration 28Q (3211.360000 sec): 3 clusters Score: Raw -1345512.283087 + Penalty 4559.470999 = -1340952.812087 nChanged 6 SP:Iteration 29Q (3211.400000 sec): 3 clusters Score: Raw -1345513.145257 + Penalty 4559.470999 = -1340953.674257 nChanged 3 SP:Iteration 30Q (3211.430000 sec): 3 clusters Score: Raw -1345513.720198 + Penalty 4559.470999 = -1340954.249199 nChanged 2 SP:Iteration 31Q (3211.470000 sec): 3 clusters Score: Raw -1345514.190606 + Penalty 4559.470999 = -1340954.719607 nChanged 1 SP:Iteration 32Q (3211.500000 sec): 3 clusters Score: Raw -1345514.262339 + Penalty 4559.470999 = -1340954.791340 nChanged 1 SP:Iteration 33Q (3211.540000 sec): 3 clusters Score: Raw -1345514.364412 + Penalty 4559.470999 = -1340954.893413 nChanged 2 SP:Iteration 34Q (3211.570000 sec): 3 clusters Score: Raw -1345514.539929 + Penalty 4559.470999 = -1340955.068930 nChanged 0 SP:Iteration 35F (3211.600000 sec): 3 clusters Score: Raw -1345514.539929 + Penalty 4559.470999 = -1340955.068930 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 10 (2090 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3211.620000 sec): 2 clusters Score: Raw -260055.334059 + Penalty 1895.939998 = -258159.394062 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3211.620000 sec): 3 clusters Score: Raw -259314.189682 + Penalty 3791.879995 = -255522.309686 nChanged 665 SP:Iteration 1F (3211.630000 sec): 3 clusters Score: Raw -259908.466857 + Penalty 3791.879995 = -256116.586862 nChanged 201 SP:Iteration 2F (3211.640000 sec): 3 clusters Score: Raw -260225.547343 + Penalty 3791.879995 = -256433.667348 nChanged 164 SP:Iteration 3F (3211.650000 sec): 3 clusters Score: Raw -260450.746450 + Penalty 3791.879995 = -256658.866455 nChanged 116 SP:Iteration 4F (3211.660000 sec): 3 clusters Score: Raw -260587.504475 + Penalty 3791.879995 = -256795.624480 nChanged 88 SP:Iteration 5Q (3211.660000 sec): 3 clusters Score: Raw -260705.924085 + Penalty 3791.879995 = -256914.044090 nChanged 76 SP:Iteration 6Q (3211.670000 sec): 3 clusters Score: Raw -260787.800503 + Penalty 3791.879995 = -256995.920508 nChanged 54 SP:Iteration 7Q (3211.680000 sec): 3 clusters Score: Raw -260857.897559 + Penalty 3791.879995 = -257066.017564 nChanged 48 SP:Iteration 8Q (3211.690000 sec): 3 clusters Score: Raw -260915.130804 + Penalty 3791.879995 = -257123.250809 nChanged 35 SP:Iteration 9Q (3211.700000 sec): 3 clusters Score: Raw -260948.694789 + Penalty 3791.879995 = -257156.814794 nChanged 31 SP:Iteration 10Q (3211.700000 sec): 3 clusters Score: Raw -260982.531561 + Penalty 3791.879995 = -257190.651566 nChanged 29 SP:Iteration 11Q (3211.710000 sec): 3 clusters Score: Raw -261018.980916 + Penalty 3791.879995 = -257227.100921 nChanged 30 SP:Iteration 12Q (3211.720000 sec): 3 clusters Score: Raw -261063.002621 + Penalty 3791.879995 = -257271.122626 nChanged 35 SP:Iteration 13Q (3211.720000 sec): 3 clusters Score: Raw -261117.732525 + Penalty 3791.879995 = -257325.852530 nChanged 36 SP:Iteration 14Q (3211.730000 sec): 3 clusters Score: Raw -261171.092786 + Penalty 3791.879995 = -257379.212791 nChanged 34 SP:Iteration 15Q (3211.740000 sec): 3 clusters Score: Raw -261215.401459 + Penalty 3791.879995 = -257423.521464 nChanged 20 SP:Iteration 16Q (3211.740000 sec): 3 clusters Score: Raw -261234.973341 + Penalty 3791.879995 = -257443.093346 nChanged 16 SP:Iteration 17Q (3211.750000 sec): 3 clusters Score: Raw -261255.892338 + Penalty 3791.879995 = -257464.012342 nChanged 17 SP:Iteration 18Q (3211.760000 sec): 3 clusters Score: Raw -261273.681570 + Penalty 3791.879995 = -257481.801575 nChanged 10 SP:Iteration 19Q (3211.760000 sec): 3 clusters Score: Raw -261280.571939 + Penalty 3791.879995 = -257488.691944 nChanged 8 SP:Iteration 20F (3211.770000 sec): 3 clusters Score: Raw -261286.549210 + Penalty 3791.879995 = -257494.669215 nChanged 7 SP:Iteration 21Q (3211.780000 sec): 3 clusters Score: Raw -261292.612096 + Penalty 3791.879995 = -257500.732101 nChanged 4 SP:Iteration 22Q (3211.790000 sec): 3 clusters Score: Raw -261296.775780 + Penalty 3791.879995 = -257504.895784 nChanged 5 SP:Iteration 23Q (3211.790000 sec): 3 clusters Score: Raw -261302.358565 + Penalty 3791.879995 = -257510.478570 nChanged 9 SP:Iteration 24Q (3211.800000 sec): 3 clusters Score: Raw -261312.012825 + Penalty 3791.879995 = -257520.132830 nChanged 3 SP:Iteration 25Q (3211.810000 sec): 3 clusters Score: Raw -261313.596448 + Penalty 3791.879995 = -257521.716452 nChanged 1 SP:Iteration 26Q (3211.810000 sec): 3 clusters Score: Raw -261314.714672 + Penalty 3791.879995 = -257522.834677 nChanged 1 SP:Iteration 27Q (3211.820000 sec): 3 clusters Score: Raw -261315.405511 + Penalty 3791.879995 = -257523.525516 nChanged 1 SP:Iteration 28Q (3211.830000 sec): 3 clusters Score: Raw -261317.636878 + Penalty 3791.879995 = -257525.756883 nChanged 4 SP:Iteration 29Q (3211.830000 sec): 3 clusters Score: Raw -261320.200546 + Penalty 3791.879995 = -257528.320551 nChanged 1 SP:Iteration 30Q (3211.840000 sec): 3 clusters Score: Raw -261322.205870 + Penalty 3791.879995 = -257530.325875 nChanged 3 SP:Iteration 31Q (3211.850000 sec): 3 clusters Score: Raw -261327.366292 + Penalty 3791.879995 = -257535.486297 nChanged 3 SP:Iteration 32Q (3211.850000 sec): 3 clusters Score: Raw -261331.341203 + Penalty 3791.879995 = -257539.461208 nChanged 3 SP:Iteration 33Q (3211.860000 sec): 3 clusters Score: Raw -261333.664098 + Penalty 3791.879995 = -257541.784103 nChanged 2 SP:Iteration 34Q (3211.870000 sec): 3 clusters Score: Raw -261334.623196 + Penalty 3791.879995 = -257542.743201 nChanged 2 SP:Iteration 35Q (3211.870000 sec): 3 clusters Score: Raw -261335.831065 + Penalty 3791.879995 = -257543.951070 nChanged 1 SP:Iteration 36Q (3211.880000 sec): 3 clusters Score: Raw -261337.451963 + Penalty 3791.879995 = -257545.571968 nChanged 5 SP:Iteration 37Q (3211.890000 sec): 3 clusters Score: Raw -261343.288226 + Penalty 3791.879995 = -257551.408231 nChanged 5 SP:Iteration 38Q (3211.890000 sec): 3 clusters Score: Raw -261351.013619 + Penalty 3791.879995 = -257559.133624 nChanged 6 SP:Iteration 39Q (3211.900000 sec): 3 clusters Score: Raw -261366.347401 + Penalty 3791.879995 = -257574.467406 nChanged 9 SP:Iteration 40F (3211.910000 sec): 3 clusters Score: Raw -261379.967142 + Penalty 3791.879995 = -257588.087147 nChanged 7 SP:Iteration 41Q (3211.920000 sec): 3 clusters Score: Raw -261389.265227 + Penalty 3791.879995 = -257597.385232 nChanged 3 SP:Iteration 42Q (3211.920000 sec): 3 clusters Score: Raw -261392.186981 + Penalty 3791.879995 = -257600.306986 nChanged 2 SP:Iteration 43Q (3211.930000 sec): 3 clusters Score: Raw -261394.361291 + Penalty 3791.879995 = -257602.481296 nChanged 3 SP:Iteration 44Q (3211.930000 sec): 3 clusters Score: Raw -261397.568759 + Penalty 3791.879995 = -257605.688764 nChanged 3 SP:Iteration 45Q (3211.940000 sec): 3 clusters Score: Raw -261400.841426 + Penalty 3791.879995 = -257608.961431 nChanged 5 SP:Iteration 46Q (3211.950000 sec): 3 clusters Score: Raw -261410.486208 + Penalty 3791.879995 = -257618.606213 nChanged 8 SP:Iteration 47Q (3211.950000 sec): 3 clusters Score: Raw -261420.148894 + Penalty 3791.879995 = -257628.268899 nChanged 9 SP:Iteration 48Q (3211.960000 sec): 3 clusters Score: Raw -261431.596051 + Penalty 3791.879995 = -257639.716056 nChanged 5 SP:Iteration 49Q (3211.970000 sec): 3 clusters Score: Raw -261437.539047 + Penalty 3791.879995 = -257645.659051 nChanged 7 SP:Iteration 50Q (3211.970000 sec): 3 clusters Score: Raw -261445.207172 + Penalty 3791.879995 = -257653.327177 nChanged 4 SP:Iteration 51Q (3211.980000 sec): 3 clusters Score: Raw -261450.569891 + Penalty 3791.879995 = -257658.689896 nChanged 5 SP:Iteration 52Q (3211.980000 sec): 3 clusters Score: Raw -261458.621614 + Penalty 3791.879995 = -257666.741619 nChanged 6 SP:Iteration 53Q (3211.990000 sec): 3 clusters Score: Raw -261464.829127 + Penalty 3791.879995 = -257672.949132 nChanged 1 SP:Iteration 54Q (3212.000000 sec): 3 clusters Score: Raw -261467.298969 + Penalty 3791.879995 = -257675.418974 nChanged 4 SP:Iteration 55Q (3212.000000 sec): 3 clusters Score: Raw -261471.534357 + Penalty 3791.879995 = -257679.654362 nChanged 0 SP:Iteration 56F (3212.010000 sec): 3 clusters Score: Raw -261471.534357 + Penalty 3791.879995 = -257679.654362 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 11 (16018 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3212.070000 sec): 2 clusters Score: Raw -2210097.111102 + Penalty 2401.004155 = -2207696.106947 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3212.140000 sec): 3 clusters Score: Raw -2200998.165922 + Penalty 4802.008311 = -2196196.157611 nChanged 6885 SP:Iteration 1F (3212.200000 sec): 3 clusters Score: Raw -2204854.937159 + Penalty 4802.008311 = -2200052.928848 nChanged 1017 SP:Iteration 2F (3212.260000 sec): 3 clusters Score: Raw -2205341.991323 + Penalty 4802.008311 = -2200539.983012 nChanged 877 SP:Iteration 3F (3212.320000 sec): 3 clusters Score: Raw -2205761.702723 + Penalty 4802.008311 = -2200959.694412 nChanged 784 SP:Iteration 4Q (3212.380000 sec): 3 clusters Score: Raw -2206136.141517 + Penalty 4802.008311 = -2201334.133206 nChanged 693 SP:Iteration 5Q (3212.440000 sec): 3 clusters Score: Raw -2206500.122397 + Penalty 4802.008311 = -2201698.114086 nChanged 631 SP:Iteration 6Q (3212.490000 sec): 3 clusters Score: Raw -2206810.030665 + Penalty 4802.008311 = -2202008.022354 nChanged 616 SP:Iteration 7Q (3212.560000 sec): 3 clusters Score: Raw -2207122.788024 + Penalty 4802.008311 = -2202320.779713 nChanged 591 SP:Iteration 8Q (3212.620000 sec): 3 clusters Score: Raw -2207432.995031 + Penalty 4802.008311 = -2202630.986720 nChanged 573 SP:Iteration 9Q (3212.680000 sec): 3 clusters Score: Raw -2207706.678338 + Penalty 4802.008311 = -2202904.670027 nChanged 522 SP:Iteration 10Q (3212.740000 sec): 3 clusters Score: Raw -2207984.169993 + Penalty 4802.008311 = -2203182.161682 nChanged 526 SP:Iteration 11Q (3212.800000 sec): 3 clusters Score: Raw -2208270.359299 + Penalty 4802.008311 = -2203468.350988 nChanged 512 SP:Iteration 12Q (3212.860000 sec): 3 clusters Score: Raw -2208540.901447 + Penalty 4802.008311 = -2203738.893136 nChanged 477 SP:Iteration 13Q (3212.920000 sec): 3 clusters Score: Raw -2208782.470144 + Penalty 4802.008311 = -2203980.461833 nChanged 392 SP:Iteration 14Q (3212.980000 sec): 3 clusters Score: Raw -2208984.214453 + Penalty 4802.008311 = -2204182.206142 nChanged 349 SP:Iteration 15Q (3213.040000 sec): 3 clusters Score: Raw -2209144.728637 + Penalty 4802.008311 = -2204342.720326 nChanged 278 SP:Iteration 16Q (3213.100000 sec): 3 clusters Score: Raw -2209267.936764 + Penalty 4802.008311 = -2204465.928454 nChanged 252 SP:Iteration 17Q (3213.160000 sec): 3 clusters Score: Raw -2209376.263425 + Penalty 4802.008311 = -2204574.255114 nChanged 244 SP:Iteration 18Q (3213.220000 sec): 3 clusters Score: Raw -2209493.321552 + Penalty 4802.008311 = -2204691.313241 nChanged 246 SP:Iteration 19Q (3213.280000 sec): 3 clusters Score: Raw -2209617.091061 + Penalty 4802.008311 = -2204815.082751 nChanged 251 SP:Iteration 20F (3213.340000 sec): 3 clusters Score: Raw -2209761.195174 + Penalty 4802.008311 = -2204959.186863 nChanged 259 SP:Iteration 21Q (3213.400000 sec): 3 clusters Score: Raw -2209935.433246 + Penalty 4802.008311 = -2205133.424935 nChanged 234 SP:Iteration 22Q (3213.460000 sec): 3 clusters Score: Raw -2210086.782389 + Penalty 4802.008311 = -2205284.774078 nChanged 236 SP:Iteration 23Q (3213.520000 sec): 3 clusters Score: Raw -2210231.563691 + Penalty 4802.008311 = -2205429.555380 nChanged 228 SP:Iteration 24Q (3213.570000 sec): 3 clusters Score: Raw -2210362.068539 + Penalty 4802.008311 = -2205560.060228 nChanged 208 SP:Iteration 25Q (3213.630000 sec): 3 clusters Score: Raw -2210471.309820 + Penalty 4802.008311 = -2205669.301509 nChanged 189 SP:Iteration 26Q (3213.690000 sec): 3 clusters Score: Raw -2210556.195110 + Penalty 4802.008311 = -2205754.186799 nChanged 159 SP:Iteration 27Q (3213.740000 sec): 3 clusters Score: Raw -2210630.534804 + Penalty 4802.008311 = -2205828.526493 nChanged 144 SP:Iteration 28Q (3213.800000 sec): 3 clusters Score: Raw -2210692.531316 + Penalty 4802.008311 = -2205890.523006 nChanged 130 SP:Iteration 29Q (3213.850000 sec): 3 clusters Score: Raw -2210738.643285 + Penalty 4802.008311 = -2205936.634974 nChanged 92 SP:Iteration 30Q (3213.900000 sec): 3 clusters Score: Raw -2210768.595743 + Penalty 4802.008311 = -2205966.587432 nChanged 83 SP:Iteration 31Q (3213.950000 sec): 3 clusters Score: Raw -2210795.903192 + Penalty 4802.008311 = -2205993.894881 nChanged 93 SP:Iteration 32Q (3214.000000 sec): 3 clusters Score: Raw -2210828.900337 + Penalty 4802.008311 = -2206026.892026 nChanged 81 SP:Iteration 33Q (3214.050000 sec): 3 clusters Score: Raw -2210855.859773 + Penalty 4802.008311 = -2206053.851462 nChanged 91 SP:Iteration 34Q (3214.100000 sec): 3 clusters Score: Raw -2210884.513951 + Penalty 4802.008311 = -2206082.505640 nChanged 77 SP:Iteration 35Q (3214.150000 sec): 3 clusters Score: Raw -2210909.327195 + Penalty 4802.008311 = -2206107.318884 nChanged 65 SP:Iteration 36Q (3214.200000 sec): 3 clusters Score: Raw -2210929.021222 + Penalty 4802.008311 = -2206127.012911 nChanged 56 SP:Iteration 37Q (3214.260000 sec): 3 clusters Score: Raw -2210942.523940 + Penalty 4802.008311 = -2206140.515629 nChanged 39 SP:Iteration 38Q (3214.310000 sec): 3 clusters Score: Raw -2210951.184617 + Penalty 4802.008311 = -2206149.176306 nChanged 34 SP:Iteration 39Q (3214.360000 sec): 3 clusters Score: Raw -2210959.526331 + Penalty 4802.008311 = -2206157.518020 nChanged 31 SP:Iteration 40F (3214.420000 sec): 3 clusters Score: Raw -2210969.203512 + Penalty 4802.008311 = -2206167.195201 nChanged 27 SP:Iteration 41Q (3214.470000 sec): 3 clusters Score: Raw -2210974.940973 + Penalty 4802.008311 = -2206172.932662 nChanged 23 SP:Iteration 42Q (3214.520000 sec): 3 clusters Score: Raw -2210980.590171 + Penalty 4802.008311 = -2206178.581860 nChanged 24 SP:Iteration 43Q (3214.570000 sec): 3 clusters Score: Raw -2210985.701988 + Penalty 4802.008311 = -2206183.693677 nChanged 16 SP:Iteration 44Q (3214.620000 sec): 3 clusters Score: Raw -2210988.364191 + Penalty 4802.008311 = -2206186.355880 nChanged 11 SP:Iteration 45Q (3214.680000 sec): 3 clusters Score: Raw -2210990.002330 + Penalty 4802.008311 = -2206187.994019 nChanged 11 SP:Iteration 46Q (3214.720000 sec): 3 clusters Score: Raw -2210991.889746 + Penalty 4802.008311 = -2206189.881435 nChanged 9 SP:Iteration 47Q (3214.780000 sec): 3 clusters Score: Raw -2210993.274144 + Penalty 4802.008311 = -2206191.265833 nChanged 5 SP:Iteration 48Q (3214.830000 sec): 3 clusters Score: Raw -2210993.763568 + Penalty 4802.008311 = -2206191.755257 nChanged 2 SP:Iteration 49Q (3214.880000 sec): 3 clusters Score: Raw -2210993.970719 + Penalty 4802.008311 = -2206191.962408 nChanged 1 SP:Iteration 50Q (3214.930000 sec): 3 clusters Score: Raw -2210994.079486 + Penalty 4802.008311 = -2206192.071175 nChanged 2 SP:Iteration 51Q (3214.980000 sec): 3 clusters Score: Raw -2210994.428545 + Penalty 4802.008311 = -2206192.420234 nChanged 3 SP:Iteration 52Q (3215.030000 sec): 3 clusters Score: Raw -2210995.107769 + Penalty 4802.008311 = -2206193.099458 nChanged 7 SP:Iteration 53Q (3215.080000 sec): 3 clusters Score: Raw -2210996.355545 + Penalty 4802.008311 = -2206194.347234 nChanged 10 SP:Iteration 54Q (3215.140000 sec): 3 clusters Score: Raw -2210997.505074 + Penalty 4802.008311 = -2206195.496763 nChanged 2 SP:Iteration 55Q (3215.190000 sec): 3 clusters Score: Raw -2210998.007859 + Penalty 4802.008311 = -2206195.999548 nChanged 4 SP:Iteration 56Q (3215.240000 sec): 3 clusters Score: Raw -2210998.484092 + Penalty 4802.008311 = -2206196.475781 nChanged 3 SP:Iteration 57Q (3215.360000 sec): 3 clusters Score: Raw -2210998.943711 + Penalty 4802.008311 = -2206196.935400 nChanged 3 SP:Iteration 58Q (3215.600000 sec): 3 clusters Score: Raw -2210999.342005 + Penalty 4802.008311 = -2206197.333694 nChanged 4 SP:Iteration 59Q (3215.740000 sec): 3 clusters Score: Raw -2210999.906083 + Penalty 4802.008311 = -2206197.897772 nChanged 6 SP:Iteration 60F (3215.970000 sec): 3 clusters Score: Raw -2211000.735256 + Penalty 4802.008311 = -2206198.726945 nChanged 4 SP:Iteration 61Q (3216.190000 sec): 3 clusters Score: Raw -2211001.374620 + Penalty 4802.008311 = -2206199.366309 nChanged 1 SP:Iteration 62Q (3216.490000 sec): 3 clusters Score: Raw -2211001.543502 + Penalty 4802.008311 = -2206199.535191 nChanged 2 SP:Iteration 63Q (3216.820000 sec): 3 clusters Score: Raw -2211001.834195 + Penalty 4802.008311 = -2206199.825884 nChanged 3 SP:Iteration 64Q (3217.020000 sec): 3 clusters Score: Raw -2211002.274546 + Penalty 4802.008311 = -2206200.266235 nChanged 3 SP:Iteration 65Q (3217.110000 sec): 3 clusters Score: Raw -2211002.741137 + Penalty 4802.008311 = -2206200.732826 nChanged 3 SP:Iteration 66Q (3217.170000 sec): 3 clusters Score: Raw -2211003.245775 + Penalty 4802.008311 = -2206201.237464 nChanged 4 SP:Iteration 67Q (3217.220000 sec): 3 clusters Score: Raw -2211003.651172 + Penalty 4802.008311 = -2206201.642861 nChanged 2 SP:Iteration 68Q (3217.270000 sec): 3 clusters Score: Raw -2211003.874410 + Penalty 4802.008311 = -2206201.866099 nChanged 1 SP:Iteration 69Q (3217.320000 sec): 3 clusters Score: Raw -2211003.985604 + Penalty 4802.008311 = -2206201.977293 nChanged 1 SP:Iteration 70Q (3217.370000 sec): 3 clusters Score: Raw -2211004.067117 + Penalty 4802.008311 = -2206202.058806 nChanged 1 SP:Iteration 71Q (3217.430000 sec): 3 clusters Score: Raw -2211004.153685 + Penalty 4802.008311 = -2206202.145374 nChanged 1 SP:Iteration 72Q (3217.480000 sec): 3 clusters Score: Raw -2211004.213411 + Penalty 4802.008311 = -2206202.205100 nChanged 0 SP:Iteration 73F (3217.540000 sec): 3 clusters Score: Raw -2211004.213411 + Penalty 4802.008311 = -2206202.205100 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 12 (481 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3217.550000 sec): 2 clusters Score: Raw -66828.662841 + Penalty 1531.615083 = -65297.047758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3217.550000 sec): 3 clusters Score: Raw -66851.745963 + Penalty 3063.230166 = -63788.515797 nChanged 75 SP:Iteration 1F (3217.550000 sec): 3 clusters Score: Raw -66997.245181 + Penalty 3063.230166 = -63934.015015 nChanged 18 SP:Iteration 2Q (3217.560000 sec): 3 clusters Score: Raw -67043.603289 + Penalty 3063.230166 = -63980.373123 nChanged 7 SP:Iteration 3Q (3217.560000 sec): 3 clusters Score: Raw -67058.452452 + Penalty 3063.230166 = -63995.222286 nChanged 0 SP:Iteration 4F (3217.560000 sec): 3 clusters Score: Raw -67058.452452 + Penalty 3063.230166 = -63995.222286 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 13 (39709 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3217.710000 sec): 2 clusters Score: Raw -5759477.117579 + Penalty 2626.154619 = -5756850.962960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3217.860000 sec): 3 clusters Score: Raw -5735304.005573 + Penalty 5252.309238 = -5730051.696335 nChanged 18137 SP:Iteration 1F (3218.020000 sec): 3 clusters Score: Raw -5745423.080077 + Penalty 5252.309238 = -5740170.770839 nChanged 1949 SP:Iteration 2Q (3218.170000 sec): 3 clusters Score: Raw -5746145.872053 + Penalty 5252.309238 = -5740893.562814 nChanged 2006 SP:Iteration 3F (3218.320000 sec): 3 clusters Score: Raw -5747028.757516 + Penalty 5252.309238 = -5741776.448278 nChanged 2226 SP:Iteration 4F (3218.490000 sec): 3 clusters Score: Raw -5748206.107237 + Penalty 5252.309238 = -5742953.797999 nChanged 2526 SP:Iteration 5F (3218.660000 sec): 3 clusters Score: Raw -5749712.480231 + Penalty 5252.309238 = -5744460.170993 nChanged 2610 SP:Iteration 6F (3218.810000 sec): 3 clusters Score: Raw -5751401.363853 + Penalty 5252.309238 = -5746149.054615 nChanged 2443 SP:Iteration 7F (3218.970000 sec): 3 clusters Score: Raw -5753058.757395 + Penalty 5252.309238 = -5747806.448157 nChanged 1987 SP:Iteration 8F (3219.120000 sec): 3 clusters Score: Raw -5754563.648762 + Penalty 5252.309238 = -5749311.339524 nChanged 1532 SP:Iteration 9Q (3219.290000 sec): 3 clusters Score: Raw -5755874.367650 + Penalty 5252.309238 = -5750622.058412 nChanged 1134 SP:Iteration 10Q (3219.450000 sec): 3 clusters Score: Raw -5756957.497419 + Penalty 5252.309238 = -5751705.188181 nChanged 889 SP:Iteration 11Q (3219.590000 sec): 3 clusters Score: Raw -5758137.795791 + Penalty 5252.309238 = -5752885.486553 nChanged 545 SP:Iteration 12Q (3219.740000 sec): 3 clusters Score: Raw -5759050.015920 + Penalty 5252.309238 = -5753797.706682 nChanged 379 SP:Iteration 13Q (3219.870000 sec): 3 clusters Score: Raw -5759445.070579 + Penalty 5252.309238 = -5754192.761341 nChanged 292 SP:Iteration 14Q (3219.990000 sec): 3 clusters Score: Raw -5759643.995670 + Penalty 5252.309238 = -5754391.686432 nChanged 193 SP:Iteration 15Q (3220.120000 sec): 3 clusters Score: Raw -5759735.083079 + Penalty 5252.309238 = -5754482.773841 nChanged 121 SP:Iteration 16Q (3220.240000 sec): 3 clusters Score: Raw -5759782.932426 + Penalty 5252.309238 = -5754530.623188 nChanged 94 SP:Iteration 17Q (3220.360000 sec): 3 clusters Score: Raw -5759811.741867 + Penalty 5252.309238 = -5754559.432628 nChanged 68 SP:Iteration 18Q (3220.470000 sec): 3 clusters Score: Raw -5759832.227389 + Penalty 5252.309238 = -5754579.918151 nChanged 59 SP:Iteration 19Q (3220.590000 sec): 3 clusters Score: Raw -5759847.913132 + Penalty 5252.309238 = -5754595.603894 nChanged 53 SP:Iteration 20F (3220.750000 sec): 3 clusters Score: Raw -5759862.489866 + Penalty 5252.309238 = -5754610.180628 nChanged 44 SP:Iteration 21Q (3220.870000 sec): 3 clusters Score: Raw -5759874.300075 + Penalty 5252.309238 = -5754621.990837 nChanged 42 SP:Iteration 22Q (3220.980000 sec): 3 clusters Score: Raw -5759883.466252 + Penalty 5252.309238 = -5754631.157014 nChanged 36 SP:Iteration 23Q (3221.100000 sec): 3 clusters Score: Raw -5759892.572801 + Penalty 5252.309238 = -5754640.263563 nChanged 35 SP:Iteration 24Q (3221.220000 sec): 3 clusters Score: Raw -5759901.813753 + Penalty 5252.309238 = -5754649.504514 nChanged 33 SP:Iteration 25Q (3221.340000 sec): 3 clusters Score: Raw -5759910.968936 + Penalty 5252.309238 = -5754658.659698 nChanged 35 SP:Iteration 26Q (3221.460000 sec): 3 clusters Score: Raw -5759919.465783 + Penalty 5252.309238 = -5754667.156545 nChanged 37 SP:Iteration 27Q (3221.580000 sec): 3 clusters Score: Raw -5759927.467496 + Penalty 5252.309238 = -5754675.158258 nChanged 23 SP:Iteration 28Q (3221.700000 sec): 3 clusters Score: Raw -5759932.716610 + Penalty 5252.309238 = -5754680.407372 nChanged 20 SP:Iteration 29Q (3221.820000 sec): 3 clusters Score: Raw -5759937.054702 + Penalty 5252.309238 = -5754684.745464 nChanged 18 SP:Iteration 30Q (3221.940000 sec): 3 clusters Score: Raw -5759941.158536 + Penalty 5252.309238 = -5754688.849297 nChanged 17 SP:Iteration 31Q (3222.060000 sec): 3 clusters Score: Raw -5759944.107722 + Penalty 5252.309238 = -5754691.798484 nChanged 12 SP:Iteration 32Q (3222.170000 sec): 3 clusters Score: Raw -5759946.609641 + Penalty 5252.309238 = -5754694.300403 nChanged 13 SP:Iteration 33Q (3222.290000 sec): 3 clusters Score: Raw -5759948.711290 + Penalty 5252.309238 = -5754696.402052 nChanged 9 SP:Iteration 34Q (3222.410000 sec): 3 clusters Score: Raw -5759950.032181 + Penalty 5252.309238 = -5754697.722943 nChanged 11 SP:Iteration 35Q (3222.520000 sec): 3 clusters Score: Raw -5759952.406931 + Penalty 5252.309238 = -5754700.097693 nChanged 15 SP:Iteration 36Q (3222.630000 sec): 3 clusters Score: Raw -5759955.909237 + Penalty 5252.309238 = -5754703.599999 nChanged 13 SP:Iteration 37Q (3222.750000 sec): 3 clusters Score: Raw -5759959.174376 + Penalty 5252.309238 = -5754706.865138 nChanged 16 SP:Iteration 38Q (3222.870000 sec): 3 clusters Score: Raw -5759963.131741 + Penalty 5252.309238 = -5754710.822502 nChanged 17 SP:Iteration 39Q (3222.990000 sec): 3 clusters Score: Raw -5759966.585591 + Penalty 5252.309238 = -5754714.276353 nChanged 11 SP:Iteration 40F (3223.150000 sec): 3 clusters Score: Raw -5759968.384517 + Penalty 5252.309238 = -5754716.075279 nChanged 9 SP:Iteration 41Q (3223.250000 sec): 3 clusters Score: Raw -5759969.769294 + Penalty 5252.309238 = -5754717.460056 nChanged 9 SP:Iteration 42Q (3223.370000 sec): 3 clusters Score: Raw -5759971.369123 + Penalty 5252.309238 = -5754719.059885 nChanged 2 SP:Iteration 43Q (3223.490000 sec): 3 clusters Score: Raw -5759971.760674 + Penalty 5252.309238 = -5754719.451436 nChanged 3 SP:Iteration 44Q (3223.600000 sec): 3 clusters Score: Raw -5759972.246223 + Penalty 5252.309238 = -5754719.936985 nChanged 2 SP:Iteration 45Q (3223.720000 sec): 3 clusters Score: Raw -5759972.510257 + Penalty 5252.309238 = -5754720.201019 nChanged 3 SP:Iteration 46Q (3223.830000 sec): 3 clusters Score: Raw -5759973.084548 + Penalty 5252.309238 = -5754720.775310 nChanged 5 SP:Iteration 47Q (3223.950000 sec): 3 clusters Score: Raw -5759974.036886 + Penalty 5252.309238 = -5754721.727648 nChanged 5 SP:Iteration 48Q (3224.060000 sec): 3 clusters Score: Raw -5759975.111338 + Penalty 5252.309238 = -5754722.802100 nChanged 2 SP:Iteration 49Q (3224.170000 sec): 3 clusters Score: Raw -5759975.461042 + Penalty 5252.309238 = -5754723.151804 nChanged 0 SP:Iteration 50F (3224.330000 sec): 3 clusters Score: Raw -5759975.461042 + Penalty 5252.309238 = -5754723.151804 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 14 (47821 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3224.490000 sec): 2 clusters Score: Raw -7065164.541480 + Penalty 2672.254598 = -7062492.286882 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3224.680000 sec): 3 clusters Score: Raw -7035451.146320 + Penalty 5344.509196 = -7030106.637124 nChanged 21961 SP:Iteration 1F (3224.870000 sec): 3 clusters Score: Raw -7047780.492424 + Penalty 5344.509196 = -7042435.983229 nChanged 2116 SP:Iteration 2Q (3225.070000 sec): 3 clusters Score: Raw -7048449.826885 + Penalty 5344.509196 = -7043105.317689 nChanged 2071 SP:Iteration 3Q (3225.330000 sec): 3 clusters Score: Raw -7049135.927838 + Penalty 5344.509196 = -7043791.418642 nChanged 1961 SP:Iteration 4Q (3225.980000 sec): 3 clusters Score: Raw -7049827.094651 + Penalty 5344.509196 = -7044482.585455 nChanged 1928 SP:Iteration 5Q (3226.800000 sec): 3 clusters Score: Raw -7050532.341085 + Penalty 5344.509196 = -7045187.831889 nChanged 2046 SP:Iteration 6Q (3227.510000 sec): 3 clusters Score: Raw -7051343.575475 + Penalty 5344.509196 = -7045999.066279 nChanged 2122 SP:Iteration 7Q (3227.840000 sec): 3 clusters Score: Raw -7052217.951259 + Penalty 5344.509196 = -7046873.442064 nChanged 2267 SP:Iteration 8Q (3228.020000 sec): 3 clusters Score: Raw -7053305.381968 + Penalty 5344.509196 = -7047960.872772 nChanged 2478 SP:Iteration 9F (3228.200000 sec): 3 clusters Score: Raw -7054683.234241 + Penalty 5344.509196 = -7049338.725045 nChanged 2760 SP:Iteration 10F (3228.380000 sec): 3 clusters Score: Raw -7056440.746831 + Penalty 5344.509196 = -7051096.237636 nChanged 2867 SP:Iteration 11F (3228.640000 sec): 3 clusters Score: Raw -7058452.161567 + Penalty 5344.509196 = -7053107.652371 nChanged 2755 SP:Iteration 12F (3228.820000 sec): 3 clusters Score: Raw -7060578.497971 + Penalty 5344.509196 = -7055233.988775 nChanged 2298 SP:Iteration 13Q (3229.000000 sec): 3 clusters Score: Raw -7062441.653377 + Penalty 5344.509196 = -7057097.144182 nChanged 1662 SP:Iteration 14Q (3229.170000 sec): 3 clusters Score: Raw -7063756.712170 + Penalty 5344.509196 = -7058412.202974 nChanged 971 SP:Iteration 15Q (3229.330000 sec): 3 clusters Score: Raw -7064509.254863 + Penalty 5344.509196 = -7059164.745667 nChanged 523 SP:Iteration 16Q (3229.480000 sec): 3 clusters Score: Raw -7064924.551930 + Penalty 5344.509196 = -7059580.042734 nChanged 270 SP:Iteration 17Q (3229.640000 sec): 3 clusters Score: Raw -7065184.452762 + Penalty 5344.509196 = -7059839.943566 nChanged 138 SP:Iteration 18Q (3229.780000 sec): 3 clusters Score: Raw -7065325.438877 + Penalty 5344.509196 = -7059980.929681 nChanged 90 SP:Iteration 19Q (3230.100000 sec): 3 clusters Score: Raw -7065420.776881 + Penalty 5344.509196 = -7060076.267685 nChanged 54 SP:Iteration 20F (3230.770000 sec): 3 clusters Score: Raw -7065468.345570 + Penalty 5344.509196 = -7060123.836374 nChanged 21 SP:Iteration 21Q (3231.290000 sec): 3 clusters Score: Raw -7065484.062305 + Penalty 5344.509196 = -7060139.553110 nChanged 10 SP:Iteration 22Q (3231.520000 sec): 3 clusters Score: Raw -7065492.813935 + Penalty 5344.509196 = -7060148.304739 nChanged 9 SP:Iteration 23Q (3231.660000 sec): 3 clusters Score: Raw -7065502.378739 + Penalty 5344.509196 = -7060157.869543 nChanged 13 SP:Iteration 24Q (3231.800000 sec): 3 clusters Score: Raw -7065515.418031 + Penalty 5344.509196 = -7060170.908835 nChanged 9 SP:Iteration 25Q (3231.950000 sec): 3 clusters Score: Raw -7065521.682162 + Penalty 5344.509196 = -7060177.172966 nChanged 6 SP:Iteration 26Q (3232.090000 sec): 3 clusters Score: Raw -7065527.033647 + Penalty 5344.509196 = -7060182.524451 nChanged 6 SP:Iteration 27Q (3232.220000 sec): 3 clusters Score: Raw -7065531.977332 + Penalty 5344.509196 = -7060187.468137 nChanged 5 SP:Iteration 28Q (3232.360000 sec): 3 clusters Score: Raw -7065535.288120 + Penalty 5344.509196 = -7060190.778924 nChanged 3 SP:Iteration 29Q (3232.500000 sec): 3 clusters Score: Raw -7065537.904881 + Penalty 5344.509196 = -7060193.395686 nChanged 2 SP:Iteration 30Q (3232.640000 sec): 3 clusters Score: Raw -7065538.906112 + Penalty 5344.509196 = -7060194.396916 nChanged 1 SP:Iteration 31Q (3232.770000 sec): 3 clusters Score: Raw -7065539.303949 + Penalty 5344.509196 = -7060194.794754 nChanged 0 SP:Iteration 32F (3232.940000 sec): 3 clusters Score: Raw -7065539.303949 + Penalty 5344.509196 = -7060194.794754 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 15 (47401 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3233.100000 sec): 2 clusters Score: Raw -6903371.528458 + Penalty 2670.066854 = -6900701.461604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3233.280000 sec): 3 clusters Score: Raw -6874145.533134 + Penalty 5340.133708 = -6868805.399427 nChanged 21766 SP:Iteration 1F (3233.470000 sec): 3 clusters Score: Raw -6886317.136493 + Penalty 5340.133708 = -6880977.002785 nChanged 2143 SP:Iteration 2Q (3233.660000 sec): 3 clusters Score: Raw -6887035.421329 + Penalty 5340.133708 = -6881695.287621 nChanged 2222 SP:Iteration 3Q (3233.850000 sec): 3 clusters Score: Raw -6887916.050177 + Penalty 5340.133708 = -6882575.916470 nChanged 2492 SP:Iteration 4F (3234.040000 sec): 3 clusters Score: Raw -6889064.212178 + Penalty 5340.133708 = -6883724.078470 nChanged 2854 SP:Iteration 5F (3234.220000 sec): 3 clusters Score: Raw -6890668.633435 + Penalty 5340.133708 = -6885328.499727 nChanged 3202 SP:Iteration 6F (3235.120000 sec): 3 clusters Score: Raw -6892773.982699 + Penalty 5340.133708 = -6887433.848991 nChanged 3237 SP:Iteration 7F (3235.610000 sec): 3 clusters Score: Raw -6895048.308724 + Penalty 5340.133708 = -6889708.175016 nChanged 3000 SP:Iteration 8F (3235.790000 sec): 3 clusters Score: Raw -6897304.549192 + Penalty 5340.133708 = -6891964.415485 nChanged 2575 SP:Iteration 9F (3235.980000 sec): 3 clusters Score: Raw -6899282.366465 + Penalty 5340.133708 = -6893942.232757 nChanged 1971 SP:Iteration 10Q (3236.180000 sec): 3 clusters Score: Raw -6900866.336814 + Penalty 5340.133708 = -6895526.203106 nChanged 1386 SP:Iteration 11Q (3236.370000 sec): 3 clusters Score: Raw -6901997.615305 + Penalty 5340.133708 = -6896657.481598 nChanged 858 SP:Iteration 12Q (3236.560000 sec): 3 clusters Score: Raw -6902697.993056 + Penalty 5340.133708 = -6897357.859348 nChanged 527 SP:Iteration 13Q (3236.730000 sec): 3 clusters Score: Raw -6903117.438847 + Penalty 5340.133708 = -6897777.305140 nChanged 305 SP:Iteration 14Q (3236.900000 sec): 3 clusters Score: Raw -6903359.033739 + Penalty 5340.133708 = -6898018.900031 nChanged 157 SP:Iteration 15Q (3237.060000 sec): 3 clusters Score: Raw -6903496.856860 + Penalty 5340.133708 = -6898156.723153 nChanged 90 SP:Iteration 16Q (3237.270000 sec): 3 clusters Score: Raw -6903573.040233 + Penalty 5340.133708 = -6898232.906525 nChanged 50 SP:Iteration 17Q (3237.420000 sec): 3 clusters Score: Raw -6903615.075141 + Penalty 5340.133708 = -6898274.941433 nChanged 40 SP:Iteration 18Q (3237.560000 sec): 3 clusters Score: Raw -6903646.576291 + Penalty 5340.133708 = -6898306.442583 nChanged 27 SP:Iteration 19Q (3237.690000 sec): 3 clusters Score: Raw -6903671.621371 + Penalty 5340.133708 = -6898331.487663 nChanged 24 SP:Iteration 20F (3237.870000 sec): 3 clusters Score: Raw -6903693.424936 + Penalty 5340.133708 = -6898353.291229 nChanged 26 SP:Iteration 21Q (3238.000000 sec): 3 clusters Score: Raw -6903714.457161 + Penalty 5340.133708 = -6898374.323453 nChanged 12 SP:Iteration 22Q (3238.130000 sec): 3 clusters Score: Raw -6903725.841161 + Penalty 5340.133708 = -6898385.707453 nChanged 11 SP:Iteration 23Q (3238.270000 sec): 3 clusters Score: Raw -6903733.944789 + Penalty 5340.133708 = -6898393.811081 nChanged 5 SP:Iteration 24Q (3238.410000 sec): 3 clusters Score: Raw -6903738.209519 + Penalty 5340.133708 = -6898398.075811 nChanged 7 SP:Iteration 25Q (3238.550000 sec): 3 clusters Score: Raw -6903744.106274 + Penalty 5340.133708 = -6898403.972566 nChanged 6 SP:Iteration 26Q (3238.680000 sec): 3 clusters Score: Raw -6903747.809439 + Penalty 5340.133708 = -6898407.675731 nChanged 2 SP:Iteration 27Q (3238.810000 sec): 3 clusters Score: Raw -6903749.259492 + Penalty 5340.133708 = -6898409.125784 nChanged 1 SP:Iteration 28Q (3238.950000 sec): 3 clusters Score: Raw -6903749.480649 + Penalty 5340.133708 = -6898409.346941 nChanged 0 SP:Iteration 29F (3239.120000 sec): 3 clusters Score: Raw -6903749.480649 + Penalty 5340.133708 = -6898409.346941 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 16 (2680 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3239.150000 sec): 2 clusters Score: Raw -395121.066169 + Penalty 1957.605874 = -393163.460295 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3239.160000 sec): 3 clusters Score: Raw -394008.941265 + Penalty 3915.211748 = -390093.729517 nChanged 892 SP:Iteration 1F (3239.170000 sec): 3 clusters Score: Raw -394576.726995 + Penalty 3915.211748 = -390661.515247 nChanged 212 SP:Iteration 2F (3239.180000 sec): 3 clusters Score: Raw -394741.393585 + Penalty 3915.211748 = -390826.181837 nChanged 114 SP:Iteration 3Q (3239.190000 sec): 3 clusters Score: Raw -394805.435211 + Penalty 3915.211748 = -390890.223462 nChanged 67 SP:Iteration 4Q (3239.200000 sec): 3 clusters Score: Raw -394845.944747 + Penalty 3915.211748 = -390930.732999 nChanged 51 SP:Iteration 5Q (3239.210000 sec): 3 clusters Score: Raw -394871.247934 + Penalty 3915.211748 = -390956.036186 nChanged 33 SP:Iteration 6Q (3239.220000 sec): 3 clusters Score: Raw -394892.078636 + Penalty 3915.211748 = -390976.866888 nChanged 26 SP:Iteration 7Q (3239.230000 sec): 3 clusters Score: Raw -394903.860079 + Penalty 3915.211748 = -390988.648330 nChanged 24 SP:Iteration 8Q (3239.240000 sec): 3 clusters Score: Raw -394913.145774 + Penalty 3915.211748 = -390997.934026 nChanged 17 SP:Iteration 9Q (3239.250000 sec): 3 clusters Score: Raw -394921.092630 + Penalty 3915.211748 = -391005.880882 nChanged 14 SP:Iteration 10Q (3239.260000 sec): 3 clusters Score: Raw -394927.389620 + Penalty 3915.211748 = -391012.177871 nChanged 12 SP:Iteration 11Q (3239.270000 sec): 3 clusters Score: Raw -394934.543983 + Penalty 3915.211748 = -391019.332234 nChanged 16 SP:Iteration 12Q (3239.280000 sec): 3 clusters Score: Raw -394941.378888 + Penalty 3915.211748 = -391026.167139 nChanged 14 SP:Iteration 13Q (3239.290000 sec): 3 clusters Score: Raw -394948.222211 + Penalty 3915.211748 = -391033.010463 nChanged 11 SP:Iteration 14Q (3239.310000 sec): 3 clusters Score: Raw -394955.123640 + Penalty 3915.211748 = -391039.911891 nChanged 10 SP:Iteration 15Q (3239.310000 sec): 3 clusters Score: Raw -394963.127436 + Penalty 3915.211748 = -391047.915687 nChanged 14 SP:Iteration 16Q (3239.330000 sec): 3 clusters Score: Raw -394969.107981 + Penalty 3915.211748 = -391053.896233 nChanged 11 SP:Iteration 17Q (3239.330000 sec): 3 clusters Score: Raw -394975.320113 + Penalty 3915.211748 = -391060.108365 nChanged 13 SP:Iteration 18Q (3239.350000 sec): 3 clusters Score: Raw -394982.173250 + Penalty 3915.211748 = -391066.961502 nChanged 9 SP:Iteration 19Q (3239.350000 sec): 3 clusters Score: Raw -394987.608391 + Penalty 3915.211748 = -391072.396643 nChanged 8 SP:Iteration 20F (3239.370000 sec): 3 clusters Score: Raw -394992.418889 + Penalty 3915.211748 = -391077.207140 nChanged 6 SP:Iteration 21Q (3239.370000 sec): 3 clusters Score: Raw -394995.212798 + Penalty 3915.211748 = -391080.001050 nChanged 8 SP:Iteration 22Q (3239.390000 sec): 3 clusters Score: Raw -394998.296336 + Penalty 3915.211748 = -391083.084587 nChanged 3 SP:Iteration 23Q (3239.400000 sec): 3 clusters Score: Raw -395000.389009 + Penalty 3915.211748 = -391085.177260 nChanged 1 SP:Iteration 24Q (3239.410000 sec): 3 clusters Score: Raw -395001.402307 + Penalty 3915.211748 = -391086.190559 nChanged 3 SP:Iteration 25Q (3239.410000 sec): 3 clusters Score: Raw -395002.518603 + Penalty 3915.211748 = -391087.306854 nChanged 4 SP:Iteration 26Q (3239.430000 sec): 3 clusters Score: Raw -395004.315760 + Penalty 3915.211748 = -391089.104011 nChanged 2 SP:Iteration 27Q (3239.430000 sec): 3 clusters Score: Raw -395005.376454 + Penalty 3915.211748 = -391090.164706 nChanged 2 SP:Iteration 28Q (3239.450000 sec): 3 clusters Score: Raw -395006.143863 + Penalty 3915.211748 = -391090.932114 nChanged 3 SP:Iteration 29Q (3239.450000 sec): 3 clusters Score: Raw -395007.359502 + Penalty 3915.211748 = -391092.147754 nChanged 2 SP:Iteration 30Q (3239.470000 sec): 3 clusters Score: Raw -395007.913542 + Penalty 3915.211748 = -391092.701793 nChanged 1 SP:Iteration 31Q (3239.470000 sec): 3 clusters Score: Raw -395008.167803 + Penalty 3915.211748 = -391092.956055 nChanged 0 SP:Iteration 32F (3239.490000 sec): 3 clusters Score: Raw -395008.167803 + Penalty 3915.211748 = -391092.956055 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 17 (6067 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3239.510000 sec): 2 clusters Score: Raw -851926.578408 + Penalty 2160.233643 = -849766.344765 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3239.530000 sec): 3 clusters Score: Raw -848884.556936 + Penalty 4320.467286 = -844564.089650 nChanged 2440 SP:Iteration 1F (3239.550000 sec): 3 clusters Score: Raw -850323.542448 + Penalty 4320.467286 = -846003.075162 nChanged 495 SP:Iteration 2F (3239.580000 sec): 3 clusters Score: Raw -850656.881511 + Penalty 4320.467286 = -846336.414225 nChanged 360 SP:Iteration 3F (3239.610000 sec): 3 clusters Score: Raw -850875.207924 + Penalty 4320.467286 = -846554.740638 nChanged 294 SP:Iteration 4Q (3239.630000 sec): 3 clusters Score: Raw -851078.298169 + Penalty 4320.467286 = -846757.830883 nChanged 269 SP:Iteration 5Q (3239.660000 sec): 3 clusters Score: Raw -851284.434719 + Penalty 4320.467286 = -846963.967433 nChanged 283 SP:Iteration 6Q (3239.690000 sec): 3 clusters Score: Raw -851505.434246 + Penalty 4320.467286 = -847184.966960 nChanged 253 SP:Iteration 7Q (3239.710000 sec): 3 clusters Score: Raw -851714.630801 + Penalty 4320.467286 = -847394.163515 nChanged 244 SP:Iteration 8Q (3239.740000 sec): 3 clusters Score: Raw -851908.582272 + Penalty 4320.467286 = -847588.114986 nChanged 230 SP:Iteration 9Q (3239.760000 sec): 3 clusters Score: Raw -852093.078894 + Penalty 4320.467286 = -847772.611608 nChanged 189 SP:Iteration 10Q (3239.790000 sec): 3 clusters Score: Raw -852258.035803 + Penalty 4320.467286 = -847937.568517 nChanged 176 SP:Iteration 11Q (3239.810000 sec): 3 clusters Score: Raw -852396.912155 + Penalty 4320.467286 = -848076.444869 nChanged 146 SP:Iteration 12Q (3239.830000 sec): 3 clusters Score: Raw -852517.222398 + Penalty 4320.467286 = -848196.755112 nChanged 141 SP:Iteration 13Q (3239.850000 sec): 3 clusters Score: Raw -852632.914456 + Penalty 4320.467286 = -848312.447170 nChanged 122 SP:Iteration 14Q (3239.870000 sec): 3 clusters Score: Raw -852722.093534 + Penalty 4320.467286 = -848401.626249 nChanged 92 SP:Iteration 15Q (3239.890000 sec): 3 clusters Score: Raw -852769.983521 + Penalty 4320.467286 = -848449.516235 nChanged 62 SP:Iteration 16Q (3239.910000 sec): 3 clusters Score: Raw -852795.629673 + Penalty 4320.467286 = -848475.162387 nChanged 48 SP:Iteration 17Q (3239.930000 sec): 3 clusters Score: Raw -852813.561456 + Penalty 4320.467286 = -848493.094170 nChanged 32 SP:Iteration 18Q (3239.950000 sec): 3 clusters Score: Raw -852823.576900 + Penalty 4320.467286 = -848503.109615 nChanged 30 SP:Iteration 19Q (3239.970000 sec): 3 clusters Score: Raw -852836.731243 + Penalty 4320.467286 = -848516.263957 nChanged 29 SP:Iteration 20F (3240.000000 sec): 3 clusters Score: Raw -852847.797451 + Penalty 4320.467286 = -848527.330166 nChanged 23 SP:Iteration 21Q (3240.020000 sec): 3 clusters Score: Raw -852854.754144 + Penalty 4320.467286 = -848534.286858 nChanged 20 SP:Iteration 22Q (3240.040000 sec): 3 clusters Score: Raw -852861.098835 + Penalty 4320.467286 = -848540.631549 nChanged 15 SP:Iteration 23Q (3240.060000 sec): 3 clusters Score: Raw -852865.233829 + Penalty 4320.467286 = -848544.766543 nChanged 16 SP:Iteration 24Q (3240.080000 sec): 3 clusters Score: Raw -852870.682278 + Penalty 4320.467286 = -848550.214992 nChanged 16 SP:Iteration 25Q (3240.100000 sec): 3 clusters Score: Raw -852875.887849 + Penalty 4320.467286 = -848555.420563 nChanged 21 SP:Iteration 26Q (3240.120000 sec): 3 clusters Score: Raw -852882.177400 + Penalty 4320.467286 = -848561.710115 nChanged 10 SP:Iteration 27Q (3240.140000 sec): 3 clusters Score: Raw -852884.943242 + Penalty 4320.467286 = -848564.475956 nChanged 9 SP:Iteration 28Q (3240.160000 sec): 3 clusters Score: Raw -852887.444128 + Penalty 4320.467286 = -848566.976842 nChanged 9 SP:Iteration 29Q (3240.180000 sec): 3 clusters Score: Raw -852890.239062 + Penalty 4320.467286 = -848569.771776 nChanged 11 SP:Iteration 30Q (3240.210000 sec): 3 clusters Score: Raw -852892.884791 + Penalty 4320.467286 = -848572.417505 nChanged 10 SP:Iteration 31Q (3240.230000 sec): 3 clusters Score: Raw -852895.272964 + Penalty 4320.467286 = -848574.805678 nChanged 5 SP:Iteration 32Q (3240.250000 sec): 3 clusters Score: Raw -852896.289201 + Penalty 4320.467286 = -848575.821915 nChanged 2 SP:Iteration 33Q (3240.270000 sec): 3 clusters Score: Raw -852896.727287 + Penalty 4320.467286 = -848576.260001 nChanged 2 SP:Iteration 34Q (3240.290000 sec): 3 clusters Score: Raw -852897.154251 + Penalty 4320.467286 = -848576.686965 nChanged 2 SP:Iteration 35Q (3240.310000 sec): 3 clusters Score: Raw -852897.494347 + Penalty 4320.467286 = -848577.027061 nChanged 1 SP:Iteration 36Q (3240.330000 sec): 3 clusters Score: Raw -852897.821424 + Penalty 4320.467286 = -848577.354138 nChanged 2 SP:Iteration 37Q (3240.350000 sec): 3 clusters Score: Raw -852898.263277 + Penalty 4320.467286 = -848577.795991 nChanged 1 SP:Iteration 38Q (3240.370000 sec): 3 clusters Score: Raw -852898.831684 + Penalty 4320.467286 = -848578.364398 nChanged 3 SP:Iteration 39Q (3240.390000 sec): 3 clusters Score: Raw -852899.587553 + Penalty 4320.467286 = -848579.120267 nChanged 1 SP:Iteration 40F (3240.420000 sec): 3 clusters Score: Raw -852899.731368 + Penalty 4320.467286 = -848579.264082 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 18 (23416 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3240.510000 sec): 2 clusters Score: Raw -3411928.326880 + Penalty 2495.171357 = -3409433.155523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3240.600000 sec): 3 clusters Score: Raw -3398034.975866 + Penalty 4990.342715 = -3393044.633151 nChanged 10493 SP:Iteration 1F (3240.690000 sec): 3 clusters Score: Raw -3403711.637983 + Penalty 4990.342715 = -3398721.295268 nChanged 1219 SP:Iteration 2F (3240.780000 sec): 3 clusters Score: Raw -3404217.190603 + Penalty 4990.342715 = -3399226.847888 nChanged 1158 SP:Iteration 3Q (3240.870000 sec): 3 clusters Score: Raw -3404746.658883 + Penalty 4990.342715 = -3399756.316168 nChanged 1183 SP:Iteration 4F (3240.950000 sec): 3 clusters Score: Raw -3405382.790495 + Penalty 4990.342715 = -3400392.447780 nChanged 1244 SP:Iteration 5F (3241.040000 sec): 3 clusters Score: Raw -3406071.054959 + Penalty 4990.342715 = -3401080.712244 nChanged 1336 SP:Iteration 6F (3241.130000 sec): 3 clusters Score: Raw -3406835.997378 + Penalty 4990.342715 = -3401845.654663 nChanged 1372 SP:Iteration 7F (3241.220000 sec): 3 clusters Score: Raw -3407704.187784 + Penalty 4990.342715 = -3402713.845069 nChanged 1377 SP:Iteration 8F (3241.310000 sec): 3 clusters Score: Raw -3408691.754925 + Penalty 4990.342715 = -3403701.412210 nChanged 1296 SP:Iteration 9F (3241.390000 sec): 3 clusters Score: Raw -3409794.750178 + Penalty 4990.342715 = -3404804.407463 nChanged 1188 SP:Iteration 10F (3241.480000 sec): 3 clusters Score: Raw -3410889.358598 + Penalty 4990.342715 = -3405899.015883 nChanged 928 SP:Iteration 11Q (3241.570000 sec): 3 clusters Score: Raw -3411770.568825 + Penalty 4990.342715 = -3406780.226111 nChanged 684 SP:Iteration 12Q (3241.650000 sec): 3 clusters Score: Raw -3412392.731353 + Penalty 4990.342715 = -3407402.388638 nChanged 505 SP:Iteration 13Q (3241.730000 sec): 3 clusters Score: Raw -3412836.056767 + Penalty 4990.342715 = -3407845.714053 nChanged 339 SP:Iteration 14Q (3241.810000 sec): 3 clusters Score: Raw -3413107.663896 + Penalty 4990.342715 = -3408117.321181 nChanged 272 SP:Iteration 15Q (3241.880000 sec): 3 clusters Score: Raw -3413305.672443 + Penalty 4990.342715 = -3408315.329728 nChanged 218 SP:Iteration 16Q (3241.960000 sec): 3 clusters Score: Raw -3413439.235839 + Penalty 4990.342715 = -3408448.893124 nChanged 153 SP:Iteration 17Q (3242.030000 sec): 3 clusters Score: Raw -3413507.373268 + Penalty 4990.342715 = -3408517.030553 nChanged 114 SP:Iteration 18Q (3242.090000 sec): 3 clusters Score: Raw -3413547.525769 + Penalty 4990.342715 = -3408557.183054 nChanged 73 SP:Iteration 19Q (3242.170000 sec): 3 clusters Score: Raw -3413569.633889 + Penalty 4990.342715 = -3408579.291174 nChanged 54 SP:Iteration 20F (3242.250000 sec): 3 clusters Score: Raw -3413585.058914 + Penalty 4990.342715 = -3408594.716199 nChanged 52 SP:Iteration 21Q (3242.330000 sec): 3 clusters Score: Raw -3413599.715103 + Penalty 4990.342715 = -3408609.372388 nChanged 37 SP:Iteration 22Q (3242.400000 sec): 3 clusters Score: Raw -3413608.373374 + Penalty 4990.342715 = -3408618.030659 nChanged 33 SP:Iteration 23Q (3242.470000 sec): 3 clusters Score: Raw -3413615.798658 + Penalty 4990.342715 = -3408625.455943 nChanged 15 SP:Iteration 24Q (3242.540000 sec): 3 clusters Score: Raw -3413619.036354 + Penalty 4990.342715 = -3408628.693639 nChanged 20 SP:Iteration 25Q (3242.610000 sec): 3 clusters Score: Raw -3413623.934669 + Penalty 4990.342715 = -3408633.591955 nChanged 23 SP:Iteration 26Q (3242.680000 sec): 3 clusters Score: Raw -3413629.338254 + Penalty 4990.342715 = -3408638.995539 nChanged 20 SP:Iteration 27Q (3242.750000 sec): 3 clusters Score: Raw -3413633.189385 + Penalty 4990.342715 = -3408642.846671 nChanged 13 SP:Iteration 28Q (3242.820000 sec): 3 clusters Score: Raw -3413635.070195 + Penalty 4990.342715 = -3408644.727480 nChanged 6 SP:Iteration 29Q (3242.880000 sec): 3 clusters Score: Raw -3413636.023803 + Penalty 4990.342715 = -3408645.681088 nChanged 4 SP:Iteration 30Q (3242.950000 sec): 3 clusters Score: Raw -3413636.689769 + Penalty 4990.342715 = -3408646.347055 nChanged 2 SP:Iteration 31Q (3243.020000 sec): 3 clusters Score: Raw -3413636.936258 + Penalty 4990.342715 = -3408646.593543 nChanged 2 SP:Iteration 32Q (3243.080000 sec): 3 clusters Score: Raw -3413637.305310 + Penalty 4990.342715 = -3408646.962595 nChanged 2 SP:Iteration 33Q (3243.140000 sec): 3 clusters Score: Raw -3413637.655974 + Penalty 4990.342715 = -3408647.313260 nChanged 2 SP:Iteration 34Q (3243.210000 sec): 3 clusters Score: Raw -3413637.885045 + Penalty 4990.342715 = -3408647.542330 nChanged 1 SP:Iteration 35Q (3243.280000 sec): 3 clusters Score: Raw -3413637.969121 + Penalty 4990.342715 = -3408647.626406 nChanged 1 SP:Iteration 36Q (3243.350000 sec): 3 clusters Score: Raw -3413638.207258 + Penalty 4990.342715 = -3408647.864543 nChanged 2 SP:Iteration 37Q (3243.410000 sec): 3 clusters Score: Raw -3413638.401897 + Penalty 4990.342715 = -3408648.059182 nChanged 0 SP:Iteration 38F (3243.500000 sec): 3 clusters Score: Raw -3413638.401897 + Penalty 4990.342715 = -3408648.059182 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 19 (11049 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3243.540000 sec): 2 clusters Score: Raw -1578615.482163 + Penalty 2308.903611 = -1576306.578552 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3243.580000 sec): 3 clusters Score: Raw -1572640.608039 + Penalty 4617.807222 = -1568022.800817 nChanged 4582 SP:Iteration 1F (3243.630000 sec): 3 clusters Score: Raw -1575151.175048 + Penalty 4617.807222 = -1570533.367826 nChanged 678 SP:Iteration 2F (3243.670000 sec): 3 clusters Score: Raw -1575467.875020 + Penalty 4617.807222 = -1570850.067798 nChanged 529 SP:Iteration 3Q (3243.710000 sec): 3 clusters Score: Raw -1575703.257414 + Penalty 4617.807222 = -1571085.450192 nChanged 433 SP:Iteration 4Q (3243.750000 sec): 3 clusters Score: Raw -1575866.572999 + Penalty 4617.807222 = -1571248.765777 nChanged 354 SP:Iteration 5Q (3243.790000 sec): 3 clusters Score: Raw -1575991.118016 + Penalty 4617.807222 = -1571373.310794 nChanged 333 SP:Iteration 6Q (3243.830000 sec): 3 clusters Score: Raw -1576112.644345 + Penalty 4617.807222 = -1571494.837123 nChanged 302 SP:Iteration 7Q (3243.870000 sec): 3 clusters Score: Raw -1576232.244415 + Penalty 4617.807222 = -1571614.437193 nChanged 297 SP:Iteration 8Q (3243.910000 sec): 3 clusters Score: Raw -1576348.015097 + Penalty 4617.807222 = -1571730.207875 nChanged 296 SP:Iteration 9Q (3243.950000 sec): 3 clusters Score: Raw -1576462.179091 + Penalty 4617.807222 = -1571844.371869 nChanged 284 SP:Iteration 10Q (3243.990000 sec): 3 clusters Score: Raw -1576567.002722 + Penalty 4617.807222 = -1571949.195501 nChanged 262 SP:Iteration 11Q (3244.040000 sec): 3 clusters Score: Raw -1576657.152101 + Penalty 4617.807222 = -1572039.344880 nChanged 242 SP:Iteration 12Q (3244.080000 sec): 3 clusters Score: Raw -1576740.336723 + Penalty 4617.807222 = -1572122.529501 nChanged 237 SP:Iteration 13Q (3244.120000 sec): 3 clusters Score: Raw -1576832.379880 + Penalty 4617.807222 = -1572214.572659 nChanged 256 SP:Iteration 14Q (3244.160000 sec): 3 clusters Score: Raw -1576929.668528 + Penalty 4617.807222 = -1572311.861306 nChanged 224 SP:Iteration 15Q (3244.210000 sec): 3 clusters Score: Raw -1577003.256776 + Penalty 4617.807222 = -1572385.449554 nChanged 181 SP:Iteration 16Q (3244.250000 sec): 3 clusters Score: Raw -1577062.612666 + Penalty 4617.807222 = -1572444.805444 nChanged 181 SP:Iteration 17Q (3244.290000 sec): 3 clusters Score: Raw -1577124.288333 + Penalty 4617.807222 = -1572506.481111 nChanged 187 SP:Iteration 18Q (3244.330000 sec): 3 clusters Score: Raw -1577195.514480 + Penalty 4617.807222 = -1572577.707259 nChanged 204 SP:Iteration 19Q (3244.370000 sec): 3 clusters Score: Raw -1577289.022769 + Penalty 4617.807222 = -1572671.215547 nChanged 223 SP:Iteration 20F (3244.420000 sec): 3 clusters Score: Raw -1577396.307027 + Penalty 4617.807222 = -1572778.499806 nChanged 237 SP:Iteration 21Q (3244.460000 sec): 3 clusters Score: Raw -1577497.348154 + Penalty 4617.807222 = -1572879.540932 nChanged 230 SP:Iteration 22Q (3244.500000 sec): 3 clusters Score: Raw -1577605.398563 + Penalty 4617.807222 = -1572987.591341 nChanged 225 SP:Iteration 23Q (3244.550000 sec): 3 clusters Score: Raw -1577715.180650 + Penalty 4617.807222 = -1573097.373428 nChanged 226 SP:Iteration 24Q (3244.590000 sec): 3 clusters Score: Raw -1577820.906129 + Penalty 4617.807222 = -1573203.098908 nChanged 231 SP:Iteration 25Q (3244.630000 sec): 3 clusters Score: Raw -1577926.192796 + Penalty 4617.807222 = -1573308.385574 nChanged 215 SP:Iteration 26Q (3244.670000 sec): 3 clusters Score: Raw -1578021.296311 + Penalty 4617.807222 = -1573403.489089 nChanged 211 SP:Iteration 27Q (3244.710000 sec): 3 clusters Score: Raw -1578113.844437 + Penalty 4617.807222 = -1573496.037216 nChanged 191 SP:Iteration 28Q (3244.750000 sec): 3 clusters Score: Raw -1578201.182580 + Penalty 4617.807222 = -1573583.375358 nChanged 182 SP:Iteration 29Q (3244.790000 sec): 3 clusters Score: Raw -1578287.465704 + Penalty 4617.807222 = -1573669.658482 nChanged 180 SP:Iteration 30Q (3244.820000 sec): 3 clusters Score: Raw -1578376.774097 + Penalty 4617.807222 = -1573758.966875 nChanged 144 SP:Iteration 31Q (3244.860000 sec): 3 clusters Score: Raw -1578449.680290 + Penalty 4617.807222 = -1573831.873068 nChanged 147 SP:Iteration 32Q (3244.900000 sec): 3 clusters Score: Raw -1578525.973458 + Penalty 4617.807222 = -1573908.166236 nChanged 125 SP:Iteration 33Q (3244.940000 sec): 3 clusters Score: Raw -1578588.808422 + Penalty 4617.807222 = -1573971.001200 nChanged 104 SP:Iteration 34Q (3244.980000 sec): 3 clusters Score: Raw -1578644.632111 + Penalty 4617.807222 = -1574026.824889 nChanged 86 SP:Iteration 35Q (3245.010000 sec): 3 clusters Score: Raw -1578695.867426 + Penalty 4617.807222 = -1574078.060204 nChanged 80 SP:Iteration 36Q (3245.050000 sec): 3 clusters Score: Raw -1578740.680931 + Penalty 4617.807222 = -1574122.873709 nChanged 58 SP:Iteration 37Q (3245.080000 sec): 3 clusters Score: Raw -1578775.980101 + Penalty 4617.807222 = -1574158.172879 nChanged 53 SP:Iteration 38Q (3245.120000 sec): 3 clusters Score: Raw -1578801.989401 + Penalty 4617.807222 = -1574184.182180 nChanged 47 SP:Iteration 39Q (3245.150000 sec): 3 clusters Score: Raw -1578826.978319 + Penalty 4617.807222 = -1574209.171098 nChanged 45 SP:Iteration 40F (3245.190000 sec): 3 clusters Score: Raw -1578846.934312 + Penalty 4617.807222 = -1574229.127091 nChanged 34 SP:Iteration 41Q (3245.230000 sec): 3 clusters Score: Raw -1578863.413778 + Penalty 4617.807222 = -1574245.606556 nChanged 29 SP:Iteration 42Q (3245.260000 sec): 3 clusters Score: Raw -1578877.295864 + Penalty 4617.807222 = -1574259.488642 nChanged 29 SP:Iteration 43Q (3245.300000 sec): 3 clusters Score: Raw -1578891.986876 + Penalty 4617.807222 = -1574274.179654 nChanged 23 SP:Iteration 44Q (3245.340000 sec): 3 clusters Score: Raw -1578904.977555 + Penalty 4617.807222 = -1574287.170333 nChanged 18 SP:Iteration 45Q (3245.370000 sec): 3 clusters Score: Raw -1578913.910069 + Penalty 4617.807222 = -1574296.102847 nChanged 18 SP:Iteration 46Q (3245.410000 sec): 3 clusters Score: Raw -1578925.028934 + Penalty 4617.807222 = -1574307.221712 nChanged 16 SP:Iteration 47Q (3245.440000 sec): 3 clusters Score: Raw -1578934.640971 + Penalty 4617.807222 = -1574316.833750 nChanged 10 SP:Iteration 48Q (3245.480000 sec): 3 clusters Score: Raw -1578939.244315 + Penalty 4617.807222 = -1574321.437093 nChanged 7 SP:Iteration 49Q (3245.510000 sec): 3 clusters Score: Raw -1578942.798124 + Penalty 4617.807222 = -1574324.990902 nChanged 9 SP:Iteration 50Q (3245.540000 sec): 3 clusters Score: Raw -1578946.683186 + Penalty 4617.807222 = -1574328.875964 nChanged 10 SP:Iteration 51Q (3245.580000 sec): 3 clusters Score: Raw -1578952.949806 + Penalty 4617.807222 = -1574335.142585 nChanged 10 SP:Iteration 52Q (3245.610000 sec): 3 clusters Score: Raw -1578958.096969 + Penalty 4617.807222 = -1574340.289748 nChanged 9 SP:Iteration 53Q (3245.640000 sec): 3 clusters Score: Raw -1578961.234383 + Penalty 4617.807222 = -1574343.427161 nChanged 8 SP:Iteration 54Q (3245.670000 sec): 3 clusters Score: Raw -1578964.029964 + Penalty 4617.807222 = -1574346.222742 nChanged 5 SP:Iteration 55Q (3245.710000 sec): 3 clusters Score: Raw -1578967.229839 + Penalty 4617.807222 = -1574349.422617 nChanged 8 SP:Iteration 56Q (3245.740000 sec): 3 clusters Score: Raw -1578969.779356 + Penalty 4617.807222 = -1574351.972135 nChanged 4 SP:Iteration 57Q (3245.780000 sec): 3 clusters Score: Raw -1578971.304336 + Penalty 4617.807222 = -1574353.497115 nChanged 5 SP:Iteration 58Q (3245.810000 sec): 3 clusters Score: Raw -1578972.817789 + Penalty 4617.807222 = -1574355.010567 nChanged 0 SP:Iteration 59F (3245.850000 sec): 3 clusters Score: Raw -1578972.817789 + Penalty 4617.807222 = -1574355.010567 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 20 (1010 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3245.860000 sec): 2 clusters Score: Raw -137927.147815 + Penalty 1715.590991 = -136211.556824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3245.870000 sec): 3 clusters Score: Raw -137755.114294 + Penalty 3431.181982 = -134323.932311 nChanged 268 SP:Iteration 1F (3245.870000 sec): 3 clusters Score: Raw -138255.187808 + Penalty 3431.181982 = -134824.005826 nChanged 101 SP:Iteration 2F (3245.880000 sec): 3 clusters Score: Raw -138497.737947 + Penalty 3431.181982 = -135066.555965 nChanged 63 SP:Iteration 3F (3245.880000 sec): 3 clusters Score: Raw -138634.960069 + Penalty 3431.181982 = -135203.778086 nChanged 49 SP:Iteration 4Q (3245.880000 sec): 3 clusters Score: Raw -138733.398131 + Penalty 3431.181982 = -135302.216149 nChanged 28 SP:Iteration 5Q (3245.890000 sec): 3 clusters Score: Raw -138788.572100 + Penalty 3431.181982 = -135357.390118 nChanged 20 SP:Iteration 6Q (3245.890000 sec): 3 clusters Score: Raw -138830.645394 + Penalty 3431.181982 = -135399.463412 nChanged 8 SP:Iteration 7Q (3245.900000 sec): 3 clusters Score: Raw -138848.401729 + Penalty 3431.181982 = -135417.219747 nChanged 8 SP:Iteration 8Q (3245.900000 sec): 3 clusters Score: Raw -138866.284742 + Penalty 3431.181982 = -135435.102760 nChanged 8 SP:Iteration 9Q (3245.900000 sec): 3 clusters Score: Raw -138879.679107 + Penalty 3431.181982 = -135448.497125 nChanged 6 SP:Iteration 10Q (3245.900000 sec): 3 clusters Score: Raw -138896.080025 + Penalty 3431.181982 = -135464.898042 nChanged 6 SP:Iteration 11Q (3245.910000 sec): 3 clusters Score: Raw -138909.067652 + Penalty 3431.181982 = -135477.885670 nChanged 4 SP:Iteration 12Q (3245.910000 sec): 3 clusters Score: Raw -138924.897541 + Penalty 3431.181982 = -135493.715558 nChanged 5 SP:Iteration 13Q (3245.920000 sec): 3 clusters Score: Raw -138939.034277 + Penalty 3431.181982 = -135507.852294 nChanged 4 SP:Iteration 14Q (3245.920000 sec): 3 clusters Score: Raw -138946.620207 + Penalty 3431.181982 = -135515.438224 nChanged 1 SP:Iteration 15Q (3245.920000 sec): 3 clusters Score: Raw -138948.444614 + Penalty 3431.181982 = -135517.262631 nChanged 0 SP:Iteration 16F (3245.930000 sec): 3 clusters Score: Raw -138948.444614 + Penalty 3431.181982 = -135517.262631 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 21 (48036 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3246.100000 sec): 2 clusters Score: Raw -7099452.807915 + Penalty 2673.367090 = -7096779.440824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3246.280000 sec): 3 clusters Score: Raw -7069737.131780 + Penalty 5346.734180 = -7064390.397600 nChanged 22160 SP:Iteration 1F (3246.470000 sec): 3 clusters Score: Raw -7081776.688951 + Penalty 5346.734180 = -7076429.954770 nChanged 1945 SP:Iteration 2Q (3246.660000 sec): 3 clusters Score: Raw -7082315.759985 + Penalty 5346.734180 = -7076969.025805 nChanged 1832 SP:Iteration 3Q (3246.850000 sec): 3 clusters Score: Raw -7082802.502552 + Penalty 5346.734180 = -7077455.768371 nChanged 1755 SP:Iteration 4Q (3247.040000 sec): 3 clusters Score: Raw -7083328.534432 + Penalty 5346.734180 = -7077981.800251 nChanged 1901 SP:Iteration 5Q (3247.230000 sec): 3 clusters Score: Raw -7083986.240708 + Penalty 5346.734180 = -7078639.506528 nChanged 2127 SP:Iteration 6Q (3247.420000 sec): 3 clusters Score: Raw -7084875.098645 + Penalty 5346.734180 = -7079528.364465 nChanged 2475 SP:Iteration 7F (3247.610000 sec): 3 clusters Score: Raw -7086173.500457 + Penalty 5346.734180 = -7080826.766277 nChanged 2889 SP:Iteration 8F (3247.790000 sec): 3 clusters Score: Raw -7087983.336852 + Penalty 5346.734180 = -7082636.602671 nChanged 3254 SP:Iteration 9F (3248.000000 sec): 3 clusters Score: Raw -7090352.014207 + Penalty 5346.734180 = -7085005.280027 nChanged 3252 SP:Iteration 10F (3248.180000 sec): 3 clusters Score: Raw -7093016.706916 + Penalty 5346.734180 = -7087669.972736 nChanged 2897 SP:Iteration 11F (3248.370000 sec): 3 clusters Score: Raw -7095492.287561 + Penalty 5346.734180 = -7090145.553380 nChanged 2114 SP:Iteration 12Q (3248.560000 sec): 3 clusters Score: Raw -7097239.170897 + Penalty 5346.734180 = -7091892.436717 nChanged 1337 SP:Iteration 13Q (3248.760000 sec): 3 clusters Score: Raw -7098302.795849 + Penalty 5346.734180 = -7092956.061669 nChanged 792 SP:Iteration 14Q (3248.930000 sec): 3 clusters Score: Raw -7098940.740588 + Penalty 5346.734180 = -7093594.006408 nChanged 430 SP:Iteration 15Q (3249.100000 sec): 3 clusters Score: Raw -7099297.993583 + Penalty 5346.734180 = -7093951.259402 nChanged 222 SP:Iteration 16Q (3249.260000 sec): 3 clusters Score: Raw -7099480.677267 + Penalty 5346.734180 = -7094133.943087 nChanged 130 SP:Iteration 17Q (3249.410000 sec): 3 clusters Score: Raw -7099599.059247 + Penalty 5346.734180 = -7094252.325067 nChanged 78 SP:Iteration 18Q (3249.550000 sec): 3 clusters Score: Raw -7099665.747230 + Penalty 5346.734180 = -7094319.013050 nChanged 51 SP:Iteration 19Q (3249.690000 sec): 3 clusters Score: Raw -7099708.639127 + Penalty 5346.734180 = -7094361.904947 nChanged 24 SP:Iteration 20F (3249.870000 sec): 3 clusters Score: Raw -7099729.883342 + Penalty 5346.734180 = -7094383.149162 nChanged 15 SP:Iteration 21Q (3250.010000 sec): 3 clusters Score: Raw -7099744.727533 + Penalty 5346.734180 = -7094397.993352 nChanged 10 SP:Iteration 22Q (3250.140000 sec): 3 clusters Score: Raw -7099755.134905 + Penalty 5346.734180 = -7094408.400724 nChanged 11 SP:Iteration 23Q (3250.270000 sec): 3 clusters Score: Raw -7099764.466344 + Penalty 5346.734180 = -7094417.732164 nChanged 4 SP:Iteration 24Q (3250.410000 sec): 3 clusters Score: Raw -7099767.531684 + Penalty 5346.734180 = -7094420.797503 nChanged 6 SP:Iteration 25Q (3250.540000 sec): 3 clusters Score: Raw -7099773.606917 + Penalty 5346.734180 = -7094426.872737 nChanged 8 SP:Iteration 26Q (3250.700000 sec): 3 clusters Score: Raw -7099784.094140 + Penalty 5346.734180 = -7094437.359960 nChanged 13 SP:Iteration 27Q (3250.840000 sec): 3 clusters Score: Raw -7099795.223055 + Penalty 5346.734180 = -7094448.488874 nChanged 11 SP:Iteration 28Q (3250.970000 sec): 3 clusters Score: Raw -7099806.072617 + Penalty 5346.734180 = -7094459.338437 nChanged 6 SP:Iteration 29Q (3251.130000 sec): 3 clusters Score: Raw -7099811.562449 + Penalty 5346.734180 = -7094464.828269 nChanged 6 SP:Iteration 30Q (3251.260000 sec): 3 clusters Score: Raw -7099816.914429 + Penalty 5346.734180 = -7094470.180249 nChanged 3 SP:Iteration 31Q (3251.390000 sec): 3 clusters Score: Raw -7099819.006931 + Penalty 5346.734180 = -7094472.272750 nChanged 3 SP:Iteration 32Q (3251.530000 sec): 3 clusters Score: Raw -7099820.870201 + Penalty 5346.734180 = -7094474.136021 nChanged 2 SP:Iteration 33Q (3251.660000 sec): 3 clusters Score: Raw -7099823.075228 + Penalty 5346.734180 = -7094476.341047 nChanged 3 SP:Iteration 34Q (3251.800000 sec): 3 clusters Score: Raw -7099825.288518 + Penalty 5346.734180 = -7094478.554338 nChanged 2 SP:Iteration 35Q (3251.930000 sec): 3 clusters Score: Raw -7099826.492639 + Penalty 5346.734180 = -7094479.758458 nChanged 0 SP:Iteration 36F (3252.110000 sec): 3 clusters Score: Raw -7099826.492639 + Penalty 5346.734180 = -7094479.758458 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 22 (5747 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3252.150000 sec): 2 clusters Score: Raw -831552.221558 + Penalty 2146.795448 = -829405.426110 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3252.170000 sec): 3 clusters Score: Raw -828660.862387 + Penalty 4293.590896 = -824367.271490 nChanged 2260 SP:Iteration 1F (3252.190000 sec): 3 clusters Score: Raw -829863.282440 + Penalty 4293.590896 = -825569.691544 nChanged 400 SP:Iteration 2F (3252.210000 sec): 3 clusters Score: Raw -830082.647194 + Penalty 4293.590896 = -825789.056298 nChanged 296 SP:Iteration 3F (3252.230000 sec): 3 clusters Score: Raw -830262.739508 + Penalty 4293.590896 = -825969.148612 nChanged 255 SP:Iteration 4Q (3252.250000 sec): 3 clusters Score: Raw -830412.037404 + Penalty 4293.590896 = -826118.446508 nChanged 237 SP:Iteration 5Q (3252.280000 sec): 3 clusters Score: Raw -830575.362736 + Penalty 4293.590896 = -826281.771840 nChanged 228 SP:Iteration 6Q (3252.300000 sec): 3 clusters Score: Raw -830726.263590 + Penalty 4293.590896 = -826432.672693 nChanged 241 SP:Iteration 7Q (3252.320000 sec): 3 clusters Score: Raw -830878.605367 + Penalty 4293.590896 = -826585.014471 nChanged 222 SP:Iteration 8Q (3252.340000 sec): 3 clusters Score: Raw -831026.724437 + Penalty 4293.590896 = -826733.133540 nChanged 254 SP:Iteration 9Q (3252.360000 sec): 3 clusters Score: Raw -831189.078459 + Penalty 4293.590896 = -826895.487563 nChanged 219 SP:Iteration 10Q (3252.380000 sec): 3 clusters Score: Raw -831320.033669 + Penalty 4293.590896 = -827026.442773 nChanged 206 SP:Iteration 11Q (3252.400000 sec): 3 clusters Score: Raw -831446.001621 + Penalty 4293.590896 = -827152.410725 nChanged 195 SP:Iteration 12Q (3252.420000 sec): 3 clusters Score: Raw -831565.118702 + Penalty 4293.590896 = -827271.527805 nChanged 166 SP:Iteration 13Q (3252.440000 sec): 3 clusters Score: Raw -831660.444654 + Penalty 4293.590896 = -827366.853758 nChanged 148 SP:Iteration 14Q (3252.470000 sec): 3 clusters Score: Raw -831756.325801 + Penalty 4293.590896 = -827462.734905 nChanged 158 SP:Iteration 15Q (3252.490000 sec): 3 clusters Score: Raw -831860.347221 + Penalty 4293.590896 = -827566.756325 nChanged 138 SP:Iteration 16Q (3252.510000 sec): 3 clusters Score: Raw -831956.670119 + Penalty 4293.590896 = -827663.079223 nChanged 122 SP:Iteration 17Q (3252.530000 sec): 3 clusters Score: Raw -832044.566520 + Penalty 4293.590896 = -827750.975623 nChanged 105 SP:Iteration 18Q (3252.550000 sec): 3 clusters Score: Raw -832118.029725 + Penalty 4293.590896 = -827824.438828 nChanged 97 SP:Iteration 19Q (3252.570000 sec): 3 clusters Score: Raw -832182.091148 + Penalty 4293.590896 = -827888.500251 nChanged 68 SP:Iteration 20F (3252.590000 sec): 3 clusters Score: Raw -832223.428777 + Penalty 4293.590896 = -827929.837881 nChanged 41 SP:Iteration 21Q (3252.610000 sec): 3 clusters Score: Raw -832247.978691 + Penalty 4293.590896 = -827954.387795 nChanged 38 SP:Iteration 22Q (3252.630000 sec): 3 clusters Score: Raw -832266.980570 + Penalty 4293.590896 = -827973.389674 nChanged 30 SP:Iteration 23Q (3252.650000 sec): 3 clusters Score: Raw -832283.681356 + Penalty 4293.590896 = -827990.090460 nChanged 18 SP:Iteration 24Q (3252.670000 sec): 3 clusters Score: Raw -832295.119189 + Penalty 4293.590896 = -828001.528292 nChanged 16 SP:Iteration 25Q (3252.690000 sec): 3 clusters Score: Raw -832302.370061 + Penalty 4293.590896 = -828008.779165 nChanged 13 SP:Iteration 26Q (3252.710000 sec): 3 clusters Score: Raw -832310.833843 + Penalty 4293.590896 = -828017.242947 nChanged 15 SP:Iteration 27Q (3252.730000 sec): 3 clusters Score: Raw -832319.777952 + Penalty 4293.590896 = -828026.187056 nChanged 12 SP:Iteration 28Q (3252.750000 sec): 3 clusters Score: Raw -832326.532011 + Penalty 4293.590896 = -828032.941115 nChanged 7 SP:Iteration 29Q (3252.770000 sec): 3 clusters Score: Raw -832330.322605 + Penalty 4293.590896 = -828036.731709 nChanged 5 SP:Iteration 30Q (3252.790000 sec): 3 clusters Score: Raw -832333.967727 + Penalty 4293.590896 = -828040.376831 nChanged 7 SP:Iteration 31Q (3252.810000 sec): 3 clusters Score: Raw -832337.549670 + Penalty 4293.590896 = -828043.958773 nChanged 6 SP:Iteration 32Q (3252.830000 sec): 3 clusters Score: Raw -832339.912994 + Penalty 4293.590896 = -828046.322097 nChanged 1 SP:Iteration 33Q (3252.850000 sec): 3 clusters Score: Raw -832340.126793 + Penalty 4293.590896 = -828046.535896 nChanged 0 SP:Iteration 34F (3252.870000 sec): 3 clusters Score: Raw -832340.126793 + Penalty 4293.590896 = -828046.535896 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 23 (726 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3252.880000 sec): 2 clusters Score: Raw -91125.632030 + Penalty 1633.712404 = -89491.919627 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3252.880000 sec): 3 clusters Score: Raw -91080.712161 + Penalty 3267.424807 = -87813.287354 nChanged 177 SP:Iteration 1F (3252.890000 sec): 3 clusters Score: Raw -91514.923807 + Penalty 3267.424807 = -88247.499000 nChanged 69 SP:Iteration 2F (3252.890000 sec): 3 clusters Score: Raw -91703.899152 + Penalty 3267.424807 = -88436.474344 nChanged 37 SP:Iteration 3F (3252.890000 sec): 3 clusters Score: Raw -91855.636586 + Penalty 3267.424807 = -88588.211779 nChanged 33 SP:Iteration 4Q (3252.900000 sec): 3 clusters Score: Raw -91995.870681 + Penalty 3267.424807 = -88728.445873 nChanged 29 SP:Iteration 5Q (3252.900000 sec): 3 clusters Score: Raw -92101.708270 + Penalty 3267.424807 = -88834.283463 nChanged 36 SP:Iteration 6Q (3252.900000 sec): 3 clusters Score: Raw -92248.330805 + Penalty 3267.424807 = -88980.905998 nChanged 27 SP:Iteration 7Q (3252.900000 sec): 3 clusters Score: Raw -92367.888750 + Penalty 3267.424807 = -89100.463943 nChanged 27 SP:Iteration 8Q (3252.900000 sec): 3 clusters Score: Raw -92513.525205 + Penalty 3267.424807 = -89246.100398 nChanged 33 SP:Iteration 9Q (3252.910000 sec): 3 clusters Score: Raw -92811.346189 + Penalty 3267.424807 = -89543.921382 nChanged 31 SP:Iteration 10Q (3252.910000 sec): 3 clusters Score: Raw -93396.561770 + Penalty 3267.424807 = -90129.136963 nChanged 15 SP:Iteration 11Q (3252.910000 sec): 3 clusters Score: Raw -93781.444088 + Penalty 3267.424807 = -90514.019281 nChanged 8 SP:Iteration 12Q (3252.910000 sec): 3 clusters Score: Raw -93858.530769 + Penalty 3267.424807 = -90591.105962 nChanged 6 SP:Iteration 13Q (3252.920000 sec): 3 clusters Score: Raw -93975.981816 + Penalty 3267.424807 = -90708.557009 nChanged 2 SP:Iteration 14Q (3252.920000 sec): 3 clusters Score: Raw -94077.534522 + Penalty 3267.424807 = -90810.109715 nChanged 0 SP:Iteration 15F (3252.920000 sec): 3 clusters Score: Raw -94077.534522 + Penalty 3267.424807 = -90810.109715 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 42. Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 24 (395 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3252.930000 sec): 2 clusters Score: Raw -54782.750026 + Penalty 1482.763670 = -53299.986356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3252.930000 sec): 3 clusters Score: Raw -54835.683922 + Penalty 2965.527339 = -51870.156583 nChanged 50 SP:Iteration 1F (3252.930000 sec): 3 clusters Score: Raw -54991.949060 + Penalty 2965.527339 = -52026.421721 nChanged 20 SP:Iteration 2F (3252.940000 sec): 3 clusters Score: Raw -55039.811996 + Penalty 2965.527339 = -52074.284656 nChanged 11 SP:Iteration 3Q (3252.940000 sec): 3 clusters Score: Raw -55078.837600 + Penalty 2965.527339 = -52113.310261 nChanged 5 SP:Iteration 4Q (3252.940000 sec): 3 clusters Score: Raw -55100.555542 + Penalty 2965.527339 = -52135.028203 nChanged 3 SP:Iteration 5Q (3252.940000 sec): 3 clusters Score: Raw -55107.268166 + Penalty 2965.527339 = -52141.740827 nChanged 1 SP:Iteration 6Q (3252.940000 sec): 3 clusters Score: Raw -55111.177237 + Penalty 2965.527339 = -52145.649897 nChanged 0 SP:Iteration 7F (3252.940000 sec): 3 clusters Score: Raw -55111.177237 + Penalty 2965.527339 = -52145.649897 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 25 (1383 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3252.950000 sec): 2 clusters Score: Raw -199075.624779 + Penalty 1793.538562 = -197282.086217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3252.960000 sec): 3 clusters Score: Raw -198643.093949 + Penalty 3587.077125 = -195056.016824 nChanged 390 SP:Iteration 1F (3252.960000 sec): 3 clusters Score: Raw -199007.041016 + Penalty 3587.077125 = -195419.963892 nChanged 87 SP:Iteration 2F (3252.970000 sec): 3 clusters Score: Raw -199127.721958 + Penalty 3587.077125 = -195540.644833 nChanged 72 SP:Iteration 3F (3252.980000 sec): 3 clusters Score: Raw -199215.666136 + Penalty 3587.077125 = -195628.589011 nChanged 37 SP:Iteration 4Q (3252.980000 sec): 3 clusters Score: Raw -199258.245550 + Penalty 3587.077125 = -195671.168426 nChanged 27 SP:Iteration 5Q (3252.980000 sec): 3 clusters Score: Raw -199288.611552 + Penalty 3587.077125 = -195701.534428 nChanged 20 SP:Iteration 6Q (3252.990000 sec): 3 clusters Score: Raw -199311.771801 + Penalty 3587.077125 = -195724.694677 nChanged 16 SP:Iteration 7Q (3253.000000 sec): 3 clusters Score: Raw -199326.043363 + Penalty 3587.077125 = -195738.966238 nChanged 11 SP:Iteration 8Q (3253.000000 sec): 3 clusters Score: Raw -199339.649418 + Penalty 3587.077125 = -195752.572294 nChanged 13 SP:Iteration 9Q (3253.000000 sec): 3 clusters Score: Raw -199354.165451 + Penalty 3587.077125 = -195767.088326 nChanged 11 SP:Iteration 10Q (3253.010000 sec): 3 clusters Score: Raw -199364.204863 + Penalty 3587.077125 = -195777.127738 nChanged 10 SP:Iteration 11Q (3253.020000 sec): 3 clusters Score: Raw -199373.768717 + Penalty 3587.077125 = -195786.691593 nChanged 12 SP:Iteration 12Q (3253.020000 sec): 3 clusters Score: Raw -199386.686458 + Penalty 3587.077125 = -195799.609333 nChanged 8 SP:Iteration 13Q (3253.020000 sec): 3 clusters Score: Raw -199395.002835 + Penalty 3587.077125 = -195807.925710 nChanged 7 SP:Iteration 14Q (3253.030000 sec): 3 clusters Score: Raw -199403.605915 + Penalty 3587.077125 = -195816.528790 nChanged 5 SP:Iteration 15Q (3253.040000 sec): 3 clusters Score: Raw -199409.415237 + Penalty 3587.077125 = -195822.338113 nChanged 9 SP:Iteration 16Q (3253.040000 sec): 3 clusters Score: Raw -199416.425405 + Penalty 3587.077125 = -195829.348280 nChanged 2 SP:Iteration 17Q (3253.040000 sec): 3 clusters Score: Raw -199418.141030 + Penalty 3587.077125 = -195831.063906 nChanged 3 SP:Iteration 18Q (3253.050000 sec): 3 clusters Score: Raw -199420.318528 + Penalty 3587.077125 = -195833.241404 nChanged 3 SP:Iteration 19Q (3253.060000 sec): 3 clusters Score: Raw -199421.976061 + Penalty 3587.077125 = -195834.898937 nChanged 2 SP:Iteration 20F (3253.060000 sec): 3 clusters Score: Raw -199423.702414 + Penalty 3587.077125 = -195836.625290 nChanged 3 SP:Iteration 21Q (3253.070000 sec): 3 clusters Score: Raw -199425.384126 + Penalty 3587.077125 = -195838.307002 nChanged 3 SP:Iteration 22Q (3253.070000 sec): 3 clusters Score: Raw -199427.327602 + Penalty 3587.077125 = -195840.250477 nChanged 2 SP:Iteration 23Q (3253.080000 sec): 3 clusters Score: Raw -199429.218158 + Penalty 3587.077125 = -195842.141034 nChanged 0 SP:Iteration 24F (3253.080000 sec): 3 clusters Score: Raw -199429.218158 + Penalty 3587.077125 = -195842.141034 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 26 (318 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3253.090000 sec): 2 clusters Score: Raw -43368.260728 + Penalty 1428.988743 = -41939.271985 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3253.090000 sec): 3 clusters Score: Raw -43475.328521 + Penalty 2857.977486 = -40617.351035 nChanged 28 SP:Iteration 1F (3253.090000 sec): 3 clusters Score: Raw -43547.864865 + Penalty 2857.977486 = -40689.887379 nChanged 10 SP:Iteration 2Q (3253.090000 sec): 3 clusters Score: Raw -43576.311040 + Penalty 2857.977486 = -40718.333554 nChanged 11 SP:Iteration 3Q (3253.090000 sec): 3 clusters Score: Raw -43619.469062 + Penalty 2857.977486 = -40761.491576 nChanged 3 SP:Iteration 4Q (3253.090000 sec): 3 clusters Score: Raw -43627.709453 + Penalty 2857.977486 = -40769.731967 nChanged 2 SP:Iteration 5Q (3253.100000 sec): 3 clusters Score: Raw -43635.800946 + Penalty 2857.977486 = -40777.823460 nChanged 3 SP:Iteration 6Q (3253.100000 sec): 3 clusters Score: Raw -43647.845678 + Penalty 2857.977486 = -40789.868192 nChanged 2 SP:Iteration 7Q (3253.100000 sec): 3 clusters Score: Raw -43653.926459 + Penalty 2857.977486 = -40795.948974 nChanged 0 SP:Iteration 8F (3253.100000 sec): 3 clusters Score: Raw -43653.926459 + Penalty 2857.977486 = -40795.948974 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 27 (140558 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3253.580000 sec): 2 clusters Score: Raw -20365094.702783 + Penalty 2939.637123 = -20362155.065661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3254.130000 sec): 3 clusters Score: Raw -20273835.844975 + Penalty 5879.274245 = -20267956.570730 nChanged 66973 SP:Iteration 1F (3254.670000 sec): 3 clusters Score: Raw -20313398.163944 + Penalty 5879.274245 = -20307518.889699 nChanged 6170 SP:Iteration 2Q (3255.220000 sec): 3 clusters Score: Raw -20315754.639221 + Penalty 5879.274245 = -20309875.364976 nChanged 7754 SP:Iteration 3F (3255.780000 sec): 3 clusters Score: Raw -20319672.367304 + Penalty 5879.274245 = -20313793.093059 nChanged 9696 SP:Iteration 4F (3256.320000 sec): 3 clusters Score: Raw -20325849.554195 + Penalty 5879.274245 = -20319970.279950 nChanged 10903 SP:Iteration 5F (3256.860000 sec): 3 clusters Score: Raw -20333434.272767 + Penalty 5879.274245 = -20327554.998522 nChanged 10279 SP:Iteration 6F (3257.400000 sec): 3 clusters Score: Raw -20340565.915252 + Penalty 5879.274245 = -20334686.641007 nChanged 8626 SP:Iteration 7F (3257.930000 sec): 3 clusters Score: Raw -20346398.367707 + Penalty 5879.274245 = -20340519.093462 nChanged 6761 SP:Iteration 8Q (3258.490000 sec): 3 clusters Score: Raw -20351069.518473 + Penalty 5879.274245 = -20345190.244228 nChanged 5386 SP:Iteration 9Q (3259.060000 sec): 3 clusters Score: Raw -20354957.581713 + Penalty 5879.274245 = -20349078.307468 nChanged 4325 SP:Iteration 10Q (3259.600000 sec): 3 clusters Score: Raw -20358149.423060 + Penalty 5879.274245 = -20352270.148815 nChanged 3258 SP:Iteration 11Q (3260.100000 sec): 3 clusters Score: Raw -20360575.335137 + Penalty 5879.274245 = -20354696.060892 nChanged 2233 SP:Iteration 12Q (3260.590000 sec): 3 clusters Score: Raw -20362240.183335 + Penalty 5879.274245 = -20356360.909090 nChanged 1497 SP:Iteration 13Q (3261.030000 sec): 3 clusters Score: Raw -20363313.387581 + Penalty 5879.274245 = -20357434.113336 nChanged 977 SP:Iteration 14Q (3261.440000 sec): 3 clusters Score: Raw -20363989.561695 + Penalty 5879.274245 = -20358110.287450 nChanged 659 SP:Iteration 15Q (3261.850000 sec): 3 clusters Score: Raw -20364426.170646 + Penalty 5879.274245 = -20358546.896401 nChanged 450 SP:Iteration 16Q (3262.250000 sec): 3 clusters Score: Raw -20364706.246811 + Penalty 5879.274245 = -20358826.972566 nChanged 336 SP:Iteration 17Q (3262.640000 sec): 3 clusters Score: Raw -20364917.524027 + Penalty 5879.274245 = -20359038.249782 nChanged 257 SP:Iteration 18Q (3263.050000 sec): 3 clusters Score: Raw -20365075.558416 + Penalty 5879.274245 = -20359196.284171 nChanged 180 SP:Iteration 19Q (3263.420000 sec): 3 clusters Score: Raw -20365195.408613 + Penalty 5879.274245 = -20359316.134368 nChanged 139 SP:Iteration 20F (3263.940000 sec): 3 clusters Score: Raw -20365276.626297 + Penalty 5879.274245 = -20359397.352052 nChanged 115 SP:Iteration 21Q (3264.310000 sec): 3 clusters Score: Raw -20365333.402817 + Penalty 5879.274245 = -20359454.128572 nChanged 79 SP:Iteration 22Q (3264.680000 sec): 3 clusters Score: Raw -20365373.834103 + Penalty 5879.274245 = -20359494.559858 nChanged 63 SP:Iteration 23Q (3265.060000 sec): 3 clusters Score: Raw -20365400.377643 + Penalty 5879.274245 = -20359521.103398 nChanged 55 SP:Iteration 24Q (3265.450000 sec): 3 clusters Score: Raw -20365427.899910 + Penalty 5879.274245 = -20359548.625665 nChanged 48 SP:Iteration 25Q (3265.840000 sec): 3 clusters Score: Raw -20365450.904952 + Penalty 5879.274245 = -20359571.630707 nChanged 37 SP:Iteration 26Q (3266.220000 sec): 3 clusters Score: Raw -20365467.305236 + Penalty 5879.274245 = -20359588.030991 nChanged 23 SP:Iteration 27Q (3266.580000 sec): 3 clusters Score: Raw -20365477.074621 + Penalty 5879.274245 = -20359597.800376 nChanged 21 SP:Iteration 28Q (3266.970000 sec): 3 clusters Score: Raw -20365486.633175 + Penalty 5879.274245 = -20359607.358930 nChanged 19 SP:Iteration 29Q (3267.350000 sec): 3 clusters Score: Raw -20365493.675638 + Penalty 5879.274245 = -20359614.401393 nChanged 22 SP:Iteration 30Q (3267.720000 sec): 3 clusters Score: Raw -20365504.511187 + Penalty 5879.274245 = -20359625.236942 nChanged 24 SP:Iteration 31Q (3268.210000 sec): 3 clusters Score: Raw -20365515.688034 + Penalty 5879.274245 = -20359636.413789 nChanged 28 SP:Iteration 32Q (3268.630000 sec): 3 clusters Score: Raw -20365526.539067 + Penalty 5879.274245 = -20359647.264822 nChanged 17 SP:Iteration 33Q (3269.040000 sec): 3 clusters Score: Raw -20365533.708710 + Penalty 5879.274245 = -20359654.434465 nChanged 7 SP:Iteration 34Q (3269.410000 sec): 3 clusters Score: Raw -20365535.907499 + Penalty 5879.274245 = -20359656.633254 nChanged 5 SP:Iteration 35Q (3269.780000 sec): 3 clusters Score: Raw -20365537.682355 + Penalty 5879.274245 = -20359658.408110 nChanged 7 SP:Iteration 36Q (3270.170000 sec): 3 clusters Score: Raw -20365540.485543 + Penalty 5879.274245 = -20359661.211298 nChanged 8 SP:Iteration 37Q (3270.540000 sec): 3 clusters Score: Raw -20365543.169596 + Penalty 5879.274245 = -20359663.895351 nChanged 5 SP:Iteration 38Q (3270.920000 sec): 3 clusters Score: Raw -20365545.044852 + Penalty 5879.274245 = -20359665.770607 nChanged 2 SP:Iteration 39Q (3271.280000 sec): 3 clusters Score: Raw -20365545.811575 + Penalty 5879.274245 = -20359666.537330 nChanged 4 SP:Iteration 40F (3271.810000 sec): 3 clusters Score: Raw -20365547.737802 + Penalty 5879.274245 = -20359668.463557 nChanged 7 SP:Iteration 41Q (3272.200000 sec): 3 clusters Score: Raw -20365550.257575 + Penalty 5879.274245 = -20359670.983330 nChanged 6 SP:Iteration 42Q (3272.570000 sec): 3 clusters Score: Raw -20365552.840699 + Penalty 5879.274245 = -20359673.566454 nChanged 5 SP:Iteration 43Q (3272.950000 sec): 3 clusters Score: Raw -20365554.704545 + Penalty 5879.274245 = -20359675.430300 nChanged 4 SP:Iteration 44Q (3273.350000 sec): 3 clusters Score: Raw -20365555.973153 + Penalty 5879.274245 = -20359676.698908 nChanged 5 SP:Iteration 45Q (3273.720000 sec): 3 clusters Score: Raw -20365558.244769 + Penalty 5879.274245 = -20359678.970524 nChanged 5 SP:Iteration 46Q (3274.090000 sec): 3 clusters Score: Raw -20365559.054863 + Penalty 5879.274245 = -20359679.780618 nChanged 2 SP:Iteration 47Q (3274.470000 sec): 3 clusters Score: Raw -20365559.547721 + Penalty 5879.274245 = -20359680.273476 nChanged 1 SP:Iteration 48Q (3274.850000 sec): 3 clusters Score: Raw -20365559.864183 + Penalty 5879.274245 = -20359680.589938 nChanged 1 SP:Iteration 49Q (3275.240000 sec): 3 clusters Score: Raw -20365560.303709 + Penalty 5879.274245 = -20359681.029464 nChanged 1 SP:Iteration 50Q (3275.630000 sec): 3 clusters Score: Raw -20365560.768382 + Penalty 5879.274245 = -20359681.494137 nChanged 2 SP:Iteration 51Q (3276.030000 sec): 3 clusters Score: Raw -20365561.806857 + Penalty 5879.274245 = -20359682.532612 nChanged 4 SP:Iteration 52Q (3276.460000 sec): 3 clusters Score: Raw -20365563.266019 + Penalty 5879.274245 = -20359683.991774 nChanged 3 SP:Iteration 53Q (3276.920000 sec): 3 clusters Score: Raw -20365564.150984 + Penalty 5879.274245 = -20359684.876739 nChanged 2 SP:Iteration 54Q (3277.350000 sec): 3 clusters Score: Raw -20365564.769711 + Penalty 5879.274245 = -20359685.495466 nChanged 1 SP:Iteration 55Q (3277.740000 sec): 3 clusters Score: Raw -20365565.031455 + Penalty 5879.274245 = -20359685.757210 nChanged 1 SP:Iteration 56Q (3278.140000 sec): 3 clusters Score: Raw -20365565.337959 + Penalty 5879.274245 = -20359686.063714 nChanged 0 SP:Iteration 57F (3278.690000 sec): 3 clusters Score: Raw -20365565.337959 + Penalty 5879.274245 = -20359686.063714 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 28 (1292 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3278.750000 sec): 2 clusters Score: Raw -183745.340886 + Penalty 1776.658778 = -181968.682108 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3278.750000 sec): 3 clusters Score: Raw -183370.180247 + Penalty 3553.317555 = -179816.862692 nChanged 355 SP:Iteration 1F (3278.760000 sec): 3 clusters Score: Raw -183695.625622 + Penalty 3553.317555 = -180142.308067 nChanged 74 SP:Iteration 2F (3278.760000 sec): 3 clusters Score: Raw -183787.751703 + Penalty 3553.317555 = -180234.434148 nChanged 42 SP:Iteration 3Q (3278.770000 sec): 3 clusters Score: Raw -183837.637246 + Penalty 3553.317555 = -180284.319691 nChanged 28 SP:Iteration 4Q (3278.770000 sec): 3 clusters Score: Raw -183867.671532 + Penalty 3553.317555 = -180314.353976 nChanged 17 SP:Iteration 5Q (3278.780000 sec): 3 clusters Score: Raw -183882.913519 + Penalty 3553.317555 = -180329.595963 nChanged 14 SP:Iteration 6Q (3278.790000 sec): 3 clusters Score: Raw -183897.086431 + Penalty 3553.317555 = -180343.768876 nChanged 10 SP:Iteration 7Q (3278.790000 sec): 3 clusters Score: Raw -183906.529561 + Penalty 3553.317555 = -180353.212005 nChanged 7 SP:Iteration 8Q (3278.790000 sec): 3 clusters Score: Raw -183913.485537 + Penalty 3553.317555 = -180360.167982 nChanged 5 SP:Iteration 9Q (3278.800000 sec): 3 clusters Score: Raw -183917.235490 + Penalty 3553.317555 = -180363.917935 nChanged 5 SP:Iteration 10Q (3278.810000 sec): 3 clusters Score: Raw -183921.914020 + Penalty 3553.317555 = -180368.596464 nChanged 4 SP:Iteration 11Q (3278.810000 sec): 3 clusters Score: Raw -183924.332829 + Penalty 3553.317555 = -180371.015274 nChanged 4 SP:Iteration 12Q (3278.810000 sec): 3 clusters Score: Raw -183929.307517 + Penalty 3553.317555 = -180375.989962 nChanged 9 SP:Iteration 13Q (3278.820000 sec): 3 clusters Score: Raw -183935.537102 + Penalty 3553.317555 = -180382.219546 nChanged 5 SP:Iteration 14Q (3278.830000 sec): 3 clusters Score: Raw -183941.363804 + Penalty 3553.317555 = -180388.046248 nChanged 5 SP:Iteration 15Q (3278.830000 sec): 3 clusters Score: Raw -183945.175301 + Penalty 3553.317555 = -180391.857746 nChanged 0 SP:Iteration 16F (3278.830000 sec): 3 clusters Score: Raw -183945.175301 + Penalty 3553.317555 = -180391.857746 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 29 (528 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3278.840000 sec): 2 clusters Score: Raw -75382.005741 + Penalty 1554.735878 = -73827.269863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3278.840000 sec): 3 clusters Score: Raw -75404.559231 + Penalty 3109.471757 = -72295.087475 nChanged 98 SP:Iteration 1F (3278.840000 sec): 3 clusters Score: Raw -75592.189774 + Penalty 3109.471757 = -72482.718017 nChanged 31 SP:Iteration 2F (3278.850000 sec): 3 clusters Score: Raw -75658.181524 + Penalty 3109.471757 = -72548.709768 nChanged 14 SP:Iteration 3Q (3278.850000 sec): 3 clusters Score: Raw -75687.255440 + Penalty 3109.471757 = -72577.783683 nChanged 3 SP:Iteration 4Q (3278.850000 sec): 3 clusters Score: Raw -75693.155312 + Penalty 3109.471757 = -72583.683555 nChanged 5 SP:Iteration 5Q (3278.850000 sec): 3 clusters Score: Raw -75701.541107 + Penalty 3109.471757 = -72592.069350 nChanged 2 SP:Iteration 6Q (3278.850000 sec): 3 clusters Score: Raw -75707.405483 + Penalty 3109.471757 = -72597.933726 nChanged 2 SP:Iteration 7Q (3278.850000 sec): 3 clusters Score: Raw -75710.370311 + Penalty 3109.471757 = -72600.898554 nChanged 1 SP:Iteration 8Q (3278.860000 sec): 3 clusters Score: Raw -75716.203060 + Penalty 3109.471757 = -72606.731303 nChanged 2 SP:Iteration 9Q (3278.860000 sec): 3 clusters Score: Raw -75718.569303 + Penalty 3109.471757 = -72609.097546 nChanged 0 SP:Iteration 10F (3278.860000 sec): 3 clusters Score: Raw -75718.569303 + Penalty 3109.471757 = -72609.097546 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 30 (17171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3278.930000 sec): 2 clusters Score: Raw -2316675.572144 + Penalty 2418.242344 = -2314257.329800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3278.990000 sec): 3 clusters Score: Raw -2306875.199767 + Penalty 4836.484688 = -2302038.715079 nChanged 7496 SP:Iteration 1F (3279.060000 sec): 3 clusters Score: Raw -2310967.196377 + Penalty 4836.484688 = -2306130.711689 nChanged 1086 SP:Iteration 2F (3279.130000 sec): 3 clusters Score: Raw -2311522.824556 + Penalty 4836.484688 = -2306686.339868 nChanged 976 SP:Iteration 3F (3279.190000 sec): 3 clusters Score: Raw -2312044.171498 + Penalty 4836.484688 = -2307207.686810 nChanged 903 SP:Iteration 4F (3279.260000 sec): 3 clusters Score: Raw -2312536.587218 + Penalty 4836.484688 = -2307700.102530 nChanged 860 SP:Iteration 5F (3279.330000 sec): 3 clusters Score: Raw -2313034.780608 + Penalty 4836.484688 = -2308198.295920 nChanged 797 SP:Iteration 6Q (3279.400000 sec): 3 clusters Score: Raw -2313485.354751 + Penalty 4836.484688 = -2308648.870063 nChanged 752 SP:Iteration 7Q (3279.470000 sec): 3 clusters Score: Raw -2313928.304174 + Penalty 4836.484688 = -2309091.819486 nChanged 701 SP:Iteration 8Q (3279.530000 sec): 3 clusters Score: Raw -2314307.415100 + Penalty 4836.484688 = -2309470.930412 nChanged 612 SP:Iteration 9Q (3279.600000 sec): 3 clusters Score: Raw -2314627.320778 + Penalty 4836.484688 = -2309790.836090 nChanged 557 SP:Iteration 10Q (3279.670000 sec): 3 clusters Score: Raw -2314899.352539 + Penalty 4836.484688 = -2310062.867851 nChanged 481 SP:Iteration 11Q (3279.740000 sec): 3 clusters Score: Raw -2315131.857110 + Penalty 4836.484688 = -2310295.372423 nChanged 431 SP:Iteration 12Q (3279.810000 sec): 3 clusters Score: Raw -2315333.234262 + Penalty 4836.484688 = -2310496.749574 nChanged 378 SP:Iteration 13Q (3279.870000 sec): 3 clusters Score: Raw -2315499.265575 + Penalty 4836.484688 = -2310662.780887 nChanged 333 SP:Iteration 14Q (3279.940000 sec): 3 clusters Score: Raw -2315645.501207 + Penalty 4836.484688 = -2310809.016519 nChanged 265 SP:Iteration 15Q (3280.000000 sec): 3 clusters Score: Raw -2315765.196113 + Penalty 4836.484688 = -2310928.711425 nChanged 271 SP:Iteration 16Q (3280.060000 sec): 3 clusters Score: Raw -2315882.054032 + Penalty 4836.484688 = -2311045.569345 nChanged 252 SP:Iteration 17Q (3280.130000 sec): 3 clusters Score: Raw -2315999.271332 + Penalty 4836.484688 = -2311162.786645 nChanged 237 SP:Iteration 18Q (3280.190000 sec): 3 clusters Score: Raw -2316108.250047 + Penalty 4836.484688 = -2311271.765359 nChanged 221 SP:Iteration 19Q (3280.250000 sec): 3 clusters Score: Raw -2316220.474795 + Penalty 4836.484688 = -2311383.990107 nChanged 224 SP:Iteration 20F (3280.310000 sec): 3 clusters Score: Raw -2316320.455229 + Penalty 4836.484688 = -2311483.970542 nChanged 183 SP:Iteration 21Q (3280.370000 sec): 3 clusters Score: Raw -2316402.583673 + Penalty 4836.484688 = -2311566.098985 nChanged 166 SP:Iteration 22Q (3280.430000 sec): 3 clusters Score: Raw -2316484.145170 + Penalty 4836.484688 = -2311647.660482 nChanged 168 SP:Iteration 23Q (3280.490000 sec): 3 clusters Score: Raw -2316567.237671 + Penalty 4836.484688 = -2311730.752984 nChanged 170 SP:Iteration 24Q (3280.540000 sec): 3 clusters Score: Raw -2316661.147310 + Penalty 4836.484688 = -2311824.662622 nChanged 173 SP:Iteration 25Q (3280.600000 sec): 3 clusters Score: Raw -2316747.944308 + Penalty 4836.484688 = -2311911.459620 nChanged 141 SP:Iteration 26Q (3280.650000 sec): 3 clusters Score: Raw -2316816.831482 + Penalty 4836.484688 = -2311980.346794 nChanged 117 SP:Iteration 27Q (3280.710000 sec): 3 clusters Score: Raw -2316870.474556 + Penalty 4836.484688 = -2312033.989868 nChanged 107 SP:Iteration 28Q (3280.770000 sec): 3 clusters Score: Raw -2316925.928377 + Penalty 4836.484688 = -2312089.443689 nChanged 96 SP:Iteration 29Q (3280.830000 sec): 3 clusters Score: Raw -2316978.965843 + Penalty 4836.484688 = -2312142.481155 nChanged 98 SP:Iteration 30Q (3280.880000 sec): 3 clusters Score: Raw -2317025.229069 + Penalty 4836.484688 = -2312188.744381 nChanged 83 SP:Iteration 31Q (3280.930000 sec): 3 clusters Score: Raw -2317061.411879 + Penalty 4836.484688 = -2312224.927191 nChanged 70 SP:Iteration 32Q (3280.990000 sec): 3 clusters Score: Raw -2317095.153854 + Penalty 4836.484688 = -2312258.669166 nChanged 72 SP:Iteration 33Q (3281.040000 sec): 3 clusters Score: Raw -2317132.427475 + Penalty 4836.484688 = -2312295.942787 nChanged 68 SP:Iteration 34Q (3281.090000 sec): 3 clusters Score: Raw -2317165.502642 + Penalty 4836.484688 = -2312329.017954 nChanged 49 SP:Iteration 35Q (3281.150000 sec): 3 clusters Score: Raw -2317189.001241 + Penalty 4836.484688 = -2312352.516553 nChanged 43 SP:Iteration 36Q (3281.210000 sec): 3 clusters Score: Raw -2317209.475150 + Penalty 4836.484688 = -2312372.990462 nChanged 38 SP:Iteration 37Q (3281.260000 sec): 3 clusters Score: Raw -2317222.778931 + Penalty 4836.484688 = -2312386.294243 nChanged 27 SP:Iteration 38Q (3281.310000 sec): 3 clusters Score: Raw -2317231.492444 + Penalty 4836.484688 = -2312395.007756 nChanged 19 SP:Iteration 39Q (3281.370000 sec): 3 clusters Score: Raw -2317241.123473 + Penalty 4836.484688 = -2312404.638785 nChanged 26 SP:Iteration 40F (3281.430000 sec): 3 clusters Score: Raw -2317251.583366 + Penalty 4836.484688 = -2312415.098678 nChanged 22 SP:Iteration 41Q (3281.490000 sec): 3 clusters Score: Raw -2317260.826305 + Penalty 4836.484688 = -2312424.341618 nChanged 14 SP:Iteration 42Q (3281.540000 sec): 3 clusters Score: Raw -2317266.806422 + Penalty 4836.484688 = -2312430.321734 nChanged 10 SP:Iteration 43Q (3281.590000 sec): 3 clusters Score: Raw -2317271.309716 + Penalty 4836.484688 = -2312434.825028 nChanged 10 SP:Iteration 44Q (3281.650000 sec): 3 clusters Score: Raw -2317276.533282 + Penalty 4836.484688 = -2312440.048594 nChanged 10 SP:Iteration 45Q (3281.710000 sec): 3 clusters Score: Raw -2317280.166113 + Penalty 4836.484688 = -2312443.681425 nChanged 15 SP:Iteration 46Q (3281.770000 sec): 3 clusters Score: Raw -2317285.922244 + Penalty 4836.484688 = -2312449.437556 nChanged 11 SP:Iteration 47Q (3281.830000 sec): 3 clusters Score: Raw -2317289.675277 + Penalty 4836.484688 = -2312453.190589 nChanged 14 SP:Iteration 48Q (3281.880000 sec): 3 clusters Score: Raw -2317296.003322 + Penalty 4836.484688 = -2312459.518634 nChanged 21 SP:Iteration 49Q (3281.930000 sec): 3 clusters Score: Raw -2317306.366270 + Penalty 4836.484688 = -2312469.881582 nChanged 19 SP:Iteration 50Q (3281.990000 sec): 3 clusters Score: Raw -2317316.131795 + Penalty 4836.484688 = -2312479.647108 nChanged 12 SP:Iteration 51Q (3282.040000 sec): 3 clusters Score: Raw -2317321.705104 + Penalty 4836.484688 = -2312485.220416 nChanged 14 SP:Iteration 52Q (3282.100000 sec): 3 clusters Score: Raw -2317328.435902 + Penalty 4836.484688 = -2312491.951214 nChanged 18 SP:Iteration 53Q (3282.160000 sec): 3 clusters Score: Raw -2317338.326213 + Penalty 4836.484688 = -2312501.841525 nChanged 9 SP:Iteration 54Q (3282.230000 sec): 3 clusters Score: Raw -2317342.601685 + Penalty 4836.484688 = -2312506.116997 nChanged 7 SP:Iteration 55Q (3282.280000 sec): 3 clusters Score: Raw -2317344.622168 + Penalty 4836.484688 = -2312508.137480 nChanged 4 SP:Iteration 56Q (3282.340000 sec): 3 clusters Score: Raw -2317345.945224 + Penalty 4836.484688 = -2312509.460536 nChanged 2 SP:Iteration 57Q (3282.400000 sec): 3 clusters Score: Raw -2317346.662707 + Penalty 4836.484688 = -2312510.178019 nChanged 1 SP:Iteration 58Q (3282.470000 sec): 3 clusters Score: Raw -2317346.774476 + Penalty 4836.484688 = -2312510.289788 nChanged 0 SP:Iteration 59F (3282.540000 sec): 3 clusters Score: Raw -2317346.774476 + Penalty 4836.484688 = -2312510.289788 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 31 (778 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3282.570000 sec): 2 clusters Score: Raw -107023.581582 + Penalty 1650.868178 = -105372.713404 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3282.570000 sec): 3 clusters Score: Raw -106863.056745 + Penalty 3301.736356 = -103561.320389 nChanged 177 SP:Iteration 1F (3282.570000 sec): 3 clusters Score: Raw -107125.518975 + Penalty 3301.736356 = -103823.782619 nChanged 46 SP:Iteration 2F (3282.580000 sec): 3 clusters Score: Raw -107227.390713 + Penalty 3301.736356 = -103925.654357 nChanged 24 SP:Iteration 3Q (3282.580000 sec): 3 clusters Score: Raw -107282.485077 + Penalty 3301.736356 = -103980.748721 nChanged 13 SP:Iteration 4Q (3282.580000 sec): 3 clusters Score: Raw -107305.109325 + Penalty 3301.736356 = -104003.372969 nChanged 8 SP:Iteration 5Q (3282.590000 sec): 3 clusters Score: Raw -107316.665126 + Penalty 3301.736356 = -104014.928770 nChanged 5 SP:Iteration 6Q (3282.590000 sec): 3 clusters Score: Raw -107321.457056 + Penalty 3301.736356 = -104019.720700 nChanged 3 SP:Iteration 7Q (3282.590000 sec): 3 clusters Score: Raw -107328.070374 + Penalty 3301.736356 = -104026.334018 nChanged 4 SP:Iteration 8Q (3282.590000 sec): 3 clusters Score: Raw -107333.938162 + Penalty 3301.736356 = -104032.201806 nChanged 5 SP:Iteration 9Q (3282.600000 sec): 3 clusters Score: Raw -107342.986332 + Penalty 3301.736356 = -104041.249976 nChanged 6 SP:Iteration 10Q (3282.600000 sec): 3 clusters Score: Raw -107352.596505 + Penalty 3301.736356 = -104050.860149 nChanged 4 SP:Iteration 11Q (3282.610000 sec): 3 clusters Score: Raw -107356.402679 + Penalty 3301.736356 = -104054.666323 nChanged 4 SP:Iteration 12Q (3282.610000 sec): 3 clusters Score: Raw -107362.021268 + Penalty 3301.736356 = -104060.284912 nChanged 5 SP:Iteration 13Q (3282.610000 sec): 3 clusters Score: Raw -107368.204041 + Penalty 3301.736356 = -104066.467685 nChanged 2 SP:Iteration 14Q (3282.610000 sec): 3 clusters Score: Raw -107373.147208 + Penalty 3301.736356 = -104071.410852 nChanged 3 SP:Iteration 15Q (3282.610000 sec): 3 clusters Score: Raw -107377.114454 + Penalty 3301.736356 = -104075.378098 nChanged 2 SP:Iteration 16Q (3282.620000 sec): 3 clusters Score: Raw -107379.357324 + Penalty 3301.736356 = -104077.620968 nChanged 1 SP:Iteration 17Q (3282.630000 sec): 3 clusters Score: Raw -107380.243634 + Penalty 3301.736356 = -104078.507278 nChanged 0 SP:Iteration 18F (3282.630000 sec): 3 clusters Score: Raw -107380.243634 + Penalty 3301.736356 = -104078.507278 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 32 (231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3282.630000 sec): 2 clusters Score: Raw -29492.220512 + Penalty 1349.719592 = -28142.500919 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3282.640000 sec): 3 clusters Score: Raw -29757.234168 + Penalty 2699.439184 = -27057.794984 nChanged 30 SP:Iteration 1F (3282.640000 sec): 3 clusters Score: Raw -29930.764987 + Penalty 2699.439184 = -27231.325803 nChanged 4 SP:Iteration 2Q (3282.640000 sec): 3 clusters Score: Raw -29956.083105 + Penalty 2699.439184 = -27256.643921 nChanged 2 SP:Iteration 3Q (3282.640000 sec): 3 clusters Score: Raw -29964.416225 + Penalty 2699.439184 = -27264.977040 nChanged 1 SP:Iteration 4Q (3282.640000 sec): 3 clusters Score: Raw -29968.936291 + Penalty 2699.439184 = -27269.497107 nChanged 1 SP:Iteration 5Q (3282.640000 sec): 3 clusters Score: Raw -29973.785671 + Penalty 2699.439184 = -27274.346486 nChanged 2 SP:Iteration 6Q (3282.640000 sec): 3 clusters Score: Raw -29980.426201 + Penalty 2699.439184 = -27280.987017 nChanged 0 SP:Iteration 7F (3282.640000 sec): 3 clusters Score: Raw -29980.426201 + Penalty 2699.439184 = -27280.987017 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 33 (559 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3282.650000 sec): 2 clusters Score: Raw -80641.334465 + Penalty 1568.885069 = -79072.449395 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3282.650000 sec): 3 clusters Score: Raw -80630.714094 + Penalty 3137.770139 = -77492.943956 nChanged 115 SP:Iteration 1F (3282.650000 sec): 3 clusters Score: Raw -80839.346889 + Penalty 3137.770139 = -77701.576751 nChanged 36 SP:Iteration 2F (3282.650000 sec): 3 clusters Score: Raw -80916.966191 + Penalty 3137.770139 = -77779.196053 nChanged 14 SP:Iteration 3Q (3282.660000 sec): 3 clusters Score: Raw -80946.337988 + Penalty 3137.770139 = -77808.567850 nChanged 4 SP:Iteration 4Q (3282.660000 sec): 3 clusters Score: Raw -80951.353280 + Penalty 3137.770139 = -77813.583141 nChanged 4 SP:Iteration 5Q (3282.660000 sec): 3 clusters Score: Raw -80956.595144 + Penalty 3137.770139 = -77818.825005 nChanged 0 SP:Iteration 6F (3282.660000 sec): 3 clusters Score: Raw -80956.595144 + Penalty 3137.770139 = -77818.825005 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 34 (10743 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3282.710000 sec): 2 clusters Score: Raw -1502676.734880 + Penalty 2301.938395 = -1500374.796484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3282.750000 sec): 3 clusters Score: Raw -1496824.527386 + Penalty 4603.876791 = -1492220.650596 nChanged 4506 SP:Iteration 1F (3282.800000 sec): 3 clusters Score: Raw -1499249.492971 + Penalty 4603.876791 = -1494645.616180 nChanged 683 SP:Iteration 2F (3282.850000 sec): 3 clusters Score: Raw -1499590.906372 + Penalty 4603.876791 = -1494987.029582 nChanged 583 SP:Iteration 3F (3282.890000 sec): 3 clusters Score: Raw -1499892.362991 + Penalty 4603.876791 = -1495288.486201 nChanged 541 SP:Iteration 4F (3282.950000 sec): 3 clusters Score: Raw -1500212.355367 + Penalty 4603.876791 = -1495608.478577 nChanged 563 SP:Iteration 5F (3283.000000 sec): 3 clusters Score: Raw -1500533.120188 + Penalty 4603.876791 = -1495929.243397 nChanged 566 SP:Iteration 6F (3283.060000 sec): 3 clusters Score: Raw -1500880.322966 + Penalty 4603.876791 = -1496276.446176 nChanged 550 SP:Iteration 7F (3283.110000 sec): 3 clusters Score: Raw -1501237.099910 + Penalty 4603.876791 = -1496633.223119 nChanged 537 SP:Iteration 8Q (3283.150000 sec): 3 clusters Score: Raw -1501591.653833 + Penalty 4603.876791 = -1496987.777042 nChanged 500 SP:Iteration 9Q (3283.190000 sec): 3 clusters Score: Raw -1501934.668476 + Penalty 4603.876791 = -1497330.791686 nChanged 459 SP:Iteration 10Q (3283.240000 sec): 3 clusters Score: Raw -1502269.694478 + Penalty 4603.876791 = -1497665.817687 nChanged 393 SP:Iteration 11Q (3283.280000 sec): 3 clusters Score: Raw -1502577.246855 + Penalty 4603.876791 = -1497973.370065 nChanged 357 SP:Iteration 12Q (3283.330000 sec): 3 clusters Score: Raw -1502832.975473 + Penalty 4603.876791 = -1498229.098683 nChanged 279 SP:Iteration 13Q (3283.380000 sec): 3 clusters Score: Raw -1503023.454021 + Penalty 4603.876791 = -1498419.577230 nChanged 216 SP:Iteration 14Q (3283.420000 sec): 3 clusters Score: Raw -1503165.058231 + Penalty 4603.876791 = -1498561.181441 nChanged 193 SP:Iteration 15Q (3283.460000 sec): 3 clusters Score: Raw -1503275.879080 + Penalty 4603.876791 = -1498672.002289 nChanged 165 SP:Iteration 16Q (3283.490000 sec): 3 clusters Score: Raw -1503370.823024 + Penalty 4603.876791 = -1498766.946234 nChanged 126 SP:Iteration 17Q (3283.530000 sec): 3 clusters Score: Raw -1503442.309777 + Penalty 4603.876791 = -1498838.432986 nChanged 130 SP:Iteration 18Q (3283.570000 sec): 3 clusters Score: Raw -1503517.990774 + Penalty 4603.876791 = -1498914.113984 nChanged 116 SP:Iteration 19Q (3283.610000 sec): 3 clusters Score: Raw -1503593.875899 + Penalty 4603.876791 = -1498989.999109 nChanged 107 SP:Iteration 20F (3283.650000 sec): 3 clusters Score: Raw -1503669.616696 + Penalty 4603.876791 = -1499065.739905 nChanged 116 SP:Iteration 21Q (3283.690000 sec): 3 clusters Score: Raw -1503763.711661 + Penalty 4603.876791 = -1499159.834871 nChanged 109 SP:Iteration 22Q (3283.730000 sec): 3 clusters Score: Raw -1503841.747629 + Penalty 4603.876791 = -1499237.870838 nChanged 99 SP:Iteration 23Q (3283.760000 sec): 3 clusters Score: Raw -1503905.434743 + Penalty 4603.876791 = -1499301.557952 nChanged 77 SP:Iteration 24Q (3283.800000 sec): 3 clusters Score: Raw -1503949.698626 + Penalty 4603.876791 = -1499345.821835 nChanged 59 SP:Iteration 25Q (3283.830000 sec): 3 clusters Score: Raw -1503978.618427 + Penalty 4603.876791 = -1499374.741636 nChanged 50 SP:Iteration 26Q (3283.870000 sec): 3 clusters Score: Raw -1504002.523705 + Penalty 4603.876791 = -1499398.646914 nChanged 50 SP:Iteration 27Q (3283.910000 sec): 3 clusters Score: Raw -1504024.709952 + Penalty 4603.876791 = -1499420.833161 nChanged 38 SP:Iteration 28Q (3283.950000 sec): 3 clusters Score: Raw -1504039.090337 + Penalty 4603.876791 = -1499435.213546 nChanged 27 SP:Iteration 29Q (3283.980000 sec): 3 clusters Score: Raw -1504050.458598 + Penalty 4603.876791 = -1499446.581807 nChanged 34 SP:Iteration 30Q (3284.020000 sec): 3 clusters Score: Raw -1504061.323915 + Penalty 4603.876791 = -1499457.447124 nChanged 24 SP:Iteration 31Q (3284.060000 sec): 3 clusters Score: Raw -1504068.595886 + Penalty 4603.876791 = -1499464.719096 nChanged 25 SP:Iteration 32Q (3284.090000 sec): 3 clusters Score: Raw -1504076.084755 + Penalty 4603.876791 = -1499472.207964 nChanged 20 SP:Iteration 33Q (3284.130000 sec): 3 clusters Score: Raw -1504082.203033 + Penalty 4603.876791 = -1499478.326242 nChanged 19 SP:Iteration 34Q (3284.170000 sec): 3 clusters Score: Raw -1504089.397216 + Penalty 4603.876791 = -1499485.520425 nChanged 13 SP:Iteration 35Q (3284.200000 sec): 3 clusters Score: Raw -1504093.929766 + Penalty 4603.876791 = -1499490.052976 nChanged 12 SP:Iteration 36Q (3284.230000 sec): 3 clusters Score: Raw -1504100.015093 + Penalty 4603.876791 = -1499496.138302 nChanged 15 SP:Iteration 37Q (3284.270000 sec): 3 clusters Score: Raw -1504104.985830 + Penalty 4603.876791 = -1499501.109039 nChanged 19 SP:Iteration 38Q (3284.300000 sec): 3 clusters Score: Raw -1504111.663380 + Penalty 4603.876791 = -1499507.786590 nChanged 17 SP:Iteration 39Q (3284.330000 sec): 3 clusters Score: Raw -1504117.967759 + Penalty 4603.876791 = -1499514.090969 nChanged 21 SP:Iteration 40F (3284.370000 sec): 3 clusters Score: Raw -1504124.783230 + Penalty 4603.876791 = -1499520.906439 nChanged 23 SP:Iteration 41Q (3284.410000 sec): 3 clusters Score: Raw -1504132.804760 + Penalty 4603.876791 = -1499528.927969 nChanged 23 SP:Iteration 42Q (3284.440000 sec): 3 clusters Score: Raw -1504145.008140 + Penalty 4603.876791 = -1499541.131349 nChanged 27 SP:Iteration 43Q (3284.470000 sec): 3 clusters Score: Raw -1504155.723786 + Penalty 4603.876791 = -1499551.846995 nChanged 18 SP:Iteration 44Q (3284.510000 sec): 3 clusters Score: Raw -1504161.442227 + Penalty 4603.876791 = -1499557.565436 nChanged 15 SP:Iteration 45Q (3284.540000 sec): 3 clusters Score: Raw -1504167.960482 + Penalty 4603.876791 = -1499564.083692 nChanged 18 SP:Iteration 46Q (3284.570000 sec): 3 clusters Score: Raw -1504175.484874 + Penalty 4603.876791 = -1499571.608083 nChanged 21 SP:Iteration 47Q (3284.610000 sec): 3 clusters Score: Raw -1504183.092990 + Penalty 4603.876791 = -1499579.216200 nChanged 16 SP:Iteration 48Q (3284.640000 sec): 3 clusters Score: Raw -1504188.397308 + Penalty 4603.876791 = -1499584.520517 nChanged 19 SP:Iteration 49Q (3284.670000 sec): 3 clusters Score: Raw -1504196.010430 + Penalty 4603.876791 = -1499592.133640 nChanged 20 SP:Iteration 50Q (3284.700000 sec): 3 clusters Score: Raw -1504204.287216 + Penalty 4603.876791 = -1499600.410425 nChanged 20 SP:Iteration 51Q (3284.730000 sec): 3 clusters Score: Raw -1504213.063174 + Penalty 4603.876791 = -1499609.186383 nChanged 22 SP:Iteration 52Q (3284.770000 sec): 3 clusters Score: Raw -1504225.591277 + Penalty 4603.876791 = -1499621.714487 nChanged 16 SP:Iteration 53Q (3284.800000 sec): 3 clusters Score: Raw -1504232.411277 + Penalty 4603.876791 = -1499628.534486 nChanged 18 SP:Iteration 54Q (3284.830000 sec): 3 clusters Score: Raw -1504238.204842 + Penalty 4603.876791 = -1499634.328051 nChanged 11 SP:Iteration 55Q (3284.860000 sec): 3 clusters Score: Raw -1504242.378238 + Penalty 4603.876791 = -1499638.501447 nChanged 8 SP:Iteration 56Q (3284.890000 sec): 3 clusters Score: Raw -1504245.388682 + Penalty 4603.876791 = -1499641.511892 nChanged 7 SP:Iteration 57Q (3284.920000 sec): 3 clusters Score: Raw -1504247.369959 + Penalty 4603.876791 = -1499643.493168 nChanged 5 SP:Iteration 58Q (3284.950000 sec): 3 clusters Score: Raw -1504248.575168 + Penalty 4603.876791 = -1499644.698377 nChanged 3 SP:Iteration 59Q (3284.990000 sec): 3 clusters Score: Raw -1504249.220054 + Penalty 4603.876791 = -1499645.343264 nChanged 1 SP:Iteration 60F (3285.020000 sec): 3 clusters Score: Raw -1504249.338767 + Penalty 4603.876791 = -1499645.461977 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 35 (1099 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3285.030000 sec): 2 clusters Score: Raw -151826.895554 + Penalty 1736.534677 = -150090.360877 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3285.030000 sec): 3 clusters Score: Raw -151560.839964 + Penalty 3473.069353 = -148087.770611 nChanged 290 SP:Iteration 1F (3285.040000 sec): 3 clusters Score: Raw -151865.062811 + Penalty 3473.069353 = -148391.993458 nChanged 86 SP:Iteration 2F (3285.040000 sec): 3 clusters Score: Raw -151991.189166 + Penalty 3473.069353 = -148518.119813 nChanged 42 SP:Iteration 3Q (3285.050000 sec): 3 clusters Score: Raw -152059.761206 + Penalty 3473.069353 = -148586.691852 nChanged 32 SP:Iteration 4Q (3285.050000 sec): 3 clusters Score: Raw -152122.820649 + Penalty 3473.069353 = -148649.751296 nChanged 40 SP:Iteration 5Q (3285.050000 sec): 3 clusters Score: Raw -152197.435200 + Penalty 3473.069353 = -148724.365846 nChanged 30 SP:Iteration 6Q (3285.060000 sec): 3 clusters Score: Raw -152260.420373 + Penalty 3473.069353 = -148787.351020 nChanged 29 SP:Iteration 7Q (3285.060000 sec): 3 clusters Score: Raw -152319.036648 + Penalty 3473.069353 = -148845.967295 nChanged 26 SP:Iteration 8Q (3285.070000 sec): 3 clusters Score: Raw -152360.771107 + Penalty 3473.069353 = -148887.701754 nChanged 19 SP:Iteration 9Q (3285.070000 sec): 3 clusters Score: Raw -152388.783384 + Penalty 3473.069353 = -148915.714031 nChanged 15 SP:Iteration 10Q (3285.070000 sec): 3 clusters Score: Raw -152417.211767 + Penalty 3473.069353 = -148944.142413 nChanged 20 SP:Iteration 11Q (3285.080000 sec): 3 clusters Score: Raw -152454.391058 + Penalty 3473.069353 = -148981.321704 nChanged 17 SP:Iteration 12Q (3285.080000 sec): 3 clusters Score: Raw -152482.080501 + Penalty 3473.069353 = -149009.011147 nChanged 19 SP:Iteration 13Q (3285.090000 sec): 3 clusters Score: Raw -152519.929103 + Penalty 3473.069353 = -149046.859750 nChanged 15 SP:Iteration 14Q (3285.090000 sec): 3 clusters Score: Raw -152543.558900 + Penalty 3473.069353 = -149070.489547 nChanged 10 SP:Iteration 15Q (3285.090000 sec): 3 clusters Score: Raw -152563.236037 + Penalty 3473.069353 = -149090.166683 nChanged 14 SP:Iteration 16Q (3285.090000 sec): 3 clusters Score: Raw -152590.623577 + Penalty 3473.069353 = -149117.554224 nChanged 15 SP:Iteration 17Q (3285.100000 sec): 3 clusters Score: Raw -152612.953746 + Penalty 3473.069353 = -149139.884392 nChanged 7 SP:Iteration 18Q (3285.100000 sec): 3 clusters Score: Raw -152621.220328 + Penalty 3473.069353 = -149148.150975 nChanged 9 SP:Iteration 19Q (3285.110000 sec): 3 clusters Score: Raw -152636.648071 + Penalty 3473.069353 = -149163.578718 nChanged 6 SP:Iteration 20F (3285.110000 sec): 3 clusters Score: Raw -152643.548089 + Penalty 3473.069353 = -149170.478736 nChanged 5 SP:Iteration 21Q (3285.110000 sec): 3 clusters Score: Raw -152651.770463 + Penalty 3473.069353 = -149178.701110 nChanged 8 SP:Iteration 22Q (3285.120000 sec): 3 clusters Score: Raw -152669.699720 + Penalty 3473.069353 = -149196.630366 nChanged 6 SP:Iteration 23Q (3285.120000 sec): 3 clusters Score: Raw -152684.647008 + Penalty 3473.069353 = -149211.577654 nChanged 16 SP:Iteration 24Q (3285.130000 sec): 3 clusters Score: Raw -152755.195979 + Penalty 3473.069353 = -149282.126626 nChanged 14 SP:Iteration 25Q (3285.130000 sec): 3 clusters Score: Raw -152810.994512 + Penalty 3473.069353 = -149337.925159 nChanged 21 SP:Iteration 26Q (3285.130000 sec): 3 clusters Score: Raw -152873.139381 + Penalty 3473.069353 = -149400.070027 nChanged 14 SP:Iteration 27Q (3285.130000 sec): 3 clusters Score: Raw -152935.502159 + Penalty 3473.069353 = -149462.432806 nChanged 12 SP:Iteration 28Q (3285.140000 sec): 3 clusters Score: Raw -152976.339723 + Penalty 3473.069353 = -149503.270370 nChanged 5 SP:Iteration 29Q (3285.140000 sec): 3 clusters Score: Raw -152983.157217 + Penalty 3473.069353 = -149510.087863 nChanged 3 SP:Iteration 30Q (3285.140000 sec): 3 clusters Score: Raw -152986.031860 + Penalty 3473.069353 = -149512.962506 nChanged 3 SP:Iteration 31Q (3285.150000 sec): 3 clusters Score: Raw -152991.326060 + Penalty 3473.069353 = -149518.256706 nChanged 3 SP:Iteration 32Q (3285.150000 sec): 3 clusters Score: Raw -152995.737277 + Penalty 3473.069353 = -149522.667923 nChanged 2 SP:Iteration 33Q (3285.150000 sec): 3 clusters Score: Raw -152997.370164 + Penalty 3473.069353 = -149524.300811 nChanged 3 SP:Iteration 34Q (3285.160000 sec): 3 clusters Score: Raw -153000.343417 + Penalty 3473.069353 = -149527.274063 nChanged 3 SP:Iteration 35Q (3285.160000 sec): 3 clusters Score: Raw -153009.332276 + Penalty 3473.069353 = -149536.262922 nChanged 3 SP:Iteration 36Q (3285.160000 sec): 3 clusters Score: Raw -153015.739506 + Penalty 3473.069353 = -149542.670153 nChanged 2 SP:Iteration 37Q (3285.170000 sec): 3 clusters Score: Raw -153017.691212 + Penalty 3473.069353 = -149544.621858 nChanged 2 SP:Iteration 38Q (3285.170000 sec): 3 clusters Score: Raw -153021.611466 + Penalty 3473.069353 = -149548.542113 nChanged 7 SP:Iteration 39Q (3285.170000 sec): 3 clusters Score: Raw -153029.567506 + Penalty 3473.069353 = -149556.498152 nChanged 8 SP:Iteration 40F (3285.180000 sec): 3 clusters Score: Raw -153037.374732 + Penalty 3473.069353 = -149564.305379 nChanged 2 SP:Iteration 41Q (3285.180000 sec): 3 clusters Score: Raw -153046.486436 + Penalty 3473.069353 = -149573.417082 nChanged 5 SP:Iteration 42Q (3285.190000 sec): 3 clusters Score: Raw -153055.045513 + Penalty 3473.069353 = -149581.976160 nChanged 4 SP:Iteration 43Q (3285.190000 sec): 3 clusters Score: Raw -153062.093483 + Penalty 3473.069353 = -149589.024129 nChanged 2 SP:Iteration 44Q (3285.190000 sec): 3 clusters Score: Raw -153065.061696 + Penalty 3473.069353 = -149591.992342 nChanged 1 SP:Iteration 45Q (3285.190000 sec): 3 clusters Score: Raw -153066.461566 + Penalty 3473.069353 = -149593.392213 nChanged 3 SP:Iteration 46Q (3285.200000 sec): 3 clusters Score: Raw -153070.307470 + Penalty 3473.069353 = -149597.238117 nChanged 2 SP:Iteration 47Q (3285.200000 sec): 3 clusters Score: Raw -153072.240889 + Penalty 3473.069353 = -149599.171536 nChanged 1 SP:Iteration 48Q (3285.200000 sec): 3 clusters Score: Raw -153073.441407 + Penalty 3473.069353 = -149600.372054 nChanged 2 SP:Iteration 49Q (3285.210000 sec): 3 clusters Score: Raw -153075.844107 + Penalty 3473.069353 = -149602.774754 nChanged 2 SP:Iteration 50Q (3285.210000 sec): 3 clusters Score: Raw -153078.495840 + Penalty 3473.069353 = -149605.426487 nChanged 3 SP:Iteration 51Q (3285.210000 sec): 3 clusters Score: Raw -153082.794629 + Penalty 3473.069353 = -149609.725275 nChanged 2 SP:Iteration 52Q (3285.210000 sec): 3 clusters Score: Raw -153083.774076 + Penalty 3473.069353 = -149610.704722 nChanged 1 SP:Iteration 53Q (3285.220000 sec): 3 clusters Score: Raw -153087.181134 + Penalty 3473.069353 = -149614.111780 nChanged 2 SP:Iteration 54Q (3285.220000 sec): 3 clusters Score: Raw -153089.304130 + Penalty 3473.069353 = -149616.234777 nChanged 2 SP:Iteration 55Q (3285.220000 sec): 3 clusters Score: Raw -153091.537085 + Penalty 3473.069353 = -149618.467732 nChanged 4 SP:Iteration 56Q (3285.230000 sec): 3 clusters Score: Raw -153102.098369 + Penalty 3473.069353 = -149629.029015 nChanged 6 SP:Iteration 57Q (3285.230000 sec): 3 clusters Score: Raw -153113.019423 + Penalty 3473.069353 = -149639.950070 nChanged 5 SP:Iteration 58Q (3285.230000 sec): 3 clusters Score: Raw -153120.562613 + Penalty 3473.069353 = -149647.493259 nChanged 3 SP:Iteration 59Q (3285.230000 sec): 3 clusters Score: Raw -153124.969190 + Penalty 3473.069353 = -149651.899837 nChanged 4 SP:Iteration 60F (3285.240000 sec): 3 clusters Score: Raw -153131.685243 + Penalty 3473.069353 = -149658.615889 nChanged 5 SP:Iteration 61Q (3285.240000 sec): 3 clusters Score: Raw -153141.112630 + Penalty 3473.069353 = -149668.043276 nChanged 7 SP:Iteration 62Q (3285.250000 sec): 3 clusters Score: Raw -153156.356432 + Penalty 3473.069353 = -149683.287078 nChanged 4 SP:Iteration 63Q (3285.250000 sec): 3 clusters Score: Raw -153164.579803 + Penalty 3473.069353 = -149691.510450 nChanged 5 SP:Iteration 64Q (3285.250000 sec): 3 clusters Score: Raw -153171.931470 + Penalty 3473.069353 = -149698.862117 nChanged 5 SP:Iteration 65Q (3285.250000 sec): 3 clusters Score: Raw -153178.457412 + Penalty 3473.069353 = -149705.388059 nChanged 4 SP:Iteration 66Q (3285.260000 sec): 3 clusters Score: Raw -153183.958997 + Penalty 3473.069353 = -149710.889643 nChanged 3 SP:Iteration 67Q (3285.260000 sec): 3 clusters Score: Raw -153187.717552 + Penalty 3473.069353 = -149714.648199 nChanged 1 SP:Iteration 68Q (3285.260000 sec): 3 clusters Score: Raw -153189.277146 + Penalty 3473.069353 = -149716.207793 nChanged 2 SP:Iteration 69Q (3285.270000 sec): 3 clusters Score: Raw -153191.508560 + Penalty 3473.069353 = -149718.439207 nChanged 1 SP:Iteration 70Q (3285.270000 sec): 3 clusters Score: Raw -153192.314568 + Penalty 3473.069353 = -149719.245215 nChanged 0 SP:Iteration 71F (3285.270000 sec): 3 clusters Score: Raw -153192.314568 + Penalty 3473.069353 = -149719.245215 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 36 (3245 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3285.290000 sec): 2 clusters Score: Raw -459695.086369 + Penalty 2005.047916 = -457690.038453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3285.300000 sec): 3 clusters Score: Raw -458295.430631 + Penalty 4010.095832 = -454285.334799 nChanged 1192 SP:Iteration 1F (3285.310000 sec): 3 clusters Score: Raw -459055.154887 + Penalty 4010.095832 = -455045.059055 nChanged 244 SP:Iteration 2F (3285.320000 sec): 3 clusters Score: Raw -459222.824851 + Penalty 4010.095832 = -455212.729018 nChanged 150 SP:Iteration 3Q (3285.330000 sec): 3 clusters Score: Raw -459323.401040 + Penalty 4010.095832 = -455313.305208 nChanged 101 SP:Iteration 4Q (3285.350000 sec): 3 clusters Score: Raw -459382.784237 + Penalty 4010.095832 = -455372.688405 nChanged 71 SP:Iteration 5Q (3285.360000 sec): 3 clusters Score: Raw -459423.288539 + Penalty 4010.095832 = -455413.192706 nChanged 77 SP:Iteration 6Q (3285.370000 sec): 3 clusters Score: Raw -459461.380288 + Penalty 4010.095832 = -455451.284456 nChanged 56 SP:Iteration 7Q (3285.380000 sec): 3 clusters Score: Raw -459498.807053 + Penalty 4010.095832 = -455488.711221 nChanged 62 SP:Iteration 8Q (3285.390000 sec): 3 clusters Score: Raw -459536.981387 + Penalty 4010.095832 = -455526.885555 nChanged 57 SP:Iteration 9Q (3285.400000 sec): 3 clusters Score: Raw -459568.300701 + Penalty 4010.095832 = -455558.204869 nChanged 53 SP:Iteration 10Q (3285.410000 sec): 3 clusters Score: Raw -459598.291378 + Penalty 4010.095832 = -455588.195546 nChanged 50 SP:Iteration 11Q (3285.430000 sec): 3 clusters Score: Raw -459625.808430 + Penalty 4010.095832 = -455615.712598 nChanged 52 SP:Iteration 12Q (3285.440000 sec): 3 clusters Score: Raw -459652.466532 + Penalty 4010.095832 = -455642.370700 nChanged 42 SP:Iteration 13Q (3285.450000 sec): 3 clusters Score: Raw -459672.853920 + Penalty 4010.095832 = -455662.758088 nChanged 36 SP:Iteration 14Q (3285.460000 sec): 3 clusters Score: Raw -459687.728826 + Penalty 4010.095832 = -455677.632993 nChanged 33 SP:Iteration 15Q (3285.470000 sec): 3 clusters Score: Raw -459703.473050 + Penalty 4010.095832 = -455693.377218 nChanged 29 SP:Iteration 16Q (3285.490000 sec): 3 clusters Score: Raw -459717.252712 + Penalty 4010.095832 = -455707.156880 nChanged 21 SP:Iteration 17Q (3285.500000 sec): 3 clusters Score: Raw -459725.842047 + Penalty 4010.095832 = -455715.746215 nChanged 17 SP:Iteration 18Q (3285.510000 sec): 3 clusters Score: Raw -459734.795045 + Penalty 4010.095832 = -455724.699213 nChanged 18 SP:Iteration 19Q (3285.520000 sec): 3 clusters Score: Raw -459742.775836 + Penalty 4010.095832 = -455732.680004 nChanged 16 SP:Iteration 20F (3285.540000 sec): 3 clusters Score: Raw -459749.907136 + Penalty 4010.095832 = -455739.811304 nChanged 15 SP:Iteration 21Q (3285.550000 sec): 3 clusters Score: Raw -459756.970671 + Penalty 4010.095832 = -455746.874839 nChanged 11 SP:Iteration 22Q (3285.560000 sec): 3 clusters Score: Raw -459762.474776 + Penalty 4010.095832 = -455752.378944 nChanged 16 SP:Iteration 23Q (3285.570000 sec): 3 clusters Score: Raw -459769.946429 + Penalty 4010.095832 = -455759.850597 nChanged 22 SP:Iteration 24Q (3285.590000 sec): 3 clusters Score: Raw -459781.696349 + Penalty 4010.095832 = -455771.600517 nChanged 18 SP:Iteration 25Q (3285.600000 sec): 3 clusters Score: Raw -459793.026891 + Penalty 4010.095832 = -455782.931059 nChanged 21 SP:Iteration 26Q (3285.610000 sec): 3 clusters Score: Raw -459806.885245 + Penalty 4010.095832 = -455796.789413 nChanged 23 SP:Iteration 27Q (3285.630000 sec): 3 clusters Score: Raw -459817.789042 + Penalty 4010.095832 = -455807.693209 nChanged 20 SP:Iteration 28Q (3285.640000 sec): 3 clusters Score: Raw -459832.875722 + Penalty 4010.095832 = -455822.779890 nChanged 34 SP:Iteration 29Q (3285.650000 sec): 3 clusters Score: Raw -459853.701635 + Penalty 4010.095832 = -455843.605803 nChanged 35 SP:Iteration 30Q (3285.660000 sec): 3 clusters Score: Raw -459873.564812 + Penalty 4010.095832 = -455863.468980 nChanged 33 SP:Iteration 31Q (3285.670000 sec): 3 clusters Score: Raw -459890.240451 + Penalty 4010.095832 = -455880.144619 nChanged 27 SP:Iteration 32Q (3285.690000 sec): 3 clusters Score: Raw -459907.349653 + Penalty 4010.095832 = -455897.253821 nChanged 26 SP:Iteration 33Q (3285.700000 sec): 3 clusters Score: Raw -459924.553449 + Penalty 4010.095832 = -455914.457617 nChanged 28 SP:Iteration 34Q (3285.710000 sec): 3 clusters Score: Raw -459942.152170 + Penalty 4010.095832 = -455932.056338 nChanged 28 SP:Iteration 35Q (3285.730000 sec): 3 clusters Score: Raw -459958.809475 + Penalty 4010.095832 = -455948.713643 nChanged 28 SP:Iteration 36Q (3285.740000 sec): 3 clusters Score: Raw -459975.252262 + Penalty 4010.095832 = -455965.156430 nChanged 32 SP:Iteration 37Q (3285.750000 sec): 3 clusters Score: Raw -459996.053618 + Penalty 4010.095832 = -455985.957786 nChanged 29 SP:Iteration 38Q (3285.770000 sec): 3 clusters Score: Raw -460011.419415 + Penalty 4010.095832 = -456001.323583 nChanged 26 SP:Iteration 39Q (3285.780000 sec): 3 clusters Score: Raw -460021.849342 + Penalty 4010.095832 = -456011.753510 nChanged 18 SP:Iteration 40F (3285.790000 sec): 3 clusters Score: Raw -460030.319182 + Penalty 4010.095832 = -456020.223350 nChanged 21 SP:Iteration 41Q (3285.800000 sec): 3 clusters Score: Raw -460038.675621 + Penalty 4010.095832 = -456028.579789 nChanged 19 SP:Iteration 42Q (3285.810000 sec): 3 clusters Score: Raw -460046.288746 + Penalty 4010.095832 = -456036.192914 nChanged 11 SP:Iteration 43Q (3285.830000 sec): 3 clusters Score: Raw -460050.816084 + Penalty 4010.095832 = -456040.720252 nChanged 13 SP:Iteration 44Q (3285.840000 sec): 3 clusters Score: Raw -460055.308007 + Penalty 4010.095832 = -456045.212175 nChanged 9 SP:Iteration 45Q (3285.850000 sec): 3 clusters Score: Raw -460058.443553 + Penalty 4010.095832 = -456048.347721 nChanged 11 SP:Iteration 46Q (3285.870000 sec): 3 clusters Score: Raw -460062.269065 + Penalty 4010.095832 = -456052.173233 nChanged 7 SP:Iteration 47Q (3285.880000 sec): 3 clusters Score: Raw -460065.815530 + Penalty 4010.095832 = -456055.719698 nChanged 15 SP:Iteration 48Q (3285.890000 sec): 3 clusters Score: Raw -460070.996094 + Penalty 4010.095832 = -456060.900262 nChanged 10 SP:Iteration 49Q (3285.900000 sec): 3 clusters Score: Raw -460074.928917 + Penalty 4010.095832 = -456064.833085 nChanged 8 SP:Iteration 50Q (3285.910000 sec): 3 clusters Score: Raw -460077.602595 + Penalty 4010.095832 = -456067.506763 nChanged 4 SP:Iteration 51Q (3285.930000 sec): 3 clusters Score: Raw -460079.415669 + Penalty 4010.095832 = -456069.319837 nChanged 5 SP:Iteration 52Q (3285.940000 sec): 3 clusters Score: Raw -460081.321007 + Penalty 4010.095832 = -456071.225175 nChanged 3 SP:Iteration 53Q (3285.950000 sec): 3 clusters Score: Raw -460082.041533 + Penalty 4010.095832 = -456071.945701 nChanged 2 SP:Iteration 54Q (3285.970000 sec): 3 clusters Score: Raw -460082.669116 + Penalty 4010.095832 = -456072.573284 nChanged 3 SP:Iteration 55Q (3285.980000 sec): 3 clusters Score: Raw -460084.258998 + Penalty 4010.095832 = -456074.163166 nChanged 3 SP:Iteration 56Q (3285.990000 sec): 3 clusters Score: Raw -460086.023429 + Penalty 4010.095832 = -456075.927597 nChanged 3 SP:Iteration 57Q (3286.000000 sec): 3 clusters Score: Raw -460087.204926 + Penalty 4010.095832 = -456077.109094 nChanged 2 SP:Iteration 58Q (3286.010000 sec): 3 clusters Score: Raw -460087.811909 + Penalty 4010.095832 = -456077.716077 nChanged 1 SP:Iteration 59Q (3286.030000 sec): 3 clusters Score: Raw -460088.153672 + Penalty 4010.095832 = -456078.057840 nChanged 2 SP:Iteration 60F (3286.040000 sec): 3 clusters Score: Raw -460088.819001 + Penalty 4010.095832 = -456078.723169 nChanged 1 SP:Iteration 61Q (3286.050000 sec): 3 clusters Score: Raw -460089.160341 + Penalty 4010.095832 = -456079.064509 nChanged 4 SP:Iteration 62Q (3286.070000 sec): 3 clusters Score: Raw -460090.199060 + Penalty 4010.095832 = -456080.103228 nChanged 5 SP:Iteration 63Q (3286.080000 sec): 3 clusters Score: Raw -460093.144250 + Penalty 4010.095832 = -456083.048418 nChanged 3 SP:Iteration 64Q (3286.090000 sec): 3 clusters Score: Raw -460095.383632 + Penalty 4010.095832 = -456085.287800 nChanged 5 SP:Iteration 65Q (3286.110000 sec): 3 clusters Score: Raw -460097.509527 + Penalty 4010.095832 = -456087.413695 nChanged 7 SP:Iteration 66Q (3286.120000 sec): 3 clusters Score: Raw -460100.491792 + Penalty 4010.095832 = -456090.395960 nChanged 5 SP:Iteration 67Q (3286.140000 sec): 3 clusters Score: Raw -460102.677689 + Penalty 4010.095832 = -456092.581857 nChanged 2 SP:Iteration 68Q (3286.150000 sec): 3 clusters Score: Raw -460103.635965 + Penalty 4010.095832 = -456093.540133 nChanged 0 SP:Iteration 69F (3286.160000 sec): 3 clusters Score: Raw -460103.635965 + Penalty 4010.095832 = -456093.540133 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 37 (309 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3286.160000 sec): 2 clusters Score: Raw -39913.644883 + Penalty 1421.868637 = -38491.776247 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3286.170000 sec): 3 clusters Score: Raw -40072.121593 + Penalty 2843.737273 = -37228.384320 nChanged 50 SP:Iteration 1F (3286.170000 sec): 3 clusters Score: Raw -40386.658006 + Penalty 2843.737273 = -37542.920732 nChanged 12 SP:Iteration 2Q (3286.170000 sec): 3 clusters Score: Raw -40435.942296 + Penalty 2843.737273 = -37592.205023 nChanged 6 SP:Iteration 3Q (3286.170000 sec): 3 clusters Score: Raw -40461.719362 + Penalty 2843.737273 = -37617.982088 nChanged 5 SP:Iteration 4Q (3286.170000 sec): 3 clusters Score: Raw -40498.442483 + Penalty 2843.737273 = -37654.705210 nChanged 2 SP:Iteration 5Q (3286.170000 sec): 3 clusters Score: Raw -40520.940665 + Penalty 2843.737273 = -37677.203392 nChanged 1 SP:Iteration 6Q (3286.180000 sec): 3 clusters Score: Raw -40522.202456 + Penalty 2843.737273 = -37678.465182 nChanged 0 SP:Iteration 7F (3286.180000 sec): 3 clusters Score: Raw -40522.202456 + Penalty 2843.737273 = -37678.465182 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 38 (928 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3286.180000 sec): 2 clusters Score: Raw -128117.049351 + Penalty 1694.591870 = -126422.457481 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3286.180000 sec): 3 clusters Score: Raw -127926.143049 + Penalty 3389.183739 = -124536.959310 nChanged 236 SP:Iteration 1F (3286.190000 sec): 3 clusters Score: Raw -128242.499179 + Penalty 3389.183739 = -124853.315439 nChanged 64 SP:Iteration 2F (3286.190000 sec): 3 clusters Score: Raw -128337.899974 + Penalty 3389.183739 = -124948.716235 nChanged 26 SP:Iteration 3Q (3286.200000 sec): 3 clusters Score: Raw -128376.546102 + Penalty 3389.183739 = -124987.362363 nChanged 18 SP:Iteration 4Q (3286.200000 sec): 3 clusters Score: Raw -128405.816730 + Penalty 3389.183739 = -125016.632991 nChanged 24 SP:Iteration 5Q (3286.200000 sec): 3 clusters Score: Raw -128443.119157 + Penalty 3389.183739 = -125053.935417 nChanged 13 SP:Iteration 6Q (3286.200000 sec): 3 clusters Score: Raw -128465.068831 + Penalty 3389.183739 = -125075.885092 nChanged 11 SP:Iteration 7Q (3286.210000 sec): 3 clusters Score: Raw -128484.259128 + Penalty 3389.183739 = -125095.075388 nChanged 11 SP:Iteration 8Q (3286.210000 sec): 3 clusters Score: Raw -128497.765033 + Penalty 3389.183739 = -125108.581293 nChanged 6 SP:Iteration 9Q (3286.220000 sec): 3 clusters Score: Raw -128516.046154 + Penalty 3389.183739 = -125126.862415 nChanged 4 SP:Iteration 10Q (3286.220000 sec): 3 clusters Score: Raw -128521.290973 + Penalty 3389.183739 = -125132.107233 nChanged 3 SP:Iteration 11Q (3286.220000 sec): 3 clusters Score: Raw -128525.117441 + Penalty 3389.183739 = -125135.933702 nChanged 3 SP:Iteration 12Q (3286.230000 sec): 3 clusters Score: Raw -128528.150195 + Penalty 3389.183739 = -125138.966455 nChanged 0 SP:Iteration 13F (3286.230000 sec): 3 clusters Score: Raw -128528.150195 + Penalty 3389.183739 = -125138.966455 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 39 (560 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3286.240000 sec): 2 clusters Score: Raw -78291.997029 + Penalty 1569.328322 = -76722.668707 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3286.240000 sec): 3 clusters Score: Raw -78276.378612 + Penalty 3138.656645 = -75137.721968 nChanged 93 SP:Iteration 1F (3286.240000 sec): 3 clusters Score: Raw -78452.772081 + Penalty 3138.656645 = -75314.115436 nChanged 34 SP:Iteration 2F (3286.240000 sec): 3 clusters Score: Raw -78523.815275 + Penalty 3138.656645 = -75385.158630 nChanged 10 SP:Iteration 3Q (3286.240000 sec): 3 clusters Score: Raw -78542.238599 + Penalty 3138.656645 = -75403.581954 nChanged 4 SP:Iteration 4Q (3286.250000 sec): 3 clusters Score: Raw -78553.347770 + Penalty 3138.656645 = -75414.691125 nChanged 3 SP:Iteration 5Q (3286.250000 sec): 3 clusters Score: Raw -78557.093226 + Penalty 3138.656645 = -75418.436581 nChanged 1 SP:Iteration 6Q (3286.250000 sec): 3 clusters Score: Raw -78558.313380 + Penalty 3138.656645 = -75419.656735 nChanged 3 SP:Iteration 7Q (3286.260000 sec): 3 clusters Score: Raw -78563.317645 + Penalty 3138.656645 = -75424.661000 nChanged 1 SP:Iteration 8Q (3286.260000 sec): 3 clusters Score: Raw -78564.343228 + Penalty 3138.656645 = -75425.686584 nChanged 1 SP:Iteration 9Q (3286.260000 sec): 3 clusters Score: Raw -78565.331775 + Penalty 3138.656645 = -75426.675130 nChanged 3 SP:Iteration 10Q (3286.260000 sec): 3 clusters Score: Raw -78569.383078 + Penalty 3138.656645 = -75430.726434 nChanged 2 SP:Iteration 11Q (3286.260000 sec): 3 clusters Score: Raw -78571.620038 + Penalty 3138.656645 = -75432.963393 nChanged 4 SP:Iteration 12Q (3286.270000 sec): 3 clusters Score: Raw -78575.940181 + Penalty 3138.656645 = -75437.283537 nChanged 0 SP:Iteration 13F (3286.270000 sec): 3 clusters Score: Raw -78575.940181 + Penalty 3138.656645 = -75437.283537 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 40 (188 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3286.280000 sec): 2 clusters Score: Raw -22998.009308 + Penalty 1298.637607 = -21699.371701 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3286.280000 sec): 3 clusters Score: Raw -23351.982755 + Penalty 2597.275214 = -20754.707541 nChanged 18 SP:Iteration 1F (3286.280000 sec): 3 clusters Score: Raw -23498.345070 + Penalty 2597.275214 = -20901.069857 nChanged 5 SP:Iteration 2Q (3286.280000 sec): 3 clusters Score: Raw -23523.793255 + Penalty 2597.275214 = -20926.518042 nChanged 2 SP:Iteration 3Q (3286.280000 sec): 3 clusters Score: Raw -23533.442370 + Penalty 2597.275214 = -20936.167157 nChanged 2 SP:Iteration 4Q (3286.280000 sec): 3 clusters Score: Raw -23548.323012 + Penalty 2597.275214 = -20951.047798 nChanged 1 SP:Iteration 5Q (3286.290000 sec): 3 clusters Score: Raw -23559.846842 + Penalty 2597.275214 = -20962.571628 nChanged 1 SP:Iteration 6Q (3286.290000 sec): 3 clusters Score: Raw -23568.154414 + Penalty 2597.275214 = -20970.879201 nChanged 1 SP:Iteration 7Q (3286.290000 sec): 3 clusters Score: Raw -23580.607235 + Penalty 2597.275214 = -20983.332021 nChanged 0 SP:Iteration 8F (3286.290000 sec): 3 clusters Score: Raw -23580.607235 + Penalty 2597.275214 = -20983.332021 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 41 (399 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3286.290000 sec): 2 clusters Score: Raw -63771.139996 + Penalty 1485.262431 = -62285.877565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3286.290000 sec): 3 clusters Score: Raw -63926.817086 + Penalty 2970.524863 = -60956.292224 nChanged 72 SP:Iteration 1F (3286.290000 sec): 3 clusters Score: Raw -64092.815591 + Penalty 2970.524863 = -61122.290728 nChanged 17 SP:Iteration 2Q (3286.290000 sec): 3 clusters Score: Raw -64147.286536 + Penalty 2970.524863 = -61176.761673 nChanged 7 SP:Iteration 3Q (3286.300000 sec): 3 clusters Score: Raw -64161.017911 + Penalty 2970.524863 = -61190.493048 nChanged 4 SP:Iteration 4Q (3286.300000 sec): 3 clusters Score: Raw -64162.764822 + Penalty 2970.524863 = -61192.239959 nChanged 1 SP:Iteration 5Q (3286.300000 sec): 3 clusters Score: Raw -64163.290812 + Penalty 2970.524863 = -61192.765949 nChanged 2 SP:Iteration 6Q (3286.300000 sec): 3 clusters Score: Raw -64164.090811 + Penalty 2970.524863 = -61193.565948 nChanged 3 SP:Iteration 7Q (3286.300000 sec): 3 clusters Score: Raw -64165.927405 + Penalty 2970.524863 = -61195.402542 nChanged 3 SP:Iteration 8Q (3286.310000 sec): 3 clusters Score: Raw -64168.263024 + Penalty 2970.524863 = -61197.738161 nChanged 4 SP:Iteration 9Q (3286.310000 sec): 3 clusters Score: Raw -64172.165940 + Penalty 2970.524863 = -61201.641077 nChanged 8 SP:Iteration 10Q (3286.310000 sec): 3 clusters Score: Raw -64186.113030 + Penalty 2970.524863 = -61215.588167 nChanged 12 SP:Iteration 11Q (3286.310000 sec): 3 clusters Score: Raw -64207.839351 + Penalty 2970.524863 = -61237.314488 nChanged 9 SP:Iteration 12Q (3286.310000 sec): 3 clusters Score: Raw -64223.096045 + Penalty 2970.524863 = -61252.571182 nChanged 9 SP:Iteration 13Q (3286.310000 sec): 3 clusters Score: Raw -64243.133698 + Penalty 2970.524863 = -61272.608835 nChanged 5 SP:Iteration 14Q (3286.310000 sec): 3 clusters Score: Raw -64258.318175 + Penalty 2970.524863 = -61287.793312 nChanged 6 SP:Iteration 15Q (3286.310000 sec): 3 clusters Score: Raw -64282.586862 + Penalty 2970.524863 = -61312.061999 nChanged 5 SP:Iteration 16Q (3286.320000 sec): 3 clusters Score: Raw -64294.494891 + Penalty 2970.524863 = -61323.970028 nChanged 2 SP:Iteration 17Q (3286.320000 sec): 3 clusters Score: Raw -64298.373358 + Penalty 2970.524863 = -61327.848495 nChanged 2 SP:Iteration 18Q (3286.320000 sec): 3 clusters Score: Raw -64307.045472 + Penalty 2970.524863 = -61336.520610 nChanged 4 SP:Iteration 19Q (3286.320000 sec): 3 clusters Score: Raw -64322.196395 + Penalty 2970.524863 = -61351.671532 nChanged 3 SP:Iteration 20F (3286.320000 sec): 3 clusters Score: Raw -64329.354756 + Penalty 2970.524863 = -61358.829893 nChanged 0 Iteration 139Q (3306.200000 sec): 43 clusters Score: Raw -139340846.832352 + Penalty 143638.487436 = -139197208.344916 nChanged 65 Iteration 140F (3370.400000 sec): 43 clusters Score: Raw -139340865.987734 + Penalty 143638.487436 = -139197227.500298 nChanged 85 Iteration 141Q (3384.180000 sec): 43 clusters Score: Raw -139340887.135359 + Penalty 143638.487436 = -139197248.647923 nChanged 84 Iteration 142Q (3397.150000 sec): 43 clusters Score: Raw -139340899.027354 + Penalty 143638.487436 = -139197260.539918 nChanged 64 Iteration 143Q (3410.420000 sec): 43 clusters Score: Raw -139340905.153610 + Penalty 143638.487436 = -139197266.666174 nChanged 57 Iteration 144Q (3422.990000 sec): 43 clusters Score: Raw -139340915.515496 + Penalty 143638.487436 = -139197277.028060 nChanged 40 Iteration 145Q (3435.320000 sec): 43 clusters Score: Raw -139340917.249726 + Penalty 143638.487436 = -139197278.762289 nChanged 35 Iteration 146Q (3448.070000 sec): 43 clusters Score: Raw -139340919.010859 + Penalty 143638.487436 = -139197280.523422 nChanged 33 Iteration 147Q (3460.490000 sec): 43 clusters Score: Raw -139340919.922555 + Penalty 143638.487436 = -139197281.435119 nChanged 43 Iteration 148Q (3474.010000 sec): 43 clusters Score: Raw -139340921.112225 + Penalty 143638.487436 = -139197282.624789 nChanged 43 Iteration 149Q (3487.000000 sec): 43 clusters Score: Raw -139340922.312434 + Penalty 143638.487436 = -139197283.824997 nChanged 43 Iteration 150Q (3500.800000 sec): 43 clusters Score: Raw -139340923.318361 + Penalty 143638.487436 = -139197284.830925 nChanged 40 Iteration 151Q (3514.430000 sec): 43 clusters Score: Raw -139340924.791790 + Penalty 143638.487436 = -139197286.304354 nChanged 35 Iteration 152Q (3530.440000 sec): 43 clusters Score: Raw -139340925.812440 + Penalty 143638.487436 = -139197287.325003 nChanged 32 Iteration 153Q (3543.480000 sec): 43 clusters Score: Raw -139340926.611477 + Penalty 143638.487436 = -139197288.124040 nChanged 33 Iteration 154Q (3556.500000 sec): 43 clusters Score: Raw -139340927.439578 + Penalty 143638.487436 = -139197288.952142 nChanged 30 Iteration 155Q (3570.010000 sec): 43 clusters Score: Raw -139340928.410700 + Penalty 143638.487436 = -139197289.923263 nChanged 34 Iteration 156Q (3583.520000 sec): 43 clusters Score: Raw -139340929.600458 + Penalty 143638.487436 = -139197291.113022 nChanged 53 Iteration 157Q (3600.030000 sec): 43 clusters Score: Raw -139340931.179645 + Penalty 143638.487436 = -139197292.692209 nChanged 47 Iteration 158Q (3612.790000 sec): 43 clusters Score: Raw -139340932.627702 + Penalty 143638.487436 = -139197294.140266 nChanged 50 Iteration 159Q (3625.300000 sec): 43 clusters Score: Raw -139340934.034041 + Penalty 143638.487436 = -139197295.546605 nChanged 45 Iteration 160F (3693.120000 sec): 43 clusters Score: Raw -139340935.319303 + Penalty 143638.487436 = -139197296.831866 nChanged 39 Iteration 161Q (3705.810000 sec): 43 clusters Score: Raw -139340936.292550 + Penalty 143638.487436 = -139197297.805114 nChanged 45 Iteration 162Q (3718.910000 sec): 43 clusters Score: Raw -139340937.413333 + Penalty 143638.487436 = -139197298.925896 nChanged 38 Iteration 163Q (3736.580000 sec): 43 clusters Score: Raw -139340938.235520 + Penalty 143638.487436 = -139197299.748084 nChanged 32 Iteration 164Q (3758.950000 sec): 43 clusters Score: Raw -139340939.081051 + Penalty 143638.487436 = -139197300.593615 nChanged 24 Iteration 165Q (3771.650000 sec): 43 clusters Score: Raw -139340939.734217 + Penalty 143638.487436 = -139197301.246780 nChanged 21 Iteration 166Q (3784.560000 sec): 43 clusters Score: Raw -139340940.488101 + Penalty 143638.487436 = -139197302.000665 nChanged 27 Iteration 167Q (3797.560000 sec): 43 clusters Score: Raw -139340941.195355 + Penalty 143638.487436 = -139197302.707918 nChanged 36 Iteration 168Q (3810.870000 sec): 43 clusters Score: Raw -139340941.822376 + Penalty 143638.487436 = -139197303.334939 nChanged 27 Iteration 169Q (3825.170000 sec): 43 clusters Score: Raw -139340943.075879 + Penalty 143638.487436 = -139197304.588442 nChanged 23 Iteration 170Q (3841.260000 sec): 43 clusters Score: Raw -139340943.852655 + Penalty 143638.487436 = -139197305.365219 nChanged 33 Iteration 171Q (3859.780000 sec): 43 clusters Score: Raw -139340944.728739 + Penalty 143638.487436 = -139197306.241303 nChanged 32 Iteration 172Q (3873.430000 sec): 43 clusters Score: Raw -139340945.568625 + Penalty 143638.487436 = -139197307.081189 nChanged 30 Iteration 173Q (3887.250000 sec): 43 clusters Score: Raw -139340946.496033 + Penalty 143638.487436 = -139197308.008596 nChanged 32 Iteration 174Q (3901.290000 sec): 43 clusters Score: Raw -139340947.257636 + Penalty 143638.487436 = -139197308.770200 nChanged 29 Iteration 175Q (3917.120000 sec): 43 clusters Score: Raw -139340947.929891 + Penalty 143638.487436 = -139197309.442455 nChanged 24 Iteration 176Q (3930.310000 sec): 43 clusters Score: Raw -139340948.369238 + Penalty 143638.487436 = -139197309.881801 nChanged 17 Iteration 177Q (3944.470000 sec): 43 clusters Score: Raw -139340948.690773 + Penalty 143638.487436 = -139197310.203337 nChanged 17 Iteration 178Q (3958.000000 sec): 43 clusters Score: Raw -139340949.108741 + Penalty 143638.487436 = -139197310.621304 nChanged 11 Writing temp clu file Because OldScore, -139197310.203337, is greater than current (better) Score,-139197310.621304 Compute initial score before splitting: Score: Raw -139340949.108741 + Penalty 143638.487436 = -139197310.621304 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 1 (10509 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3958.220000 sec): 2 clusters Score: Raw -1588526.881636 + Penalty 2296.476853 = -1586230.404783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3958.270000 sec): 3 clusters Score: Raw -1582775.646180 + Penalty 4592.953707 = -1578182.692474 nChanged 4391 SP:Iteration 1F (3958.310000 sec): 3 clusters Score: Raw -1585096.151453 + Penalty 4592.953707 = -1580503.197747 nChanged 667 SP:Iteration 2F (3958.350000 sec): 3 clusters Score: Raw -1585393.267446 + Penalty 4592.953707 = -1580800.313740 nChanged 503 SP:Iteration 3Q (3958.390000 sec): 3 clusters Score: Raw -1585582.785265 + Penalty 4592.953707 = -1580989.831558 nChanged 380 SP:Iteration 4Q (3958.430000 sec): 3 clusters Score: Raw -1585706.513200 + Penalty 4592.953707 = -1581113.559494 nChanged 298 SP:Iteration 5Q (3958.470000 sec): 3 clusters Score: Raw -1585801.551107 + Penalty 4592.953707 = -1581208.597400 nChanged 239 SP:Iteration 6Q (3958.510000 sec): 3 clusters Score: Raw -1585863.686372 + Penalty 4592.953707 = -1581270.732665 nChanged 183 SP:Iteration 7Q (3958.550000 sec): 3 clusters Score: Raw -1585910.848496 + Penalty 4592.953707 = -1581317.894789 nChanged 158 SP:Iteration 8Q (3958.590000 sec): 3 clusters Score: Raw -1585947.350430 + Penalty 4592.953707 = -1581354.396724 nChanged 137 SP:Iteration 9Q (3958.630000 sec): 3 clusters Score: Raw -1585977.332682 + Penalty 4592.953707 = -1581384.378975 nChanged 102 SP:Iteration 10Q (3958.670000 sec): 3 clusters Score: Raw -1586000.867573 + Penalty 4592.953707 = -1581407.913866 nChanged 104 SP:Iteration 11Q (3958.710000 sec): 3 clusters Score: Raw -1586023.135428 + Penalty 4592.953707 = -1581430.181721 nChanged 95 SP:Iteration 12Q (3958.760000 sec): 3 clusters Score: Raw -1586047.500022 + Penalty 4592.953707 = -1581454.546315 nChanged 87 SP:Iteration 13Q (3958.800000 sec): 3 clusters Score: Raw -1586069.547871 + Penalty 4592.953707 = -1581476.594164 nChanged 94 SP:Iteration 14Q (3958.840000 sec): 3 clusters Score: Raw -1586088.721798 + Penalty 4592.953707 = -1581495.768091 nChanged 83 SP:Iteration 15Q (3958.870000 sec): 3 clusters Score: Raw -1586105.551972 + Penalty 4592.953707 = -1581512.598265 nChanged 83 SP:Iteration 16Q (3958.910000 sec): 3 clusters Score: Raw -1586123.228193 + Penalty 4592.953707 = -1581530.274486 nChanged 83 SP:Iteration 17Q (3958.950000 sec): 3 clusters Score: Raw -1586142.461666 + Penalty 4592.953707 = -1581549.507959 nChanged 101 SP:Iteration 18Q (3958.990000 sec): 3 clusters Score: Raw -1586165.904700 + Penalty 4592.953707 = -1581572.950994 nChanged 95 SP:Iteration 19Q (3959.030000 sec): 3 clusters Score: Raw -1586191.877810 + Penalty 4592.953707 = -1581598.924103 nChanged 103 SP:Iteration 20F (3959.070000 sec): 3 clusters Score: Raw -1586220.691651 + Penalty 4592.953707 = -1581627.737945 nChanged 116 SP:Iteration 21Q (3959.100000 sec): 3 clusters Score: Raw -1586250.365702 + Penalty 4592.953707 = -1581657.411995 nChanged 109 SP:Iteration 22Q (3959.140000 sec): 3 clusters Score: Raw -1586282.025482 + Penalty 4592.953707 = -1581689.071776 nChanged 128 SP:Iteration 23Q (3959.180000 sec): 3 clusters Score: Raw -1586321.646262 + Penalty 4592.953707 = -1581728.692556 nChanged 167 SP:Iteration 24Q (3959.220000 sec): 3 clusters Score: Raw -1586377.990675 + Penalty 4592.953707 = -1581785.036968 nChanged 174 SP:Iteration 25Q (3959.260000 sec): 3 clusters Score: Raw -1586436.531688 + Penalty 4592.953707 = -1581843.577981 nChanged 199 SP:Iteration 26Q (3959.300000 sec): 3 clusters Score: Raw -1586510.972319 + Penalty 4592.953707 = -1581918.018613 nChanged 230 SP:Iteration 27Q (3959.340000 sec): 3 clusters Score: Raw -1586616.096455 + Penalty 4592.953707 = -1582023.142748 nChanged 288 SP:Iteration 28Q (3959.380000 sec): 3 clusters Score: Raw -1586760.091664 + Penalty 4592.953707 = -1582167.137957 nChanged 333 SP:Iteration 29Q (3959.410000 sec): 3 clusters Score: Raw -1586962.497666 + Penalty 4592.953707 = -1582369.543959 nChanged 370 SP:Iteration 30Q (3959.450000 sec): 3 clusters Score: Raw -1587207.977108 + Penalty 4592.953707 = -1582615.023401 nChanged 384 SP:Iteration 31Q (3959.490000 sec): 3 clusters Score: Raw -1587473.061261 + Penalty 4592.953707 = -1582880.107555 nChanged 352 SP:Iteration 32Q (3959.530000 sec): 3 clusters Score: Raw -1587735.909259 + Penalty 4592.953707 = -1583142.955552 nChanged 321 SP:Iteration 33Q (3959.560000 sec): 3 clusters Score: Raw -1587998.615500 + Penalty 4592.953707 = -1583405.661793 nChanged 272 SP:Iteration 34Q (3959.600000 sec): 3 clusters Score: Raw -1588241.929842 + Penalty 4592.953707 = -1583648.976135 nChanged 200 SP:Iteration 35Q (3959.640000 sec): 3 clusters Score: Raw -1588425.940984 + Penalty 4592.953707 = -1583832.987278 nChanged 136 SP:Iteration 36Q (3959.670000 sec): 3 clusters Score: Raw -1588546.948642 + Penalty 4592.953707 = -1583953.994935 nChanged 82 SP:Iteration 37Q (3959.700000 sec): 3 clusters Score: Raw -1588628.165360 + Penalty 4592.953707 = -1584035.211653 nChanged 50 SP:Iteration 38Q (3959.720000 sec): 3 clusters Score: Raw -1588673.512230 + Penalty 4592.953707 = -1584080.558524 nChanged 38 SP:Iteration 39Q (3959.760000 sec): 3 clusters Score: Raw -1588707.863327 + Penalty 4592.953707 = -1584114.909620 nChanged 25 SP:Iteration 40F (3959.790000 sec): 3 clusters Score: Raw -1588730.922396 + Penalty 4592.953707 = -1584137.968689 nChanged 18 SP:Iteration 41Q (3959.820000 sec): 3 clusters Score: Raw -1588748.566840 + Penalty 4592.953707 = -1584155.613134 nChanged 13 SP:Iteration 42Q (3959.860000 sec): 3 clusters Score: Raw -1588759.838471 + Penalty 4592.953707 = -1584166.884764 nChanged 10 SP:Iteration 43Q (3959.880000 sec): 3 clusters Score: Raw -1588769.929397 + Penalty 4592.953707 = -1584176.975690 nChanged 14 SP:Iteration 44Q (3959.910000 sec): 3 clusters Score: Raw -1588783.545606 + Penalty 4592.953707 = -1584190.591900 nChanged 7 SP:Iteration 45Q (3959.940000 sec): 3 clusters Score: Raw -1588790.669093 + Penalty 4592.953707 = -1584197.715387 nChanged 6 SP:Iteration 46Q (3959.970000 sec): 3 clusters Score: Raw -1588797.288577 + Penalty 4592.953707 = -1584204.334870 nChanged 7 SP:Iteration 47Q (3960.000000 sec): 3 clusters Score: Raw -1588804.115613 + Penalty 4592.953707 = -1584211.161906 nChanged 7 SP:Iteration 48Q (3960.020000 sec): 3 clusters Score: Raw -1588811.710504 + Penalty 4592.953707 = -1584218.756797 nChanged 4 SP:Iteration 49Q (3960.060000 sec): 3 clusters Score: Raw -1588815.655457 + Penalty 4592.953707 = -1584222.701750 nChanged 4 SP:Iteration 50Q (3960.080000 sec): 3 clusters Score: Raw -1588819.858962 + Penalty 4592.953707 = -1584226.905255 nChanged 4 SP:Iteration 51Q (3960.120000 sec): 3 clusters Score: Raw -1588823.038106 + Penalty 4592.953707 = -1584230.084399 nChanged 1 SP:Iteration 52Q (3960.140000 sec): 3 clusters Score: Raw -1588824.043874 + Penalty 4592.953707 = -1584231.090168 nChanged 1 SP:Iteration 53Q (3960.170000 sec): 3 clusters Score: Raw -1588825.253056 + Penalty 4592.953707 = -1584232.299349 nChanged 2 SP:Iteration 54Q (3960.200000 sec): 3 clusters Score: Raw -1588828.417987 + Penalty 4592.953707 = -1584235.464280 nChanged 2 SP:Iteration 55Q (3960.230000 sec): 3 clusters Score: Raw -1588830.146794 + Penalty 4592.953707 = -1584237.193087 nChanged 3 SP:Iteration 56Q (3960.260000 sec): 3 clusters Score: Raw -1588834.152170 + Penalty 4592.953707 = -1584241.198463 nChanged 4 SP:Iteration 57Q (3960.280000 sec): 3 clusters Score: Raw -1588838.536855 + Penalty 4592.953707 = -1584245.583148 nChanged 5 SP:Iteration 58Q (3960.310000 sec): 3 clusters Score: Raw -1588843.415809 + Penalty 4592.953707 = -1584250.462102 nChanged 0 SP:Iteration 59F (3960.350000 sec): 3 clusters Score: Raw -1588843.415809 + Penalty 4592.953707 = -1584250.462102 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 2 (11450 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3960.390000 sec): 2 clusters Score: Raw -1632767.318569 + Penalty 2317.744762 = -1630449.573807 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3960.440000 sec): 3 clusters Score: Raw -1626484.669352 + Penalty 4635.489524 = -1621849.179828 nChanged 4704 SP:Iteration 1F (3960.480000 sec): 3 clusters Score: Raw -1629290.323957 + Penalty 4635.489524 = -1624654.834433 nChanged 912 SP:Iteration 2F (3960.520000 sec): 3 clusters Score: Raw -1629919.051746 + Penalty 4635.489524 = -1625283.562222 nChanged 860 SP:Iteration 3F (3960.560000 sec): 3 clusters Score: Raw -1630704.742483 + Penalty 4635.489524 = -1626069.252958 nChanged 882 SP:Iteration 4F (3960.600000 sec): 3 clusters Score: Raw -1631753.491920 + Penalty 4635.489524 = -1627118.002395 nChanged 940 SP:Iteration 5F (3960.650000 sec): 3 clusters Score: Raw -1632825.796719 + Penalty 4635.489524 = -1628190.307194 nChanged 830 SP:Iteration 6F (3960.690000 sec): 3 clusters Score: Raw -1633632.156408 + Penalty 4635.489524 = -1628996.666883 nChanged 633 SP:Iteration 7F (3960.730000 sec): 3 clusters Score: Raw -1634111.348503 + Penalty 4635.489524 = -1629475.858979 nChanged 403 SP:Iteration 8Q (3960.770000 sec): 3 clusters Score: Raw -1634346.221165 + Penalty 4635.489524 = -1629710.731641 nChanged 283 SP:Iteration 9Q (3960.810000 sec): 3 clusters Score: Raw -1634461.409406 + Penalty 4635.489524 = -1629825.919881 nChanged 166 SP:Iteration 10Q (3960.850000 sec): 3 clusters Score: Raw -1634520.229954 + Penalty 4635.489524 = -1629884.740429 nChanged 100 SP:Iteration 11Q (3960.890000 sec): 3 clusters Score: Raw -1634552.052938 + Penalty 4635.489524 = -1629916.563413 nChanged 82 SP:Iteration 12Q (3960.930000 sec): 3 clusters Score: Raw -1634570.695494 + Penalty 4635.489524 = -1629935.205970 nChanged 55 SP:Iteration 13Q (3960.970000 sec): 3 clusters Score: Raw -1634580.361495 + Penalty 4635.489524 = -1629944.871971 nChanged 25 SP:Iteration 14Q (3961.010000 sec): 3 clusters Score: Raw -1634583.947804 + Penalty 4635.489524 = -1629948.458279 nChanged 20 SP:Iteration 15Q (3961.050000 sec): 3 clusters Score: Raw -1634587.524665 + Penalty 4635.489524 = -1629952.035140 nChanged 23 SP:Iteration 16Q (3961.090000 sec): 3 clusters Score: Raw -1634591.152280 + Penalty 4635.489524 = -1629955.662755 nChanged 20 SP:Iteration 17Q (3961.130000 sec): 3 clusters Score: Raw -1634593.885123 + Penalty 4635.489524 = -1629958.395598 nChanged 12 SP:Iteration 18Q (3961.160000 sec): 3 clusters Score: Raw -1634595.441582 + Penalty 4635.489524 = -1629959.952058 nChanged 9 SP:Iteration 19Q (3961.200000 sec): 3 clusters Score: Raw -1634596.458564 + Penalty 4635.489524 = -1629960.969039 nChanged 7 SP:Iteration 20F (3961.240000 sec): 3 clusters Score: Raw -1634597.617651 + Penalty 4635.489524 = -1629962.128127 nChanged 13 SP:Iteration 21Q (3961.280000 sec): 3 clusters Score: Raw -1634599.909870 + Penalty 4635.489524 = -1629964.420345 nChanged 12 SP:Iteration 22Q (3961.320000 sec): 3 clusters Score: Raw -1634601.655379 + Penalty 4635.489524 = -1629966.165855 nChanged 9 SP:Iteration 23Q (3961.360000 sec): 3 clusters Score: Raw -1634602.462832 + Penalty 4635.489524 = -1629966.973307 nChanged 4 SP:Iteration 24Q (3961.400000 sec): 3 clusters Score: Raw -1634602.822041 + Penalty 4635.489524 = -1629967.332517 nChanged 1 SP:Iteration 25Q (3961.440000 sec): 3 clusters Score: Raw -1634603.074638 + Penalty 4635.489524 = -1629967.585114 nChanged 2 SP:Iteration 26Q (3961.480000 sec): 3 clusters Score: Raw -1634603.412656 + Penalty 4635.489524 = -1629967.923132 nChanged 3 SP:Iteration 27Q (3961.530000 sec): 3 clusters Score: Raw -1634603.789399 + Penalty 4635.489524 = -1629968.299875 nChanged 0 SP:Iteration 28F (3961.580000 sec): 3 clusters Score: Raw -1634603.789399 + Penalty 4635.489524 = -1629968.299875 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 3 (246 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3961.580000 sec): 2 clusters Score: Raw -31409.347072 + Penalty 1365.322221 = -30044.024851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3961.580000 sec): 3 clusters Score: Raw -31737.185049 + Penalty 2730.644442 = -29006.540607 nChanged 34 SP:Iteration 1F (3961.580000 sec): 3 clusters Score: Raw -31842.817045 + Penalty 2730.644442 = -29112.172603 nChanged 12 SP:Iteration 2Q (3961.590000 sec): 3 clusters Score: Raw -31896.700395 + Penalty 2730.644442 = -29166.055953 nChanged 6 SP:Iteration 3Q (3961.590000 sec): 3 clusters Score: Raw -31922.252430 + Penalty 2730.644442 = -29191.607989 nChanged 2 SP:Iteration 4Q (3961.590000 sec): 3 clusters Score: Raw -31925.220228 + Penalty 2730.644442 = -29194.575786 nChanged 2 SP:Iteration 5Q (3961.590000 sec): 3 clusters Score: Raw -31929.543081 + Penalty 2730.644442 = -29198.898640 nChanged 0 SP:Iteration 6F (3961.590000 sec): 3 clusters Score: Raw -31929.543081 + Penalty 2730.644442 = -29198.898640 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 4 (23280 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3961.680000 sec): 2 clusters Score: Raw -3406634.276810 + Penalty 2493.726776 = -3404140.550034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3961.780000 sec): 3 clusters Score: Raw -3392863.041546 + Penalty 4987.453551 = -3387875.587995 nChanged 10401 SP:Iteration 1F (3961.870000 sec): 3 clusters Score: Raw -3398568.654185 + Penalty 4987.453551 = -3393581.200634 nChanged 1278 SP:Iteration 2F (3961.970000 sec): 3 clusters Score: Raw -3399088.187899 + Penalty 4987.453551 = -3394100.734348 nChanged 1164 SP:Iteration 3Q (3962.060000 sec): 3 clusters Score: Raw -3399615.595636 + Penalty 4987.453551 = -3394628.142084 nChanged 1226 SP:Iteration 4F (3962.150000 sec): 3 clusters Score: Raw -3400207.299811 + Penalty 4987.453551 = -3395219.846260 nChanged 1272 SP:Iteration 5F (3962.230000 sec): 3 clusters Score: Raw -3400921.436456 + Penalty 4987.453551 = -3395933.982905 nChanged 1406 SP:Iteration 6F (3962.320000 sec): 3 clusters Score: Raw -3401869.820718 + Penalty 4987.453551 = -3396882.367166 nChanged 1438 SP:Iteration 7F (3962.410000 sec): 3 clusters Score: Raw -3402959.261798 + Penalty 4987.453551 = -3397971.808247 nChanged 1324 SP:Iteration 8F (3962.510000 sec): 3 clusters Score: Raw -3403972.307433 + Penalty 4987.453551 = -3398984.853882 nChanged 1069 SP:Iteration 9Q (3962.610000 sec): 3 clusters Score: Raw -3404735.102187 + Penalty 4987.453551 = -3399747.648636 nChanged 810 SP:Iteration 10Q (3962.710000 sec): 3 clusters Score: Raw -3405252.700842 + Penalty 4987.453551 = -3400265.247291 nChanged 565 SP:Iteration 11Q (3962.820000 sec): 3 clusters Score: Raw -3405564.166036 + Penalty 4987.453551 = -3400576.712485 nChanged 436 SP:Iteration 12Q (3962.910000 sec): 3 clusters Score: Raw -3405809.714069 + Penalty 4987.453551 = -3400822.260517 nChanged 343 SP:Iteration 13Q (3962.990000 sec): 3 clusters Score: Raw -3406000.178099 + Penalty 4987.453551 = -3401012.724548 nChanged 283 SP:Iteration 14Q (3963.080000 sec): 3 clusters Score: Raw -3406134.104439 + Penalty 4987.453551 = -3401146.650888 nChanged 250 SP:Iteration 15Q (3963.160000 sec): 3 clusters Score: Raw -3406262.228183 + Penalty 4987.453551 = -3401274.774632 nChanged 238 SP:Iteration 16Q (3963.240000 sec): 3 clusters Score: Raw -3406385.909861 + Penalty 4987.453551 = -3401398.456310 nChanged 222 SP:Iteration 17Q (3963.320000 sec): 3 clusters Score: Raw -3406507.183275 + Penalty 4987.453551 = -3401519.729724 nChanged 211 SP:Iteration 18Q (3963.400000 sec): 3 clusters Score: Raw -3406606.292004 + Penalty 4987.453551 = -3401618.838452 nChanged 192 SP:Iteration 19Q (3963.480000 sec): 3 clusters Score: Raw -3406696.686466 + Penalty 4987.453551 = -3401709.232915 nChanged 161 SP:Iteration 20F (3963.570000 sec): 3 clusters Score: Raw -3406769.573538 + Penalty 4987.453551 = -3401782.119986 nChanged 132 SP:Iteration 21Q (3963.640000 sec): 3 clusters Score: Raw -3406828.251092 + Penalty 4987.453551 = -3401840.797541 nChanged 122 SP:Iteration 22Q (3963.720000 sec): 3 clusters Score: Raw -3406887.868980 + Penalty 4987.453551 = -3401900.415429 nChanged 136 SP:Iteration 23Q (3963.790000 sec): 3 clusters Score: Raw -3406960.232778 + Penalty 4987.453551 = -3401972.779227 nChanged 144 SP:Iteration 24Q (3963.860000 sec): 3 clusters Score: Raw -3407034.186351 + Penalty 4987.453551 = -3402046.732800 nChanged 125 SP:Iteration 25Q (3963.930000 sec): 3 clusters Score: Raw -3407090.635286 + Penalty 4987.453551 = -3402103.181734 nChanged 118 SP:Iteration 26Q (3964.000000 sec): 3 clusters Score: Raw -3407146.443153 + Penalty 4987.453551 = -3402158.989602 nChanged 107 SP:Iteration 27Q (3964.060000 sec): 3 clusters Score: Raw -3407197.254463 + Penalty 4987.453551 = -3402209.800912 nChanged 89 SP:Iteration 28Q (3964.130000 sec): 3 clusters Score: Raw -3407238.207566 + Penalty 4987.453551 = -3402250.754015 nChanged 76 SP:Iteration 29Q (3964.200000 sec): 3 clusters Score: Raw -3407269.150620 + Penalty 4987.453551 = -3402281.697068 nChanged 52 SP:Iteration 30Q (3964.270000 sec): 3 clusters Score: Raw -3407285.999176 + Penalty 4987.453551 = -3402298.545625 nChanged 41 SP:Iteration 31Q (3964.340000 sec): 3 clusters Score: Raw -3407297.965786 + Penalty 4987.453551 = -3402310.512235 nChanged 26 SP:Iteration 32Q (3964.410000 sec): 3 clusters Score: Raw -3407305.424292 + Penalty 4987.453551 = -3402317.970741 nChanged 29 SP:Iteration 33Q (3964.470000 sec): 3 clusters Score: Raw -3407314.801117 + Penalty 4987.453551 = -3402327.347566 nChanged 26 SP:Iteration 34Q (3964.540000 sec): 3 clusters Score: Raw -3407320.199853 + Penalty 4987.453551 = -3402332.746302 nChanged 16 SP:Iteration 35Q (3964.610000 sec): 3 clusters Score: Raw -3407324.101963 + Penalty 4987.453551 = -3402336.648412 nChanged 15 SP:Iteration 36Q (3964.680000 sec): 3 clusters Score: Raw -3407328.227546 + Penalty 4987.453551 = -3402340.773994 nChanged 21 SP:Iteration 37Q (3964.750000 sec): 3 clusters Score: Raw -3407333.528753 + Penalty 4987.453551 = -3402346.075202 nChanged 20 SP:Iteration 38Q (3964.810000 sec): 3 clusters Score: Raw -3407338.487400 + Penalty 4987.453551 = -3402351.033849 nChanged 9 SP:Iteration 39Q (3964.890000 sec): 3 clusters Score: Raw -3407340.505632 + Penalty 4987.453551 = -3402353.052081 nChanged 5 SP:Iteration 40F (3964.980000 sec): 3 clusters Score: Raw -3407341.679068 + Penalty 4987.453551 = -3402354.225517 nChanged 6 SP:Iteration 41Q (3965.050000 sec): 3 clusters Score: Raw -3407342.941235 + Penalty 4987.453551 = -3402355.487684 nChanged 6 SP:Iteration 42Q (3965.130000 sec): 3 clusters Score: Raw -3407344.288066 + Penalty 4987.453551 = -3402356.834514 nChanged 5 SP:Iteration 43Q (3965.190000 sec): 3 clusters Score: Raw -3407345.431324 + Penalty 4987.453551 = -3402357.977772 nChanged 6 SP:Iteration 44Q (3965.260000 sec): 3 clusters Score: Raw -3407347.236077 + Penalty 4987.453551 = -3402359.782526 nChanged 6 SP:Iteration 45Q (3965.330000 sec): 3 clusters Score: Raw -3407348.198437 + Penalty 4987.453551 = -3402360.744886 nChanged 2 SP:Iteration 46Q (3965.400000 sec): 3 clusters Score: Raw -3407348.737938 + Penalty 4987.453551 = -3402361.284386 nChanged 1 SP:Iteration 47Q (3965.470000 sec): 3 clusters Score: Raw -3407348.944477 + Penalty 4987.453551 = -3402361.490925 nChanged 1 SP:Iteration 48Q (3965.540000 sec): 3 clusters Score: Raw -3407348.984514 + Penalty 4987.453551 = -3402361.530963 nChanged 2 SP:Iteration 49Q (3965.610000 sec): 3 clusters Score: Raw -3407349.217086 + Penalty 4987.453551 = -3402361.763534 nChanged 4 SP:Iteration 50Q (3965.680000 sec): 3 clusters Score: Raw -3407349.713625 + Penalty 4987.453551 = -3402362.260074 nChanged 1 SP:Iteration 51Q (3965.750000 sec): 3 clusters Score: Raw -3407349.791204 + Penalty 4987.453551 = -3402362.337653 nChanged 2 SP:Iteration 52Q (3965.820000 sec): 3 clusters Score: Raw -3407350.004584 + Penalty 4987.453551 = -3402362.551032 nChanged 1 SP:Iteration 53Q (3965.890000 sec): 3 clusters Score: Raw -3407350.035342 + Penalty 4987.453551 = -3402362.581791 nChanged 0 SP:Iteration 54F (3965.970000 sec): 3 clusters Score: Raw -3407350.035342 + Penalty 4987.453551 = -3402362.581791 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 5 (350085 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3967.140000 sec): 2 clusters Score: Raw -51281601.112115 + Penalty 3165.950953 = -51278435.161162 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3968.500000 sec): 3 clusters Score: Raw -51049138.141634 + Penalty 6331.901906 = -51042806.239728 nChanged 169722 SP:Iteration 1F (3969.820000 sec): 3 clusters Score: Raw -51149492.350946 + Penalty 6331.901906 = -51143160.449041 nChanged 8288 SP:Iteration 2Q (3971.230000 sec): 3 clusters Score: Raw -51150886.645469 + Penalty 6331.901906 = -51144554.743564 nChanged 9101 SP:Iteration 3Q (3972.620000 sec): 3 clusters Score: Raw -51152645.510854 + Penalty 6331.901906 = -51146313.608949 nChanged 10462 SP:Iteration 4Q (3974.030000 sec): 3 clusters Score: Raw -51155121.082826 + Penalty 6331.901906 = -51148789.180920 nChanged 12730 SP:Iteration 5Q (3975.410000 sec): 3 clusters Score: Raw -51158972.560311 + Penalty 6331.901906 = -51152640.658406 nChanged 15882 SP:Iteration 6Q (3976.800000 sec): 3 clusters Score: Raw -51165338.024605 + Penalty 6331.901906 = -51159006.122699 nChanged 20564 SP:Iteration 7F (3978.110000 sec): 3 clusters Score: Raw -51176386.535711 + Penalty 6331.901906 = -51170054.633806 nChanged 25780 SP:Iteration 8F (3979.450000 sec): 3 clusters Score: Raw -51194605.755201 + Penalty 6331.901906 = -51188273.853296 nChanged 29977 SP:Iteration 9F (3980.790000 sec): 3 clusters Score: Raw -51220937.719787 + Penalty 6331.901906 = -51214605.817882 nChanged 28646 SP:Iteration 10F (3982.130000 sec): 3 clusters Score: Raw -51249410.686223 + Penalty 6331.901906 = -51243078.784318 nChanged 19559 SP:Iteration 11F (3983.440000 sec): 3 clusters Score: Raw -51269115.817918 + Penalty 6331.901906 = -51262783.916012 nChanged 9161 SP:Iteration 12Q (3984.750000 sec): 3 clusters Score: Raw -51277987.202477 + Penalty 6331.901906 = -51271655.300572 nChanged 3012 SP:Iteration 13Q (3985.920000 sec): 3 clusters Score: Raw -51280801.335266 + Penalty 6331.901906 = -51274469.433361 nChanged 726 SP:Iteration 14Q (3986.910000 sec): 3 clusters Score: Raw -51281541.876718 + Penalty 6331.901906 = -51275209.974813 nChanged 152 SP:Iteration 15Q (3987.840000 sec): 3 clusters Score: Raw -51281752.522232 + Penalty 6331.901906 = -51275420.620327 nChanged 45 SP:Iteration 16Q (3988.760000 sec): 3 clusters Score: Raw -51281825.554785 + Penalty 6331.901906 = -51275493.652879 nChanged 17 SP:Iteration 17Q (3989.700000 sec): 3 clusters Score: Raw -51281853.070566 + Penalty 6331.901906 = -51275521.168661 nChanged 11 SP:Iteration 18Q (3990.630000 sec): 3 clusters Score: Raw -51281872.112678 + Penalty 6331.901906 = -51275540.210772 nChanged 12 SP:Iteration 19Q (3991.550000 sec): 3 clusters Score: Raw -51281893.826266 + Penalty 6331.901906 = -51275561.924360 nChanged 6 SP:Iteration 20F (3992.870000 sec): 3 clusters Score: Raw -51281901.678874 + Penalty 6331.901906 = -51275569.776968 nChanged 5 SP:Iteration 21Q (3993.770000 sec): 3 clusters Score: Raw -51281907.772634 + Penalty 6331.901906 = -51275575.870728 nChanged 5 SP:Iteration 22Q (3994.690000 sec): 3 clusters Score: Raw -51281918.512939 + Penalty 6331.901906 = -51275586.611034 nChanged 3 SP:Iteration 23Q (3995.630000 sec): 3 clusters Score: Raw -51281925.363647 + Penalty 6331.901906 = -51275593.461741 nChanged 4 SP:Iteration 24Q (3996.540000 sec): 3 clusters Score: Raw -51281930.229084 + Penalty 6331.901906 = -51275598.327179 nChanged 2 SP:Iteration 25Q (3997.450000 sec): 3 clusters Score: Raw -51281934.164087 + Penalty 6331.901906 = -51275602.262182 nChanged 3 SP:Iteration 26Q (3998.360000 sec): 3 clusters Score: Raw -51281939.819989 + Penalty 6331.901906 = -51275607.918083 nChanged 2 SP:Iteration 27Q (3999.280000 sec): 3 clusters Score: Raw -51281943.551605 + Penalty 6331.901906 = -51275611.649699 nChanged 1 SP:Iteration 28Q (4000.200000 sec): 3 clusters Score: Raw -51281944.521124 + Penalty 6331.901906 = -51275612.619219 nChanged 1 SP:Iteration 29Q (4001.130000 sec): 3 clusters Score: Raw -51281945.018615 + Penalty 6331.901906 = -51275613.116710 nChanged 1 SP:Iteration 30Q (4002.050000 sec): 3 clusters Score: Raw -51281946.293882 + Penalty 6331.901906 = -51275614.391977 nChanged 0 SP:Iteration 31F (4003.370000 sec): 3 clusters Score: Raw -51281946.293882 + Penalty 6331.901906 = -51275614.391977 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 6 (21293 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4003.590000 sec): 2 clusters Score: Raw -3305107.350985 + Penalty 2471.601147 = -3302635.749838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4003.670000 sec): 3 clusters Score: Raw -3292673.060421 + Penalty 4943.202295 = -3287729.858126 nChanged 9332 SP:Iteration 1F (4003.750000 sec): 3 clusters Score: Raw -3297614.308230 + Penalty 4943.202295 = -3292671.105935 nChanged 1036 SP:Iteration 2Q (4003.830000 sec): 3 clusters Score: Raw -3297976.585116 + Penalty 4943.202295 = -3293033.382821 nChanged 913 SP:Iteration 3Q (4003.920000 sec): 3 clusters Score: Raw -3298303.111229 + Penalty 4943.202295 = -3293359.908934 nChanged 806 SP:Iteration 4Q (4003.990000 sec): 3 clusters Score: Raw -3298609.832741 + Penalty 4943.202295 = -3293666.630446 nChanged 820 SP:Iteration 5Q (4004.070000 sec): 3 clusters Score: Raw -3298969.442860 + Penalty 4943.202295 = -3294026.240565 nChanged 867 SP:Iteration 6Q (4004.150000 sec): 3 clusters Score: Raw -3299401.956086 + Penalty 4943.202295 = -3294458.753791 nChanged 866 SP:Iteration 7Q (4004.230000 sec): 3 clusters Score: Raw -3299899.134679 + Penalty 4943.202295 = -3294955.932384 nChanged 954 SP:Iteration 8Q (4004.310000 sec): 3 clusters Score: Raw -3300494.743527 + Penalty 4943.202295 = -3295551.541232 nChanged 1026 SP:Iteration 9Q (4004.390000 sec): 3 clusters Score: Raw -3301171.324186 + Penalty 4943.202295 = -3296228.121891 nChanged 1076 SP:Iteration 10F (4004.480000 sec): 3 clusters Score: Raw -3301965.717279 + Penalty 4943.202295 = -3297022.514984 nChanged 1059 SP:Iteration 11Q (4004.550000 sec): 3 clusters Score: Raw -3302752.787243 + Penalty 4943.202295 = -3297809.584948 nChanged 986 SP:Iteration 12Q (4004.630000 sec): 3 clusters Score: Raw -3303520.213947 + Penalty 4943.202295 = -3298577.011652 nChanged 766 SP:Iteration 13Q (4004.700000 sec): 3 clusters Score: Raw -3304132.150075 + Penalty 4943.202295 = -3299188.947780 nChanged 534 SP:Iteration 14Q (4004.780000 sec): 3 clusters Score: Raw -3304558.666912 + Penalty 4943.202295 = -3299615.464617 nChanged 357 SP:Iteration 15Q (4004.840000 sec): 3 clusters Score: Raw -3304857.585529 + Penalty 4943.202295 = -3299914.383234 nChanged 209 SP:Iteration 16Q (4004.900000 sec): 3 clusters Score: Raw -3305031.248488 + Penalty 4943.202295 = -3300088.046193 nChanged 118 SP:Iteration 17Q (4004.980000 sec): 3 clusters Score: Raw -3305126.933291 + Penalty 4943.202295 = -3300183.730996 nChanged 80 SP:Iteration 18Q (4005.040000 sec): 3 clusters Score: Raw -3305190.478073 + Penalty 4943.202295 = -3300247.275778 nChanged 52 SP:Iteration 19Q (4005.100000 sec): 3 clusters Score: Raw -3305241.298585 + Penalty 4943.202295 = -3300298.096290 nChanged 40 SP:Iteration 20F (4005.180000 sec): 3 clusters Score: Raw -3305283.153608 + Penalty 4943.202295 = -3300339.951313 nChanged 30 SP:Iteration 21Q (4005.240000 sec): 3 clusters Score: Raw -3305311.850618 + Penalty 4943.202295 = -3300368.648323 nChanged 15 SP:Iteration 22Q (4005.300000 sec): 3 clusters Score: Raw -3305325.869463 + Penalty 4943.202295 = -3300382.667168 nChanged 12 SP:Iteration 23Q (4005.350000 sec): 3 clusters Score: Raw -3305336.021336 + Penalty 4943.202295 = -3300392.819041 nChanged 8 SP:Iteration 24Q (4005.410000 sec): 3 clusters Score: Raw -3305342.379983 + Penalty 4943.202295 = -3300399.177688 nChanged 7 SP:Iteration 25Q (4005.470000 sec): 3 clusters Score: Raw -3305349.855102 + Penalty 4943.202295 = -3300406.652807 nChanged 6 SP:Iteration 26Q (4005.530000 sec): 3 clusters Score: Raw -3305356.047125 + Penalty 4943.202295 = -3300412.844830 nChanged 9 SP:Iteration 27Q (4005.580000 sec): 3 clusters Score: Raw -3305366.323298 + Penalty 4943.202295 = -3300423.121003 nChanged 8 SP:Iteration 28Q (4005.640000 sec): 3 clusters Score: Raw -3305376.138382 + Penalty 4943.202295 = -3300432.936087 nChanged 9 SP:Iteration 29Q (4005.700000 sec): 3 clusters Score: Raw -3305385.612311 + Penalty 4943.202295 = -3300442.410016 nChanged 11 SP:Iteration 30Q (4005.760000 sec): 3 clusters Score: Raw -3305400.537568 + Penalty 4943.202295 = -3300457.335273 nChanged 16 SP:Iteration 31Q (4005.810000 sec): 3 clusters Score: Raw -3305419.673792 + Penalty 4943.202295 = -3300476.471497 nChanged 4 SP:Iteration 32Q (4005.870000 sec): 3 clusters Score: Raw -3305425.346970 + Penalty 4943.202295 = -3300482.144675 nChanged 7 SP:Iteration 33Q (4005.930000 sec): 3 clusters Score: Raw -3305434.198181 + Penalty 4943.202295 = -3300490.995886 nChanged 5 SP:Iteration 34Q (4005.980000 sec): 3 clusters Score: Raw -3305438.624352 + Penalty 4943.202295 = -3300495.422057 nChanged 2 SP:Iteration 35Q (4006.040000 sec): 3 clusters Score: Raw -3305441.006615 + Penalty 4943.202295 = -3300497.804320 nChanged 2 SP:Iteration 36Q (4006.100000 sec): 3 clusters Score: Raw -3305442.138012 + Penalty 4943.202295 = -3300498.935717 nChanged 0 SP:Iteration 37F (4006.180000 sec): 3 clusters Score: Raw -3305442.138012 + Penalty 4943.202295 = -3300498.935717 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 7 (114281 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4006.600000 sec): 2 clusters Score: Raw -16302906.172168 + Penalty 2888.311070 = -16300017.861098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4007.040000 sec): 3 clusters Score: Raw -16229047.801734 + Penalty 5776.622141 = -16223271.179593 nChanged 54329 SP:Iteration 1F (4007.480000 sec): 3 clusters Score: Raw -16260421.144482 + Penalty 5776.622141 = -16254644.522341 nChanged 4305 SP:Iteration 2Q (4007.940000 sec): 3 clusters Score: Raw -16261771.297395 + Penalty 5776.622141 = -16255994.675254 nChanged 5032 SP:Iteration 3Q (4008.390000 sec): 3 clusters Score: Raw -16263715.400594 + Penalty 5776.622141 = -16257938.778453 nChanged 5981 SP:Iteration 4F (4008.840000 sec): 3 clusters Score: Raw -16266529.696038 + Penalty 5776.622141 = -16260753.073897 nChanged 6772 SP:Iteration 5F (4009.280000 sec): 3 clusters Score: Raw -16270122.036912 + Penalty 5776.622141 = -16264345.414771 nChanged 7319 SP:Iteration 6F (4009.700000 sec): 3 clusters Score: Raw -16274304.210867 + Penalty 5776.622141 = -16268527.588726 nChanged 7347 SP:Iteration 7F (4010.140000 sec): 3 clusters Score: Raw -16278852.912139 + Penalty 5776.622141 = -16273076.289998 nChanged 6994 SP:Iteration 8F (4010.570000 sec): 3 clusters Score: Raw -16283917.737823 + Penalty 5776.622141 = -16278141.115682 nChanged 6312 SP:Iteration 9F (4011.030000 sec): 3 clusters Score: Raw -16289525.352258 + Penalty 5776.622141 = -16283748.730117 nChanged 5496 SP:Iteration 10Q (4011.510000 sec): 3 clusters Score: Raw -16295131.262867 + Penalty 5776.622141 = -16289354.640726 nChanged 4367 SP:Iteration 11Q (4012.030000 sec): 3 clusters Score: Raw -16299078.531765 + Penalty 5776.622141 = -16293301.909624 nChanged 3284 SP:Iteration 12Q (4012.450000 sec): 3 clusters Score: Raw -16301216.330351 + Penalty 5776.622141 = -16295439.708210 nChanged 2141 SP:Iteration 13Q (4012.850000 sec): 3 clusters Score: Raw -16302207.024131 + Penalty 5776.622141 = -16296430.401990 nChanged 1466 SP:Iteration 14Q (4013.240000 sec): 3 clusters Score: Raw -16302736.382483 + Penalty 5776.622141 = -16296959.760342 nChanged 1096 SP:Iteration 15Q (4013.630000 sec): 3 clusters Score: Raw -16303052.806410 + Penalty 5776.622141 = -16297276.184270 nChanged 860 SP:Iteration 16Q (4014.020000 sec): 3 clusters Score: Raw -16303269.223369 + Penalty 5776.622141 = -16297492.601228 nChanged 671 SP:Iteration 17Q (4014.410000 sec): 3 clusters Score: Raw -16303406.961304 + Penalty 5776.622141 = -16297630.339163 nChanged 526 SP:Iteration 18Q (4014.810000 sec): 3 clusters Score: Raw -16303493.539265 + Penalty 5776.622141 = -16297716.917124 nChanged 409 SP:Iteration 19Q (4015.190000 sec): 3 clusters Score: Raw -16303552.461527 + Penalty 5776.622141 = -16297775.839386 nChanged 325 SP:Iteration 20F (4015.640000 sec): 3 clusters Score: Raw -16303596.438741 + Penalty 5776.622141 = -16297819.816600 nChanged 297 SP:Iteration 21Q (4016.030000 sec): 3 clusters Score: Raw -16303634.878698 + Penalty 5776.622141 = -16297858.256558 nChanged 254 SP:Iteration 22Q (4016.410000 sec): 3 clusters Score: Raw -16303665.345335 + Penalty 5776.622141 = -16297888.723194 nChanged 234 SP:Iteration 23Q (4016.790000 sec): 3 clusters Score: Raw -16303690.084089 + Penalty 5776.622141 = -16297913.461948 nChanged 221 SP:Iteration 24Q (4017.170000 sec): 3 clusters Score: Raw -16303712.020710 + Penalty 5776.622141 = -16297935.398569 nChanged 204 SP:Iteration 25Q (4017.550000 sec): 3 clusters Score: Raw -16303734.287268 + Penalty 5776.622141 = -16297957.665127 nChanged 188 SP:Iteration 26Q (4017.930000 sec): 3 clusters Score: Raw -16303751.567012 + Penalty 5776.622141 = -16297974.944871 nChanged 155 SP:Iteration 27Q (4018.310000 sec): 3 clusters Score: Raw -16303765.659496 + Penalty 5776.622141 = -16297989.037355 nChanged 149 SP:Iteration 28Q (4018.680000 sec): 3 clusters Score: Raw -16303778.667344 + Penalty 5776.622141 = -16298002.045203 nChanged 133 SP:Iteration 29Q (4019.060000 sec): 3 clusters Score: Raw -16303790.009760 + Penalty 5776.622141 = -16298013.387619 nChanged 139 SP:Iteration 30Q (4019.430000 sec): 3 clusters Score: Raw -16303803.195602 + Penalty 5776.622141 = -16298026.573461 nChanged 165 SP:Iteration 31Q (4019.810000 sec): 3 clusters Score: Raw -16303821.153080 + Penalty 5776.622141 = -16298044.530939 nChanged 172 SP:Iteration 32Q (4020.190000 sec): 3 clusters Score: Raw -16303840.966390 + Penalty 5776.622141 = -16298064.344249 nChanged 166 SP:Iteration 33Q (4020.570000 sec): 3 clusters Score: Raw -16303858.413051 + Penalty 5776.622141 = -16298081.790910 nChanged 168 SP:Iteration 34Q (4020.950000 sec): 3 clusters Score: Raw -16303876.687605 + Penalty 5776.622141 = -16298100.065464 nChanged 177 SP:Iteration 35Q (4021.420000 sec): 3 clusters Score: Raw -16303897.167051 + Penalty 5776.622141 = -16298120.544910 nChanged 198 SP:Iteration 36Q (4021.790000 sec): 3 clusters Score: Raw -16303919.261203 + Penalty 5776.622141 = -16298142.639062 nChanged 201 SP:Iteration 37Q (4022.170000 sec): 3 clusters Score: Raw -16303942.278278 + Penalty 5776.622141 = -16298165.656138 nChanged 198 SP:Iteration 38Q (4022.550000 sec): 3 clusters Score: Raw -16303963.129896 + Penalty 5776.622141 = -16298186.507756 nChanged 176 SP:Iteration 39Q (4022.930000 sec): 3 clusters Score: Raw -16303980.285863 + Penalty 5776.622141 = -16298203.663722 nChanged 170 SP:Iteration 40F (4023.380000 sec): 3 clusters Score: Raw -16303997.642668 + Penalty 5776.622141 = -16298221.020527 nChanged 165 SP:Iteration 41Q (4023.750000 sec): 3 clusters Score: Raw -16304015.019301 + Penalty 5776.622141 = -16298238.397160 nChanged 183 SP:Iteration 42Q (4024.120000 sec): 3 clusters Score: Raw -16304034.535705 + Penalty 5776.622141 = -16298257.913564 nChanged 186 SP:Iteration 43Q (4024.490000 sec): 3 clusters Score: Raw -16304052.162730 + Penalty 5776.622141 = -16298275.540589 nChanged 166 SP:Iteration 44Q (4024.860000 sec): 3 clusters Score: Raw -16304070.606504 + Penalty 5776.622141 = -16298293.984363 nChanged 174 SP:Iteration 45Q (4025.400000 sec): 3 clusters Score: Raw -16304091.999262 + Penalty 5776.622141 = -16298315.377122 nChanged 192 SP:Iteration 46Q (4025.770000 sec): 3 clusters Score: Raw -16304113.385952 + Penalty 5776.622141 = -16298336.763811 nChanged 206 SP:Iteration 47Q (4026.140000 sec): 3 clusters Score: Raw -16304136.410399 + Penalty 5776.622141 = -16298359.788258 nChanged 197 SP:Iteration 48Q (4026.510000 sec): 3 clusters Score: Raw -16304157.400856 + Penalty 5776.622141 = -16298380.778715 nChanged 177 SP:Iteration 49Q (4026.950000 sec): 3 clusters Score: Raw -16304176.297062 + Penalty 5776.622141 = -16298399.674921 nChanged 199 SP:Iteration 50Q (4027.320000 sec): 3 clusters Score: Raw -16304196.913735 + Penalty 5776.622141 = -16298420.291594 nChanged 184 SP:Iteration 51Q (4027.690000 sec): 3 clusters Score: Raw -16304216.003573 + Penalty 5776.622141 = -16298439.381432 nChanged 199 SP:Iteration 52Q (4028.070000 sec): 3 clusters Score: Raw -16304241.295186 + Penalty 5776.622141 = -16298464.673045 nChanged 213 SP:Iteration 53Q (4028.450000 sec): 3 clusters Score: Raw -16304268.433545 + Penalty 5776.622141 = -16298491.811404 nChanged 194 SP:Iteration 54Q (4028.820000 sec): 3 clusters Score: Raw -16304293.797190 + Penalty 5776.622141 = -16298517.175049 nChanged 199 SP:Iteration 55Q (4029.190000 sec): 3 clusters Score: Raw -16304314.778023 + Penalty 5776.622141 = -16298538.155882 nChanged 184 SP:Iteration 56Q (4029.560000 sec): 3 clusters Score: Raw -16304332.178386 + Penalty 5776.622141 = -16298555.556245 nChanged 170 SP:Iteration 57Q (4029.920000 sec): 3 clusters Score: Raw -16304347.223254 + Penalty 5776.622141 = -16298570.601114 nChanged 151 SP:Iteration 58Q (4030.300000 sec): 3 clusters Score: Raw -16304361.169271 + Penalty 5776.622141 = -16298584.547130 nChanged 160 SP:Iteration 59Q (4030.800000 sec): 3 clusters Score: Raw -16304377.373461 + Penalty 5776.622141 = -16298600.751320 nChanged 173 SP:Iteration 60F (4031.250000 sec): 3 clusters Score: Raw -16304394.471043 + Penalty 5776.622141 = -16298617.848902 nChanged 175 SP:Iteration 61Q (4031.670000 sec): 3 clusters Score: Raw -16304413.340056 + Penalty 5776.622141 = -16298636.717915 nChanged 187 SP:Iteration 62Q (4032.360000 sec): 3 clusters Score: Raw -16304433.697104 + Penalty 5776.622141 = -16298657.074963 nChanged 171 SP:Iteration 63Q (4032.730000 sec): 3 clusters Score: Raw -16304452.224236 + Penalty 5776.622141 = -16298675.602095 nChanged 175 SP:Iteration 64Q (4033.100000 sec): 3 clusters Score: Raw -16304471.639395 + Penalty 5776.622141 = -16298695.017254 nChanged 209 SP:Iteration 65Q (4033.460000 sec): 3 clusters Score: Raw -16304497.305661 + Penalty 5776.622141 = -16298720.683520 nChanged 214 SP:Iteration 66Q (4033.820000 sec): 3 clusters Score: Raw -16304522.315873 + Penalty 5776.622141 = -16298745.693732 nChanged 217 SP:Iteration 67Q (4034.200000 sec): 3 clusters Score: Raw -16304545.323408 + Penalty 5776.622141 = -16298768.701267 nChanged 207 SP:Iteration 68Q (4034.560000 sec): 3 clusters Score: Raw -16304566.605651 + Penalty 5776.622141 = -16298789.983510 nChanged 196 SP:Iteration 69Q (4034.920000 sec): 3 clusters Score: Raw -16304587.307529 + Penalty 5776.622141 = -16298810.685388 nChanged 181 SP:Iteration 70Q (4035.360000 sec): 3 clusters Score: Raw -16304606.259653 + Penalty 5776.622141 = -16298829.637512 nChanged 195 SP:Iteration 71Q (4035.720000 sec): 3 clusters Score: Raw -16304625.793224 + Penalty 5776.622141 = -16298849.171083 nChanged 178 SP:Iteration 72Q (4036.080000 sec): 3 clusters Score: Raw -16304642.963657 + Penalty 5776.622141 = -16298866.341516 nChanged 178 SP:Iteration 73Q (4036.440000 sec): 3 clusters Score: Raw -16304661.445680 + Penalty 5776.622141 = -16298884.823539 nChanged 192 SP:Iteration 74Q (4036.800000 sec): 3 clusters Score: Raw -16304681.450218 + Penalty 5776.622141 = -16298904.828077 nChanged 209 SP:Iteration 75Q (4037.160000 sec): 3 clusters Score: Raw -16304702.678310 + Penalty 5776.622141 = -16298926.056169 nChanged 187 SP:Iteration 76Q (4037.520000 sec): 3 clusters Score: Raw -16304722.214875 + Penalty 5776.622141 = -16298945.592734 nChanged 170 SP:Iteration 77Q (4037.870000 sec): 3 clusters Score: Raw -16304739.780377 + Penalty 5776.622141 = -16298963.158236 nChanged 173 SP:Iteration 78Q (4038.220000 sec): 3 clusters Score: Raw -16304760.717381 + Penalty 5776.622141 = -16298984.095240 nChanged 175 SP:Iteration 79Q (4038.580000 sec): 3 clusters Score: Raw -16304780.175505 + Penalty 5776.622141 = -16299003.553364 nChanged 173 SP:Iteration 80F (4039.020000 sec): 3 clusters Score: Raw -16304800.329065 + Penalty 5776.622141 = -16299023.706924 nChanged 185 SP:Iteration 81Q (4039.360000 sec): 3 clusters Score: Raw -16304825.392200 + Penalty 5776.622141 = -16299048.770059 nChanged 188 SP:Iteration 82Q (4039.700000 sec): 3 clusters Score: Raw -16304850.127796 + Penalty 5776.622141 = -16299073.505655 nChanged 173 SP:Iteration 83Q (4040.040000 sec): 3 clusters Score: Raw -16304872.563122 + Penalty 5776.622141 = -16299095.940981 nChanged 191 SP:Iteration 84Q (4040.380000 sec): 3 clusters Score: Raw -16304895.693582 + Penalty 5776.622141 = -16299119.071441 nChanged 180 SP:Iteration 85Q (4040.720000 sec): 3 clusters Score: Raw -16304917.185706 + Penalty 5776.622141 = -16299140.563565 nChanged 168 SP:Iteration 86Q (4041.050000 sec): 3 clusters Score: Raw -16304934.627194 + Penalty 5776.622141 = -16299158.005053 nChanged 158 SP:Iteration 87Q (4041.400000 sec): 3 clusters Score: Raw -16304951.104447 + Penalty 5776.622141 = -16299174.482306 nChanged 144 SP:Iteration 88Q (4041.740000 sec): 3 clusters Score: Raw -16304968.609771 + Penalty 5776.622141 = -16299191.987630 nChanged 128 SP:Iteration 89Q (4042.100000 sec): 3 clusters Score: Raw -16304984.111913 + Penalty 5776.622141 = -16299207.489772 nChanged 127 SP:Iteration 90Q (4042.450000 sec): 3 clusters Score: Raw -16304997.543869 + Penalty 5776.622141 = -16299220.921729 nChanged 113 SP:Iteration 91Q (4042.790000 sec): 3 clusters Score: Raw -16305009.166939 + Penalty 5776.622141 = -16299232.544798 nChanged 108 SP:Iteration 92Q (4043.140000 sec): 3 clusters Score: Raw -16305020.212838 + Penalty 5776.622141 = -16299243.590698 nChanged 113 SP:Iteration 93Q (4043.490000 sec): 3 clusters Score: Raw -16305032.553487 + Penalty 5776.622141 = -16299255.931346 nChanged 114 SP:Iteration 94Q (4043.840000 sec): 3 clusters Score: Raw -16305043.592829 + Penalty 5776.622141 = -16299266.970688 nChanged 90 SP:Iteration 95Q (4044.190000 sec): 3 clusters Score: Raw -16305052.442603 + Penalty 5776.622141 = -16299275.820462 nChanged 80 SP:Iteration 96Q (4044.540000 sec): 3 clusters Score: Raw -16305060.681696 + Penalty 5776.622141 = -16299284.059555 nChanged 83 SP:Iteration 97Q (4044.880000 sec): 3 clusters Score: Raw -16305069.180650 + Penalty 5776.622141 = -16299292.558509 nChanged 81 SP:Iteration 98Q (4045.270000 sec): 3 clusters Score: Raw -16305076.145931 + Penalty 5776.622141 = -16299299.523790 nChanged 70 SP:Iteration 99Q (4045.680000 sec): 3 clusters Score: Raw -16305082.700110 + Penalty 5776.622141 = -16299306.077969 nChanged 70 SP:Iteration 100F (4046.110000 sec): 3 clusters Score: Raw -16305088.303729 + Penalty 5776.622141 = -16299311.681589 nChanged 59 SP:Iteration 101Q (4046.450000 sec): 3 clusters Score: Raw -16305093.180541 + Penalty 5776.622141 = -16299316.558400 nChanged 59 SP:Iteration 102Q (4046.800000 sec): 3 clusters Score: Raw -16305098.193176 + Penalty 5776.622141 = -16299321.571035 nChanged 58 SP:Iteration 103Q (4047.130000 sec): 3 clusters Score: Raw -16305103.399198 + Penalty 5776.622141 = -16299326.777057 nChanged 52 SP:Iteration 104Q (4047.470000 sec): 3 clusters Score: Raw -16305107.420702 + Penalty 5776.622141 = -16299330.798561 nChanged 42 SP:Iteration 105Q (4047.820000 sec): 3 clusters Score: Raw -16305111.142965 + Penalty 5776.622141 = -16299334.520824 nChanged 41 SP:Iteration 106Q (4048.160000 sec): 3 clusters Score: Raw -16305114.815477 + Penalty 5776.622141 = -16299338.193336 nChanged 45 SP:Iteration 107Q (4048.500000 sec): 3 clusters Score: Raw -16305119.012742 + Penalty 5776.622141 = -16299342.390601 nChanged 38 SP:Iteration 108Q (4048.840000 sec): 3 clusters Score: Raw -16305121.949857 + Penalty 5776.622141 = -16299345.327716 nChanged 30 SP:Iteration 109Q (4049.180000 sec): 3 clusters Score: Raw -16305124.499596 + Penalty 5776.622141 = -16299347.877455 nChanged 26 SP:Iteration 110Q (4049.550000 sec): 3 clusters Score: Raw -16305126.394895 + Penalty 5776.622141 = -16299349.772754 nChanged 22 SP:Iteration 111Q (4049.880000 sec): 3 clusters Score: Raw -16305128.024258 + Penalty 5776.622141 = -16299351.402117 nChanged 25 SP:Iteration 112Q (4050.230000 sec): 3 clusters Score: Raw -16305130.117496 + Penalty 5776.622141 = -16299353.495355 nChanged 32 SP:Iteration 113Q (4050.570000 sec): 3 clusters Score: Raw -16305132.440391 + Penalty 5776.622141 = -16299355.818250 nChanged 26 SP:Iteration 114Q (4050.900000 sec): 3 clusters Score: Raw -16305134.061471 + Penalty 5776.622141 = -16299357.439330 nChanged 28 SP:Iteration 115Q (4051.240000 sec): 3 clusters Score: Raw -16305135.903075 + Penalty 5776.622141 = -16299359.280934 nChanged 19 SP:Iteration 116Q (4051.560000 sec): 3 clusters Score: Raw -16305137.186494 + Penalty 5776.622141 = -16299360.564353 nChanged 21 SP:Iteration 117Q (4051.890000 sec): 3 clusters Score: Raw -16305138.764610 + Penalty 5776.622141 = -16299362.142469 nChanged 20 SP:Iteration 118Q (4052.240000 sec): 3 clusters Score: Raw -16305139.795191 + Penalty 5776.622141 = -16299363.173050 nChanged 12 SP:Iteration 119Q (4052.570000 sec): 3 clusters Score: Raw -16305140.553863 + Penalty 5776.622141 = -16299363.931722 nChanged 14 SP:Iteration 120F (4053.000000 sec): 3 clusters Score: Raw -16305141.529508 + Penalty 5776.622141 = -16299364.907367 nChanged 19 SP:Iteration 121Q (4053.330000 sec): 3 clusters Score: Raw -16305142.771597 + Penalty 5776.622141 = -16299366.149456 nChanged 14 SP:Iteration 122Q (4053.660000 sec): 3 clusters Score: Raw -16305143.690121 + Penalty 5776.622141 = -16299367.067980 nChanged 12 SP:Iteration 123Q (4054.000000 sec): 3 clusters Score: Raw -16305144.406520 + Penalty 5776.622141 = -16299367.784379 nChanged 6 SP:Iteration 124Q (4054.340000 sec): 3 clusters Score: Raw -16305144.890553 + Penalty 5776.622141 = -16299368.268412 nChanged 5 SP:Iteration 125Q (4054.680000 sec): 3 clusters Score: Raw -16305145.271079 + Penalty 5776.622141 = -16299368.648938 nChanged 9 SP:Iteration 126Q (4055.020000 sec): 3 clusters Score: Raw -16305145.761896 + Penalty 5776.622141 = -16299369.139755 nChanged 7 SP:Iteration 127Q (4055.360000 sec): 3 clusters Score: Raw -16305146.187231 + Penalty 5776.622141 = -16299369.565090 nChanged 6 SP:Iteration 128Q (4055.690000 sec): 3 clusters Score: Raw -16305146.435446 + Penalty 5776.622141 = -16299369.813305 nChanged 7 SP:Iteration 129Q (4056.030000 sec): 3 clusters Score: Raw -16305146.839650 + Penalty 5776.622141 = -16299370.217509 nChanged 12 SP:Iteration 130Q (4056.370000 sec): 3 clusters Score: Raw -16305147.652883 + Penalty 5776.622141 = -16299371.030742 nChanged 11 SP:Iteration 131Q (4056.720000 sec): 3 clusters Score: Raw -16305148.368002 + Penalty 5776.622141 = -16299371.745861 nChanged 15 SP:Iteration 132Q (4057.060000 sec): 3 clusters Score: Raw -16305149.231477 + Penalty 5776.622141 = -16299372.609336 nChanged 19 SP:Iteration 133Q (4057.400000 sec): 3 clusters Score: Raw -16305150.518458 + Penalty 5776.622141 = -16299373.896317 nChanged 27 SP:Iteration 134Q (4057.740000 sec): 3 clusters Score: Raw -16305152.265952 + Penalty 5776.622141 = -16299375.643812 nChanged 27 SP:Iteration 135Q (4058.080000 sec): 3 clusters Score: Raw -16305154.153906 + Penalty 5776.622141 = -16299377.531765 nChanged 25 SP:Iteration 136Q (4058.430000 sec): 3 clusters Score: Raw -16305155.610881 + Penalty 5776.622141 = -16299378.988740 nChanged 22 SP:Iteration 137Q (4058.770000 sec): 3 clusters Score: Raw -16305156.905210 + Penalty 5776.622141 = -16299380.283069 nChanged 18 SP:Iteration 138Q (4059.090000 sec): 3 clusters Score: Raw -16305157.842650 + Penalty 5776.622141 = -16299381.220509 nChanged 11 SP:Iteration 139Q (4059.440000 sec): 3 clusters Score: Raw -16305158.509864 + Penalty 5776.622141 = -16299381.887723 nChanged 9 SP:Iteration 140F (4059.890000 sec): 3 clusters Score: Raw -16305159.032664 + Penalty 5776.622141 = -16299382.410523 nChanged 13 SP:Iteration 141Q (4060.250000 sec): 3 clusters Score: Raw -16305159.734847 + Penalty 5776.622141 = -16299383.112706 nChanged 15 SP:Iteration 142Q (4060.600000 sec): 3 clusters Score: Raw -16305160.813788 + Penalty 5776.622141 = -16299384.191647 nChanged 16 SP:Iteration 143Q (4060.950000 sec): 3 clusters Score: Raw -16305161.938615 + Penalty 5776.622141 = -16299385.316474 nChanged 13 SP:Iteration 144Q (4061.280000 sec): 3 clusters Score: Raw -16305162.586919 + Penalty 5776.622141 = -16299385.964778 nChanged 9 SP:Iteration 145Q (4061.610000 sec): 3 clusters Score: Raw -16305163.008713 + Penalty 5776.622141 = -16299386.386572 nChanged 8 SP:Iteration 146Q (4061.950000 sec): 3 clusters Score: Raw -16305163.704729 + Penalty 5776.622141 = -16299387.082588 nChanged 15 SP:Iteration 147Q (4062.290000 sec): 3 clusters Score: Raw -16305164.804867 + Penalty 5776.622141 = -16299388.182726 nChanged 15 SP:Iteration 148Q (4062.630000 sec): 3 clusters Score: Raw -16305165.833817 + Penalty 5776.622141 = -16299389.211676 nChanged 9 SP:Iteration 149Q (4062.970000 sec): 3 clusters Score: Raw -16305166.250879 + Penalty 5776.622141 = -16299389.628738 nChanged 9 SP:Iteration 150Q (4063.310000 sec): 3 clusters Score: Raw -16305166.831396 + Penalty 5776.622141 = -16299390.209255 nChanged 12 SP:Iteration 151Q (4063.670000 sec): 3 clusters Score: Raw -16305167.521351 + Penalty 5776.622141 = -16299390.899210 nChanged 9 SP:Iteration 152Q (4064.010000 sec): 3 clusters Score: Raw -16305167.965330 + Penalty 5776.622141 = -16299391.343189 nChanged 8 SP:Iteration 153Q (4064.350000 sec): 3 clusters Score: Raw -16305168.463362 + Penalty 5776.622141 = -16299391.841221 nChanged 7 SP:Iteration 154Q (4064.750000 sec): 3 clusters Score: Raw -16305169.056194 + Penalty 5776.622141 = -16299392.434053 nChanged 13 SP:Iteration 155Q (4065.140000 sec): 3 clusters Score: Raw -16305169.738283 + Penalty 5776.622141 = -16299393.116142 nChanged 15 SP:Iteration 156Q (4065.510000 sec): 3 clusters Score: Raw -16305171.042621 + Penalty 5776.622141 = -16299394.420480 nChanged 13 SP:Iteration 157Q (4065.850000 sec): 3 clusters Score: Raw -16305171.852019 + Penalty 5776.622141 = -16299395.229878 nChanged 14 SP:Iteration 158Q (4066.200000 sec): 3 clusters Score: Raw -16305172.828247 + Penalty 5776.622141 = -16299396.206106 nChanged 10 SP:Iteration 159Q (4066.540000 sec): 3 clusters Score: Raw -16305173.418524 + Penalty 5776.622141 = -16299396.796383 nChanged 12 SP:Iteration 160F (4066.990000 sec): 3 clusters Score: Raw -16305174.092748 + Penalty 5776.622141 = -16299397.470607 nChanged 15 SP:Iteration 161Q (4067.350000 sec): 3 clusters Score: Raw -16305175.350858 + Penalty 5776.622141 = -16299398.728717 nChanged 14 SP:Iteration 162Q (4067.700000 sec): 3 clusters Score: Raw -16305176.093399 + Penalty 5776.622141 = -16299399.471258 nChanged 13 SP:Iteration 163Q (4068.060000 sec): 3 clusters Score: Raw -16305177.109527 + Penalty 5776.622141 = -16299400.487386 nChanged 8 SP:Iteration 164Q (4068.410000 sec): 3 clusters Score: Raw -16305177.566442 + Penalty 5776.622141 = -16299400.944301 nChanged 9 SP:Iteration 165Q (4068.760000 sec): 3 clusters Score: Raw -16305177.922817 + Penalty 5776.622141 = -16299401.300676 nChanged 6 SP:Iteration 166Q (4069.100000 sec): 3 clusters Score: Raw -16305178.165461 + Penalty 5776.622141 = -16299401.543320 nChanged 5 SP:Iteration 167Q (4069.470000 sec): 3 clusters Score: Raw -16305178.329148 + Penalty 5776.622141 = -16299401.707007 nChanged 3 SP:Iteration 168Q (4069.810000 sec): 3 clusters Score: Raw -16305178.421081 + Penalty 5776.622141 = -16299401.798940 nChanged 4 SP:Iteration 169Q (4070.150000 sec): 3 clusters Score: Raw -16305178.586256 + Penalty 5776.622141 = -16299401.964115 nChanged 2 SP:Iteration 170Q (4070.490000 sec): 3 clusters Score: Raw -16305178.697343 + Penalty 5776.622141 = -16299402.075202 nChanged 2 SP:Iteration 171Q (4070.840000 sec): 3 clusters Score: Raw -16305178.785315 + Penalty 5776.622141 = -16299402.163174 nChanged 2 SP:Iteration 172Q (4071.180000 sec): 3 clusters Score: Raw -16305178.851192 + Penalty 5776.622141 = -16299402.229051 nChanged 1 SP:Iteration 173Q (4071.660000 sec): 3 clusters Score: Raw -16305178.910516 + Penalty 5776.622141 = -16299402.288375 nChanged 1 SP:Iteration 174Q (4072.770000 sec): 3 clusters Score: Raw -16305178.947533 + Penalty 5776.622141 = -16299402.325392 nChanged 2 SP:Iteration 175Q (4074.130000 sec): 3 clusters Score: Raw -16305179.002474 + Penalty 5776.622141 = -16299402.380333 nChanged 0 SP:Iteration 176F (4074.560000 sec): 3 clusters Score: Raw -16305179.002474 + Penalty 5776.622141 = -16299402.380333 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 8 (881 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4074.620000 sec): 2 clusters Score: Raw -118692.384249 + Penalty 1681.702291 = -117010.681958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4074.620000 sec): 3 clusters Score: Raw -118564.534022 + Penalty 3363.404582 = -115201.129439 nChanged 225 SP:Iteration 1F (4074.630000 sec): 3 clusters Score: Raw -118867.531103 + Penalty 3363.404582 = -115504.126520 nChanged 58 SP:Iteration 2F (4074.630000 sec): 3 clusters Score: Raw -118983.066171 + Penalty 3363.404582 = -115619.661588 nChanged 33 SP:Iteration 3Q (4074.640000 sec): 3 clusters Score: Raw -119051.990994 + Penalty 3363.404582 = -115688.586412 nChanged 22 SP:Iteration 4Q (4074.640000 sec): 3 clusters Score: Raw -119101.720113 + Penalty 3363.404582 = -115738.315531 nChanged 27 SP:Iteration 5Q (4074.640000 sec): 3 clusters Score: Raw -119159.070542 + Penalty 3363.404582 = -115795.665959 nChanged 15 SP:Iteration 6Q (4074.640000 sec): 3 clusters Score: Raw -119183.203291 + Penalty 3363.404582 = -115819.798708 nChanged 16 SP:Iteration 7Q (4074.650000 sec): 3 clusters Score: Raw -119209.568570 + Penalty 3363.404582 = -115846.163988 nChanged 11 SP:Iteration 8Q (4074.650000 sec): 3 clusters Score: Raw -119222.424660 + Penalty 3363.404582 = -115859.020077 nChanged 6 SP:Iteration 9Q (4074.660000 sec): 3 clusters Score: Raw -119231.669550 + Penalty 3363.404582 = -115868.264968 nChanged 3 SP:Iteration 10Q (4074.660000 sec): 3 clusters Score: Raw -119238.134414 + Penalty 3363.404582 = -115874.729832 nChanged 2 SP:Iteration 11Q (4074.660000 sec): 3 clusters Score: Raw -119241.602262 + Penalty 3363.404582 = -115878.197679 nChanged 0 SP:Iteration 12F (4074.660000 sec): 3 clusters Score: Raw -119241.602262 + Penalty 3363.404582 = -115878.197679 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 9 (9806 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4074.710000 sec): 2 clusters Score: Raw -1341373.989763 + Penalty 2279.305931 = -1339094.683832 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4074.740000 sec): 3 clusters Score: Raw -1336179.042427 + Penalty 4558.611862 = -1331620.430565 nChanged 4027 SP:Iteration 1F (4074.780000 sec): 3 clusters Score: Raw -1338523.191639 + Penalty 4558.611862 = -1333964.579777 nChanged 701 SP:Iteration 2F (4074.830000 sec): 3 clusters Score: Raw -1338931.595792 + Penalty 4558.611862 = -1334372.983930 nChanged 588 SP:Iteration 3F (4074.870000 sec): 3 clusters Score: Raw -1339275.523727 + Penalty 4558.611862 = -1334716.911864 nChanged 485 SP:Iteration 4Q (4074.910000 sec): 3 clusters Score: Raw -1339549.547926 + Penalty 4558.611862 = -1334990.936063 nChanged 417 SP:Iteration 5Q (4074.940000 sec): 3 clusters Score: Raw -1339786.327546 + Penalty 4558.611862 = -1335227.715684 nChanged 404 SP:Iteration 6Q (4074.980000 sec): 3 clusters Score: Raw -1340008.998108 + Penalty 4558.611862 = -1335450.386246 nChanged 372 SP:Iteration 7Q (4075.020000 sec): 3 clusters Score: Raw -1340221.850304 + Penalty 4558.611862 = -1335663.238442 nChanged 365 SP:Iteration 8Q (4075.060000 sec): 3 clusters Score: Raw -1340467.066813 + Penalty 4558.611862 = -1335908.454951 nChanged 368 SP:Iteration 9Q (4075.100000 sec): 3 clusters Score: Raw -1340727.227690 + Penalty 4558.611862 = -1336168.615828 nChanged 378 SP:Iteration 10Q (4075.130000 sec): 3 clusters Score: Raw -1340988.343119 + Penalty 4558.611862 = -1336429.731257 nChanged 357 SP:Iteration 11Q (4075.160000 sec): 3 clusters Score: Raw -1341234.326269 + Penalty 4558.611862 = -1336675.714407 nChanged 312 SP:Iteration 12Q (4075.200000 sec): 3 clusters Score: Raw -1341432.894791 + Penalty 4558.611862 = -1336874.282929 nChanged 294 SP:Iteration 13Q (4075.230000 sec): 3 clusters Score: Raw -1341641.163381 + Penalty 4558.611862 = -1337082.551519 nChanged 273 SP:Iteration 14Q (4075.270000 sec): 3 clusters Score: Raw -1341849.915858 + Penalty 4558.611862 = -1337291.303995 nChanged 272 SP:Iteration 15Q (4075.300000 sec): 3 clusters Score: Raw -1342092.260287 + Penalty 4558.611862 = -1337533.648425 nChanged 233 SP:Iteration 16Q (4075.340000 sec): 3 clusters Score: Raw -1342275.050746 + Penalty 4558.611862 = -1337716.438884 nChanged 192 SP:Iteration 17Q (4075.370000 sec): 3 clusters Score: Raw -1342393.307977 + Penalty 4558.611862 = -1337834.696115 nChanged 165 SP:Iteration 18Q (4075.400000 sec): 3 clusters Score: Raw -1342466.370545 + Penalty 4558.611862 = -1337907.758683 nChanged 100 SP:Iteration 19Q (4075.440000 sec): 3 clusters Score: Raw -1342500.039337 + Penalty 4558.611862 = -1337941.427475 nChanged 68 SP:Iteration 20F (4075.480000 sec): 3 clusters Score: Raw -1342522.020304 + Penalty 4558.611862 = -1337963.408442 nChanged 67 SP:Iteration 21Q (4075.510000 sec): 3 clusters Score: Raw -1342540.839579 + Penalty 4558.611862 = -1337982.227717 nChanged 48 SP:Iteration 22Q (4075.540000 sec): 3 clusters Score: Raw -1342554.731376 + Penalty 4558.611862 = -1337996.119514 nChanged 38 SP:Iteration 23Q (4075.580000 sec): 3 clusters Score: Raw -1342564.496827 + Penalty 4558.611862 = -1338005.884965 nChanged 33 SP:Iteration 24Q (4075.610000 sec): 3 clusters Score: Raw -1342574.524163 + Penalty 4558.611862 = -1338015.912301 nChanged 32 SP:Iteration 25Q (4075.640000 sec): 3 clusters Score: Raw -1342582.469188 + Penalty 4558.611862 = -1338023.857325 nChanged 39 SP:Iteration 26Q (4075.670000 sec): 3 clusters Score: Raw -1342597.274170 + Penalty 4558.611862 = -1338038.662308 nChanged 45 SP:Iteration 27Q (4075.700000 sec): 3 clusters Score: Raw -1342611.026086 + Penalty 4558.611862 = -1338052.414224 nChanged 48 SP:Iteration 28Q (4075.740000 sec): 3 clusters Score: Raw -1342627.297214 + Penalty 4558.611862 = -1338068.685351 nChanged 54 SP:Iteration 29Q (4075.770000 sec): 3 clusters Score: Raw -1342658.126280 + Penalty 4558.611862 = -1338099.514418 nChanged 75 SP:Iteration 30Q (4075.800000 sec): 3 clusters Score: Raw -1342709.020157 + Penalty 4558.611862 = -1338150.408295 nChanged 88 SP:Iteration 31Q (4075.840000 sec): 3 clusters Score: Raw -1342786.589482 + Penalty 4558.611862 = -1338227.977620 nChanged 92 SP:Iteration 32Q (4075.870000 sec): 3 clusters Score: Raw -1342891.207737 + Penalty 4558.611862 = -1338332.595875 nChanged 110 SP:Iteration 33Q (4075.900000 sec): 3 clusters Score: Raw -1342973.752890 + Penalty 4558.611862 = -1338415.141028 nChanged 92 SP:Iteration 34Q (4075.940000 sec): 3 clusters Score: Raw -1343015.265175 + Penalty 4558.611862 = -1338456.653312 nChanged 66 SP:Iteration 35Q (4075.970000 sec): 3 clusters Score: Raw -1343038.557667 + Penalty 4558.611862 = -1338479.945805 nChanged 53 SP:Iteration 36Q (4076.000000 sec): 3 clusters Score: Raw -1343053.000141 + Penalty 4558.611862 = -1338494.388279 nChanged 36 SP:Iteration 37Q (4076.040000 sec): 3 clusters Score: Raw -1343062.719436 + Penalty 4558.611862 = -1338504.107574 nChanged 27 SP:Iteration 38Q (4076.060000 sec): 3 clusters Score: Raw -1343069.896337 + Penalty 4558.611862 = -1338511.284475 nChanged 17 SP:Iteration 39Q (4076.100000 sec): 3 clusters Score: Raw -1343073.689351 + Penalty 4558.611862 = -1338515.077489 nChanged 9 SP:Iteration 40F (4076.130000 sec): 3 clusters Score: Raw -1343075.475532 + Penalty 4558.611862 = -1338516.863670 nChanged 3 SP:Iteration 41Q (4076.160000 sec): 3 clusters Score: Raw -1343075.938246 + Penalty 4558.611862 = -1338517.326384 nChanged 3 SP:Iteration 42Q (4076.200000 sec): 3 clusters Score: Raw -1343076.702646 + Penalty 4558.611862 = -1338518.090784 nChanged 3 SP:Iteration 43Q (4076.230000 sec): 3 clusters Score: Raw -1343077.162247 + Penalty 4558.611862 = -1338518.550384 nChanged 3 SP:Iteration 44Q (4076.260000 sec): 3 clusters Score: Raw -1343077.832260 + Penalty 4558.611862 = -1338519.220398 nChanged 2 SP:Iteration 45Q (4076.290000 sec): 3 clusters Score: Raw -1343078.088791 + Penalty 4558.611862 = -1338519.476929 nChanged 2 SP:Iteration 46Q (4076.320000 sec): 3 clusters Score: Raw -1343078.545742 + Penalty 4558.611862 = -1338519.933880 nChanged 0 SP:Iteration 47F (4076.360000 sec): 3 clusters Score: Raw -1343078.545742 + Penalty 4558.611862 = -1338519.933880 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 10 (2090 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4076.370000 sec): 2 clusters Score: Raw -260048.232993 + Penalty 1895.939998 = -258152.292995 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4076.380000 sec): 3 clusters Score: Raw -259347.527716 + Penalty 3791.879995 = -255555.647721 nChanged 695 SP:Iteration 1F (4076.380000 sec): 3 clusters Score: Raw -260072.084713 + Penalty 3791.879995 = -256280.204718 nChanged 193 SP:Iteration 2F (4076.390000 sec): 3 clusters Score: Raw -260382.644858 + Penalty 3791.879995 = -256590.764863 nChanged 146 SP:Iteration 3F (4076.400000 sec): 3 clusters Score: Raw -260548.618739 + Penalty 3791.879995 = -256756.738744 nChanged 106 SP:Iteration 4F (4076.400000 sec): 3 clusters Score: Raw -260657.669987 + Penalty 3791.879995 = -256865.789992 nChanged 71 SP:Iteration 5Q (4076.410000 sec): 3 clusters Score: Raw -260735.590528 + Penalty 3791.879995 = -256943.710533 nChanged 47 SP:Iteration 6Q (4076.420000 sec): 3 clusters Score: Raw -260790.983965 + Penalty 3791.879995 = -256999.103970 nChanged 52 SP:Iteration 7Q (4076.420000 sec): 3 clusters Score: Raw -260874.926999 + Penalty 3791.879995 = -257083.047004 nChanged 61 SP:Iteration 8Q (4076.430000 sec): 3 clusters Score: Raw -260962.560519 + Penalty 3791.879995 = -257170.680524 nChanged 41 SP:Iteration 9Q (4076.440000 sec): 3 clusters Score: Raw -261019.988231 + Penalty 3791.879995 = -257228.108236 nChanged 47 SP:Iteration 10Q (4076.450000 sec): 3 clusters Score: Raw -261088.991694 + Penalty 3791.879995 = -257297.111698 nChanged 38 SP:Iteration 11Q (4076.460000 sec): 3 clusters Score: Raw -261147.278325 + Penalty 3791.879995 = -257355.398330 nChanged 32 SP:Iteration 12Q (4076.460000 sec): 3 clusters Score: Raw -261196.711130 + Penalty 3791.879995 = -257404.831135 nChanged 30 SP:Iteration 13Q (4076.470000 sec): 3 clusters Score: Raw -261236.255011 + Penalty 3791.879995 = -257444.375016 nChanged 23 SP:Iteration 14Q (4076.480000 sec): 3 clusters Score: Raw -261262.813952 + Penalty 3791.879995 = -257470.933957 nChanged 14 SP:Iteration 15Q (4076.480000 sec): 3 clusters Score: Raw -261281.388795 + Penalty 3791.879995 = -257489.508799 nChanged 10 SP:Iteration 16Q (4076.490000 sec): 3 clusters Score: Raw -261298.990607 + Penalty 3791.879995 = -257507.110611 nChanged 12 SP:Iteration 17Q (4076.500000 sec): 3 clusters Score: Raw -261313.822269 + Penalty 3791.879995 = -257521.942274 nChanged 6 SP:Iteration 18Q (4076.500000 sec): 3 clusters Score: Raw -261319.996049 + Penalty 3791.879995 = -257528.116054 nChanged 4 SP:Iteration 19Q (4076.510000 sec): 3 clusters Score: Raw -261323.359657 + Penalty 3791.879995 = -257531.479662 nChanged 5 SP:Iteration 20F (4076.520000 sec): 3 clusters Score: Raw -261328.240820 + Penalty 3791.879995 = -257536.360825 nChanged 4 SP:Iteration 21Q (4076.520000 sec): 3 clusters Score: Raw -261332.704474 + Penalty 3791.879995 = -257540.824479 nChanged 3 SP:Iteration 22Q (4076.530000 sec): 3 clusters Score: Raw -261336.086892 + Penalty 3791.879995 = -257544.206897 nChanged 3 SP:Iteration 23Q (4076.540000 sec): 3 clusters Score: Raw -261339.771682 + Penalty 3791.879995 = -257547.891687 nChanged 4 SP:Iteration 24Q (4076.540000 sec): 3 clusters Score: Raw -261345.893849 + Penalty 3791.879995 = -257554.013854 nChanged 9 SP:Iteration 25Q (4076.550000 sec): 3 clusters Score: Raw -261356.819366 + Penalty 3791.879995 = -257564.939371 nChanged 6 SP:Iteration 26Q (4076.560000 sec): 3 clusters Score: Raw -261362.230877 + Penalty 3791.879995 = -257570.350882 nChanged 3 SP:Iteration 27Q (4076.560000 sec): 3 clusters Score: Raw -261366.237678 + Penalty 3791.879995 = -257574.357683 nChanged 3 SP:Iteration 28Q (4076.570000 sec): 3 clusters Score: Raw -261368.933344 + Penalty 3791.879995 = -257577.053349 nChanged 1 SP:Iteration 29Q (4076.570000 sec): 3 clusters Score: Raw -261371.123105 + Penalty 3791.879995 = -257579.243110 nChanged 3 SP:Iteration 30Q (4076.580000 sec): 3 clusters Score: Raw -261373.470792 + Penalty 3791.879995 = -257581.590797 nChanged 0 SP:Iteration 31F (4076.580000 sec): 3 clusters Score: Raw -261373.470792 + Penalty 3791.879995 = -257581.590797 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 11 (16026 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4076.640000 sec): 2 clusters Score: Raw -2211214.911795 + Penalty 2401.127985 = -2208813.783810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4076.700000 sec): 3 clusters Score: Raw -2202180.690631 + Penalty 4802.255970 = -2197378.434660 nChanged 6893 SP:Iteration 1F (4076.760000 sec): 3 clusters Score: Raw -2206071.811312 + Penalty 4802.255970 = -2201269.555341 nChanged 1059 SP:Iteration 2F (4076.820000 sec): 3 clusters Score: Raw -2206662.900847 + Penalty 4802.255970 = -2201860.644877 nChanged 919 SP:Iteration 3F (4076.880000 sec): 3 clusters Score: Raw -2207156.638725 + Penalty 4802.255970 = -2202354.382754 nChanged 901 SP:Iteration 4F (4076.940000 sec): 3 clusters Score: Raw -2207705.920649 + Penalty 4802.255970 = -2202903.664678 nChanged 905 SP:Iteration 5F (4077.000000 sec): 3 clusters Score: Raw -2208367.708695 + Penalty 4802.255970 = -2203565.452725 nChanged 972 SP:Iteration 6F (4077.060000 sec): 3 clusters Score: Raw -2209153.059044 + Penalty 4802.255970 = -2204350.803074 nChanged 969 SP:Iteration 7F (4077.120000 sec): 3 clusters Score: Raw -2209939.197176 + Penalty 4802.255970 = -2205136.941206 nChanged 862 SP:Iteration 8F (4077.180000 sec): 3 clusters Score: Raw -2210665.188234 + Penalty 4802.255970 = -2205862.932263 nChanged 703 SP:Iteration 9Q (4077.240000 sec): 3 clusters Score: Raw -2211224.516614 + Penalty 4802.255970 = -2206422.260644 nChanged 577 SP:Iteration 10Q (4077.440000 sec): 3 clusters Score: Raw -2211604.925621 + Penalty 4802.255970 = -2206802.669651 nChanged 419 SP:Iteration 11Q (4077.630000 sec): 3 clusters Score: Raw -2211828.816038 + Penalty 4802.255970 = -2207026.560067 nChanged 325 SP:Iteration 12Q (4077.760000 sec): 3 clusters Score: Raw -2211983.359930 + Penalty 4802.255970 = -2207181.103960 nChanged 244 SP:Iteration 13Q (4077.820000 sec): 3 clusters Score: Raw -2212089.438647 + Penalty 4802.255970 = -2207287.182677 nChanged 203 SP:Iteration 14Q (4077.880000 sec): 3 clusters Score: Raw -2212171.938164 + Penalty 4802.255970 = -2207369.682194 nChanged 174 SP:Iteration 15Q (4077.930000 sec): 3 clusters Score: Raw -2212242.903861 + Penalty 4802.255970 = -2207440.647890 nChanged 169 SP:Iteration 16Q (4077.980000 sec): 3 clusters Score: Raw -2212297.617085 + Penalty 4802.255970 = -2207495.361115 nChanged 125 SP:Iteration 17Q (4078.040000 sec): 3 clusters Score: Raw -2212336.879845 + Penalty 4802.255970 = -2207534.623875 nChanged 100 SP:Iteration 18Q (4078.090000 sec): 3 clusters Score: Raw -2212363.023480 + Penalty 4802.255970 = -2207560.767509 nChanged 89 SP:Iteration 19Q (4078.160000 sec): 3 clusters Score: Raw -2212381.179803 + Penalty 4802.255970 = -2207578.923833 nChanged 70 SP:Iteration 20F (4078.390000 sec): 3 clusters Score: Raw -2212394.183751 + Penalty 4802.255970 = -2207591.927781 nChanged 47 SP:Iteration 21Q (4078.580000 sec): 3 clusters Score: Raw -2212402.450063 + Penalty 4802.255970 = -2207600.194093 nChanged 51 SP:Iteration 22Q (4078.770000 sec): 3 clusters Score: Raw -2212410.973404 + Penalty 4802.255970 = -2207608.717434 nChanged 43 SP:Iteration 23Q (4078.930000 sec): 3 clusters Score: Raw -2212419.176163 + Penalty 4802.255970 = -2207616.920192 nChanged 41 SP:Iteration 24Q (4079.120000 sec): 3 clusters Score: Raw -2212425.787121 + Penalty 4802.255970 = -2207623.531150 nChanged 38 SP:Iteration 25Q (4079.330000 sec): 3 clusters Score: Raw -2212432.458691 + Penalty 4802.255970 = -2207630.202721 nChanged 36 SP:Iteration 26Q (4079.530000 sec): 3 clusters Score: Raw -2212438.108769 + Penalty 4802.255970 = -2207635.852798 nChanged 30 SP:Iteration 27Q (4079.730000 sec): 3 clusters Score: Raw -2212442.755439 + Penalty 4802.255970 = -2207640.499469 nChanged 30 SP:Iteration 28Q (4079.890000 sec): 3 clusters Score: Raw -2212447.163460 + Penalty 4802.255970 = -2207644.907490 nChanged 29 SP:Iteration 29Q (4080.060000 sec): 3 clusters Score: Raw -2212451.730700 + Penalty 4802.255970 = -2207649.474730 nChanged 22 SP:Iteration 30Q (4080.270000 sec): 3 clusters Score: Raw -2212454.710293 + Penalty 4802.255970 = -2207652.454322 nChanged 14 SP:Iteration 31Q (4080.460000 sec): 3 clusters Score: Raw -2212456.453815 + Penalty 4802.255970 = -2207654.197844 nChanged 12 SP:Iteration 32Q (4080.510000 sec): 3 clusters Score: Raw -2212458.126293 + Penalty 4802.255970 = -2207655.870323 nChanged 12 SP:Iteration 33Q (4080.560000 sec): 3 clusters Score: Raw -2212459.489801 + Penalty 4802.255970 = -2207657.233831 nChanged 7 SP:Iteration 34Q (4080.610000 sec): 3 clusters Score: Raw -2212460.231321 + Penalty 4802.255970 = -2207657.975351 nChanged 8 SP:Iteration 35Q (4080.670000 sec): 3 clusters Score: Raw -2212460.902085 + Penalty 4802.255970 = -2207658.646114 nChanged 2 SP:Iteration 36Q (4080.720000 sec): 3 clusters Score: Raw -2212461.044492 + Penalty 4802.255970 = -2207658.788522 nChanged 1 SP:Iteration 37Q (4080.770000 sec): 3 clusters Score: Raw -2212461.182846 + Penalty 4802.255970 = -2207658.926876 nChanged 4 SP:Iteration 38Q (4080.830000 sec): 3 clusters Score: Raw -2212461.521010 + Penalty 4802.255970 = -2207659.265039 nChanged 4 SP:Iteration 39Q (4080.880000 sec): 3 clusters Score: Raw -2212461.931815 + Penalty 4802.255970 = -2207659.675845 nChanged 4 SP:Iteration 40F (4080.940000 sec): 3 clusters Score: Raw -2212462.371306 + Penalty 4802.255970 = -2207660.115336 nChanged 4 SP:Iteration 41Q (4080.990000 sec): 3 clusters Score: Raw -2212463.202614 + Penalty 4802.255970 = -2207660.946644 nChanged 4 SP:Iteration 42Q (4081.070000 sec): 3 clusters Score: Raw -2212463.742857 + Penalty 4802.255970 = -2207661.486887 nChanged 3 SP:Iteration 43Q (4081.290000 sec): 3 clusters Score: Raw -2212464.044633 + Penalty 4802.255970 = -2207661.788663 nChanged 4 SP:Iteration 44Q (4081.480000 sec): 3 clusters Score: Raw -2212464.471911 + Penalty 4802.255970 = -2207662.215941 nChanged 1 SP:Iteration 45Q (4081.660000 sec): 3 clusters Score: Raw -2212464.521979 + Penalty 4802.255970 = -2207662.266009 nChanged 0 SP:Iteration 46F (4081.860000 sec): 3 clusters Score: Raw -2212464.521979 + Penalty 4802.255970 = -2207662.266009 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 12 (481 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4081.870000 sec): 2 clusters Score: Raw -66828.662841 + Penalty 1531.615083 = -65297.047758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4081.880000 sec): 3 clusters Score: Raw -66866.015401 + Penalty 3063.230166 = -63802.785235 nChanged 71 SP:Iteration 1F (4081.880000 sec): 3 clusters Score: Raw -67002.766485 + Penalty 3063.230166 = -63939.536319 nChanged 23 SP:Iteration 2Q (4081.880000 sec): 3 clusters Score: Raw -67048.856437 + Penalty 3063.230166 = -63985.626271 nChanged 8 SP:Iteration 3Q (4081.880000 sec): 3 clusters Score: Raw -67070.018910 + Penalty 3063.230166 = -64006.788744 nChanged 7 SP:Iteration 4Q (4081.880000 sec): 3 clusters Score: Raw -67088.093073 + Penalty 3063.230166 = -64024.862907 nChanged 3 SP:Iteration 5Q (4081.890000 sec): 3 clusters Score: Raw -67095.505728 + Penalty 3063.230166 = -64032.275562 nChanged 1 SP:Iteration 6Q (4081.890000 sec): 3 clusters Score: Raw -67096.518290 + Penalty 3063.230166 = -64033.288124 nChanged 0 SP:Iteration 7F (4081.890000 sec): 3 clusters Score: Raw -67096.518290 + Penalty 3063.230166 = -64033.288124 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 13 (39709 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4082.380000 sec): 2 clusters Score: Raw -5759516.583110 + Penalty 2626.154619 = -5756890.428490 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4082.530000 sec): 3 clusters Score: Raw -5735481.709297 + Penalty 5252.309238 = -5730229.400059 nChanged 17977 SP:Iteration 1F (4082.690000 sec): 3 clusters Score: Raw -5745182.352237 + Penalty 5252.309238 = -5739930.042999 nChanged 1633 SP:Iteration 2Q (4082.850000 sec): 3 clusters Score: Raw -5745695.753963 + Penalty 5252.309238 = -5740443.444725 nChanged 1572 SP:Iteration 3Q (4083.010000 sec): 3 clusters Score: Raw -5746267.693930 + Penalty 5252.309238 = -5741015.384692 nChanged 1687 SP:Iteration 4Q (4083.170000 sec): 3 clusters Score: Raw -5746988.391677 + Penalty 5252.309238 = -5741736.082439 nChanged 1864 SP:Iteration 5Q (4083.330000 sec): 3 clusters Score: Raw -5747954.596076 + Penalty 5252.309238 = -5742702.286838 nChanged 2104 SP:Iteration 6F (4083.490000 sec): 3 clusters Score: Raw -5749320.672505 + Penalty 5252.309238 = -5744068.363267 nChanged 2358 SP:Iteration 7F (4083.650000 sec): 3 clusters Score: Raw -5751091.631909 + Penalty 5252.309238 = -5745839.322671 nChanged 2489 SP:Iteration 8F (4083.800000 sec): 3 clusters Score: Raw -5753129.192631 + Penalty 5252.309238 = -5747876.883393 nChanged 2327 SP:Iteration 9F (4084.050000 sec): 3 clusters Score: Raw -5755027.417582 + Penalty 5252.309238 = -5749775.108344 nChanged 1879 SP:Iteration 10Q (4084.240000 sec): 3 clusters Score: Raw -5756542.076888 + Penalty 5252.309238 = -5751289.767650 nChanged 1466 SP:Iteration 11Q (4084.390000 sec): 3 clusters Score: Raw -5757714.095441 + Penalty 5252.309238 = -5752461.786203 nChanged 1038 SP:Iteration 12Q (4084.520000 sec): 3 clusters Score: Raw -5758524.275994 + Penalty 5252.309238 = -5753271.966756 nChanged 630 SP:Iteration 13Q (4084.650000 sec): 3 clusters Score: Raw -5759015.780639 + Penalty 5252.309238 = -5753763.471401 nChanged 432 SP:Iteration 14Q (4084.770000 sec): 3 clusters Score: Raw -5759328.750281 + Penalty 5252.309238 = -5754076.441043 nChanged 289 SP:Iteration 15Q (4084.900000 sec): 3 clusters Score: Raw -5759519.317824 + Penalty 5252.309238 = -5754267.008586 nChanged 178 SP:Iteration 16Q (4085.570000 sec): 3 clusters Score: Raw -5759644.561360 + Penalty 5252.309238 = -5754392.252122 nChanged 115 SP:Iteration 17Q (4086.090000 sec): 3 clusters Score: Raw -5759719.080619 + Penalty 5252.309238 = -5754466.771380 nChanged 82 SP:Iteration 18Q (4086.490000 sec): 3 clusters Score: Raw -5759768.040071 + Penalty 5252.309238 = -5754515.730833 nChanged 59 SP:Iteration 19Q (4086.610000 sec): 3 clusters Score: Raw -5759810.426093 + Penalty 5252.309238 = -5754558.116855 nChanged 44 SP:Iteration 20F (4086.760000 sec): 3 clusters Score: Raw -5759836.202645 + Penalty 5252.309238 = -5754583.893407 nChanged 33 SP:Iteration 21Q (4086.880000 sec): 3 clusters Score: Raw -5759854.603351 + Penalty 5252.309238 = -5754602.294113 nChanged 23 SP:Iteration 22Q (4086.990000 sec): 3 clusters Score: Raw -5759864.758286 + Penalty 5252.309238 = -5754612.449047 nChanged 15 SP:Iteration 23Q (4087.100000 sec): 3 clusters Score: Raw -5759874.837694 + Penalty 5252.309238 = -5754622.528456 nChanged 11 SP:Iteration 24Q (4087.210000 sec): 3 clusters Score: Raw -5759882.147054 + Penalty 5252.309238 = -5754629.837816 nChanged 11 SP:Iteration 25Q (4087.390000 sec): 3 clusters Score: Raw -5759889.503574 + Penalty 5252.309238 = -5754637.194336 nChanged 8 SP:Iteration 26Q (4087.800000 sec): 3 clusters Score: Raw -5759894.509029 + Penalty 5252.309238 = -5754642.199791 nChanged 6 SP:Iteration 27Q (4088.190000 sec): 3 clusters Score: Raw -5759898.442452 + Penalty 5252.309238 = -5754646.133214 nChanged 8 SP:Iteration 28Q (4088.600000 sec): 3 clusters Score: Raw -5759902.868271 + Penalty 5252.309238 = -5754650.559033 nChanged 9 SP:Iteration 29Q (4089.190000 sec): 3 clusters Score: Raw -5759908.481939 + Penalty 5252.309238 = -5754656.172701 nChanged 6 SP:Iteration 30Q (4089.660000 sec): 3 clusters Score: Raw -5759913.077547 + Penalty 5252.309238 = -5754660.768309 nChanged 7 SP:Iteration 31Q (4089.970000 sec): 3 clusters Score: Raw -5759917.925535 + Penalty 5252.309238 = -5754665.616297 nChanged 4 SP:Iteration 32Q (4090.390000 sec): 3 clusters Score: Raw -5759920.184790 + Penalty 5252.309238 = -5754667.875552 nChanged 3 SP:Iteration 33Q (4090.570000 sec): 3 clusters Score: Raw -5759921.371507 + Penalty 5252.309238 = -5754669.062269 nChanged 4 SP:Iteration 34Q (4090.670000 sec): 3 clusters Score: Raw -5759923.435615 + Penalty 5252.309238 = -5754671.126377 nChanged 2 SP:Iteration 35Q (4090.780000 sec): 3 clusters Score: Raw -5759924.460719 + Penalty 5252.309238 = -5754672.151481 nChanged 3 SP:Iteration 36Q (4090.890000 sec): 3 clusters Score: Raw -5759925.115599 + Penalty 5252.309238 = -5754672.806361 nChanged 1 SP:Iteration 37Q (4091.010000 sec): 3 clusters Score: Raw -5759925.635948 + Penalty 5252.309238 = -5754673.326710 nChanged 1 SP:Iteration 38Q (4091.120000 sec): 3 clusters Score: Raw -5759926.334172 + Penalty 5252.309238 = -5754674.024934 nChanged 1 SP:Iteration 39Q (4091.230000 sec): 3 clusters Score: Raw -5759926.619317 + Penalty 5252.309238 = -5754674.310079 nChanged 1 SP:Iteration 40F (4091.390000 sec): 3 clusters Score: Raw -5759926.917992 + Penalty 5252.309238 = -5754674.608754 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 14 (47816 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4091.960000 sec): 2 clusters Score: Raw -7064380.964086 + Penalty 2672.228666 = -7061708.735420 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4092.370000 sec): 3 clusters Score: Raw -7034885.868601 + Penalty 5344.457333 = -7029541.411268 nChanged 21888 SP:Iteration 1F (4092.560000 sec): 3 clusters Score: Raw -7047158.626135 + Penalty 5344.457333 = -7041814.168802 nChanged 2051 SP:Iteration 2Q (4092.760000 sec): 3 clusters Score: Raw -7047833.657139 + Penalty 5344.457333 = -7042489.199806 nChanged 2074 SP:Iteration 3Q (4092.950000 sec): 3 clusters Score: Raw -7048653.639014 + Penalty 5344.457333 = -7043309.181681 nChanged 2191 SP:Iteration 4Q (4093.150000 sec): 3 clusters Score: Raw -7049720.467193 + Penalty 5344.457333 = -7044376.009860 nChanged 2501 SP:Iteration 5F (4093.340000 sec): 3 clusters Score: Raw -7051124.474097 + Penalty 5344.457333 = -7045780.016764 nChanged 2692 SP:Iteration 6F (4093.530000 sec): 3 clusters Score: Raw -7052761.538521 + Penalty 5344.457333 = -7047417.081188 nChanged 2794 SP:Iteration 7F (4093.720000 sec): 3 clusters Score: Raw -7054508.636822 + Penalty 5344.457333 = -7049164.179489 nChanged 2652 SP:Iteration 8F (4094.500000 sec): 3 clusters Score: Raw -7056240.272917 + Penalty 5344.457333 = -7050895.815584 nChanged 2465 SP:Iteration 9F (4094.990000 sec): 3 clusters Score: Raw -7057970.823862 + Penalty 5344.457333 = -7052626.366529 nChanged 2063 SP:Iteration 10Q (4095.180000 sec): 3 clusters Score: Raw -7059443.458260 + Penalty 5344.457333 = -7054099.000927 nChanged 1688 SP:Iteration 11Q (4095.370000 sec): 3 clusters Score: Raw -7060371.610835 + Penalty 5344.457333 = -7055027.153502 nChanged 1226 SP:Iteration 12Q (4095.540000 sec): 3 clusters Score: Raw -7060880.274168 + Penalty 5344.457333 = -7055535.816835 nChanged 892 SP:Iteration 13Q (4095.720000 sec): 3 clusters Score: Raw -7061241.514561 + Penalty 5344.457333 = -7055897.057228 nChanged 774 SP:Iteration 14Q (4095.890000 sec): 3 clusters Score: Raw -7061532.852501 + Penalty 5344.457333 = -7056188.395168 nChanged 716 SP:Iteration 15Q (4096.060000 sec): 3 clusters Score: Raw -7061804.033462 + Penalty 5344.457333 = -7056459.576129 nChanged 655 SP:Iteration 16Q (4096.230000 sec): 3 clusters Score: Raw -7062051.796973 + Penalty 5344.457333 = -7056707.339640 nChanged 645 SP:Iteration 17Q (4096.410000 sec): 3 clusters Score: Raw -7062308.646246 + Penalty 5344.457333 = -7056964.188913 nChanged 623 SP:Iteration 18Q (4096.580000 sec): 3 clusters Score: Raw -7062545.902939 + Penalty 5344.457333 = -7057201.445606 nChanged 605 SP:Iteration 19Q (4096.750000 sec): 3 clusters Score: Raw -7062785.561003 + Penalty 5344.457333 = -7057441.103670 nChanged 577 SP:Iteration 20F (4096.930000 sec): 3 clusters Score: Raw -7063020.658549 + Penalty 5344.457333 = -7057676.201216 nChanged 555 SP:Iteration 21Q (4097.100000 sec): 3 clusters Score: Raw -7063248.706604 + Penalty 5344.457333 = -7057904.249271 nChanged 540 SP:Iteration 22Q (4097.260000 sec): 3 clusters Score: Raw -7063448.419742 + Penalty 5344.457333 = -7058103.962409 nChanged 466 SP:Iteration 23Q (4097.420000 sec): 3 clusters Score: Raw -7063635.570547 + Penalty 5344.457333 = -7058291.113215 nChanged 463 SP:Iteration 24Q (4097.580000 sec): 3 clusters Score: Raw -7063839.676201 + Penalty 5344.457333 = -7058495.218869 nChanged 440 SP:Iteration 25Q (4097.730000 sec): 3 clusters Score: Raw -7064034.573502 + Penalty 5344.457333 = -7058690.116169 nChanged 409 SP:Iteration 26Q (4097.890000 sec): 3 clusters Score: Raw -7064218.594493 + Penalty 5344.457333 = -7058874.137160 nChanged 361 SP:Iteration 27Q (4098.050000 sec): 3 clusters Score: Raw -7064385.294141 + Penalty 5344.457333 = -7059040.836808 nChanged 346 SP:Iteration 28Q (4098.220000 sec): 3 clusters Score: Raw -7064537.839068 + Penalty 5344.457333 = -7059193.381735 nChanged 312 SP:Iteration 29Q (4098.380000 sec): 3 clusters Score: Raw -7064658.876278 + Penalty 5344.457333 = -7059314.418945 nChanged 273 SP:Iteration 30Q (4098.530000 sec): 3 clusters Score: Raw -7064751.216854 + Penalty 5344.457333 = -7059406.759521 nChanged 236 SP:Iteration 31Q (4098.690000 sec): 3 clusters Score: Raw -7064831.138103 + Penalty 5344.457333 = -7059486.680771 nChanged 238 SP:Iteration 32Q (4098.850000 sec): 3 clusters Score: Raw -7064908.849326 + Penalty 5344.457333 = -7059564.391993 nChanged 199 SP:Iteration 33Q (4099.080000 sec): 3 clusters Score: Raw -7064974.354786 + Penalty 5344.457333 = -7059629.897453 nChanged 185 SP:Iteration 34Q (4099.330000 sec): 3 clusters Score: Raw -7065030.935311 + Penalty 5344.457333 = -7059686.477978 nChanged 155 SP:Iteration 35Q (4099.480000 sec): 3 clusters Score: Raw -7065075.384858 + Penalty 5344.457333 = -7059730.927525 nChanged 145 SP:Iteration 36Q (4099.630000 sec): 3 clusters Score: Raw -7065118.172780 + Penalty 5344.457333 = -7059773.715448 nChanged 134 SP:Iteration 37Q (4099.780000 sec): 3 clusters Score: Raw -7065152.730881 + Penalty 5344.457333 = -7059808.273549 nChanged 105 SP:Iteration 38Q (4099.930000 sec): 3 clusters Score: Raw -7065177.383957 + Penalty 5344.457333 = -7059832.926624 nChanged 94 SP:Iteration 39Q (4100.070000 sec): 3 clusters Score: Raw -7065198.545532 + Penalty 5344.457333 = -7059854.088199 nChanged 80 SP:Iteration 40F (4100.250000 sec): 3 clusters Score: Raw -7065217.352019 + Penalty 5344.457333 = -7059872.894686 nChanged 72 SP:Iteration 41Q (4100.390000 sec): 3 clusters Score: Raw -7065232.442194 + Penalty 5344.457333 = -7059887.984862 nChanged 70 SP:Iteration 42Q (4100.550000 sec): 3 clusters Score: Raw -7065246.694654 + Penalty 5344.457333 = -7059902.237321 nChanged 57 SP:Iteration 43Q (4101.170000 sec): 3 clusters Score: Raw -7065258.088850 + Penalty 5344.457333 = -7059913.631517 nChanged 58 SP:Iteration 44Q (4101.360000 sec): 3 clusters Score: Raw -7065268.209622 + Penalty 5344.457333 = -7059923.752289 nChanged 36 SP:Iteration 45Q (4101.510000 sec): 3 clusters Score: Raw -7065273.918586 + Penalty 5344.457333 = -7059929.461253 nChanged 32 SP:Iteration 46Q (4101.660000 sec): 3 clusters Score: Raw -7065280.042634 + Penalty 5344.457333 = -7059935.585301 nChanged 34 SP:Iteration 47Q (4101.800000 sec): 3 clusters Score: Raw -7065285.445636 + Penalty 5344.457333 = -7059940.988303 nChanged 29 SP:Iteration 48Q (4101.950000 sec): 3 clusters Score: Raw -7065289.823172 + Penalty 5344.457333 = -7059945.365839 nChanged 18 SP:Iteration 49Q (4102.090000 sec): 3 clusters Score: Raw -7065292.858416 + Penalty 5344.457333 = -7059948.401083 nChanged 20 SP:Iteration 50Q (4102.230000 sec): 3 clusters Score: Raw -7065296.358267 + Penalty 5344.457333 = -7059951.900934 nChanged 26 SP:Iteration 51Q (4102.370000 sec): 3 clusters Score: Raw -7065300.783514 + Penalty 5344.457333 = -7059956.326181 nChanged 31 SP:Iteration 52Q (4102.510000 sec): 3 clusters Score: Raw -7065305.486388 + Penalty 5344.457333 = -7059961.029055 nChanged 26 SP:Iteration 53Q (4102.660000 sec): 3 clusters Score: Raw -7065310.109616 + Penalty 5344.457333 = -7059965.652283 nChanged 19 SP:Iteration 54Q (4102.800000 sec): 3 clusters Score: Raw -7065313.713309 + Penalty 5344.457333 = -7059969.255976 nChanged 20 SP:Iteration 55Q (4102.950000 sec): 3 clusters Score: Raw -7065317.082955 + Penalty 5344.457333 = -7059972.625622 nChanged 25 SP:Iteration 56Q (4103.090000 sec): 3 clusters Score: Raw -7065321.281267 + Penalty 5344.457333 = -7059976.823935 nChanged 30 SP:Iteration 57Q (4103.240000 sec): 3 clusters Score: Raw -7065327.103410 + Penalty 5344.457333 = -7059982.646077 nChanged 25 SP:Iteration 58Q (4103.390000 sec): 3 clusters Score: Raw -7065332.396483 + Penalty 5344.457333 = -7059987.939150 nChanged 25 SP:Iteration 59Q (4103.530000 sec): 3 clusters Score: Raw -7065338.046505 + Penalty 5344.457333 = -7059993.589172 nChanged 24 SP:Iteration 60F (4103.720000 sec): 3 clusters Score: Raw -7065343.059012 + Penalty 5344.457333 = -7059998.601679 nChanged 22 SP:Iteration 61Q (4103.870000 sec): 3 clusters Score: Raw -7065347.430535 + Penalty 5344.457333 = -7060002.973202 nChanged 17 SP:Iteration 62Q (4104.010000 sec): 3 clusters Score: Raw -7065350.694160 + Penalty 5344.457333 = -7060006.236827 nChanged 12 SP:Iteration 63Q (4104.210000 sec): 3 clusters Score: Raw -7065352.667264 + Penalty 5344.457333 = -7060008.209931 nChanged 13 SP:Iteration 64Q (4104.850000 sec): 3 clusters Score: Raw -7065354.567389 + Penalty 5344.457333 = -7060010.110056 nChanged 10 SP:Iteration 65Q (4105.530000 sec): 3 clusters Score: Raw -7065356.267542 + Penalty 5344.457333 = -7060011.810209 nChanged 9 SP:Iteration 66Q (4105.830000 sec): 3 clusters Score: Raw -7065357.656067 + Penalty 5344.457333 = -7060013.198734 nChanged 9 SP:Iteration 67Q (4105.970000 sec): 3 clusters Score: Raw -7065358.923578 + Penalty 5344.457333 = -7060014.466245 nChanged 11 SP:Iteration 68Q (4106.110000 sec): 3 clusters Score: Raw -7065360.443716 + Penalty 5344.457333 = -7060015.986383 nChanged 10 SP:Iteration 69Q (4106.250000 sec): 3 clusters Score: Raw -7065361.691794 + Penalty 5344.457333 = -7060017.234461 nChanged 6 SP:Iteration 70Q (4106.400000 sec): 3 clusters Score: Raw -7065362.651762 + Penalty 5344.457333 = -7060018.194429 nChanged 3 SP:Iteration 71Q (4106.540000 sec): 3 clusters Score: Raw -7065362.992038 + Penalty 5344.457333 = -7060018.534705 nChanged 2 SP:Iteration 72Q (4106.670000 sec): 3 clusters Score: Raw -7065363.163447 + Penalty 5344.457333 = -7060018.706114 nChanged 1 SP:Iteration 73Q (4106.810000 sec): 3 clusters Score: Raw -7065363.273935 + Penalty 5344.457333 = -7060018.816602 nChanged 1 SP:Iteration 74Q (4106.950000 sec): 3 clusters Score: Raw -7065363.359091 + Penalty 5344.457333 = -7060018.901758 nChanged 1 SP:Iteration 75Q (4107.090000 sec): 3 clusters Score: Raw -7065363.475371 + Penalty 5344.457333 = -7060019.018038 nChanged 1 SP:Iteration 76Q (4107.240000 sec): 3 clusters Score: Raw -7065363.511322 + Penalty 5344.457333 = -7060019.053989 nChanged 0 SP:Iteration 77F (4107.420000 sec): 3 clusters Score: Raw -7065363.511322 + Penalty 5344.457333 = -7060019.053989 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 15 (47472 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4107.580000 sec): 2 clusters Score: Raw -6913675.703024 + Penalty 2670.438045 = -6911005.264979 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4107.770000 sec): 3 clusters Score: Raw -6884287.690119 + Penalty 5340.876090 = -6878946.814029 nChanged 21882 SP:Iteration 1F (4107.950000 sec): 3 clusters Score: Raw -6896477.396159 + Penalty 5340.876090 = -6891136.520069 nChanged 2190 SP:Iteration 2Q (4108.370000 sec): 3 clusters Score: Raw -6897236.983510 + Penalty 5340.876090 = -6891896.107420 nChanged 2275 SP:Iteration 3Q (4108.560000 sec): 3 clusters Score: Raw -6898177.159960 + Penalty 5340.876090 = -6892836.283870 nChanged 2541 SP:Iteration 4F (4108.750000 sec): 3 clusters Score: Raw -6899359.527435 + Penalty 5340.876090 = -6894018.651345 nChanged 2759 SP:Iteration 5F (4108.930000 sec): 3 clusters Score: Raw -6900690.975006 + Penalty 5340.876090 = -6895350.098916 nChanged 2724 SP:Iteration 6F (4109.110000 sec): 3 clusters Score: Raw -6901957.070174 + Penalty 5340.876090 = -6896616.194084 nChanged 2489 SP:Iteration 7F (4109.300000 sec): 3 clusters Score: Raw -6903044.006396 + Penalty 5340.876090 = -6897703.130306 nChanged 2160 SP:Iteration 8Q (4109.490000 sec): 3 clusters Score: Raw -6903914.875937 + Penalty 5340.876090 = -6898573.999847 nChanged 1794 SP:Iteration 9Q (4109.940000 sec): 3 clusters Score: Raw -6904533.859186 + Penalty 5340.876090 = -6899192.983096 nChanged 1423 SP:Iteration 10Q (4110.450000 sec): 3 clusters Score: Raw -6905004.255632 + Penalty 5340.876090 = -6899663.379543 nChanged 1318 SP:Iteration 11Q (4110.640000 sec): 3 clusters Score: Raw -6905477.662250 + Penalty 5340.876090 = -6900136.786160 nChanged 1274 SP:Iteration 12Q (4110.830000 sec): 3 clusters Score: Raw -6905985.872362 + Penalty 5340.876090 = -6900644.996273 nChanged 1404 SP:Iteration 13Q (4111.020000 sec): 3 clusters Score: Raw -6906605.659540 + Penalty 5340.876090 = -6901264.783450 nChanged 1500 SP:Iteration 14Q (4111.210000 sec): 3 clusters Score: Raw -6907357.845893 + Penalty 5340.876090 = -6902016.969804 nChanged 1619 SP:Iteration 15Q (4111.390000 sec): 3 clusters Score: Raw -6908303.511232 + Penalty 5340.876090 = -6902962.635142 nChanged 1724 SP:Iteration 16Q (4111.570000 sec): 3 clusters Score: Raw -6909421.462356 + Penalty 5340.876090 = -6904080.586266 nChanged 1607 SP:Iteration 17Q (4111.760000 sec): 3 clusters Score: Raw -6910538.016749 + Penalty 5340.876090 = -6905197.140659 nChanged 1443 SP:Iteration 18Q (4111.950000 sec): 3 clusters Score: Raw -6911594.245302 + Penalty 5340.876090 = -6906253.369212 nChanged 1105 SP:Iteration 19Q (4112.110000 sec): 3 clusters Score: Raw -6912420.106082 + Penalty 5340.876090 = -6907079.229992 nChanged 804 SP:Iteration 20F (4112.300000 sec): 3 clusters Score: Raw -6913006.756356 + Penalty 5340.876090 = -6907665.880267 nChanged 524 SP:Iteration 21Q (4112.450000 sec): 3 clusters Score: Raw -6913382.746350 + Penalty 5340.876090 = -6908041.870260 nChanged 327 SP:Iteration 22Q (4112.600000 sec): 3 clusters Score: Raw -6913633.436629 + Penalty 5340.876090 = -6908292.560539 nChanged 212 SP:Iteration 23Q (4112.740000 sec): 3 clusters Score: Raw -6913798.509443 + Penalty 5340.876090 = -6908457.633354 nChanged 131 SP:Iteration 24Q (4112.880000 sec): 3 clusters Score: Raw -6913910.648480 + Penalty 5340.876090 = -6908569.772390 nChanged 86 SP:Iteration 25Q (4113.020000 sec): 3 clusters Score: Raw -6913989.476807 + Penalty 5340.876090 = -6908648.600717 nChanged 53 SP:Iteration 26Q (4113.150000 sec): 3 clusters Score: Raw -6914037.868910 + Penalty 5340.876090 = -6908696.992820 nChanged 32 SP:Iteration 27Q (4113.290000 sec): 3 clusters Score: Raw -6914058.527806 + Penalty 5340.876090 = -6908717.651716 nChanged 17 SP:Iteration 28Q (4113.420000 sec): 3 clusters Score: Raw -6914071.359455 + Penalty 5340.876090 = -6908730.483365 nChanged 8 SP:Iteration 29Q (4113.550000 sec): 3 clusters Score: Raw -6914075.720430 + Penalty 5340.876090 = -6908734.844340 nChanged 9 SP:Iteration 30Q (4113.690000 sec): 3 clusters Score: Raw -6914082.397649 + Penalty 5340.876090 = -6908741.521559 nChanged 10 SP:Iteration 31Q (4113.830000 sec): 3 clusters Score: Raw -6914087.846912 + Penalty 5340.876090 = -6908746.970822 nChanged 6 SP:Iteration 32Q (4113.960000 sec): 3 clusters Score: Raw -6914092.512082 + Penalty 5340.876090 = -6908751.635992 nChanged 5 SP:Iteration 33Q (4114.090000 sec): 3 clusters Score: Raw -6914096.373387 + Penalty 5340.876090 = -6908755.497297 nChanged 5 SP:Iteration 34Q (4114.220000 sec): 3 clusters Score: Raw -6914098.399067 + Penalty 5340.876090 = -6908757.522977 nChanged 1 SP:Iteration 35Q (4114.350000 sec): 3 clusters Score: Raw -6914099.541219 + Penalty 5340.876090 = -6908758.665129 nChanged 2 SP:Iteration 36Q (4114.480000 sec): 3 clusters Score: Raw -6914101.352583 + Penalty 5340.876090 = -6908760.476493 nChanged 4 SP:Iteration 37Q (4114.600000 sec): 3 clusters Score: Raw -6914106.512839 + Penalty 5340.876090 = -6908765.636749 nChanged 5 SP:Iteration 38Q (4114.730000 sec): 3 clusters Score: Raw -6914109.657242 + Penalty 5340.876090 = -6908768.781153 nChanged 4 SP:Iteration 39Q (4114.870000 sec): 3 clusters Score: Raw -6914112.549228 + Penalty 5340.876090 = -6908771.673138 nChanged 6 SP:Iteration 40F (4115.040000 sec): 3 clusters Score: Raw -6914117.391946 + Penalty 5340.876090 = -6908776.515856 nChanged 6 SP:Iteration 41Q (4115.170000 sec): 3 clusters Score: Raw -6914121.961661 + Penalty 5340.876090 = -6908781.085571 nChanged 6 SP:Iteration 42Q (4115.290000 sec): 3 clusters Score: Raw -6914126.417086 + Penalty 5340.876090 = -6908785.540996 nChanged 3 SP:Iteration 43Q (4115.420000 sec): 3 clusters Score: Raw -6914128.206341 + Penalty 5340.876090 = -6908787.330251 nChanged 2 SP:Iteration 44Q (4115.710000 sec): 3 clusters Score: Raw -6914129.252532 + Penalty 5340.876090 = -6908788.376442 nChanged 0 SP:Iteration 45F (4116.240000 sec): 3 clusters Score: Raw -6914129.252532 + Penalty 5340.876090 = -6908788.376442 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 16 (2694 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4116.280000 sec): 2 clusters Score: Raw -397198.568178 + Penalty 1958.898025 = -395239.670154 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4116.290000 sec): 3 clusters Score: Raw -396082.922847 + Penalty 3917.796049 = -392165.126798 nChanged 913 SP:Iteration 1F (4116.300000 sec): 3 clusters Score: Raw -396654.972279 + Penalty 3917.796049 = -392737.176230 nChanged 187 SP:Iteration 2F (4116.310000 sec): 3 clusters Score: Raw -396777.033158 + Penalty 3917.796049 = -392859.237108 nChanged 109 SP:Iteration 3Q (4116.320000 sec): 3 clusters Score: Raw -396845.644909 + Penalty 3917.796049 = -392927.848859 nChanged 72 SP:Iteration 4Q (4116.330000 sec): 3 clusters Score: Raw -396888.996261 + Penalty 3917.796049 = -392971.200212 nChanged 49 SP:Iteration 5Q (4116.340000 sec): 3 clusters Score: Raw -396919.475612 + Penalty 3917.796049 = -393001.679563 nChanged 40 SP:Iteration 6Q (4116.350000 sec): 3 clusters Score: Raw -396938.166498 + Penalty 3917.796049 = -393020.370449 nChanged 34 SP:Iteration 7Q (4116.360000 sec): 3 clusters Score: Raw -396955.118538 + Penalty 3917.796049 = -393037.322489 nChanged 26 SP:Iteration 8Q (4116.370000 sec): 3 clusters Score: Raw -396972.291709 + Penalty 3917.796049 = -393054.495660 nChanged 26 SP:Iteration 9Q (4116.380000 sec): 3 clusters Score: Raw -396987.244544 + Penalty 3917.796049 = -393069.448495 nChanged 27 SP:Iteration 10Q (4116.390000 sec): 3 clusters Score: Raw -397000.138100 + Penalty 3917.796049 = -393082.342051 nChanged 21 SP:Iteration 11Q (4116.400000 sec): 3 clusters Score: Raw -397012.181364 + Penalty 3917.796049 = -393094.385315 nChanged 25 SP:Iteration 12Q (4116.410000 sec): 3 clusters Score: Raw -397025.698908 + Penalty 3917.796049 = -393107.902859 nChanged 28 SP:Iteration 13Q (4116.420000 sec): 3 clusters Score: Raw -397044.261567 + Penalty 3917.796049 = -393126.465518 nChanged 27 SP:Iteration 14Q (4116.430000 sec): 3 clusters Score: Raw -397056.637018 + Penalty 3917.796049 = -393138.840969 nChanged 21 SP:Iteration 15Q (4116.430000 sec): 3 clusters Score: Raw -397065.589966 + Penalty 3917.796049 = -393147.793917 nChanged 20 SP:Iteration 16Q (4116.450000 sec): 3 clusters Score: Raw -397076.031265 + Penalty 3917.796049 = -393158.235216 nChanged 28 SP:Iteration 17Q (4116.450000 sec): 3 clusters Score: Raw -397091.206115 + Penalty 3917.796049 = -393173.410066 nChanged 23 SP:Iteration 18Q (4116.460000 sec): 3 clusters Score: Raw -397103.710966 + Penalty 3917.796049 = -393185.914917 nChanged 26 SP:Iteration 19Q (4116.470000 sec): 3 clusters Score: Raw -397119.143830 + Penalty 3917.796049 = -393201.347781 nChanged 24 SP:Iteration 20F (4116.480000 sec): 3 clusters Score: Raw -397141.371962 + Penalty 3917.796049 = -393223.575913 nChanged 40 SP:Iteration 21Q (4116.490000 sec): 3 clusters Score: Raw -397169.690794 + Penalty 3917.796049 = -393251.894745 nChanged 36 SP:Iteration 22Q (4116.500000 sec): 3 clusters Score: Raw -397195.372635 + Penalty 3917.796049 = -393277.576586 nChanged 28 SP:Iteration 23Q (4116.510000 sec): 3 clusters Score: Raw -397209.437870 + Penalty 3917.796049 = -393291.641821 nChanged 22 SP:Iteration 24Q (4116.520000 sec): 3 clusters Score: Raw -397225.709335 + Penalty 3917.796049 = -393307.913286 nChanged 33 SP:Iteration 25Q (4116.530000 sec): 3 clusters Score: Raw -397252.952254 + Penalty 3917.796049 = -393335.156205 nChanged 43 SP:Iteration 26Q (4116.540000 sec): 3 clusters Score: Raw -397281.249310 + Penalty 3917.796049 = -393363.453261 nChanged 27 SP:Iteration 27Q (4116.550000 sec): 3 clusters Score: Raw -397305.840913 + Penalty 3917.796049 = -393388.044864 nChanged 35 SP:Iteration 28Q (4116.560000 sec): 3 clusters Score: Raw -397327.953552 + Penalty 3917.796049 = -393410.157503 nChanged 42 SP:Iteration 29Q (4116.570000 sec): 3 clusters Score: Raw -397362.947784 + Penalty 3917.796049 = -393445.151735 nChanged 48 SP:Iteration 30Q (4116.580000 sec): 3 clusters Score: Raw -397402.458707 + Penalty 3917.796049 = -393484.662658 nChanged 55 SP:Iteration 31Q (4116.590000 sec): 3 clusters Score: Raw -397456.182636 + Penalty 3917.796049 = -393538.386587 nChanged 63 SP:Iteration 32Q (4116.600000 sec): 3 clusters Score: Raw -397505.306167 + Penalty 3917.796049 = -393587.510118 nChanged 63 SP:Iteration 33Q (4116.610000 sec): 3 clusters Score: Raw -397554.690865 + Penalty 3917.796049 = -393636.894816 nChanged 42 SP:Iteration 34Q (4116.620000 sec): 3 clusters Score: Raw -397584.791802 + Penalty 3917.796049 = -393666.995753 nChanged 38 SP:Iteration 35Q (4116.630000 sec): 3 clusters Score: Raw -397611.857655 + Penalty 3917.796049 = -393694.061606 nChanged 40 SP:Iteration 36Q (4116.640000 sec): 3 clusters Score: Raw -397646.893599 + Penalty 3917.796049 = -393729.097550 nChanged 36 SP:Iteration 37Q (4116.650000 sec): 3 clusters Score: Raw -397675.691735 + Penalty 3917.796049 = -393757.895686 nChanged 31 SP:Iteration 38Q (4116.660000 sec): 3 clusters Score: Raw -397700.016279 + Penalty 3917.796049 = -393782.220230 nChanged 34 SP:Iteration 39Q (4116.670000 sec): 3 clusters Score: Raw -397731.201717 + Penalty 3917.796049 = -393813.405668 nChanged 30 SP:Iteration 40F (4116.670000 sec): 3 clusters Score: Raw -397753.053143 + Penalty 3917.796049 = -393835.257094 nChanged 23 SP:Iteration 41Q (4116.690000 sec): 3 clusters Score: Raw -397770.484965 + Penalty 3917.796049 = -393852.688916 nChanged 25 SP:Iteration 42Q (4116.690000 sec): 3 clusters Score: Raw -397790.425469 + Penalty 3917.796049 = -393872.629420 nChanged 14 SP:Iteration 43Q (4116.700000 sec): 3 clusters Score: Raw -397800.567655 + Penalty 3917.796049 = -393882.771606 nChanged 12 SP:Iteration 44Q (4116.710000 sec): 3 clusters Score: Raw -397805.744927 + Penalty 3917.796049 = -393887.948878 nChanged 8 SP:Iteration 45Q (4116.720000 sec): 3 clusters Score: Raw -397810.319477 + Penalty 3917.796049 = -393892.523427 nChanged 10 SP:Iteration 46Q (4116.730000 sec): 3 clusters Score: Raw -397816.590363 + Penalty 3917.796049 = -393898.794314 nChanged 7 SP:Iteration 47Q (4116.740000 sec): 3 clusters Score: Raw -397821.897714 + Penalty 3917.796049 = -393904.101665 nChanged 4 SP:Iteration 48Q (4116.750000 sec): 3 clusters Score: Raw -397824.669812 + Penalty 3917.796049 = -393906.873763 nChanged 6 SP:Iteration 49Q (4116.760000 sec): 3 clusters Score: Raw -397828.817787 + Penalty 3917.796049 = -393911.021738 nChanged 4 SP:Iteration 50Q (4116.770000 sec): 3 clusters Score: Raw -397830.479710 + Penalty 3917.796049 = -393912.683661 nChanged 1 SP:Iteration 51Q (4116.780000 sec): 3 clusters Score: Raw -397831.258895 + Penalty 3917.796049 = -393913.462846 nChanged 2 SP:Iteration 52Q (4116.790000 sec): 3 clusters Score: Raw -397832.512708 + Penalty 3917.796049 = -393914.716659 nChanged 1 SP:Iteration 53Q (4116.800000 sec): 3 clusters Score: Raw -397832.889666 + Penalty 3917.796049 = -393915.093617 nChanged 0 SP:Iteration 54F (4116.810000 sec): 3 clusters Score: Raw -397832.889666 + Penalty 3917.796049 = -393915.093617 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 17 (6052 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4116.830000 sec): 2 clusters Score: Raw -849873.254012 + Penalty 2159.619731 = -847713.634281 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4116.860000 sec): 3 clusters Score: Raw -846818.428123 + Penalty 4319.239461 = -842499.188662 nChanged 2384 SP:Iteration 1F (4116.880000 sec): 3 clusters Score: Raw -848138.153063 + Penalty 4319.239461 = -843818.913602 nChanged 466 SP:Iteration 2F (4116.900000 sec): 3 clusters Score: Raw -848378.534775 + Penalty 4319.239461 = -844059.295314 nChanged 323 SP:Iteration 3F (4116.920000 sec): 3 clusters Score: Raw -848537.375767 + Penalty 4319.239461 = -844218.136306 nChanged 237 SP:Iteration 4Q (4116.950000 sec): 3 clusters Score: Raw -848653.467766 + Penalty 4319.239461 = -844334.228304 nChanged 200 SP:Iteration 5Q (4116.970000 sec): 3 clusters Score: Raw -848768.761383 + Penalty 4319.239461 = -844449.521922 nChanged 205 SP:Iteration 6Q (4116.990000 sec): 3 clusters Score: Raw -848886.584467 + Penalty 4319.239461 = -844567.345006 nChanged 197 SP:Iteration 7Q (4117.010000 sec): 3 clusters Score: Raw -848991.743858 + Penalty 4319.239461 = -844672.504397 nChanged 181 SP:Iteration 8Q (4117.040000 sec): 3 clusters Score: Raw -849092.243858 + Penalty 4319.239461 = -844773.004397 nChanged 172 SP:Iteration 9Q (4117.060000 sec): 3 clusters Score: Raw -849182.350817 + Penalty 4319.239461 = -844863.111355 nChanged 181 SP:Iteration 10Q (4117.090000 sec): 3 clusters Score: Raw -849286.862414 + Penalty 4319.239461 = -844967.622953 nChanged 173 SP:Iteration 11Q (4117.110000 sec): 3 clusters Score: Raw -849392.748512 + Penalty 4319.239461 = -845073.509051 nChanged 178 SP:Iteration 12Q (4117.130000 sec): 3 clusters Score: Raw -849506.635747 + Penalty 4319.239461 = -845187.396286 nChanged 167 SP:Iteration 13Q (4117.150000 sec): 3 clusters Score: Raw -849620.772977 + Penalty 4319.239461 = -845301.533515 nChanged 148 SP:Iteration 14Q (4117.170000 sec): 3 clusters Score: Raw -849722.058719 + Penalty 4319.239461 = -845402.819258 nChanged 117 SP:Iteration 15Q (4117.190000 sec): 3 clusters Score: Raw -849802.474013 + Penalty 4319.239461 = -845483.234552 nChanged 124 SP:Iteration 16Q (4117.210000 sec): 3 clusters Score: Raw -849882.573359 + Penalty 4319.239461 = -845563.333898 nChanged 107 SP:Iteration 17Q (4117.240000 sec): 3 clusters Score: Raw -849949.853091 + Penalty 4319.239461 = -845630.613630 nChanged 86 SP:Iteration 18Q (4117.260000 sec): 3 clusters Score: Raw -850011.783022 + Penalty 4319.239461 = -845692.543561 nChanged 86 SP:Iteration 19Q (4117.280000 sec): 3 clusters Score: Raw -850066.677533 + Penalty 4319.239461 = -845747.438072 nChanged 79 SP:Iteration 20F (4117.310000 sec): 3 clusters Score: Raw -850111.497158 + Penalty 4319.239461 = -845792.257697 nChanged 65 SP:Iteration 21Q (4117.330000 sec): 3 clusters Score: Raw -850148.379391 + Penalty 4319.239461 = -845829.139930 nChanged 56 SP:Iteration 22Q (4117.350000 sec): 3 clusters Score: Raw -850179.596562 + Penalty 4319.239461 = -845860.357101 nChanged 47 SP:Iteration 23Q (4117.370000 sec): 3 clusters Score: Raw -850201.057319 + Penalty 4319.239461 = -845881.817858 nChanged 40 SP:Iteration 24Q (4117.390000 sec): 3 clusters Score: Raw -850218.505491 + Penalty 4319.239461 = -845899.266030 nChanged 33 SP:Iteration 25Q (4117.410000 sec): 3 clusters Score: Raw -850232.582348 + Penalty 4319.239461 = -845913.342887 nChanged 37 SP:Iteration 26Q (4117.430000 sec): 3 clusters Score: Raw -850249.970295 + Penalty 4319.239461 = -845930.730834 nChanged 35 SP:Iteration 27Q (4117.450000 sec): 3 clusters Score: Raw -850264.545108 + Penalty 4319.239461 = -845945.305647 nChanged 29 SP:Iteration 28Q (4117.480000 sec): 3 clusters Score: Raw -850278.718560 + Penalty 4319.239461 = -845959.479098 nChanged 28 SP:Iteration 29Q (4117.500000 sec): 3 clusters Score: Raw -850291.126109 + Penalty 4319.239461 = -845971.886648 nChanged 26 SP:Iteration 30Q (4117.520000 sec): 3 clusters Score: Raw -850302.330725 + Penalty 4319.239461 = -845983.091263 nChanged 22 SP:Iteration 31Q (4117.540000 sec): 3 clusters Score: Raw -850310.257478 + Penalty 4319.239461 = -845991.018017 nChanged 19 SP:Iteration 32Q (4117.560000 sec): 3 clusters Score: Raw -850320.288002 + Penalty 4319.239461 = -846001.048541 nChanged 14 SP:Iteration 33Q (4117.580000 sec): 3 clusters Score: Raw -850325.854438 + Penalty 4319.239461 = -846006.614977 nChanged 12 SP:Iteration 34Q (4117.600000 sec): 3 clusters Score: Raw -850330.533952 + Penalty 4319.239461 = -846011.294491 nChanged 12 SP:Iteration 35Q (4117.620000 sec): 3 clusters Score: Raw -850335.711650 + Penalty 4319.239461 = -846016.472189 nChanged 12 SP:Iteration 36Q (4117.640000 sec): 3 clusters Score: Raw -850339.756678 + Penalty 4319.239461 = -846020.517217 nChanged 19 SP:Iteration 37Q (4117.660000 sec): 3 clusters Score: Raw -850348.055387 + Penalty 4319.239461 = -846028.815925 nChanged 15 SP:Iteration 38Q (4117.680000 sec): 3 clusters Score: Raw -850353.914598 + Penalty 4319.239461 = -846034.675137 nChanged 12 SP:Iteration 39Q (4117.700000 sec): 3 clusters Score: Raw -850358.296142 + Penalty 4319.239461 = -846039.056681 nChanged 13 SP:Iteration 40F (4117.730000 sec): 3 clusters Score: Raw -850365.046858 + Penalty 4319.239461 = -846045.807397 nChanged 23 SP:Iteration 41Q (4117.750000 sec): 3 clusters Score: Raw -850373.365478 + Penalty 4319.239461 = -846054.126017 nChanged 22 SP:Iteration 42Q (4117.770000 sec): 3 clusters Score: Raw -850381.607865 + Penalty 4319.239461 = -846062.368404 nChanged 20 SP:Iteration 43Q (4117.790000 sec): 3 clusters Score: Raw -850389.301111 + Penalty 4319.239461 = -846070.061650 nChanged 24 SP:Iteration 44Q (4117.810000 sec): 3 clusters Score: Raw -850399.361491 + Penalty 4319.239461 = -846080.122029 nChanged 22 SP:Iteration 45Q (4117.830000 sec): 3 clusters Score: Raw -850408.222255 + Penalty 4319.239461 = -846088.982794 nChanged 15 SP:Iteration 46Q (4117.850000 sec): 3 clusters Score: Raw -850414.857351 + Penalty 4319.239461 = -846095.617890 nChanged 17 SP:Iteration 47Q (4117.870000 sec): 3 clusters Score: Raw -850421.467777 + Penalty 4319.239461 = -846102.228316 nChanged 15 SP:Iteration 48Q (4117.890000 sec): 3 clusters Score: Raw -850427.104748 + Penalty 4319.239461 = -846107.865287 nChanged 11 SP:Iteration 49Q (4117.910000 sec): 3 clusters Score: Raw -850431.839186 + Penalty 4319.239461 = -846112.599725 nChanged 12 SP:Iteration 50Q (4117.930000 sec): 3 clusters Score: Raw -850434.765888 + Penalty 4319.239461 = -846115.526426 nChanged 7 SP:Iteration 51Q (4117.950000 sec): 3 clusters Score: Raw -850436.858244 + Penalty 4319.239461 = -846117.618783 nChanged 5 SP:Iteration 52Q (4117.970000 sec): 3 clusters Score: Raw -850438.771625 + Penalty 4319.239461 = -846119.532164 nChanged 3 SP:Iteration 53Q (4117.990000 sec): 3 clusters Score: Raw -850439.861414 + Penalty 4319.239461 = -846120.621953 nChanged 2 SP:Iteration 54Q (4118.010000 sec): 3 clusters Score: Raw -850440.542647 + Penalty 4319.239461 = -846121.303186 nChanged 1 SP:Iteration 55Q (4118.030000 sec): 3 clusters Score: Raw -850440.779569 + Penalty 4319.239461 = -846121.540107 nChanged 0 SP:Iteration 56F (4118.050000 sec): 3 clusters Score: Raw -850440.779569 + Penalty 4319.239461 = -846121.540107 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 18 (23404 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4118.140000 sec): 2 clusters Score: Raw -3410200.902183 + Penalty 2495.044232 = -3407705.857951 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4118.230000 sec): 3 clusters Score: Raw -3396376.650097 + Penalty 4990.088465 = -3391386.561633 nChanged 10459 SP:Iteration 1F (4118.310000 sec): 3 clusters Score: Raw -3402290.279614 + Penalty 4990.088465 = -3397300.191149 nChanged 1327 SP:Iteration 2F (4118.400000 sec): 3 clusters Score: Raw -3403016.633137 + Penalty 4990.088465 = -3398026.544672 nChanged 1393 SP:Iteration 3F (4118.490000 sec): 3 clusters Score: Raw -3403911.031821 + Penalty 4990.088465 = -3398920.943356 nChanged 1411 SP:Iteration 4F (4118.580000 sec): 3 clusters Score: Raw -3404786.357344 + Penalty 4990.088465 = -3399796.268879 nChanged 1416 SP:Iteration 5F (4118.670000 sec): 3 clusters Score: Raw -3405581.475801 + Penalty 4990.088465 = -3400591.387337 nChanged 1357 SP:Iteration 6F (4118.750000 sec): 3 clusters Score: Raw -3406365.537510 + Penalty 4990.088465 = -3401375.449045 nChanged 1251 SP:Iteration 7F (4118.840000 sec): 3 clusters Score: Raw -3407106.876791 + Penalty 4990.088465 = -3402116.788327 nChanged 1125 SP:Iteration 8Q (4118.920000 sec): 3 clusters Score: Raw -3407832.268454 + Penalty 4990.088465 = -3402842.179989 nChanged 992 SP:Iteration 9Q (4119.000000 sec): 3 clusters Score: Raw -3408608.445541 + Penalty 4990.088465 = -3403618.357077 nChanged 853 SP:Iteration 10Q (4119.110000 sec): 3 clusters Score: Raw -3409385.728563 + Penalty 4990.088465 = -3404395.640098 nChanged 757 SP:Iteration 11Q (4119.190000 sec): 3 clusters Score: Raw -3409969.128923 + Penalty 4990.088465 = -3404979.040458 nChanged 561 SP:Iteration 12Q (4119.270000 sec): 3 clusters Score: Raw -3410366.478998 + Penalty 4990.088465 = -3405376.390534 nChanged 480 SP:Iteration 13Q (4119.350000 sec): 3 clusters Score: Raw -3410690.092306 + Penalty 4990.088465 = -3405700.003841 nChanged 389 SP:Iteration 14Q (4119.430000 sec): 3 clusters Score: Raw -3410977.086070 + Penalty 4990.088465 = -3405986.997606 nChanged 340 SP:Iteration 15Q (4119.690000 sec): 3 clusters Score: Raw -3411243.327178 + Penalty 4990.088465 = -3406253.238714 nChanged 281 SP:Iteration 16Q (4119.910000 sec): 3 clusters Score: Raw -3411449.112250 + Penalty 4990.088465 = -3406459.023785 nChanged 214 SP:Iteration 17Q (4120.120000 sec): 3 clusters Score: Raw -3411579.623540 + Penalty 4990.088465 = -3406589.535075 nChanged 180 SP:Iteration 18Q (4120.310000 sec): 3 clusters Score: Raw -3411674.397708 + Penalty 4990.088465 = -3406684.309244 nChanged 142 SP:Iteration 19Q (4120.530000 sec): 3 clusters Score: Raw -3411744.103043 + Penalty 4990.088465 = -3406754.014579 nChanged 110 SP:Iteration 20F (4120.870000 sec): 3 clusters Score: Raw -3411787.040356 + Penalty 4990.088465 = -3406796.951892 nChanged 83 SP:Iteration 21Q (4120.990000 sec): 3 clusters Score: Raw -3411814.123270 + Penalty 4990.088465 = -3406824.034806 nChanged 77 SP:Iteration 22Q (4121.050000 sec): 3 clusters Score: Raw -3411837.211040 + Penalty 4990.088465 = -3406847.122576 nChanged 58 SP:Iteration 23Q (4121.130000 sec): 3 clusters Score: Raw -3411851.515752 + Penalty 4990.088465 = -3406861.427288 nChanged 43 SP:Iteration 24Q (4121.200000 sec): 3 clusters Score: Raw -3411861.341257 + Penalty 4990.088465 = -3406871.252793 nChanged 32 SP:Iteration 25Q (4121.270000 sec): 3 clusters Score: Raw -3411869.724196 + Penalty 4990.088465 = -3406879.635732 nChanged 28 SP:Iteration 26Q (4121.330000 sec): 3 clusters Score: Raw -3411876.944542 + Penalty 4990.088465 = -3406886.856078 nChanged 22 SP:Iteration 27Q (4121.410000 sec): 3 clusters Score: Raw -3411882.148901 + Penalty 4990.088465 = -3406892.060437 nChanged 24 SP:Iteration 28Q (4121.470000 sec): 3 clusters Score: Raw -3411887.381699 + Penalty 4990.088465 = -3406897.293234 nChanged 20 SP:Iteration 29Q (4121.540000 sec): 3 clusters Score: Raw -3411891.863323 + Penalty 4990.088465 = -3406901.774858 nChanged 20 SP:Iteration 30Q (4121.610000 sec): 3 clusters Score: Raw -3411895.334044 + Penalty 4990.088465 = -3406905.245580 nChanged 12 SP:Iteration 31Q (4121.670000 sec): 3 clusters Score: Raw -3411897.556122 + Penalty 4990.088465 = -3406907.467658 nChanged 13 SP:Iteration 32Q (4121.740000 sec): 3 clusters Score: Raw -3411899.494835 + Penalty 4990.088465 = -3406909.406370 nChanged 6 SP:Iteration 33Q (4121.810000 sec): 3 clusters Score: Raw -3411900.978491 + Penalty 4990.088465 = -3406910.890027 nChanged 6 SP:Iteration 34Q (4121.880000 sec): 3 clusters Score: Raw -3411902.040187 + Penalty 4990.088465 = -3406911.951723 nChanged 6 SP:Iteration 35Q (4121.950000 sec): 3 clusters Score: Raw -3411903.183262 + Penalty 4990.088465 = -3406913.094797 nChanged 5 SP:Iteration 36Q (4122.020000 sec): 3 clusters Score: Raw -3411903.779342 + Penalty 4990.088465 = -3406913.690877 nChanged 3 SP:Iteration 37Q (4122.090000 sec): 3 clusters Score: Raw -3411904.386364 + Penalty 4990.088465 = -3406914.297900 nChanged 3 SP:Iteration 38Q (4122.160000 sec): 3 clusters Score: Raw -3411904.821883 + Penalty 4990.088465 = -3406914.733419 nChanged 2 SP:Iteration 39Q (4122.230000 sec): 3 clusters Score: Raw -3411905.193081 + Penalty 4990.088465 = -3406915.104617 nChanged 2 SP:Iteration 40F (4122.320000 sec): 3 clusters Score: Raw -3411905.475956 + Penalty 4990.088465 = -3406915.387491 nChanged 2 SP:Iteration 41Q (4122.390000 sec): 3 clusters Score: Raw -3411905.714716 + Penalty 4990.088465 = -3406915.626251 nChanged 4 SP:Iteration 42Q (4122.450000 sec): 3 clusters Score: Raw -3411906.224963 + Penalty 4990.088465 = -3406916.136498 nChanged 2 SP:Iteration 43Q (4122.530000 sec): 3 clusters Score: Raw -3411906.446546 + Penalty 4990.088465 = -3406916.358082 nChanged 2 SP:Iteration 44Q (4122.590000 sec): 3 clusters Score: Raw -3411906.802286 + Penalty 4990.088465 = -3406916.713821 nChanged 2 SP:Iteration 45Q (4122.660000 sec): 3 clusters Score: Raw -3411907.053796 + Penalty 4990.088465 = -3406916.965331 nChanged 1 SP:Iteration 46Q (4122.730000 sec): 3 clusters Score: Raw -3411907.148101 + Penalty 4990.088465 = -3406917.059636 nChanged 1 SP:Iteration 47Q (4122.790000 sec): 3 clusters Score: Raw -3411907.230797 + Penalty 4990.088465 = -3406917.142332 nChanged 0 SP:Iteration 48F (4122.880000 sec): 3 clusters Score: Raw -3411907.230797 + Penalty 4990.088465 = -3406917.142332 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 19 (11063 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4122.930000 sec): 2 clusters Score: Raw -1580580.700254 + Penalty 2309.217649 = -1578271.482605 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4122.970000 sec): 3 clusters Score: Raw -1574511.694245 + Penalty 4618.435297 = -1569893.258948 nChanged 4651 SP:Iteration 1F (4123.010000 sec): 3 clusters Score: Raw -1577001.822772 + Penalty 4618.435297 = -1572383.387475 nChanged 685 SP:Iteration 2F (4123.050000 sec): 3 clusters Score: Raw -1577306.450125 + Penalty 4618.435297 = -1572688.014828 nChanged 528 SP:Iteration 3Q (4123.090000 sec): 3 clusters Score: Raw -1577513.030753 + Penalty 4618.435297 = -1572894.595456 nChanged 432 SP:Iteration 4Q (4123.140000 sec): 3 clusters Score: Raw -1577682.612748 + Penalty 4618.435297 = -1573064.177451 nChanged 394 SP:Iteration 5Q (4123.180000 sec): 3 clusters Score: Raw -1577839.002133 + Penalty 4618.435297 = -1573220.566836 nChanged 390 SP:Iteration 6Q (4123.220000 sec): 3 clusters Score: Raw -1577974.410110 + Penalty 4618.435297 = -1573355.974813 nChanged 318 SP:Iteration 7Q (4123.270000 sec): 3 clusters Score: Raw -1578100.287007 + Penalty 4618.435297 = -1573481.851710 nChanged 299 SP:Iteration 8Q (4123.310000 sec): 3 clusters Score: Raw -1578212.580865 + Penalty 4618.435297 = -1573594.145568 nChanged 312 SP:Iteration 9Q (4123.350000 sec): 3 clusters Score: Raw -1578335.258389 + Penalty 4618.435297 = -1573716.823092 nChanged 310 SP:Iteration 10Q (4123.390000 sec): 3 clusters Score: Raw -1578468.307752 + Penalty 4618.435297 = -1573849.872455 nChanged 339 SP:Iteration 11Q (4123.440000 sec): 3 clusters Score: Raw -1578620.481691 + Penalty 4618.435297 = -1574002.046394 nChanged 360 SP:Iteration 12Q (4123.480000 sec): 3 clusters Score: Raw -1578803.641308 + Penalty 4618.435297 = -1574185.206010 nChanged 398 SP:Iteration 13Q (4123.520000 sec): 3 clusters Score: Raw -1579017.031367 + Penalty 4618.435297 = -1574398.596070 nChanged 394 SP:Iteration 14Q (4123.570000 sec): 3 clusters Score: Raw -1579236.711429 + Penalty 4618.435297 = -1574618.276132 nChanged 400 SP:Iteration 15Q (4123.610000 sec): 3 clusters Score: Raw -1579461.869174 + Penalty 4618.435297 = -1574843.433877 nChanged 392 SP:Iteration 16Q (4123.650000 sec): 3 clusters Score: Raw -1579711.620852 + Penalty 4618.435297 = -1575093.185555 nChanged 345 SP:Iteration 17Q (4123.690000 sec): 3 clusters Score: Raw -1579900.874914 + Penalty 4618.435297 = -1575282.439617 nChanged 280 SP:Iteration 18Q (4123.740000 sec): 3 clusters Score: Raw -1580045.939134 + Penalty 4618.435297 = -1575427.503837 nChanged 231 SP:Iteration 19Q (4123.770000 sec): 3 clusters Score: Raw -1580170.977943 + Penalty 4618.435297 = -1575552.542646 nChanged 213 SP:Iteration 20F (4123.820000 sec): 3 clusters Score: Raw -1580278.299032 + Penalty 4618.435297 = -1575659.863735 nChanged 164 SP:Iteration 21Q (4123.860000 sec): 3 clusters Score: Raw -1580364.010178 + Penalty 4618.435297 = -1575745.574881 nChanged 153 SP:Iteration 22Q (4123.900000 sec): 3 clusters Score: Raw -1580445.618467 + Penalty 4618.435297 = -1575827.183170 nChanged 122 SP:Iteration 23Q (4123.940000 sec): 3 clusters Score: Raw -1580503.894322 + Penalty 4618.435297 = -1575885.459025 nChanged 107 SP:Iteration 24Q (4123.980000 sec): 3 clusters Score: Raw -1580566.574153 + Penalty 4618.435297 = -1575948.138856 nChanged 115 SP:Iteration 25Q (4124.020000 sec): 3 clusters Score: Raw -1580635.056999 + Penalty 4618.435297 = -1576016.621702 nChanged 90 SP:Iteration 26Q (4124.060000 sec): 3 clusters Score: Raw -1580682.150806 + Penalty 4618.435297 = -1576063.715509 nChanged 77 SP:Iteration 27Q (4124.100000 sec): 3 clusters Score: Raw -1580719.613809 + Penalty 4618.435297 = -1576101.178511 nChanged 72 SP:Iteration 28Q (4124.150000 sec): 3 clusters Score: Raw -1580750.520491 + Penalty 4618.435297 = -1576132.085194 nChanged 55 SP:Iteration 29Q (4124.190000 sec): 3 clusters Score: Raw -1580780.416422 + Penalty 4618.435297 = -1576161.981125 nChanged 59 SP:Iteration 30Q (4124.220000 sec): 3 clusters Score: Raw -1580811.423732 + Penalty 4618.435297 = -1576192.988435 nChanged 51 SP:Iteration 31Q (4124.260000 sec): 3 clusters Score: Raw -1580832.313184 + Penalty 4618.435297 = -1576213.877887 nChanged 33 SP:Iteration 32Q (4124.310000 sec): 3 clusters Score: Raw -1580847.196356 + Penalty 4618.435297 = -1576228.761059 nChanged 36 SP:Iteration 33Q (4124.350000 sec): 3 clusters Score: Raw -1580861.600661 + Penalty 4618.435297 = -1576243.165364 nChanged 29 SP:Iteration 34Q (4124.390000 sec): 3 clusters Score: Raw -1580873.650350 + Penalty 4618.435297 = -1576255.215053 nChanged 37 SP:Iteration 35Q (4124.430000 sec): 3 clusters Score: Raw -1580887.712818 + Penalty 4618.435297 = -1576269.277521 nChanged 21 SP:Iteration 36Q (4124.470000 sec): 3 clusters Score: Raw -1580895.961978 + Penalty 4618.435297 = -1576277.526681 nChanged 15 SP:Iteration 37Q (4124.510000 sec): 3 clusters Score: Raw -1580903.438132 + Penalty 4618.435297 = -1576285.002835 nChanged 19 SP:Iteration 38Q (4124.550000 sec): 3 clusters Score: Raw -1580910.479342 + Penalty 4618.435297 = -1576292.044045 nChanged 9 SP:Iteration 39Q (4124.590000 sec): 3 clusters Score: Raw -1580915.137868 + Penalty 4618.435297 = -1576296.702571 nChanged 10 SP:Iteration 40F (4124.640000 sec): 3 clusters Score: Raw -1580918.784501 + Penalty 4618.435297 = -1576300.349204 nChanged 8 SP:Iteration 41Q (4124.670000 sec): 3 clusters Score: Raw -1580922.787350 + Penalty 4618.435297 = -1576304.352053 nChanged 13 SP:Iteration 42Q (4124.710000 sec): 3 clusters Score: Raw -1580929.446115 + Penalty 4618.435297 = -1576311.010818 nChanged 12 SP:Iteration 43Q (4124.750000 sec): 3 clusters Score: Raw -1580933.937096 + Penalty 4618.435297 = -1576315.501799 nChanged 9 SP:Iteration 44Q (4124.790000 sec): 3 clusters Score: Raw -1580937.584873 + Penalty 4618.435297 = -1576319.149576 nChanged 12 SP:Iteration 45Q (4124.820000 sec): 3 clusters Score: Raw -1580940.819200 + Penalty 4618.435297 = -1576322.383903 nChanged 7 SP:Iteration 46Q (4124.860000 sec): 3 clusters Score: Raw -1580942.954112 + Penalty 4618.435297 = -1576324.518815 nChanged 7 SP:Iteration 47Q (4124.900000 sec): 3 clusters Score: Raw -1580945.397692 + Penalty 4618.435297 = -1576326.962395 nChanged 3 SP:Iteration 48Q (4124.940000 sec): 3 clusters Score: Raw -1580947.001724 + Penalty 4618.435297 = -1576328.566427 nChanged 5 SP:Iteration 49Q (4124.970000 sec): 3 clusters Score: Raw -1580948.670666 + Penalty 4618.435297 = -1576330.235369 nChanged 3 SP:Iteration 50Q (4125.010000 sec): 3 clusters Score: Raw -1580950.031041 + Penalty 4618.435297 = -1576331.595744 nChanged 2 SP:Iteration 51Q (4125.040000 sec): 3 clusters Score: Raw -1580950.642463 + Penalty 4618.435297 = -1576332.207166 nChanged 1 SP:Iteration 52Q (4125.080000 sec): 3 clusters Score: Raw -1580951.250652 + Penalty 4618.435297 = -1576332.815355 nChanged 4 SP:Iteration 53Q (4125.120000 sec): 3 clusters Score: Raw -1580952.676320 + Penalty 4618.435297 = -1576334.241022 nChanged 4 SP:Iteration 54Q (4125.150000 sec): 3 clusters Score: Raw -1580953.864573 + Penalty 4618.435297 = -1576335.429276 nChanged 5 SP:Iteration 55Q (4125.190000 sec): 3 clusters Score: Raw -1580955.807773 + Penalty 4618.435297 = -1576337.372476 nChanged 5 SP:Iteration 56Q (4125.220000 sec): 3 clusters Score: Raw -1580956.943131 + Penalty 4618.435297 = -1576338.507834 nChanged 3 SP:Iteration 57Q (4125.260000 sec): 3 clusters Score: Raw -1580957.920069 + Penalty 4618.435297 = -1576339.484772 nChanged 5 SP:Iteration 58Q (4125.290000 sec): 3 clusters Score: Raw -1580959.765727 + Penalty 4618.435297 = -1576341.330430 nChanged 3 SP:Iteration 59Q (4125.330000 sec): 3 clusters Score: Raw -1580960.864628 + Penalty 4618.435297 = -1576342.429331 nChanged 6 SP:Iteration 60F (4125.370000 sec): 3 clusters Score: Raw -1580962.529684 + Penalty 4618.435297 = -1576344.094387 nChanged 4 SP:Iteration 61Q (4125.400000 sec): 3 clusters Score: Raw -1580964.010760 + Penalty 4618.435297 = -1576345.575463 nChanged 2 SP:Iteration 62Q (4125.440000 sec): 3 clusters Score: Raw -1580964.578771 + Penalty 4618.435297 = -1576346.143474 nChanged 3 SP:Iteration 63Q (4125.480000 sec): 3 clusters Score: Raw -1580966.009987 + Penalty 4618.435297 = -1576347.574690 nChanged 5 SP:Iteration 64Q (4125.520000 sec): 3 clusters Score: Raw -1580967.801588 + Penalty 4618.435297 = -1576349.366291 nChanged 3 SP:Iteration 65Q (4125.550000 sec): 3 clusters Score: Raw -1580968.734846 + Penalty 4618.435297 = -1576350.299549 nChanged 5 SP:Iteration 66Q (4125.590000 sec): 3 clusters Score: Raw -1580969.986205 + Penalty 4618.435297 = -1576351.550908 nChanged 4 SP:Iteration 67Q (4125.630000 sec): 3 clusters Score: Raw -1580970.646842 + Penalty 4618.435297 = -1576352.211545 nChanged 0 SP:Iteration 68F (4125.670000 sec): 3 clusters Score: Raw -1580970.646842 + Penalty 4618.435297 = -1576352.211545 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 20 (1017 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4125.680000 sec): 2 clusters Score: Raw -138861.909628 + Penalty 1717.303874 = -137144.605754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4125.680000 sec): 3 clusters Score: Raw -138641.248916 + Penalty 3434.607748 = -135206.641167 nChanged 279 SP:Iteration 1F (4125.690000 sec): 3 clusters Score: Raw -139046.812313 + Penalty 3434.607748 = -135612.204565 nChanged 79 SP:Iteration 2F (4125.690000 sec): 3 clusters Score: Raw -139165.245012 + Penalty 3434.607748 = -135730.637264 nChanged 42 SP:Iteration 3Q (4125.700000 sec): 3 clusters Score: Raw -139225.459236 + Penalty 3434.607748 = -135790.851488 nChanged 35 SP:Iteration 4Q (4125.700000 sec): 3 clusters Score: Raw -139279.602914 + Penalty 3434.607748 = -135844.995166 nChanged 23 SP:Iteration 5Q (4125.700000 sec): 3 clusters Score: Raw -139314.061163 + Penalty 3434.607748 = -135879.453414 nChanged 18 SP:Iteration 6Q (4125.700000 sec): 3 clusters Score: Raw -139338.441941 + Penalty 3434.607748 = -135903.834193 nChanged 10 SP:Iteration 7Q (4125.710000 sec): 3 clusters Score: Raw -139352.579912 + Penalty 3434.607748 = -135917.972164 nChanged 9 SP:Iteration 8Q (4125.710000 sec): 3 clusters Score: Raw -139365.143833 + Penalty 3434.607748 = -135930.536085 nChanged 5 SP:Iteration 9Q (4125.720000 sec): 3 clusters Score: Raw -139370.660810 + Penalty 3434.607748 = -135936.053062 nChanged 4 SP:Iteration 10Q (4125.720000 sec): 3 clusters Score: Raw -139376.466864 + Penalty 3434.607748 = -135941.859115 nChanged 2 SP:Iteration 11Q (4125.720000 sec): 3 clusters Score: Raw -139380.416443 + Penalty 3434.607748 = -135945.808695 nChanged 3 SP:Iteration 12Q (4125.730000 sec): 3 clusters Score: Raw -139384.094097 + Penalty 3434.607748 = -135949.486349 nChanged 2 SP:Iteration 13Q (4125.730000 sec): 3 clusters Score: Raw -139386.151789 + Penalty 3434.607748 = -135951.544041 nChanged 1 SP:Iteration 14Q (4125.740000 sec): 3 clusters Score: Raw -139387.009250 + Penalty 3434.607748 = -135952.401501 nChanged 0 SP:Iteration 15F (4125.740000 sec): 3 clusters Score: Raw -139387.009250 + Penalty 3434.607748 = -135952.401501 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 21 (48014 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4125.940000 sec): 2 clusters Score: Raw -7096259.043031 + Penalty 2673.253483 = -7093585.789548 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4126.130000 sec): 3 clusters Score: Raw -7066603.409938 + Penalty 5346.506965 = -7061256.902973 nChanged 22140 SP:Iteration 1F (4126.320000 sec): 3 clusters Score: Raw -7078837.532957 + Penalty 5346.506965 = -7073491.025992 nChanged 1978 SP:Iteration 2Q (4126.520000 sec): 3 clusters Score: Raw -7079400.848341 + Penalty 5346.506965 = -7074054.341375 nChanged 1879 SP:Iteration 3Q (4126.710000 sec): 3 clusters Score: Raw -7080048.842527 + Penalty 5346.506965 = -7074702.335562 nChanged 2144 SP:Iteration 4Q (4127.250000 sec): 3 clusters Score: Raw -7081010.790978 + Penalty 5346.506965 = -7075664.284012 nChanged 2487 SP:Iteration 5F (4128.030000 sec): 3 clusters Score: Raw -7082460.769232 + Penalty 5346.506965 = -7077114.262267 nChanged 2973 SP:Iteration 6F (4128.800000 sec): 3 clusters Score: Raw -7084453.166908 + Penalty 5346.506965 = -7079106.659942 nChanged 3132 SP:Iteration 7F (4129.590000 sec): 3 clusters Score: Raw -7086529.691526 + Penalty 5346.506965 = -7081183.184561 nChanged 2873 SP:Iteration 8F (4129.810000 sec): 3 clusters Score: Raw -7088295.663980 + Penalty 5346.506965 = -7082949.157014 nChanged 2470 SP:Iteration 9F (4130.000000 sec): 3 clusters Score: Raw -7089826.636140 + Penalty 5346.506965 = -7084480.129175 nChanged 2068 SP:Iteration 10Q (4130.190000 sec): 3 clusters Score: Raw -7091128.104374 + Penalty 5346.506965 = -7085781.597409 nChanged 1682 SP:Iteration 11Q (4130.380000 sec): 3 clusters Score: Raw -7092315.907679 + Penalty 5346.506965 = -7086969.400713 nChanged 1395 SP:Iteration 12Q (4130.570000 sec): 3 clusters Score: Raw -7093535.999765 + Penalty 5346.506965 = -7088189.492799 nChanged 1138 SP:Iteration 13Q (4130.760000 sec): 3 clusters Score: Raw -7094758.759460 + Penalty 5346.506965 = -7089412.252495 nChanged 851 SP:Iteration 14Q (4130.940000 sec): 3 clusters Score: Raw -7095669.746024 + Penalty 5346.506965 = -7090323.239059 nChanged 642 SP:Iteration 15Q (4131.100000 sec): 3 clusters Score: Raw -7096175.298554 + Penalty 5346.506965 = -7090828.791588 nChanged 515 SP:Iteration 16Q (4131.250000 sec): 3 clusters Score: Raw -7096441.159131 + Penalty 5346.506965 = -7091094.652166 nChanged 343 SP:Iteration 17Q (4131.400000 sec): 3 clusters Score: Raw -7096575.871386 + Penalty 5346.506965 = -7091229.364421 nChanged 245 SP:Iteration 18Q (4131.550000 sec): 3 clusters Score: Raw -7096656.111385 + Penalty 5346.506965 = -7091309.604420 nChanged 170 SP:Iteration 19Q (4131.700000 sec): 3 clusters Score: Raw -7096696.429260 + Penalty 5346.506965 = -7091349.922294 nChanged 112 SP:Iteration 20F (4131.890000 sec): 3 clusters Score: Raw -7096721.060559 + Penalty 5346.506965 = -7091374.553593 nChanged 96 SP:Iteration 21Q (4132.030000 sec): 3 clusters Score: Raw -7096741.603248 + Penalty 5346.506965 = -7091395.096282 nChanged 79 SP:Iteration 22Q (4132.180000 sec): 3 clusters Score: Raw -7096758.344523 + Penalty 5346.506965 = -7091411.837557 nChanged 72 SP:Iteration 23Q (4132.330000 sec): 3 clusters Score: Raw -7096771.954319 + Penalty 5346.506965 = -7091425.447353 nChanged 75 SP:Iteration 24Q (4132.470000 sec): 3 clusters Score: Raw -7096785.083928 + Penalty 5346.506965 = -7091438.576963 nChanged 53 SP:Iteration 25Q (4132.620000 sec): 3 clusters Score: Raw -7096793.697750 + Penalty 5346.506965 = -7091447.190785 nChanged 44 SP:Iteration 26Q (4132.760000 sec): 3 clusters Score: Raw -7096799.306617 + Penalty 5346.506965 = -7091452.799652 nChanged 28 SP:Iteration 27Q (4132.910000 sec): 3 clusters Score: Raw -7096803.024979 + Penalty 5346.506965 = -7091456.518014 nChanged 17 SP:Iteration 28Q (4133.210000 sec): 3 clusters Score: Raw -7096804.517773 + Penalty 5346.506965 = -7091458.010808 nChanged 5 SP:Iteration 29Q (4133.710000 sec): 3 clusters Score: Raw -7096805.147440 + Penalty 5346.506965 = -7091458.640475 nChanged 3 SP:Iteration 30Q (4133.850000 sec): 3 clusters Score: Raw -7096805.391438 + Penalty 5346.506965 = -7091458.884473 nChanged 2 SP:Iteration 31Q (4134.000000 sec): 3 clusters Score: Raw -7096805.546055 + Penalty 5346.506965 = -7091459.039090 nChanged 3 SP:Iteration 32Q (4134.140000 sec): 3 clusters Score: Raw -7096805.851131 + Penalty 5346.506965 = -7091459.344166 nChanged 2 SP:Iteration 33Q (4134.290000 sec): 3 clusters Score: Raw -7096806.047377 + Penalty 5346.506965 = -7091459.540412 nChanged 0 SP:Iteration 34F (4134.470000 sec): 3 clusters Score: Raw -7096806.047377 + Penalty 5346.506965 = -7091459.540412 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 22 (5734 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4134.510000 sec): 2 clusters Score: Raw -829672.889697 + Penalty 2146.233824 = -827526.655873 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4134.540000 sec): 3 clusters Score: Raw -826816.010769 + Penalty 4292.467649 = -822523.543120 nChanged 2207 SP:Iteration 1F (4134.560000 sec): 3 clusters Score: Raw -828144.367981 + Penalty 4292.467649 = -823851.900333 nChanged 424 SP:Iteration 2F (4134.580000 sec): 3 clusters Score: Raw -828393.051290 + Penalty 4292.467649 = -824100.583641 nChanged 302 SP:Iteration 3F (4134.600000 sec): 3 clusters Score: Raw -828561.330474 + Penalty 4292.467649 = -824268.862825 nChanged 252 SP:Iteration 4Q (4134.620000 sec): 3 clusters Score: Raw -828686.425409 + Penalty 4292.467649 = -824393.957761 nChanged 196 SP:Iteration 5Q (4134.640000 sec): 3 clusters Score: Raw -828791.325802 + Penalty 4292.467649 = -824498.858154 nChanged 175 SP:Iteration 6Q (4134.670000 sec): 3 clusters Score: Raw -828877.569271 + Penalty 4292.467649 = -824585.101622 nChanged 149 SP:Iteration 7Q (4134.690000 sec): 3 clusters Score: Raw -828950.838292 + Penalty 4292.467649 = -824658.370643 nChanged 140 SP:Iteration 8Q (4134.710000 sec): 3 clusters Score: Raw -829044.686964 + Penalty 4292.467649 = -824752.219315 nChanged 156 SP:Iteration 9Q (4134.730000 sec): 3 clusters Score: Raw -829185.326017 + Penalty 4292.467649 = -824892.858369 nChanged 190 SP:Iteration 10Q (4134.750000 sec): 3 clusters Score: Raw -829397.690157 + Penalty 4292.467649 = -825105.222508 nChanged 228 SP:Iteration 11Q (4134.770000 sec): 3 clusters Score: Raw -829607.908089 + Penalty 4292.467649 = -825315.440440 nChanged 222 SP:Iteration 12Q (4134.790000 sec): 3 clusters Score: Raw -829747.749752 + Penalty 4292.467649 = -825455.282104 nChanged 178 SP:Iteration 13Q (4134.810000 sec): 3 clusters Score: Raw -829846.713666 + Penalty 4292.467649 = -825554.246018 nChanged 140 SP:Iteration 14Q (4134.840000 sec): 3 clusters Score: Raw -829915.688144 + Penalty 4292.467649 = -825623.220496 nChanged 103 SP:Iteration 15Q (4134.860000 sec): 3 clusters Score: Raw -829959.907186 + Penalty 4292.467649 = -825667.439538 nChanged 83 SP:Iteration 16Q (4134.880000 sec): 3 clusters Score: Raw -829997.966769 + Penalty 4292.467649 = -825705.499120 nChanged 73 SP:Iteration 17Q (4134.900000 sec): 3 clusters Score: Raw -830027.795195 + Penalty 4292.467649 = -825735.327546 nChanged 58 SP:Iteration 18Q (4134.920000 sec): 3 clusters Score: Raw -830051.209344 + Penalty 4292.467649 = -825758.741696 nChanged 64 SP:Iteration 19Q (4134.940000 sec): 3 clusters Score: Raw -830075.548574 + Penalty 4292.467649 = -825783.080925 nChanged 44 SP:Iteration 20F (4134.960000 sec): 3 clusters Score: Raw -830093.678320 + Penalty 4292.467649 = -825801.210672 nChanged 46 SP:Iteration 21Q (4134.990000 sec): 3 clusters Score: Raw -830110.903413 + Penalty 4292.467649 = -825818.435765 nChanged 42 SP:Iteration 22Q (4135.010000 sec): 3 clusters Score: Raw -830127.177914 + Penalty 4292.467649 = -825834.710265 nChanged 42 SP:Iteration 23Q (4135.030000 sec): 3 clusters Score: Raw -830143.504524 + Penalty 4292.467649 = -825851.036876 nChanged 32 SP:Iteration 24Q (4135.050000 sec): 3 clusters Score: Raw -830155.596937 + Penalty 4292.467649 = -825863.129289 nChanged 31 SP:Iteration 25Q (4135.070000 sec): 3 clusters Score: Raw -830166.171312 + Penalty 4292.467649 = -825873.703664 nChanged 31 SP:Iteration 26Q (4135.090000 sec): 3 clusters Score: Raw -830176.705862 + Penalty 4292.467649 = -825884.238213 nChanged 33 SP:Iteration 27Q (4135.110000 sec): 3 clusters Score: Raw -830190.589456 + Penalty 4292.467649 = -825898.121808 nChanged 31 SP:Iteration 28Q (4135.130000 sec): 3 clusters Score: Raw -830202.400136 + Penalty 4292.467649 = -825909.932488 nChanged 37 SP:Iteration 29Q (4135.180000 sec): 3 clusters Score: Raw -830217.640265 + Penalty 4292.467649 = -825925.172616 nChanged 34 SP:Iteration 30Q (4135.240000 sec): 3 clusters Score: Raw -830229.236039 + Penalty 4292.467649 = -825936.768391 nChanged 29 SP:Iteration 31Q (4135.290000 sec): 3 clusters Score: Raw -830242.779604 + Penalty 4292.467649 = -825950.311956 nChanged 35 SP:Iteration 32Q (4135.320000 sec): 3 clusters Score: Raw -830256.231824 + Penalty 4292.467649 = -825963.764175 nChanged 21 SP:Iteration 33Q (4135.340000 sec): 3 clusters Score: Raw -830262.975102 + Penalty 4292.467649 = -825970.507453 nChanged 15 SP:Iteration 34Q (4135.390000 sec): 3 clusters Score: Raw -830267.707609 + Penalty 4292.467649 = -825975.239960 nChanged 10 SP:Iteration 35Q (4135.420000 sec): 3 clusters Score: Raw -830271.093821 + Penalty 4292.467649 = -825978.626173 nChanged 6 SP:Iteration 36Q (4135.460000 sec): 3 clusters Score: Raw -830272.381711 + Penalty 4292.467649 = -825979.914062 nChanged 3 SP:Iteration 37Q (4135.500000 sec): 3 clusters Score: Raw -830272.797502 + Penalty 4292.467649 = -825980.329853 nChanged 2 SP:Iteration 38Q (4135.540000 sec): 3 clusters Score: Raw -830273.556546 + Penalty 4292.467649 = -825981.088898 nChanged 1 SP:Iteration 39Q (4135.580000 sec): 3 clusters Score: Raw -830273.731682 + Penalty 4292.467649 = -825981.264033 nChanged 1 SP:Iteration 40F (4135.600000 sec): 3 clusters Score: Raw -830274.007647 + Penalty 4292.467649 = -825981.539999 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 23 (197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4135.610000 sec): 2 clusters Score: Raw -26446.494222 + Penalty 1310.234525 = -25136.259697 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4135.610000 sec): 3 clusters Score: Raw -26701.937638 + Penalty 2620.469049 = -24081.468589 nChanged 17 SP:Iteration 1F (4135.610000 sec): 3 clusters Score: Raw -26784.632296 + Penalty 2620.469049 = -24164.163247 nChanged 7 SP:Iteration 2Q (4135.610000 sec): 3 clusters Score: Raw -26809.665141 + Penalty 2620.469049 = -24189.196092 nChanged 4 SP:Iteration 3Q (4135.610000 sec): 3 clusters Score: Raw -26831.678259 + Penalty 2620.469049 = -24211.209209 nChanged 1 SP:Iteration 4Q (4135.610000 sec): 3 clusters Score: Raw -26834.631920 + Penalty 2620.469049 = -24214.162871 nChanged 1 SP:Iteration 5Q (4135.610000 sec): 3 clusters Score: Raw -26842.366849 + Penalty 2620.469049 = -24221.897799 nChanged 1 SP:Iteration 6Q (4135.610000 sec): 3 clusters Score: Raw -26844.222015 + Penalty 2620.469049 = -24223.752965 nChanged 0 SP:Iteration 7F (4135.610000 sec): 3 clusters Score: Raw -26844.222015 + Penalty 2620.469049 = -24223.752965 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 24 (395 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4135.620000 sec): 2 clusters Score: Raw -54782.750026 + Penalty 1482.763670 = -53299.986356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4135.620000 sec): 3 clusters Score: Raw -54879.337549 + Penalty 2965.527339 = -51913.810210 nChanged 50 SP:Iteration 1F (4135.620000 sec): 3 clusters Score: Raw -55023.687567 + Penalty 2965.527339 = -52058.160228 nChanged 11 SP:Iteration 2Q (4135.620000 sec): 3 clusters Score: Raw -55055.053484 + Penalty 2965.527339 = -52089.526145 nChanged 8 SP:Iteration 3Q (4135.630000 sec): 3 clusters Score: Raw -55074.905626 + Penalty 2965.527339 = -52109.378287 nChanged 2 SP:Iteration 4Q (4135.630000 sec): 3 clusters Score: Raw -55080.591933 + Penalty 2965.527339 = -52115.064593 nChanged 2 SP:Iteration 5Q (4135.630000 sec): 3 clusters Score: Raw -55086.049948 + Penalty 2965.527339 = -52120.522609 nChanged 0 SP:Iteration 6F (4135.630000 sec): 3 clusters Score: Raw -55086.049948 + Penalty 2965.527339 = -52120.522609 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 25 (1384 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4135.630000 sec): 2 clusters Score: Raw -199215.827344 + Penalty 1793.717818 = -197422.109526 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4135.640000 sec): 3 clusters Score: Raw -198795.402173 + Penalty 3587.435636 = -195207.966538 nChanged 392 SP:Iteration 1F (4135.650000 sec): 3 clusters Score: Raw -199163.891432 + Penalty 3587.435636 = -195576.455797 nChanged 115 SP:Iteration 2F (4135.650000 sec): 3 clusters Score: Raw -199324.400545 + Penalty 3587.435636 = -195736.964909 nChanged 85 SP:Iteration 3F (4135.650000 sec): 3 clusters Score: Raw -199446.690603 + Penalty 3587.435636 = -195859.254968 nChanged 54 SP:Iteration 4Q (4135.660000 sec): 3 clusters Score: Raw -199529.772171 + Penalty 3587.435636 = -195942.336535 nChanged 43 SP:Iteration 5Q (4135.670000 sec): 3 clusters Score: Raw -199584.727394 + Penalty 3587.435636 = -195997.291759 nChanged 36 SP:Iteration 6Q (4135.670000 sec): 3 clusters Score: Raw -199644.294497 + Penalty 3587.435636 = -196056.858862 nChanged 39 SP:Iteration 7Q (4135.670000 sec): 3 clusters Score: Raw -199704.821819 + Penalty 3587.435636 = -196117.386183 nChanged 40 SP:Iteration 8Q (4135.680000 sec): 3 clusters Score: Raw -199770.377547 + Penalty 3587.435636 = -196182.941911 nChanged 34 SP:Iteration 9Q (4135.690000 sec): 3 clusters Score: Raw -199832.518292 + Penalty 3587.435636 = -196245.082657 nChanged 34 SP:Iteration 10Q (4135.690000 sec): 3 clusters Score: Raw -199893.782836 + Penalty 3587.435636 = -196306.347200 nChanged 39 SP:Iteration 11Q (4135.690000 sec): 3 clusters Score: Raw -199975.995475 + Penalty 3587.435636 = -196388.559839 nChanged 40 SP:Iteration 12Q (4135.700000 sec): 3 clusters Score: Raw -200082.035596 + Penalty 3587.435636 = -196494.599961 nChanged 57 SP:Iteration 13Q (4135.700000 sec): 3 clusters Score: Raw -200313.219017 + Penalty 3587.435636 = -196725.783382 nChanged 55 SP:Iteration 14Q (4135.710000 sec): 3 clusters Score: Raw -200619.301035 + Penalty 3587.435636 = -197031.865399 nChanged 31 SP:Iteration 15Q (4135.710000 sec): 3 clusters Score: Raw -200774.789163 + Penalty 3587.435636 = -197187.353527 nChanged 11 SP:Iteration 16Q (4135.710000 sec): 3 clusters Score: Raw -200835.150269 + Penalty 3587.435636 = -197247.714633 nChanged 2 SP:Iteration 17Q (4135.720000 sec): 3 clusters Score: Raw -200843.875624 + Penalty 3587.435636 = -197256.439989 nChanged 2 SP:Iteration 18Q (4135.720000 sec): 3 clusters Score: Raw -200850.042172 + Penalty 3587.435636 = -197262.606536 nChanged 1 SP:Iteration 19Q (4135.730000 sec): 3 clusters Score: Raw -200856.160951 + Penalty 3587.435636 = -197268.725315 nChanged 0 SP:Iteration 20F (4135.730000 sec): 3 clusters Score: Raw -200856.160951 + Penalty 3587.435636 = -197268.725315 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 26 (318 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4135.730000 sec): 2 clusters Score: Raw -43368.260728 + Penalty 1428.988743 = -41939.271985 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4135.740000 sec): 3 clusters Score: Raw -43522.878297 + Penalty 2857.977486 = -40664.900812 nChanged 37 SP:Iteration 1F (4135.740000 sec): 3 clusters Score: Raw -43640.399224 + Penalty 2857.977486 = -40782.421739 nChanged 5 SP:Iteration 2Q (4135.740000 sec): 3 clusters Score: Raw -43651.402890 + Penalty 2857.977486 = -40793.425404 nChanged 1 SP:Iteration 3Q (4135.740000 sec): 3 clusters Score: Raw -43654.984634 + Penalty 2857.977486 = -40797.007148 nChanged 1 SP:Iteration 4Q (4135.740000 sec): 3 clusters Score: Raw -43658.859378 + Penalty 2857.977486 = -40800.881892 nChanged 1 SP:Iteration 5Q (4135.740000 sec): 3 clusters Score: Raw -43665.433909 + Penalty 2857.977486 = -40807.456423 nChanged 1 SP:Iteration 6Q (4135.740000 sec): 3 clusters Score: Raw -43669.208611 + Penalty 2857.977486 = -40811.231125 nChanged 1 SP:Iteration 7Q (4135.750000 sec): 3 clusters Score: Raw -43672.307176 + Penalty 2857.977486 = -40814.329690 nChanged 0 SP:Iteration 8F (4135.750000 sec): 3 clusters Score: Raw -43672.307176 + Penalty 2857.977486 = -40814.329690 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 27 (140506 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4136.260000 sec): 2 clusters Score: Raw -20357830.984924 + Penalty 2939.545357 = -20354891.439567 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4136.830000 sec): 3 clusters Score: Raw -20266728.639094 + Penalty 5879.090714 = -20260849.548380 nChanged 67072 SP:Iteration 1F (4137.980000 sec): 3 clusters Score: Raw -20305337.453200 + Penalty 5879.090714 = -20299458.362486 nChanged 4250 SP:Iteration 2Q (4138.660000 sec): 3 clusters Score: Raw -20306276.404243 + Penalty 5879.090714 = -20300397.313529 nChanged 4505 SP:Iteration 3Q (4140.620000 sec): 3 clusters Score: Raw -20307465.517892 + Penalty 5879.090714 = -20301586.427178 nChanged 5177 SP:Iteration 4Q (4141.200000 sec): 3 clusters Score: Raw -20309164.654330 + Penalty 5879.090714 = -20303285.563616 nChanged 6196 SP:Iteration 5Q (4142.450000 sec): 3 clusters Score: Raw -20311665.429578 + Penalty 5879.090714 = -20305786.338864 nChanged 7411 SP:Iteration 6F (4143.970000 sec): 3 clusters Score: Raw -20315179.554298 + Penalty 5879.090714 = -20309300.463584 nChanged 8330 SP:Iteration 7F (4145.330000 sec): 3 clusters Score: Raw -20319504.186218 + Penalty 5879.090714 = -20313625.095504 nChanged 8767 SP:Iteration 8F (4145.880000 sec): 3 clusters Score: Raw -20324194.447025 + Penalty 5879.090714 = -20318315.356312 nChanged 8361 SP:Iteration 9F (4146.430000 sec): 3 clusters Score: Raw -20328608.629954 + Penalty 5879.090714 = -20322729.539240 nChanged 7427 SP:Iteration 10F (4147.430000 sec): 3 clusters Score: Raw -20332569.875945 + Penalty 5879.090714 = -20326690.785231 nChanged 6595 SP:Iteration 11Q (4148.270000 sec): 3 clusters Score: Raw -20336208.740626 + Penalty 5879.090714 = -20330329.649912 nChanged 5813 SP:Iteration 12Q (4149.000000 sec): 3 clusters Score: Raw -20339604.506129 + Penalty 5879.090714 = -20333725.415415 nChanged 5388 SP:Iteration 13Q (4149.570000 sec): 3 clusters Score: Raw -20342913.215207 + Penalty 5879.090714 = -20337034.124493 nChanged 4802 SP:Iteration 14Q (4150.120000 sec): 3 clusters Score: Raw -20346064.914440 + Penalty 5879.090714 = -20340185.823727 nChanged 4144 SP:Iteration 15Q (4150.670000 sec): 3 clusters Score: Raw -20348880.573567 + Penalty 5879.090714 = -20343001.482853 nChanged 3400 SP:Iteration 16Q (4151.210000 sec): 3 clusters Score: Raw -20351204.734220 + Penalty 5879.090714 = -20345325.643506 nChanged 2579 SP:Iteration 17Q (4151.710000 sec): 3 clusters Score: Raw -20352939.485859 + Penalty 5879.090714 = -20347060.395146 nChanged 1979 SP:Iteration 18Q (4152.300000 sec): 3 clusters Score: Raw -20354215.778567 + Penalty 5879.090714 = -20348336.687853 nChanged 1517 SP:Iteration 19Q (4152.750000 sec): 3 clusters Score: Raw -20355138.793659 + Penalty 5879.090714 = -20349259.702945 nChanged 1155 SP:Iteration 20F (4153.290000 sec): 3 clusters Score: Raw -20355796.054004 + Penalty 5879.090714 = -20349916.963291 nChanged 881 SP:Iteration 21Q (4153.720000 sec): 3 clusters Score: Raw -20356291.235286 + Penalty 5879.090714 = -20350412.144572 nChanged 715 SP:Iteration 22Q (4154.130000 sec): 3 clusters Score: Raw -20356684.379754 + Penalty 5879.090714 = -20350805.289040 nChanged 581 SP:Iteration 23Q (4154.670000 sec): 3 clusters Score: Raw -20357005.401666 + Penalty 5879.090714 = -20351126.310953 nChanged 477 SP:Iteration 24Q (4155.070000 sec): 3 clusters Score: Raw -20357256.907394 + Penalty 5879.090714 = -20351377.816680 nChanged 401 SP:Iteration 25Q (4155.480000 sec): 3 clusters Score: Raw -20357466.951157 + Penalty 5879.090714 = -20351587.860444 nChanged 298 SP:Iteration 26Q (4155.880000 sec): 3 clusters Score: Raw -20357625.387254 + Penalty 5879.090714 = -20351746.296540 nChanged 230 SP:Iteration 27Q (4156.280000 sec): 3 clusters Score: Raw -20357748.412812 + Penalty 5879.090714 = -20351869.322099 nChanged 207 SP:Iteration 28Q (4156.670000 sec): 3 clusters Score: Raw -20357851.487102 + Penalty 5879.090714 = -20351972.396388 nChanged 180 SP:Iteration 29Q (4157.200000 sec): 3 clusters Score: Raw -20357939.740703 + Penalty 5879.090714 = -20352060.649989 nChanged 132 SP:Iteration 30Q (4157.700000 sec): 3 clusters Score: Raw -20358002.872644 + Penalty 5879.090714 = -20352123.781930 nChanged 123 SP:Iteration 31Q (4158.090000 sec): 3 clusters Score: Raw -20358062.651307 + Penalty 5879.090714 = -20352183.560593 nChanged 106 SP:Iteration 32Q (4158.490000 sec): 3 clusters Score: Raw -20358108.151039 + Penalty 5879.090714 = -20352229.060325 nChanged 85 SP:Iteration 33Q (4158.850000 sec): 3 clusters Score: Raw -20358148.543891 + Penalty 5879.090714 = -20352269.453178 nChanged 69 SP:Iteration 34Q (4159.230000 sec): 3 clusters Score: Raw -20358175.230138 + Penalty 5879.090714 = -20352296.139424 nChanged 53 SP:Iteration 35Q (4159.590000 sec): 3 clusters Score: Raw -20358195.750519 + Penalty 5879.090714 = -20352316.659805 nChanged 49 SP:Iteration 36Q (4159.960000 sec): 3 clusters Score: Raw -20358211.430142 + Penalty 5879.090714 = -20352332.339428 nChanged 35 SP:Iteration 37Q (4160.330000 sec): 3 clusters Score: Raw -20358223.013390 + Penalty 5879.090714 = -20352343.922676 nChanged 22 SP:Iteration 38Q (4160.700000 sec): 3 clusters Score: Raw -20358229.632118 + Penalty 5879.090714 = -20352350.541404 nChanged 16 SP:Iteration 39Q (4161.070000 sec): 3 clusters Score: Raw -20358234.953770 + Penalty 5879.090714 = -20352355.863056 nChanged 18 SP:Iteration 40F (4161.590000 sec): 3 clusters Score: Raw -20358241.452754 + Penalty 5879.090714 = -20352362.362040 nChanged 10 SP:Iteration 41Q (4162.340000 sec): 3 clusters Score: Raw -20358244.819582 + Penalty 5879.090714 = -20352365.728868 nChanged 10 SP:Iteration 42Q (4162.730000 sec): 3 clusters Score: Raw -20358248.334404 + Penalty 5879.090714 = -20352369.243691 nChanged 14 SP:Iteration 43Q (4163.110000 sec): 3 clusters Score: Raw -20358254.034530 + Penalty 5879.090714 = -20352374.943816 nChanged 12 SP:Iteration 44Q (4163.500000 sec): 3 clusters Score: Raw -20358258.303476 + Penalty 5879.090714 = -20352379.212763 nChanged 12 SP:Iteration 45Q (4163.890000 sec): 3 clusters Score: Raw -20358262.522651 + Penalty 5879.090714 = -20352383.431937 nChanged 5 SP:Iteration 46Q (4164.270000 sec): 3 clusters Score: Raw -20358263.596657 + Penalty 5879.090714 = -20352384.505943 nChanged 5 SP:Iteration 47Q (4164.660000 sec): 3 clusters Score: Raw -20358264.687674 + Penalty 5879.090714 = -20352385.596960 nChanged 1 SP:Iteration 48Q (4165.050000 sec): 3 clusters Score: Raw -20358264.868973 + Penalty 5879.090714 = -20352385.778259 nChanged 0 SP:Iteration 49F (4165.590000 sec): 3 clusters Score: Raw -20358264.868973 + Penalty 5879.090714 = -20352385.778259 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 28 (1292 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4165.660000 sec): 2 clusters Score: Raw -183737.439272 + Penalty 1776.658778 = -181960.780494 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4165.670000 sec): 3 clusters Score: Raw -183358.323114 + Penalty 3553.317555 = -179805.005558 nChanged 338 SP:Iteration 1F (4165.670000 sec): 3 clusters Score: Raw -183651.364847 + Penalty 3553.317555 = -180098.047291 nChanged 76 SP:Iteration 2F (4165.680000 sec): 3 clusters Score: Raw -183730.218883 + Penalty 3553.317555 = -180176.901328 nChanged 45 SP:Iteration 3Q (4165.680000 sec): 3 clusters Score: Raw -183788.878161 + Penalty 3553.317555 = -180235.560605 nChanged 26 SP:Iteration 4Q (4165.690000 sec): 3 clusters Score: Raw -183823.504444 + Penalty 3553.317555 = -180270.186889 nChanged 10 SP:Iteration 5Q (4165.690000 sec): 3 clusters Score: Raw -183832.461478 + Penalty 3553.317555 = -180279.143922 nChanged 7 SP:Iteration 6Q (4165.700000 sec): 3 clusters Score: Raw -183841.769889 + Penalty 3553.317555 = -180288.452334 nChanged 3 SP:Iteration 7Q (4165.700000 sec): 3 clusters Score: Raw -183844.029103 + Penalty 3553.317555 = -180290.711548 nChanged 3 SP:Iteration 8Q (4165.710000 sec): 3 clusters Score: Raw -183847.448369 + Penalty 3553.317555 = -180294.130814 nChanged 3 SP:Iteration 9Q (4165.710000 sec): 3 clusters Score: Raw -183849.524664 + Penalty 3553.317555 = -180296.207109 nChanged 3 SP:Iteration 10Q (4165.720000 sec): 3 clusters Score: Raw -183850.825094 + Penalty 3553.317555 = -180297.507539 nChanged 2 SP:Iteration 11Q (4165.720000 sec): 3 clusters Score: Raw -183852.344933 + Penalty 3553.317555 = -180299.027378 nChanged 1 SP:Iteration 12Q (4165.730000 sec): 3 clusters Score: Raw -183853.047526 + Penalty 3553.317555 = -180299.729971 nChanged 0 SP:Iteration 13F (4165.730000 sec): 3 clusters Score: Raw -183853.047526 + Penalty 3553.317555 = -180299.729971 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 29 (528 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4165.740000 sec): 2 clusters Score: Raw -75382.005741 + Penalty 1554.735878 = -73827.269863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4165.740000 sec): 3 clusters Score: Raw -75372.779214 + Penalty 3109.471757 = -72263.307457 nChanged 95 SP:Iteration 1F (4165.740000 sec): 3 clusters Score: Raw -75536.833272 + Penalty 3109.471757 = -72427.361515 nChanged 24 SP:Iteration 2Q (4165.740000 sec): 3 clusters Score: Raw -75590.979263 + Penalty 3109.471757 = -72481.507507 nChanged 11 SP:Iteration 3Q (4165.750000 sec): 3 clusters Score: Raw -75620.811626 + Penalty 3109.471757 = -72511.339870 nChanged 6 SP:Iteration 4Q (4165.750000 sec): 3 clusters Score: Raw -75631.747745 + Penalty 3109.471757 = -72522.275988 nChanged 6 SP:Iteration 5Q (4165.760000 sec): 3 clusters Score: Raw -75639.694449 + Penalty 3109.471757 = -72530.222693 nChanged 1 SP:Iteration 6Q (4165.760000 sec): 3 clusters Score: Raw -75641.070342 + Penalty 3109.471757 = -72531.598585 nChanged 0 SP:Iteration 7F (4165.760000 sec): 3 clusters Score: Raw -75641.070342 + Penalty 3109.471757 = -72531.598585 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 30 (17362 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4165.830000 sec): 2 clusters Score: Raw -2342701.811767 + Penalty 2420.985719 = -2340280.826048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4165.900000 sec): 3 clusters Score: Raw -2332736.335317 + Penalty 4841.971438 = -2327894.363879 nChanged 7548 SP:Iteration 1F (4165.960000 sec): 3 clusters Score: Raw -2336919.711500 + Penalty 4841.971438 = -2332077.740062 nChanged 1123 SP:Iteration 2F (4166.030000 sec): 3 clusters Score: Raw -2337498.386717 + Penalty 4841.971438 = -2332656.415279 nChanged 1024 SP:Iteration 3F (4166.100000 sec): 3 clusters Score: Raw -2338125.743590 + Penalty 4841.971438 = -2333283.772152 nChanged 1066 SP:Iteration 4F (4166.160000 sec): 3 clusters Score: Raw -2338917.020480 + Penalty 4841.971438 = -2334075.049042 nChanged 1159 SP:Iteration 5F (4166.230000 sec): 3 clusters Score: Raw -2339853.985282 + Penalty 4841.971438 = -2335012.013844 nChanged 1246 SP:Iteration 6F (4166.430000 sec): 3 clusters Score: Raw -2340943.269617 + Penalty 4841.971438 = -2336101.298180 nChanged 1119 SP:Iteration 7F (4166.700000 sec): 3 clusters Score: Raw -2341968.241038 + Penalty 4841.971438 = -2337126.269601 nChanged 903 SP:Iteration 8F (4167.010000 sec): 3 clusters Score: Raw -2342779.152981 + Penalty 4841.971438 = -2337937.181543 nChanged 600 SP:Iteration 9Q (4167.130000 sec): 3 clusters Score: Raw -2343322.711487 + Penalty 4841.971438 = -2338480.740049 nChanged 405 SP:Iteration 10Q (4167.200000 sec): 3 clusters Score: Raw -2343624.372165 + Penalty 4841.971438 = -2338782.400727 nChanged 265 SP:Iteration 11Q (4167.270000 sec): 3 clusters Score: Raw -2343782.930393 + Penalty 4841.971438 = -2338940.958955 nChanged 178 SP:Iteration 12Q (4167.330000 sec): 3 clusters Score: Raw -2343869.251876 + Penalty 4841.971438 = -2339027.280438 nChanged 120 SP:Iteration 13Q (4167.390000 sec): 3 clusters Score: Raw -2343921.119580 + Penalty 4841.971438 = -2339079.148142 nChanged 109 SP:Iteration 14Q (4167.450000 sec): 3 clusters Score: Raw -2343966.059426 + Penalty 4841.971438 = -2339124.087989 nChanged 81 SP:Iteration 15Q (4167.520000 sec): 3 clusters Score: Raw -2343995.712966 + Penalty 4841.971438 = -2339153.741529 nChanged 51 SP:Iteration 16Q (4167.570000 sec): 3 clusters Score: Raw -2344015.657672 + Penalty 4841.971438 = -2339173.686234 nChanged 49 SP:Iteration 17Q (4167.620000 sec): 3 clusters Score: Raw -2344029.463049 + Penalty 4841.971438 = -2339187.491611 nChanged 42 SP:Iteration 18Q (4167.670000 sec): 3 clusters Score: Raw -2344039.855980 + Penalty 4841.971438 = -2339197.884542 nChanged 28 SP:Iteration 19Q (4167.730000 sec): 3 clusters Score: Raw -2344048.316965 + Penalty 4841.971438 = -2339206.345527 nChanged 31 SP:Iteration 20F (4167.800000 sec): 3 clusters Score: Raw -2344054.955112 + Penalty 4841.971438 = -2339212.983675 nChanged 18 SP:Iteration 21Q (4167.860000 sec): 3 clusters Score: Raw -2344058.712533 + Penalty 4841.971438 = -2339216.741095 nChanged 8 SP:Iteration 22Q (4167.910000 sec): 3 clusters Score: Raw -2344060.206754 + Penalty 4841.971438 = -2339218.235316 nChanged 9 SP:Iteration 23Q (4167.970000 sec): 3 clusters Score: Raw -2344062.177069 + Penalty 4841.971438 = -2339220.205631 nChanged 12 SP:Iteration 24Q (4168.020000 sec): 3 clusters Score: Raw -2344064.268176 + Penalty 4841.971438 = -2339222.296738 nChanged 8 SP:Iteration 25Q (4168.070000 sec): 3 clusters Score: Raw -2344065.922623 + Penalty 4841.971438 = -2339223.951185 nChanged 6 SP:Iteration 26Q (4168.140000 sec): 3 clusters Score: Raw -2344067.370350 + Penalty 4841.971438 = -2339225.398912 nChanged 3 SP:Iteration 27Q (4168.200000 sec): 3 clusters Score: Raw -2344068.003742 + Penalty 4841.971438 = -2339226.032304 nChanged 3 SP:Iteration 28Q (4168.250000 sec): 3 clusters Score: Raw -2344068.505907 + Penalty 4841.971438 = -2339226.534469 nChanged 3 SP:Iteration 29Q (4168.310000 sec): 3 clusters Score: Raw -2344070.091655 + Penalty 4841.971438 = -2339228.120218 nChanged 4 SP:Iteration 30Q (4168.360000 sec): 3 clusters Score: Raw -2344071.081679 + Penalty 4841.971438 = -2339229.110241 nChanged 4 SP:Iteration 31Q (4168.410000 sec): 3 clusters Score: Raw -2344071.591101 + Penalty 4841.971438 = -2339229.619663 nChanged 2 SP:Iteration 32Q (4168.470000 sec): 3 clusters Score: Raw -2344071.946055 + Penalty 4841.971438 = -2339229.974617 nChanged 1 SP:Iteration 33Q (4168.520000 sec): 3 clusters Score: Raw -2344072.048557 + Penalty 4841.971438 = -2339230.077119 nChanged 0 SP:Iteration 34F (4168.580000 sec): 3 clusters Score: Raw -2344072.048557 + Penalty 4841.971438 = -2339230.077119 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 31 (766 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4168.590000 sec): 2 clusters Score: Raw -105464.416179 + Penalty 1647.013178 = -103817.403000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4168.600000 sec): 3 clusters Score: Raw -105350.763074 + Penalty 3294.026356 = -102056.736718 nChanged 163 SP:Iteration 1F (4168.600000 sec): 3 clusters Score: Raw -105601.144056 + Penalty 3294.026356 = -102307.117700 nChanged 49 SP:Iteration 2F (4168.610000 sec): 3 clusters Score: Raw -105680.351095 + Penalty 3294.026356 = -102386.324739 nChanged 31 SP:Iteration 3Q (4168.610000 sec): 3 clusters Score: Raw -105751.270114 + Penalty 3294.026356 = -102457.243757 nChanged 22 SP:Iteration 4Q (4168.610000 sec): 3 clusters Score: Raw -105795.637300 + Penalty 3294.026356 = -102501.610943 nChanged 14 SP:Iteration 5Q (4168.610000 sec): 3 clusters Score: Raw -105816.696164 + Penalty 3294.026356 = -102522.669808 nChanged 3 SP:Iteration 6Q (4168.610000 sec): 3 clusters Score: Raw -105820.277094 + Penalty 3294.026356 = -102526.250738 nChanged 2 SP:Iteration 7Q (4168.620000 sec): 3 clusters Score: Raw -105821.616021 + Penalty 3294.026356 = -102527.589665 nChanged 0 SP:Iteration 8F (4168.620000 sec): 3 clusters Score: Raw -105821.616021 + Penalty 3294.026356 = -102527.589665 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 32 (229 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4168.630000 sec): 2 clusters Score: Raw -29243.774232 + Penalty 1347.563057 = -27896.211175 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4168.630000 sec): 3 clusters Score: Raw -29483.849592 + Penalty 2695.126114 = -26788.723478 nChanged 19 SP:Iteration 1F (4168.630000 sec): 3 clusters Score: Raw -29588.824933 + Penalty 2695.126114 = -26893.698819 nChanged 11 SP:Iteration 2Q (4168.630000 sec): 3 clusters Score: Raw -29685.230304 + Penalty 2695.126114 = -26990.104190 nChanged 6 SP:Iteration 3Q (4168.630000 sec): 3 clusters Score: Raw -29766.452516 + Penalty 2695.126114 = -27071.326402 nChanged 10 SP:Iteration 4Q (4168.630000 sec): 3 clusters Score: Raw -29851.385276 + Penalty 2695.126114 = -27156.259162 nChanged 6 SP:Iteration 5Q (4168.630000 sec): 3 clusters Score: Raw -29876.097666 + Penalty 2695.126114 = -27180.971552 nChanged 4 SP:Iteration 6Q (4168.630000 sec): 3 clusters Score: Raw -29904.816393 + Penalty 2695.126114 = -27209.690280 nChanged 6 SP:Iteration 7Q (4168.630000 sec): 3 clusters Score: Raw -29940.529167 + Penalty 2695.126114 = -27245.403053 nChanged 0 SP:Iteration 8F (4168.630000 sec): 3 clusters Score: Raw -29940.529167 + Penalty 2695.126114 = -27245.403053 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 33 (559 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4168.640000 sec): 2 clusters Score: Raw -80641.334465 + Penalty 1568.885069 = -79072.449395 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4168.640000 sec): 3 clusters Score: Raw -80616.596736 + Penalty 3137.770139 = -77478.826597 nChanged 103 SP:Iteration 1F (4168.640000 sec): 3 clusters Score: Raw -80796.186978 + Penalty 3137.770139 = -77658.416839 nChanged 20 SP:Iteration 2Q (4168.650000 sec): 3 clusters Score: Raw -80831.805223 + Penalty 3137.770139 = -77694.035084 nChanged 9 SP:Iteration 3Q (4168.650000 sec): 3 clusters Score: Raw -80849.526461 + Penalty 3137.770139 = -77711.756322 nChanged 6 SP:Iteration 4Q (4168.650000 sec): 3 clusters Score: Raw -80857.941337 + Penalty 3137.770139 = -77720.171198 nChanged 1 SP:Iteration 5Q (4168.650000 sec): 3 clusters Score: Raw -80859.779364 + Penalty 3137.770139 = -77722.009225 nChanged 1 SP:Iteration 6Q (4168.650000 sec): 3 clusters Score: Raw -80860.582935 + Penalty 3137.770139 = -77722.812796 nChanged 0 SP:Iteration 7F (4168.650000 sec): 3 clusters Score: Raw -80860.582935 + Penalty 3137.770139 = -77722.812796 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 34 (10758 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4168.700000 sec): 2 clusters Score: Raw -1504799.510017 + Penalty 2302.284426 = -1502497.225591 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4168.740000 sec): 3 clusters Score: Raw -1498884.026174 + Penalty 4604.568852 = -1494279.457322 nChanged 4503 SP:Iteration 1F (4168.780000 sec): 3 clusters Score: Raw -1501370.394644 + Penalty 4604.568852 = -1496765.825792 nChanged 714 SP:Iteration 2F (4168.820000 sec): 3 clusters Score: Raw -1501769.752136 + Penalty 4604.568852 = -1497165.183285 nChanged 597 SP:Iteration 3F (4168.860000 sec): 3 clusters Score: Raw -1502104.268849 + Penalty 4604.568852 = -1497499.699997 nChanged 563 SP:Iteration 4F (4168.910000 sec): 3 clusters Score: Raw -1502395.969421 + Penalty 4604.568852 = -1497791.400569 nChanged 463 SP:Iteration 5Q (4168.950000 sec): 3 clusters Score: Raw -1502625.769237 + Penalty 4604.568852 = -1498021.200386 nChanged 409 SP:Iteration 6Q (4168.990000 sec): 3 clusters Score: Raw -1502817.474266 + Penalty 4604.568852 = -1498212.905414 nChanged 385 SP:Iteration 7Q (4169.030000 sec): 3 clusters Score: Raw -1503000.555049 + Penalty 4604.568852 = -1498395.986197 nChanged 400 SP:Iteration 8Q (4169.070000 sec): 3 clusters Score: Raw -1503222.792145 + Penalty 4604.568852 = -1498618.223293 nChanged 380 SP:Iteration 9Q (4169.110000 sec): 3 clusters Score: Raw -1503435.485606 + Penalty 4604.568852 = -1498830.916755 nChanged 395 SP:Iteration 10Q (4169.150000 sec): 3 clusters Score: Raw -1503656.759842 + Penalty 4604.568852 = -1499052.190990 nChanged 383 SP:Iteration 11Q (4169.190000 sec): 3 clusters Score: Raw -1503857.341315 + Penalty 4604.568852 = -1499252.772464 nChanged 314 SP:Iteration 12Q (4169.230000 sec): 3 clusters Score: Raw -1504003.322123 + Penalty 4604.568852 = -1499398.753271 nChanged 239 SP:Iteration 13Q (4169.270000 sec): 3 clusters Score: Raw -1504111.464870 + Penalty 4604.568852 = -1499506.896019 nChanged 207 SP:Iteration 14Q (4169.320000 sec): 3 clusters Score: Raw -1504205.454702 + Penalty 4604.568852 = -1499600.885851 nChanged 206 SP:Iteration 15Q (4169.360000 sec): 3 clusters Score: Raw -1504281.945255 + Penalty 4604.568852 = -1499677.376403 nChanged 176 SP:Iteration 16Q (4169.400000 sec): 3 clusters Score: Raw -1504349.015805 + Penalty 4604.568852 = -1499744.446954 nChanged 165 SP:Iteration 17Q (4169.430000 sec): 3 clusters Score: Raw -1504420.325516 + Penalty 4604.568852 = -1499815.756664 nChanged 171 SP:Iteration 18Q (4169.470000 sec): 3 clusters Score: Raw -1504489.593099 + Penalty 4604.568852 = -1499885.024248 nChanged 162 SP:Iteration 19Q (4169.510000 sec): 3 clusters Score: Raw -1504548.740879 + Penalty 4604.568852 = -1499944.172028 nChanged 129 SP:Iteration 20F (4169.550000 sec): 3 clusters Score: Raw -1504596.762337 + Penalty 4604.568852 = -1499992.193485 nChanged 121 SP:Iteration 21Q (4169.590000 sec): 3 clusters Score: Raw -1504636.580319 + Penalty 4604.568852 = -1500032.011468 nChanged 114 SP:Iteration 22Q (4169.620000 sec): 3 clusters Score: Raw -1504683.131446 + Penalty 4604.568852 = -1500078.562595 nChanged 116 SP:Iteration 23Q (4169.660000 sec): 3 clusters Score: Raw -1504728.876898 + Penalty 4604.568852 = -1500124.308046 nChanged 106 SP:Iteration 24Q (4169.700000 sec): 3 clusters Score: Raw -1504771.278478 + Penalty 4604.568852 = -1500166.709626 nChanged 109 SP:Iteration 25Q (4169.730000 sec): 3 clusters Score: Raw -1504815.718203 + Penalty 4604.568852 = -1500211.149351 nChanged 113 SP:Iteration 26Q (4169.770000 sec): 3 clusters Score: Raw -1504864.924054 + Penalty 4604.568852 = -1500260.355202 nChanged 118 SP:Iteration 27Q (4169.810000 sec): 3 clusters Score: Raw -1504917.309911 + Penalty 4604.568852 = -1500312.741060 nChanged 119 SP:Iteration 28Q (4169.840000 sec): 3 clusters Score: Raw -1504968.431121 + Penalty 4604.568852 = -1500363.862270 nChanged 126 SP:Iteration 29Q (4169.870000 sec): 3 clusters Score: Raw -1505020.424329 + Penalty 4604.568852 = -1500415.855477 nChanged 106 SP:Iteration 30Q (4169.910000 sec): 3 clusters Score: Raw -1505074.877692 + Penalty 4604.568852 = -1500470.308841 nChanged 121 SP:Iteration 31Q (4169.950000 sec): 3 clusters Score: Raw -1505145.677702 + Penalty 4604.568852 = -1500541.108850 nChanged 130 SP:Iteration 32Q (4169.980000 sec): 3 clusters Score: Raw -1505225.823254 + Penalty 4604.568852 = -1500621.254402 nChanged 128 SP:Iteration 33Q (4170.010000 sec): 3 clusters Score: Raw -1505309.785676 + Penalty 4604.568852 = -1500705.216824 nChanged 98 SP:Iteration 34Q (4170.050000 sec): 3 clusters Score: Raw -1505385.895393 + Penalty 4604.568852 = -1500781.326541 nChanged 76 SP:Iteration 35Q (4170.080000 sec): 3 clusters Score: Raw -1505439.876495 + Penalty 4604.568852 = -1500835.307644 nChanged 77 SP:Iteration 36Q (4170.110000 sec): 3 clusters Score: Raw -1505491.132267 + Penalty 4604.568852 = -1500886.563416 nChanged 51 SP:Iteration 37Q (4170.150000 sec): 3 clusters Score: Raw -1505516.500336 + Penalty 4604.568852 = -1500911.931484 nChanged 39 SP:Iteration 38Q (4170.180000 sec): 3 clusters Score: Raw -1505534.763545 + Penalty 4604.568852 = -1500930.194693 nChanged 34 SP:Iteration 39Q (4170.210000 sec): 3 clusters Score: Raw -1505549.475052 + Penalty 4604.568852 = -1500944.906200 nChanged 25 SP:Iteration 40F (4170.250000 sec): 3 clusters Score: Raw -1505561.717048 + Penalty 4604.568852 = -1500957.148197 nChanged 24 SP:Iteration 41Q (4170.290000 sec): 3 clusters Score: Raw -1505575.545445 + Penalty 4604.568852 = -1500970.976594 nChanged 21 SP:Iteration 42Q (4170.320000 sec): 3 clusters Score: Raw -1505584.604505 + Penalty 4604.568852 = -1500980.035654 nChanged 20 SP:Iteration 43Q (4170.350000 sec): 3 clusters Score: Raw -1505593.191256 + Penalty 4604.568852 = -1500988.622405 nChanged 11 SP:Iteration 44Q (4170.390000 sec): 3 clusters Score: Raw -1505596.511403 + Penalty 4604.568852 = -1500991.942551 nChanged 8 SP:Iteration 45Q (4170.420000 sec): 3 clusters Score: Raw -1505600.250284 + Penalty 4604.568852 = -1500995.681433 nChanged 13 SP:Iteration 46Q (4170.450000 sec): 3 clusters Score: Raw -1505605.131508 + Penalty 4604.568852 = -1501000.562657 nChanged 10 SP:Iteration 47Q (4170.490000 sec): 3 clusters Score: Raw -1505607.947493 + Penalty 4604.568852 = -1501003.378641 nChanged 8 SP:Iteration 48Q (4170.510000 sec): 3 clusters Score: Raw -1505610.856565 + Penalty 4604.568852 = -1501006.287713 nChanged 10 SP:Iteration 49Q (4170.550000 sec): 3 clusters Score: Raw -1505614.298389 + Penalty 4604.568852 = -1501009.729537 nChanged 6 SP:Iteration 50Q (4170.580000 sec): 3 clusters Score: Raw -1505617.224373 + Penalty 4604.568852 = -1501012.655521 nChanged 2 SP:Iteration 51Q (4170.610000 sec): 3 clusters Score: Raw -1505617.751417 + Penalty 4604.568852 = -1501013.182565 nChanged 2 SP:Iteration 52Q (4170.640000 sec): 3 clusters Score: Raw -1505618.812225 + Penalty 4604.568852 = -1501014.243373 nChanged 3 SP:Iteration 53Q (4170.670000 sec): 3 clusters Score: Raw -1505620.257317 + Penalty 4604.568852 = -1501015.688465 nChanged 3 SP:Iteration 54Q (4170.710000 sec): 3 clusters Score: Raw -1505621.127327 + Penalty 4604.568852 = -1501016.558475 nChanged 2 SP:Iteration 55Q (4170.730000 sec): 3 clusters Score: Raw -1505621.904428 + Penalty 4604.568852 = -1501017.335576 nChanged 5 SP:Iteration 56Q (4170.770000 sec): 3 clusters Score: Raw -1505623.581090 + Penalty 4604.568852 = -1501019.012238 nChanged 2 SP:Iteration 57Q (4170.800000 sec): 3 clusters Score: Raw -1505625.657100 + Penalty 4604.568852 = -1501021.088248 nChanged 5 SP:Iteration 58Q (4170.830000 sec): 3 clusters Score: Raw -1505627.871168 + Penalty 4604.568852 = -1501023.302316 nChanged 4 SP:Iteration 59Q (4170.860000 sec): 3 clusters Score: Raw -1505628.841538 + Penalty 4604.568852 = -1501024.272687 nChanged 3 SP:Iteration 60F (4170.900000 sec): 3 clusters Score: Raw -1505629.541355 + Penalty 4604.568852 = -1501024.972504 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 35 (1099 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4170.910000 sec): 2 clusters Score: Raw -151826.895554 + Penalty 1736.534677 = -150090.360877 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4170.910000 sec): 3 clusters Score: Raw -151571.848527 + Penalty 3473.069353 = -148098.779173 nChanged 317 SP:Iteration 1F (4170.920000 sec): 3 clusters Score: Raw -151973.829174 + Penalty 3473.069353 = -148500.759820 nChanged 94 SP:Iteration 2F (4170.920000 sec): 3 clusters Score: Raw -152141.069551 + Penalty 3473.069353 = -148668.000198 nChanged 62 SP:Iteration 3F (4170.930000 sec): 3 clusters Score: Raw -152246.107266 + Penalty 3473.069353 = -148773.037913 nChanged 40 SP:Iteration 4Q (4170.930000 sec): 3 clusters Score: Raw -152303.172328 + Penalty 3473.069353 = -148830.102975 nChanged 23 SP:Iteration 5Q (4170.940000 sec): 3 clusters Score: Raw -152345.265505 + Penalty 3473.069353 = -148872.196152 nChanged 17 SP:Iteration 6Q (4170.940000 sec): 3 clusters Score: Raw -152367.752580 + Penalty 3473.069353 = -148894.683227 nChanged 14 SP:Iteration 7Q (4170.940000 sec): 3 clusters Score: Raw -152383.457628 + Penalty 3473.069353 = -148910.388275 nChanged 12 SP:Iteration 8Q (4170.950000 sec): 3 clusters Score: Raw -152396.137515 + Penalty 3473.069353 = -148923.068161 nChanged 9 SP:Iteration 9Q (4170.950000 sec): 3 clusters Score: Raw -152406.780635 + Penalty 3473.069353 = -148933.711281 nChanged 6 SP:Iteration 10Q (4170.950000 sec): 3 clusters Score: Raw -152413.666848 + Penalty 3473.069353 = -148940.597494 nChanged 6 SP:Iteration 11Q (4170.960000 sec): 3 clusters Score: Raw -152423.592335 + Penalty 3473.069353 = -148950.522982 nChanged 4 SP:Iteration 12Q (4170.960000 sec): 3 clusters Score: Raw -152427.609733 + Penalty 3473.069353 = -148954.540379 nChanged 2 SP:Iteration 13Q (4170.970000 sec): 3 clusters Score: Raw -152429.869225 + Penalty 3473.069353 = -148956.799871 nChanged 2 SP:Iteration 14Q (4170.970000 sec): 3 clusters Score: Raw -152431.710730 + Penalty 3473.069353 = -148958.641376 nChanged 3 SP:Iteration 15Q (4170.970000 sec): 3 clusters Score: Raw -152433.533860 + Penalty 3473.069353 = -148960.464507 nChanged 2 SP:Iteration 16Q (4170.980000 sec): 3 clusters Score: Raw -152435.530451 + Penalty 3473.069353 = -148962.461097 nChanged 2 SP:Iteration 17Q (4170.980000 sec): 3 clusters Score: Raw -152437.271395 + Penalty 3473.069353 = -148964.202041 nChanged 1 SP:Iteration 18Q (4170.990000 sec): 3 clusters Score: Raw -152439.260521 + Penalty 3473.069353 = -148966.191168 nChanged 1 SP:Iteration 19Q (4170.990000 sec): 3 clusters Score: Raw -152444.211731 + Penalty 3473.069353 = -148971.142378 nChanged 2 SP:Iteration 20F (4170.990000 sec): 3 clusters Score: Raw -152446.818086 + Penalty 3473.069353 = -148973.748732 nChanged 2 SP:Iteration 21Q (4171.000000 sec): 3 clusters Score: Raw -152448.336235 + Penalty 3473.069353 = -148975.266882 nChanged 1 SP:Iteration 22Q (4171.000000 sec): 3 clusters Score: Raw -152448.856639 + Penalty 3473.069353 = -148975.787286 nChanged 1 SP:Iteration 23Q (4171.010000 sec): 3 clusters Score: Raw -152449.474029 + Penalty 3473.069353 = -148976.404675 nChanged 0 SP:Iteration 24F (4171.010000 sec): 3 clusters Score: Raw -152449.474029 + Penalty 3473.069353 = -148976.404675 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 36 (3245 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4171.020000 sec): 2 clusters Score: Raw -459695.086369 + Penalty 2005.047916 = -457690.038453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4171.030000 sec): 3 clusters Score: Raw -458265.073582 + Penalty 4010.095832 = -454254.977750 nChanged 1165 SP:Iteration 1F (4171.050000 sec): 3 clusters Score: Raw -458981.481294 + Penalty 4010.095832 = -454971.385462 nChanged 268 SP:Iteration 2F (4171.060000 sec): 3 clusters Score: Raw -459179.971011 + Penalty 4010.095832 = -455169.875179 nChanged 167 SP:Iteration 3F (4171.080000 sec): 3 clusters Score: Raw -459296.405598 + Penalty 4010.095832 = -455286.309766 nChanged 120 SP:Iteration 4Q (4171.090000 sec): 3 clusters Score: Raw -459390.856229 + Penalty 4010.095832 = -455380.760397 nChanged 117 SP:Iteration 5Q (4171.100000 sec): 3 clusters Score: Raw -459487.209581 + Penalty 4010.095832 = -455477.113749 nChanged 111 SP:Iteration 6Q (4171.110000 sec): 3 clusters Score: Raw -459586.531473 + Penalty 4010.095832 = -455576.435641 nChanged 124 SP:Iteration 7Q (4171.120000 sec): 3 clusters Score: Raw -459686.904781 + Penalty 4010.095832 = -455676.808949 nChanged 98 SP:Iteration 8Q (4171.140000 sec): 3 clusters Score: Raw -459747.488497 + Penalty 4010.095832 = -455737.392665 nChanged 97 SP:Iteration 9Q (4171.150000 sec): 3 clusters Score: Raw -459814.648332 + Penalty 4010.095832 = -455804.552500 nChanged 81 SP:Iteration 10Q (4171.160000 sec): 3 clusters Score: Raw -459871.949702 + Penalty 4010.095832 = -455861.853870 nChanged 71 SP:Iteration 11Q (4171.170000 sec): 3 clusters Score: Raw -459917.393178 + Penalty 4010.095832 = -455907.297346 nChanged 63 SP:Iteration 12Q (4171.180000 sec): 3 clusters Score: Raw -459964.426948 + Penalty 4010.095832 = -455954.331116 nChanged 73 SP:Iteration 13Q (4171.200000 sec): 3 clusters Score: Raw -460012.176055 + Penalty 4010.095832 = -456002.080223 nChanged 64 SP:Iteration 14Q (4171.210000 sec): 3 clusters Score: Raw -460050.011990 + Penalty 4010.095832 = -456039.916158 nChanged 52 SP:Iteration 15Q (4171.220000 sec): 3 clusters Score: Raw -460084.061715 + Penalty 4010.095832 = -456073.965883 nChanged 54 SP:Iteration 16Q (4171.240000 sec): 3 clusters Score: Raw -460122.005393 + Penalty 4010.095832 = -456111.909561 nChanged 46 SP:Iteration 17Q (4171.250000 sec): 3 clusters Score: Raw -460146.506769 + Penalty 4010.095832 = -456136.410937 nChanged 31 SP:Iteration 18Q (4171.260000 sec): 3 clusters Score: Raw -460163.080309 + Penalty 4010.095832 = -456152.984477 nChanged 27 SP:Iteration 19Q (4171.270000 sec): 3 clusters Score: Raw -460179.216373 + Penalty 4010.095832 = -456169.120541 nChanged 27 SP:Iteration 20F (4171.280000 sec): 3 clusters Score: Raw -460194.766696 + Penalty 4010.095832 = -456184.670864 nChanged 24 SP:Iteration 21Q (4171.300000 sec): 3 clusters Score: Raw -460208.182131 + Penalty 4010.095832 = -456198.086299 nChanged 18 SP:Iteration 22Q (4171.310000 sec): 3 clusters Score: Raw -460216.111285 + Penalty 4010.095832 = -456206.015453 nChanged 13 SP:Iteration 23Q (4171.320000 sec): 3 clusters Score: Raw -460221.690341 + Penalty 4010.095832 = -456211.594509 nChanged 11 SP:Iteration 24Q (4171.330000 sec): 3 clusters Score: Raw -460227.663251 + Penalty 4010.095832 = -456217.567419 nChanged 10 SP:Iteration 25Q (4171.340000 sec): 3 clusters Score: Raw -460233.394080 + Penalty 4010.095832 = -456223.298248 nChanged 5 SP:Iteration 26Q (4171.360000 sec): 3 clusters Score: Raw -460236.033566 + Penalty 4010.095832 = -456225.937733 nChanged 4 SP:Iteration 27Q (4171.370000 sec): 3 clusters Score: Raw -460237.190844 + Penalty 4010.095832 = -456227.095012 nChanged 1 SP:Iteration 28Q (4171.380000 sec): 3 clusters Score: Raw -460237.312482 + Penalty 4010.095832 = -456227.216649 nChanged 1 SP:Iteration 29Q (4171.390000 sec): 3 clusters Score: Raw -460237.727918 + Penalty 4010.095832 = -456227.632086 nChanged 0 SP:Iteration 30F (4171.400000 sec): 3 clusters Score: Raw -460237.727918 + Penalty 4010.095832 = -456227.632086 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 37 (309 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4171.410000 sec): 2 clusters Score: Raw -39913.644883 + Penalty 1421.868637 = -38491.776247 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4171.410000 sec): 3 clusters Score: Raw -40113.161411 + Penalty 2843.737273 = -37269.424138 nChanged 52 SP:Iteration 1F (4171.410000 sec): 3 clusters Score: Raw -40416.562392 + Penalty 2843.737273 = -37572.825118 nChanged 29 SP:Iteration 2F (4171.420000 sec): 3 clusters Score: Raw -40741.892604 + Penalty 2843.737273 = -37898.155331 nChanged 24 SP:Iteration 3F (4171.420000 sec): 3 clusters Score: Raw -40988.591864 + Penalty 2843.737273 = -38144.854591 nChanged 17 SP:Iteration 4F (4171.420000 sec): 3 clusters Score: Raw -41106.829362 + Penalty 2843.737273 = -38263.092089 nChanged 8 SP:Iteration 5Q (4171.420000 sec): 3 clusters Score: Raw -41185.384108 + Penalty 2843.737273 = -38341.646834 nChanged 2 SP:Iteration 6Q (4171.420000 sec): 3 clusters Score: Raw -41195.373608 + Penalty 2843.737273 = -38351.636334 nChanged 2 SP:Iteration 7Q (4171.420000 sec): 3 clusters Score: Raw -41213.508949 + Penalty 2843.737273 = -38369.771676 nChanged 2 SP:Iteration 8Q (4171.420000 sec): 3 clusters Score: Raw -41246.965045 + Penalty 2843.737273 = -38403.227772 nChanged 0 SP:Iteration 9F (4171.420000 sec): 3 clusters Score: Raw -41246.965045 + Penalty 2843.737273 = -38403.227772 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 38 (928 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4171.430000 sec): 2 clusters Score: Raw -128117.049351 + Penalty 1694.591870 = -126422.457481 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4171.430000 sec): 3 clusters Score: Raw -127960.249723 + Penalty 3389.183739 = -124571.065984 nChanged 241 SP:Iteration 1F (4171.440000 sec): 3 clusters Score: Raw -128223.859599 + Penalty 3389.183739 = -124834.675860 nChanged 52 SP:Iteration 2F (4171.440000 sec): 3 clusters Score: Raw -128302.314726 + Penalty 3389.183739 = -124913.130986 nChanged 34 SP:Iteration 3Q (4171.440000 sec): 3 clusters Score: Raw -128359.095556 + Penalty 3389.183739 = -124969.911817 nChanged 22 SP:Iteration 4Q (4171.440000 sec): 3 clusters Score: Raw -128384.544494 + Penalty 3389.183739 = -124995.360755 nChanged 13 SP:Iteration 5Q (4171.450000 sec): 3 clusters Score: Raw -128401.059910 + Penalty 3389.183739 = -125011.876171 nChanged 10 SP:Iteration 6Q (4171.450000 sec): 3 clusters Score: Raw -128413.690387 + Penalty 3389.183739 = -125024.506648 nChanged 8 SP:Iteration 7Q (4171.450000 sec): 3 clusters Score: Raw -128432.766693 + Penalty 3389.183739 = -125043.582954 nChanged 10 SP:Iteration 8Q (4171.460000 sec): 3 clusters Score: Raw -128443.869294 + Penalty 3389.183739 = -125054.685555 nChanged 7 SP:Iteration 9Q (4171.460000 sec): 3 clusters Score: Raw -128451.645863 + Penalty 3389.183739 = -125062.462124 nChanged 3 SP:Iteration 10Q (4171.460000 sec): 3 clusters Score: Raw -128456.869902 + Penalty 3389.183739 = -125067.686163 nChanged 3 SP:Iteration 11Q (4171.470000 sec): 3 clusters Score: Raw -128462.434574 + Penalty 3389.183739 = -125073.250835 nChanged 3 SP:Iteration 12Q (4171.470000 sec): 3 clusters Score: Raw -128467.937445 + Penalty 3389.183739 = -125078.753706 nChanged 5 SP:Iteration 13Q (4171.480000 sec): 3 clusters Score: Raw -128474.792848 + Penalty 3389.183739 = -125085.609109 nChanged 3 SP:Iteration 14Q (4171.480000 sec): 3 clusters Score: Raw -128479.071469 + Penalty 3389.183739 = -125089.887729 nChanged 5 SP:Iteration 15Q (4171.480000 sec): 3 clusters Score: Raw -128484.877061 + Penalty 3389.183739 = -125095.693322 nChanged 3 SP:Iteration 16Q (4171.480000 sec): 3 clusters Score: Raw -128491.133469 + Penalty 3389.183739 = -125101.949730 nChanged 0 SP:Iteration 17F (4171.490000 sec): 3 clusters Score: Raw -128491.133469 + Penalty 3389.183739 = -125101.949730 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 39 (560 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4171.490000 sec): 2 clusters Score: Raw -78291.997029 + Penalty 1569.328322 = -76722.668707 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4171.500000 sec): 3 clusters Score: Raw -78285.363099 + Penalty 3138.656645 = -75146.706454 nChanged 104 SP:Iteration 1F (4171.500000 sec): 3 clusters Score: Raw -78492.136001 + Penalty 3138.656645 = -75353.479356 nChanged 33 SP:Iteration 2F (4171.500000 sec): 3 clusters Score: Raw -78580.507299 + Penalty 3138.656645 = -75441.850654 nChanged 17 SP:Iteration 3Q (4171.500000 sec): 3 clusters Score: Raw -78620.130319 + Penalty 3138.656645 = -75481.473674 nChanged 4 SP:Iteration 4Q (4171.500000 sec): 3 clusters Score: Raw -78628.467503 + Penalty 3138.656645 = -75489.810859 nChanged 6 SP:Iteration 5Q (4171.500000 sec): 3 clusters Score: Raw -78647.236773 + Penalty 3138.656645 = -75508.580129 nChanged 1 SP:Iteration 6Q (4171.510000 sec): 3 clusters Score: Raw -78649.206559 + Penalty 3138.656645 = -75510.549915 nChanged 1 SP:Iteration 7Q (4171.510000 sec): 3 clusters Score: Raw -78651.329809 + Penalty 3138.656645 = -75512.673164 nChanged 0 SP:Iteration 8F (4171.510000 sec): 3 clusters Score: Raw -78651.329809 + Penalty 3138.656645 = -75512.673164 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 40 (188 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4171.520000 sec): 2 clusters Score: Raw -22998.009308 + Penalty 1298.637607 = -21699.371701 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4171.520000 sec): 3 clusters Score: Raw -23329.547079 + Penalty 2597.275214 = -20732.271865 nChanged 17 SP:Iteration 1F (4171.520000 sec): 3 clusters Score: Raw -23458.601883 + Penalty 2597.275214 = -20861.326669 nChanged 6 SP:Iteration 2Q (4171.520000 sec): 3 clusters Score: Raw -23538.128264 + Penalty 2597.275214 = -20940.853050 nChanged 2 SP:Iteration 3Q (4171.520000 sec): 3 clusters Score: Raw -23585.525690 + Penalty 2597.275214 = -20988.250476 nChanged 1 SP:Iteration 4Q (4171.520000 sec): 3 clusters Score: Raw -23591.057030 + Penalty 2597.275214 = -20993.781817 nChanged 0 SP:Iteration 5F (4171.520000 sec): 3 clusters Score: Raw -23591.057030 + Penalty 2597.275214 = -20993.781817 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 41 (399 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4171.530000 sec): 2 clusters Score: Raw -63771.139996 + Penalty 1485.262431 = -62285.877565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4171.530000 sec): 3 clusters Score: Raw -63976.093745 + Penalty 2970.524863 = -61005.568883 nChanged 94 SP:Iteration 1F (4171.530000 sec): 3 clusters Score: Raw -64261.742994 + Penalty 2970.524863 = -61291.218132 nChanged 27 SP:Iteration 2F (4171.540000 sec): 3 clusters Score: Raw -64413.177901 + Penalty 2970.524863 = -61442.653038 nChanged 13 SP:Iteration 3Q (4171.540000 sec): 3 clusters Score: Raw -64471.502954 + Penalty 2970.524863 = -61500.978091 nChanged 9 SP:Iteration 4Q (4171.540000 sec): 3 clusters Score: Raw -64518.200944 + Penalty 2970.524863 = -61547.676082 nChanged 7 SP:Iteration 5Q (4171.540000 sec): 3 clusters Score: Raw -64559.056722 + Penalty 2970.524863 = -61588.531859 nChanged 4 SP:Iteration 6Q (4171.540000 sec): 3 clusters Score: Raw -64588.580656 + Penalty 2970.524863 = -61618.055793 nChanged 3 SP:Iteration 7Q (4171.540000 sec): 3 clusters Score: Raw -64606.496907 + Penalty 2970.524863 = -61635.972045 nChanged 2 SP:Iteration 8Q (4171.550000 sec): 3 clusters Score: Raw -64618.418825 + Penalty 2970.524863 = -61647.893963 nChanged 1 SP:Iteration 9Q (4171.550000 sec): 3 clusters Score: Raw -64621.308576 + Penalty 2970.524863 = -61650.783713 nChanged 1 SP:Iteration 10Q (4171.550000 sec): 3 clusters Score: Raw -64626.307441 + Penalty 2970.524863 = -61655.782578 nChanged 1 SP:Iteration 11Q (4171.550000 sec): 3 clusters Score: Raw -64633.847617 + Penalty 2970.524863 = -61663.322754 nChanged 1 SP:Iteration 12Q (4171.550000 sec): 3 clusters Score: Raw -64637.218750 + Penalty 2970.524863 = -61666.693887 nChanged 0 SP:Iteration 13F (4171.550000 sec): 3 clusters Score: Raw -64637.218750 + Penalty 2970.524863 = -61666.693887 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 42 (542 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4171.560000 sec): 2 clusters Score: Raw -69812.549474 + Penalty 1561.225968 = -68251.323506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4171.560000 sec): 3 clusters Score: Raw -69861.678826 + Penalty 3122.451937 = -66739.226890 nChanged 104 SP:Iteration 1F (4171.560000 sec): 3 clusters Score: Raw -70372.915882 + Penalty 3122.451937 = -67250.463945 nChanged 42 SP:Iteration 2F (4171.570000 sec): 3 clusters Score: Raw -70647.751630 + Penalty 3122.451937 = -67525.299693 nChanged 29 SP:Iteration 3F (4171.570000 sec): 3 clusters Score: Raw -70729.319912 + Penalty 3122.451937 = -67606.867975 nChanged 18 SP:Iteration 4Q (4171.570000 sec): 3 clusters Score: Raw -70777.018477 + Penalty 3122.451937 = -67654.566540 nChanged 6 SP:Iteration 5Q (4171.570000 sec): 3 clusters Score: Raw -70795.904129 + Penalty 3122.451937 = -67673.452192 nChanged 3 SP:Iteration 6Q (4171.570000 sec): 3 clusters Score: Raw -70803.995097 + Penalty 3122.451937 = -67681.543160 nChanged 2 SP:Iteration 7Q (4171.570000 sec): 3 clusters Score: Raw -70810.273327 + Penalty 3122.451937 = -67687.821391 nChanged 2 SP:Iteration 8Q (4171.570000 sec): 3 clusters Score: Raw -70819.847854 + Penalty 3122.451937 = -67697.395917 nChanged 1 SP:Iteration 9Q (4171.580000 sec): 3 clusters Score: Raw -70822.145358 + Penalty 3122.451937 = -67699.693421 nChanged 0 SP:Iteration 10F (4171.580000 sec): 3 clusters Score: Raw -70822.145358 + Penalty 3122.451937 = -67699.693421 nChanged 0 Iteration 179Q (4184.280000 sec): 43 clusters Score: Raw -139340949.412462 + Penalty 143638.487436 = -139197310.925025 nChanged 8 Iteration 180F (4243.960000 sec): 43 clusters Score: Raw -139340949.678681 + Penalty 143638.487436 = -139197311.191245 nChanged 8 Iteration 181Q (4262.670000 sec): 43 clusters Score: Raw -139340949.844027 + Penalty 143638.487436 = -139197311.356591 nChanged 8 Iteration 182Q (4275.790000 sec): 43 clusters Score: Raw -139340949.970602 + Penalty 143638.487436 = -139197311.483165 nChanged 5 Iteration 183Q (4288.290000 sec): 43 clusters Score: Raw -139340950.051684 + Penalty 143638.487436 = -139197311.564247 nChanged 5 Iteration 184Q (4301.570000 sec): 43 clusters Score: Raw -139340950.141493 + Penalty 143638.487436 = -139197311.654057 nChanged 6 Iteration 185Q (4315.800000 sec): 43 clusters Score: Raw -139340950.257270 + Penalty 143638.487436 = -139197311.769833 nChanged 1 Iteration 186Q (4333.540000 sec): 43 clusters Score: Raw -139340950.285391 + Penalty 143638.487436 = -139197311.797955 nChanged 2 Iteration 187Q (4346.770000 sec): 43 clusters Score: Raw -139340950.337318 + Penalty 143638.487436 = -139197311.849881 nChanged 2 Iteration 188Q (4365.390000 sec): 43 clusters Score: Raw -139340950.390660 + Penalty 143638.487436 = -139197311.903223 nChanged 1 Iteration 189Q (4378.970000 sec): 43 clusters Score: Raw -139340950.416845 + Penalty 143638.487436 = -139197311.929408 nChanged 0 Iteration 190F (4448.900000 sec): 43 clusters Score: Raw -139340950.416845 + Penalty 143638.487436 = -139197311.929408 nChanged 0 Compute initial score before splitting: Score: Raw -139340950.416845 + Penalty 143638.487436 = -139197311.929408 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 1 (10495 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4448.980000 sec): 2 clusters Score: Raw -1586450.787545 + Penalty 2296.146250 = -1584154.641295 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4449.020000 sec): 3 clusters Score: Raw -1580755.178060 + Penalty 4592.292499 = -1576162.885561 nChanged 4349 SP:Iteration 1F (4449.050000 sec): 3 clusters Score: Raw -1583013.198072 + Penalty 4592.292499 = -1578420.905573 nChanged 641 SP:Iteration 2F (4449.090000 sec): 3 clusters Score: Raw -1583270.147442 + Penalty 4592.292499 = -1578677.854943 nChanged 456 SP:Iteration 3Q (4449.130000 sec): 3 clusters Score: Raw -1583424.572139 + Penalty 4592.292499 = -1578832.279640 nChanged 343 SP:Iteration 4Q (4449.170000 sec): 3 clusters Score: Raw -1583538.939406 + Penalty 4592.292499 = -1578946.646907 nChanged 300 SP:Iteration 5Q (4449.200000 sec): 3 clusters Score: Raw -1583633.439605 + Penalty 4592.292499 = -1579041.147106 nChanged 256 SP:Iteration 6Q (4449.240000 sec): 3 clusters Score: Raw -1583701.119066 + Penalty 4592.292499 = -1579108.826567 nChanged 202 SP:Iteration 7Q (4449.280000 sec): 3 clusters Score: Raw -1583754.731759 + Penalty 4592.292499 = -1579162.439260 nChanged 183 SP:Iteration 8Q (4449.320000 sec): 3 clusters Score: Raw -1583807.031128 + Penalty 4592.292499 = -1579214.738629 nChanged 170 SP:Iteration 9Q (4449.360000 sec): 3 clusters Score: Raw -1583847.886411 + Penalty 4592.292499 = -1579255.593912 nChanged 150 SP:Iteration 10Q (4449.400000 sec): 3 clusters Score: Raw -1583887.649836 + Penalty 4592.292499 = -1579295.357336 nChanged 140 SP:Iteration 11Q (4449.440000 sec): 3 clusters Score: Raw -1583918.276791 + Penalty 4592.292499 = -1579325.984292 nChanged 110 SP:Iteration 12Q (4449.480000 sec): 3 clusters Score: Raw -1583941.212782 + Penalty 4592.292499 = -1579348.920283 nChanged 115 SP:Iteration 13Q (4449.520000 sec): 3 clusters Score: Raw -1583967.487191 + Penalty 4592.292499 = -1579375.194692 nChanged 121 SP:Iteration 14Q (4449.560000 sec): 3 clusters Score: Raw -1583998.128002 + Penalty 4592.292499 = -1579405.835502 nChanged 131 SP:Iteration 15Q (4449.600000 sec): 3 clusters Score: Raw -1584028.769685 + Penalty 4592.292499 = -1579436.477185 nChanged 112 SP:Iteration 16Q (4449.640000 sec): 3 clusters Score: Raw -1584054.822207 + Penalty 4592.292499 = -1579462.529708 nChanged 100 SP:Iteration 17Q (4449.670000 sec): 3 clusters Score: Raw -1584079.965230 + Penalty 4592.292499 = -1579487.672731 nChanged 122 SP:Iteration 18Q (4449.710000 sec): 3 clusters Score: Raw -1584111.597885 + Penalty 4592.292499 = -1579519.305386 nChanged 126 SP:Iteration 19Q (4449.750000 sec): 3 clusters Score: Raw -1584144.529167 + Penalty 4592.292499 = -1579552.236668 nChanged 145 SP:Iteration 20F (4449.800000 sec): 3 clusters Score: Raw -1584189.358739 + Penalty 4592.292499 = -1579597.066240 nChanged 178 SP:Iteration 21Q (4449.840000 sec): 3 clusters Score: Raw -1584249.958584 + Penalty 4592.292499 = -1579657.666085 nChanged 203 SP:Iteration 22Q (4449.880000 sec): 3 clusters Score: Raw -1584325.972943 + Penalty 4592.292499 = -1579733.680444 nChanged 228 SP:Iteration 23Q (4449.920000 sec): 3 clusters Score: Raw -1584421.233480 + Penalty 4592.292499 = -1579828.940981 nChanged 274 SP:Iteration 24Q (4449.960000 sec): 3 clusters Score: Raw -1584546.029999 + Penalty 4592.292499 = -1579953.737500 nChanged 311 SP:Iteration 25Q (4450.000000 sec): 3 clusters Score: Raw -1584710.191571 + Penalty 4592.292499 = -1580117.899071 nChanged 350 SP:Iteration 26Q (4450.040000 sec): 3 clusters Score: Raw -1584907.348975 + Penalty 4592.292499 = -1580315.056476 nChanged 388 SP:Iteration 27Q (4450.080000 sec): 3 clusters Score: Raw -1585174.319655 + Penalty 4592.292499 = -1580582.027156 nChanged 407 SP:Iteration 28Q (4450.120000 sec): 3 clusters Score: Raw -1585468.333299 + Penalty 4592.292499 = -1580876.040800 nChanged 372 SP:Iteration 29Q (4450.150000 sec): 3 clusters Score: Raw -1585751.035237 + Penalty 4592.292499 = -1581158.742738 nChanged 310 SP:Iteration 30Q (4450.190000 sec): 3 clusters Score: Raw -1586000.008412 + Penalty 4592.292499 = -1581407.715913 nChanged 261 SP:Iteration 31Q (4450.220000 sec): 3 clusters Score: Raw -1586215.027902 + Penalty 4592.292499 = -1581622.735402 nChanged 168 SP:Iteration 32Q (4450.260000 sec): 3 clusters Score: Raw -1586360.127608 + Penalty 4592.292499 = -1581767.835109 nChanged 104 SP:Iteration 33Q (4450.290000 sec): 3 clusters Score: Raw -1586447.977459 + Penalty 4592.292499 = -1581855.684959 nChanged 74 SP:Iteration 34Q (4450.330000 sec): 3 clusters Score: Raw -1586504.035039 + Penalty 4592.292499 = -1581911.742540 nChanged 52 SP:Iteration 35Q (4450.360000 sec): 3 clusters Score: Raw -1586541.125925 + Penalty 4592.292499 = -1581948.833425 nChanged 37 SP:Iteration 36Q (4450.390000 sec): 3 clusters Score: Raw -1586571.361167 + Penalty 4592.292499 = -1581979.068668 nChanged 36 SP:Iteration 37Q (4450.420000 sec): 3 clusters Score: Raw -1586601.452226 + Penalty 4592.292499 = -1582009.159727 nChanged 21 SP:Iteration 38Q (4450.450000 sec): 3 clusters Score: Raw -1586624.891075 + Penalty 4592.292499 = -1582032.598576 nChanged 18 SP:Iteration 39Q (4450.480000 sec): 3 clusters Score: Raw -1586641.011651 + Penalty 4592.292499 = -1582048.719151 nChanged 11 SP:Iteration 40F (4450.520000 sec): 3 clusters Score: Raw -1586652.169248 + Penalty 4592.292499 = -1582059.876748 nChanged 7 SP:Iteration 41Q (4450.550000 sec): 3 clusters Score: Raw -1586657.220402 + Penalty 4592.292499 = -1582064.927902 nChanged 4 SP:Iteration 42Q (4450.580000 sec): 3 clusters Score: Raw -1586660.917532 + Penalty 4592.292499 = -1582068.625032 nChanged 4 SP:Iteration 43Q (4450.610000 sec): 3 clusters Score: Raw -1586665.074073 + Penalty 4592.292499 = -1582072.781574 nChanged 3 SP:Iteration 44Q (4450.640000 sec): 3 clusters Score: Raw -1586667.032689 + Penalty 4592.292499 = -1582074.740189 nChanged 3 SP:Iteration 45Q (4450.670000 sec): 3 clusters Score: Raw -1586670.000693 + Penalty 4592.292499 = -1582077.708194 nChanged 5 SP:Iteration 46Q (4450.700000 sec): 3 clusters Score: Raw -1586674.468810 + Penalty 4592.292499 = -1582082.176310 nChanged 4 SP:Iteration 47Q (4450.730000 sec): 3 clusters Score: Raw -1586677.836093 + Penalty 4592.292499 = -1582085.543593 nChanged 3 SP:Iteration 48Q (4450.760000 sec): 3 clusters Score: Raw -1586681.549876 + Penalty 4592.292499 = -1582089.257377 nChanged 8 SP:Iteration 49Q (4450.790000 sec): 3 clusters Score: Raw -1586689.190435 + Penalty 4592.292499 = -1582096.897936 nChanged 5 SP:Iteration 50Q (4450.820000 sec): 3 clusters Score: Raw -1586693.513329 + Penalty 4592.292499 = -1582101.220830 nChanged 1 SP:Iteration 51Q (4450.850000 sec): 3 clusters Score: Raw -1586693.938566 + Penalty 4592.292499 = -1582101.646067 nChanged 0 SP:Iteration 52F (4450.880000 sec): 3 clusters Score: Raw -1586693.938566 + Penalty 4592.292499 = -1582101.646067 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 2 (11453 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4450.930000 sec): 2 clusters Score: Raw -1633199.401870 + Penalty 2317.809732 = -1630881.592138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4450.970000 sec): 3 clusters Score: Raw -1626886.050002 + Penalty 4635.619464 = -1622250.430538 nChanged 4891 SP:Iteration 1F (4451.010000 sec): 3 clusters Score: Raw -1629627.551650 + Penalty 4635.619464 = -1624991.932186 nChanged 867 SP:Iteration 2F (4451.050000 sec): 3 clusters Score: Raw -1630428.154244 + Penalty 4635.619464 = -1625792.534781 nChanged 899 SP:Iteration 3F (4451.090000 sec): 3 clusters Score: Raw -1631473.871779 + Penalty 4635.619464 = -1626838.252315 nChanged 961 SP:Iteration 4F (4451.130000 sec): 3 clusters Score: Raw -1632464.071124 + Penalty 4635.619464 = -1627828.451660 nChanged 892 SP:Iteration 5F (4451.170000 sec): 3 clusters Score: Raw -1633320.549315 + Penalty 4635.619464 = -1628684.929851 nChanged 758 SP:Iteration 6F (4451.220000 sec): 3 clusters Score: Raw -1633916.500735 + Penalty 4635.619464 = -1629280.881271 nChanged 577 SP:Iteration 7F (4451.260000 sec): 3 clusters Score: Raw -1634277.930860 + Penalty 4635.619464 = -1629642.311396 nChanged 453 SP:Iteration 8Q (4451.300000 sec): 3 clusters Score: Raw -1634539.189658 + Penalty 4635.619464 = -1629903.570194 nChanged 339 SP:Iteration 9Q (4451.340000 sec): 3 clusters Score: Raw -1634708.348173 + Penalty 4635.619464 = -1630072.728710 nChanged 271 SP:Iteration 10Q (4451.380000 sec): 3 clusters Score: Raw -1634822.883234 + Penalty 4635.619464 = -1630187.263770 nChanged 216 SP:Iteration 11Q (4451.420000 sec): 3 clusters Score: Raw -1634895.705535 + Penalty 4635.619464 = -1630260.086072 nChanged 144 SP:Iteration 12Q (4451.450000 sec): 3 clusters Score: Raw -1634939.019979 + Penalty 4635.619464 = -1630303.400515 nChanged 114 SP:Iteration 13Q (4451.490000 sec): 3 clusters Score: Raw -1634971.184843 + Penalty 4635.619464 = -1630335.565379 nChanged 85 SP:Iteration 14Q (4451.530000 sec): 3 clusters Score: Raw -1634989.386357 + Penalty 4635.619464 = -1630353.766893 nChanged 52 SP:Iteration 15Q (4451.570000 sec): 3 clusters Score: Raw -1634997.758710 + Penalty 4635.619464 = -1630362.139246 nChanged 33 SP:Iteration 16Q (4451.610000 sec): 3 clusters Score: Raw -1635002.739537 + Penalty 4635.619464 = -1630367.120073 nChanged 21 SP:Iteration 17Q (4451.650000 sec): 3 clusters Score: Raw -1635005.494926 + Penalty 4635.619464 = -1630369.875462 nChanged 15 SP:Iteration 18Q (4451.690000 sec): 3 clusters Score: Raw -1635007.339452 + Penalty 4635.619464 = -1630371.719988 nChanged 6 SP:Iteration 19Q (4451.720000 sec): 3 clusters Score: Raw -1635007.731976 + Penalty 4635.619464 = -1630372.112512 nChanged 0 SP:Iteration 20F (4451.770000 sec): 3 clusters Score: Raw -1635007.731976 + Penalty 4635.619464 = -1630372.112512 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 3 (246 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4451.780000 sec): 2 clusters Score: Raw -31409.347072 + Penalty 1365.322221 = -30044.024851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4451.790000 sec): 3 clusters Score: Raw -31683.419642 + Penalty 2730.644442 = -28952.775200 nChanged 28 SP:Iteration 1F (4451.790000 sec): 3 clusters Score: Raw -31779.451521 + Penalty 2730.644442 = -29048.807079 nChanged 5 SP:Iteration 2Q (4451.790000 sec): 3 clusters Score: Raw -31790.585003 + Penalty 2730.644442 = -29059.940561 nChanged 2 SP:Iteration 3Q (4451.790000 sec): 3 clusters Score: Raw -31793.429460 + Penalty 2730.644442 = -29062.785018 nChanged 1 SP:Iteration 4Q (4451.790000 sec): 3 clusters Score: Raw -31798.365431 + Penalty 2730.644442 = -29067.720989 nChanged 0 SP:Iteration 5F (4451.790000 sec): 3 clusters Score: Raw -31798.365431 + Penalty 2730.644442 = -29067.720989 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 4 (23281 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4451.890000 sec): 2 clusters Score: Raw -3406772.288390 + Penalty 2493.737428 = -3404278.550962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4451.990000 sec): 3 clusters Score: Raw -3392997.005958 + Penalty 4987.474857 = -3388009.531101 nChanged 10435 SP:Iteration 1F (4452.070000 sec): 3 clusters Score: Raw -3398623.137821 + Penalty 4987.474857 = -3393635.662964 nChanged 1260 SP:Iteration 2F (4452.160000 sec): 3 clusters Score: Raw -3399137.533423 + Penalty 4987.474857 = -3394150.058566 nChanged 1218 SP:Iteration 3F (4452.250000 sec): 3 clusters Score: Raw -3399710.516809 + Penalty 4987.474857 = -3394723.041952 nChanged 1323 SP:Iteration 4F (4452.330000 sec): 3 clusters Score: Raw -3400437.157196 + Penalty 4987.474857 = -3395449.682339 nChanged 1408 SP:Iteration 5F (4452.420000 sec): 3 clusters Score: Raw -3401308.438533 + Penalty 4987.474857 = -3396320.963677 nChanged 1509 SP:Iteration 6F (4452.500000 sec): 3 clusters Score: Raw -3402377.519597 + Penalty 4987.474857 = -3397390.044740 nChanged 1468 SP:Iteration 7F (4452.590000 sec): 3 clusters Score: Raw -3403455.302421 + Penalty 4987.474857 = -3398467.827564 nChanged 1234 SP:Iteration 8F (4452.680000 sec): 3 clusters Score: Raw -3404379.601124 + Penalty 4987.474857 = -3399392.126267 nChanged 1057 SP:Iteration 9Q (4452.770000 sec): 3 clusters Score: Raw -3405258.838168 + Penalty 4987.474857 = -3400271.363312 nChanged 803 SP:Iteration 10Q (4452.850000 sec): 3 clusters Score: Raw -3405980.387042 + Penalty 4987.474857 = -3400992.912185 nChanged 541 SP:Iteration 11Q (4452.930000 sec): 3 clusters Score: Raw -3406504.340417 + Penalty 4987.474857 = -3401516.865560 nChanged 417 SP:Iteration 12Q (4453.010000 sec): 3 clusters Score: Raw -3406869.414028 + Penalty 4987.474857 = -3401881.939171 nChanged 308 SP:Iteration 13Q (4453.090000 sec): 3 clusters Score: Raw -3407071.357097 + Penalty 4987.474857 = -3402083.882240 nChanged 206 SP:Iteration 14Q (4453.160000 sec): 3 clusters Score: Raw -3407179.526601 + Penalty 4987.474857 = -3402192.051744 nChanged 158 SP:Iteration 15Q (4453.230000 sec): 3 clusters Score: Raw -3407258.492994 + Penalty 4987.474857 = -3402271.018138 nChanged 114 SP:Iteration 16Q (4453.310000 sec): 3 clusters Score: Raw -3407305.331067 + Penalty 4987.474857 = -3402317.856210 nChanged 79 SP:Iteration 17Q (4453.390000 sec): 3 clusters Score: Raw -3407330.195764 + Penalty 4987.474857 = -3402342.720907 nChanged 61 SP:Iteration 18Q (4453.460000 sec): 3 clusters Score: Raw -3407347.184890 + Penalty 4987.474857 = -3402359.710034 nChanged 50 SP:Iteration 19Q (4453.530000 sec): 3 clusters Score: Raw -3407362.998114 + Penalty 4987.474857 = -3402375.523257 nChanged 46 SP:Iteration 20F (4453.620000 sec): 3 clusters Score: Raw -3407377.612501 + Penalty 4987.474857 = -3402390.137645 nChanged 45 SP:Iteration 21Q (4453.700000 sec): 3 clusters Score: Raw -3407392.666739 + Penalty 4987.474857 = -3402405.191882 nChanged 42 SP:Iteration 22Q (4453.780000 sec): 3 clusters Score: Raw -3407406.698671 + Penalty 4987.474857 = -3402419.223814 nChanged 48 SP:Iteration 23Q (4453.850000 sec): 3 clusters Score: Raw -3407421.728327 + Penalty 4987.474857 = -3402434.253471 nChanged 47 SP:Iteration 24Q (4453.920000 sec): 3 clusters Score: Raw -3407436.169467 + Penalty 4987.474857 = -3402448.694610 nChanged 37 SP:Iteration 25Q (4453.980000 sec): 3 clusters Score: Raw -3407445.497761 + Penalty 4987.474857 = -3402458.022905 nChanged 27 SP:Iteration 26Q (4454.050000 sec): 3 clusters Score: Raw -3407452.884381 + Penalty 4987.474857 = -3402465.409525 nChanged 22 SP:Iteration 27Q (4454.120000 sec): 3 clusters Score: Raw -3407459.483498 + Penalty 4987.474857 = -3402472.008641 nChanged 26 SP:Iteration 28Q (4454.190000 sec): 3 clusters Score: Raw -3407468.388442 + Penalty 4987.474857 = -3402480.913585 nChanged 24 SP:Iteration 29Q (4454.260000 sec): 3 clusters Score: Raw -3407473.032744 + Penalty 4987.474857 = -3402485.557887 nChanged 15 SP:Iteration 30Q (4454.320000 sec): 3 clusters Score: Raw -3407476.543517 + Penalty 4987.474857 = -3402489.068660 nChanged 13 SP:Iteration 31Q (4454.390000 sec): 3 clusters Score: Raw -3407478.936111 + Penalty 4987.474857 = -3402491.461255 nChanged 10 SP:Iteration 32Q (4454.460000 sec): 3 clusters Score: Raw -3407480.599860 + Penalty 4987.474857 = -3402493.125003 nChanged 9 SP:Iteration 33Q (4454.530000 sec): 3 clusters Score: Raw -3407482.685181 + Penalty 4987.474857 = -3402495.210324 nChanged 11 SP:Iteration 34Q (4454.590000 sec): 3 clusters Score: Raw -3407485.461814 + Penalty 4987.474857 = -3402497.986958 nChanged 7 SP:Iteration 35Q (4454.670000 sec): 3 clusters Score: Raw -3407487.084006 + Penalty 4987.474857 = -3402499.609150 nChanged 7 SP:Iteration 36Q (4454.730000 sec): 3 clusters Score: Raw -3407487.951630 + Penalty 4987.474857 = -3402500.476774 nChanged 5 SP:Iteration 37Q (4454.800000 sec): 3 clusters Score: Raw -3407489.138037 + Penalty 4987.474857 = -3402501.663181 nChanged 6 SP:Iteration 38Q (4454.870000 sec): 3 clusters Score: Raw -3407490.917931 + Penalty 4987.474857 = -3402503.443074 nChanged 3 SP:Iteration 39Q (4454.940000 sec): 3 clusters Score: Raw -3407491.514405 + Penalty 4987.474857 = -3402504.039548 nChanged 3 SP:Iteration 40F (4455.020000 sec): 3 clusters Score: Raw -3407491.818636 + Penalty 4987.474857 = -3402504.343779 nChanged 1 SP:Iteration 41Q (4455.090000 sec): 3 clusters Score: Raw -3407491.936262 + Penalty 4987.474857 = -3402504.461405 nChanged 0 SP:Iteration 42F (4455.180000 sec): 3 clusters Score: Raw -3407491.936262 + Penalty 4987.474857 = -3402504.461405 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 5 (350077 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4456.440000 sec): 2 clusters Score: Raw -51280437.219213 + Penalty 3165.945285 = -51277271.273928 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4457.840000 sec): 3 clusters Score: Raw -51047246.873731 + Penalty 6331.890571 = -51040914.983160 nChanged 170271 SP:Iteration 1F (4459.250000 sec): 3 clusters Score: Raw -51149961.945771 + Penalty 6331.890571 = -51143630.055200 nChanged 9779 SP:Iteration 2Q (4460.700000 sec): 3 clusters Score: Raw -51152157.685081 + Penalty 6331.890571 = -51145825.794510 nChanged 11789 SP:Iteration 3Q (4462.120000 sec): 3 clusters Score: Raw -51155589.004475 + Penalty 6331.890571 = -51149257.113904 nChanged 15029 SP:Iteration 4Q (4463.590000 sec): 3 clusters Score: Raw -51161524.338313 + Penalty 6331.890571 = -51155192.447742 nChanged 19862 SP:Iteration 5F (4465.000000 sec): 3 clusters Score: Raw -51171971.915638 + Penalty 6331.890571 = -51165640.025067 nChanged 25218 SP:Iteration 6F (4466.390000 sec): 3 clusters Score: Raw -51189261.115639 + Penalty 6331.890571 = -51182929.225068 nChanged 29441 SP:Iteration 7F (4468.090000 sec): 3 clusters Score: Raw -51213922.143374 + Penalty 6331.890571 = -51207590.252803 nChanged 28913 SP:Iteration 8F (4469.450000 sec): 3 clusters Score: Raw -51241448.865560 + Penalty 6331.890571 = -51235116.974989 nChanged 22201 SP:Iteration 9F (4470.800000 sec): 3 clusters Score: Raw -51263423.435566 + Penalty 6331.890571 = -51257091.544995 nChanged 11909 SP:Iteration 10Q (4474.370000 sec): 3 clusters Score: Raw -51274815.644057 + Penalty 6331.890571 = -51268483.753486 nChanged 4537 SP:Iteration 11Q (4476.310000 sec): 3 clusters Score: Raw -51278903.198917 + Penalty 6331.890571 = -51272571.308346 nChanged 1318 SP:Iteration 12Q (4477.370000 sec): 3 clusters Score: Raw -51280093.041366 + Penalty 6331.890571 = -51273761.150795 nChanged 343 SP:Iteration 13Q (4478.380000 sec): 3 clusters Score: Raw -51280478.662340 + Penalty 6331.890571 = -51274146.771769 nChanged 108 SP:Iteration 14Q (4480.510000 sec): 3 clusters Score: Raw -51280602.723049 + Penalty 6331.890571 = -51274270.832478 nChanged 51 SP:Iteration 15Q (4481.710000 sec): 3 clusters Score: Raw -51280672.304134 + Penalty 6331.890571 = -51274340.413563 nChanged 21 SP:Iteration 16Q (4482.960000 sec): 3 clusters Score: Raw -51280700.910780 + Penalty 6331.890571 = -51274369.020209 nChanged 21 SP:Iteration 17Q (4483.940000 sec): 3 clusters Score: Raw -51280730.431637 + Penalty 6331.890571 = -51274398.541066 nChanged 15 SP:Iteration 18Q (4485.350000 sec): 3 clusters Score: Raw -51280752.367050 + Penalty 6331.890571 = -51274420.476479 nChanged 12 SP:Iteration 19Q (4488.360000 sec): 3 clusters Score: Raw -51280770.124539 + Penalty 6331.890571 = -51274438.233968 nChanged 7 SP:Iteration 20F (4490.500000 sec): 3 clusters Score: Raw -51280777.944385 + Penalty 6331.890571 = -51274446.053814 nChanged 1 SP:Iteration 21Q (4491.460000 sec): 3 clusters Score: Raw -51280779.188002 + Penalty 6331.890571 = -51274447.297431 nChanged 1 SP:Iteration 22Q (4492.420000 sec): 3 clusters Score: Raw -51280780.803348 + Penalty 6331.890571 = -51274448.912777 nChanged 2 SP:Iteration 23Q (4493.740000 sec): 3 clusters Score: Raw -51280783.026927 + Penalty 6331.890571 = -51274451.136356 nChanged 1 SP:Iteration 24Q (4494.720000 sec): 3 clusters Score: Raw -51280784.090573 + Penalty 6331.890571 = -51274452.200002 nChanged 1 SP:Iteration 25Q (4495.710000 sec): 3 clusters Score: Raw -51280786.550912 + Penalty 6331.890571 = -51274454.660341 nChanged 2 SP:Iteration 26Q (4496.700000 sec): 3 clusters Score: Raw -51280789.620373 + Penalty 6331.890571 = -51274457.729802 nChanged 2 SP:Iteration 27Q (4497.660000 sec): 3 clusters Score: Raw -51280794.069547 + Penalty 6331.890571 = -51274462.178976 nChanged 0 SP:Iteration 28F (4499.330000 sec): 3 clusters Score: Raw -51280794.069547 + Penalty 6331.890571 = -51274462.178976 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 6 (21295 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4499.540000 sec): 2 clusters Score: Raw -3305415.767198 + Penalty 2471.624440 = -3302944.142758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4499.620000 sec): 3 clusters Score: Raw -3293042.018017 + Penalty 4943.248881 = -3288098.769136 nChanged 9373 SP:Iteration 1F (4499.700000 sec): 3 clusters Score: Raw -3298041.624647 + Penalty 4943.248881 = -3293098.375767 nChanged 1080 SP:Iteration 2F (4499.770000 sec): 3 clusters Score: Raw -3298458.877795 + Penalty 4943.248881 = -3293515.628914 nChanged 947 SP:Iteration 3Q (4499.850000 sec): 3 clusters Score: Raw -3298820.296875 + Penalty 4943.248881 = -3293877.047994 nChanged 889 SP:Iteration 4Q (4499.940000 sec): 3 clusters Score: Raw -3299158.294926 + Penalty 4943.248881 = -3294215.046046 nChanged 833 SP:Iteration 5Q (4500.010000 sec): 3 clusters Score: Raw -3299492.073963 + Penalty 4943.248881 = -3294548.825083 nChanged 859 SP:Iteration 6Q (4500.090000 sec): 3 clusters Score: Raw -3299861.990290 + Penalty 4943.248881 = -3294918.741409 nChanged 958 SP:Iteration 7Q (4500.170000 sec): 3 clusters Score: Raw -3300318.673940 + Penalty 4943.248881 = -3295375.425059 nChanged 1051 SP:Iteration 8Q (4500.250000 sec): 3 clusters Score: Raw -3300906.068477 + Penalty 4943.248881 = -3295962.819596 nChanged 1171 SP:Iteration 9F (4500.350000 sec): 3 clusters Score: Raw -3301685.711496 + Penalty 4943.248881 = -3296742.462615 nChanged 1220 SP:Iteration 10F (4500.430000 sec): 3 clusters Score: Raw -3302593.971443 + Penalty 4943.248881 = -3297650.722563 nChanged 1093 SP:Iteration 11F (4500.510000 sec): 3 clusters Score: Raw -3303519.081188 + Penalty 4943.248881 = -3298575.832307 nChanged 906 SP:Iteration 12Q (4500.590000 sec): 3 clusters Score: Raw -3304339.020750 + Penalty 4943.248881 = -3299395.771869 nChanged 705 SP:Iteration 13Q (4500.670000 sec): 3 clusters Score: Raw -3304992.514599 + Penalty 4943.248881 = -3300049.265718 nChanged 456 SP:Iteration 14Q (4500.740000 sec): 3 clusters Score: Raw -3305414.513763 + Penalty 4943.248881 = -3300471.264882 nChanged 306 SP:Iteration 15Q (4500.810000 sec): 3 clusters Score: Raw -3305722.946748 + Penalty 4943.248881 = -3300779.697867 nChanged 239 SP:Iteration 16Q (4500.880000 sec): 3 clusters Score: Raw -3305934.738065 + Penalty 4943.248881 = -3300991.489184 nChanged 150 SP:Iteration 17Q (4500.940000 sec): 3 clusters Score: Raw -3306031.246935 + Penalty 4943.248881 = -3301087.998054 nChanged 125 SP:Iteration 18Q (4501.000000 sec): 3 clusters Score: Raw -3306102.944618 + Penalty 4943.248881 = -3301159.695738 nChanged 72 SP:Iteration 19Q (4501.060000 sec): 3 clusters Score: Raw -3306133.522524 + Penalty 4943.248881 = -3301190.273643 nChanged 48 SP:Iteration 20F (4501.140000 sec): 3 clusters Score: Raw -3306148.864811 + Penalty 4943.248881 = -3301205.615930 nChanged 33 SP:Iteration 21Q (4501.200000 sec): 3 clusters Score: Raw -3306158.903514 + Penalty 4943.248881 = -3301215.654633 nChanged 24 SP:Iteration 22Q (4501.260000 sec): 3 clusters Score: Raw -3306166.690056 + Penalty 4943.248881 = -3301223.441175 nChanged 20 SP:Iteration 23Q (4501.330000 sec): 3 clusters Score: Raw -3306172.885707 + Penalty 4943.248881 = -3301229.636827 nChanged 19 SP:Iteration 24Q (4501.390000 sec): 3 clusters Score: Raw -3306179.778045 + Penalty 4943.248881 = -3301236.529164 nChanged 23 SP:Iteration 25Q (4501.450000 sec): 3 clusters Score: Raw -3306188.135280 + Penalty 4943.248881 = -3301244.886399 nChanged 21 SP:Iteration 26Q (4501.510000 sec): 3 clusters Score: Raw -3306194.475158 + Penalty 4943.248881 = -3301251.226277 nChanged 18 SP:Iteration 27Q (4501.570000 sec): 3 clusters Score: Raw -3306199.376220 + Penalty 4943.248881 = -3301256.127339 nChanged 12 SP:Iteration 28Q (4501.630000 sec): 3 clusters Score: Raw -3306202.864421 + Penalty 4943.248881 = -3301259.615540 nChanged 12 SP:Iteration 29Q (4501.680000 sec): 3 clusters Score: Raw -3306206.568851 + Penalty 4943.248881 = -3301263.319971 nChanged 9 SP:Iteration 30Q (4501.740000 sec): 3 clusters Score: Raw -3306209.575233 + Penalty 4943.248881 = -3301266.326352 nChanged 11 SP:Iteration 31Q (4501.800000 sec): 3 clusters Score: Raw -3306213.970884 + Penalty 4943.248881 = -3301270.722004 nChanged 15 SP:Iteration 32Q (4501.860000 sec): 3 clusters Score: Raw -3306218.572650 + Penalty 4943.248881 = -3301275.323769 nChanged 13 SP:Iteration 33Q (4501.920000 sec): 3 clusters Score: Raw -3306222.376223 + Penalty 4943.248881 = -3301279.127342 nChanged 15 SP:Iteration 34Q (4501.970000 sec): 3 clusters Score: Raw -3306226.607996 + Penalty 4943.248881 = -3301283.359115 nChanged 6 SP:Iteration 35Q (4502.030000 sec): 3 clusters Score: Raw -3306228.227516 + Penalty 4943.248881 = -3301284.978635 nChanged 7 SP:Iteration 36Q (4502.090000 sec): 3 clusters Score: Raw -3306230.092986 + Penalty 4943.248881 = -3301286.844105 nChanged 4 SP:Iteration 37Q (4502.150000 sec): 3 clusters Score: Raw -3306231.090161 + Penalty 4943.248881 = -3301287.841280 nChanged 3 SP:Iteration 38Q (4502.210000 sec): 3 clusters Score: Raw -3306231.969332 + Penalty 4943.248881 = -3301288.720451 nChanged 3 SP:Iteration 39Q (4502.270000 sec): 3 clusters Score: Raw -3306232.668190 + Penalty 4943.248881 = -3301289.419309 nChanged 4 SP:Iteration 40F (4502.350000 sec): 3 clusters Score: Raw -3306233.358491 + Penalty 4943.248881 = -3301290.109610 nChanged 3 SP:Iteration 41Q (4502.410000 sec): 3 clusters Score: Raw -3306234.229978 + Penalty 4943.248881 = -3301290.981097 nChanged 3 SP:Iteration 42Q (4502.470000 sec): 3 clusters Score: Raw -3306234.878486 + Penalty 4943.248881 = -3301291.629605 nChanged 2 SP:Iteration 43Q (4502.530000 sec): 3 clusters Score: Raw -3306235.122506 + Penalty 4943.248881 = -3301291.873625 nChanged 0 SP:Iteration 44F (4502.610000 sec): 3 clusters Score: Raw -3306235.122506 + Penalty 4943.248881 = -3301291.873625 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 7 (114302 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4503.040000 sec): 2 clusters Score: Raw -16305968.233140 + Penalty 2888.356638 = -16303079.876502 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4503.490000 sec): 3 clusters Score: Raw -16232321.591858 + Penalty 5776.713276 = -16226544.878582 nChanged 54395 SP:Iteration 1F (4503.940000 sec): 3 clusters Score: Raw -16263900.646203 + Penalty 5776.713276 = -16258123.932927 nChanged 4367 SP:Iteration 2Q (4504.410000 sec): 3 clusters Score: Raw -16265306.261141 + Penalty 5776.713276 = -16259529.547865 nChanged 5051 SP:Iteration 3Q (4504.870000 sec): 3 clusters Score: Raw -16267441.142890 + Penalty 5776.713276 = -16261664.429613 nChanged 6336 SP:Iteration 4F (4505.320000 sec): 3 clusters Score: Raw -16271036.804724 + Penalty 5776.713276 = -16265260.091448 nChanged 7909 SP:Iteration 5F (4505.780000 sec): 3 clusters Score: Raw -16276837.445452 + Penalty 5776.713276 = -16271060.732176 nChanged 8820 SP:Iteration 6F (4506.220000 sec): 3 clusters Score: Raw -16284412.220344 + Penalty 5776.713276 = -16278635.507067 nChanged 8126 SP:Iteration 7F (4506.660000 sec): 3 clusters Score: Raw -16291872.306572 + Penalty 5776.713276 = -16286095.593296 nChanged 6261 SP:Iteration 8F (4507.100000 sec): 3 clusters Score: Raw -16297773.711341 + Penalty 5776.713276 = -16291996.998064 nChanged 4254 SP:Iteration 9Q (4507.530000 sec): 3 clusters Score: Raw -16301933.915581 + Penalty 5776.713276 = -16296157.202305 nChanged 2732 SP:Iteration 10Q (4508.640000 sec): 3 clusters Score: Raw -16304741.790294 + Penalty 5776.713276 = -16298965.077018 nChanged 1820 SP:Iteration 11Q (4510.200000 sec): 3 clusters Score: Raw -16306527.959422 + Penalty 5776.713276 = -16300751.246146 nChanged 1244 SP:Iteration 12Q (4511.450000 sec): 3 clusters Score: Raw -16307352.134552 + Penalty 5776.713276 = -16301575.421276 nChanged 856 SP:Iteration 13Q (4512.450000 sec): 3 clusters Score: Raw -16307712.806576 + Penalty 5776.713276 = -16301936.093300 nChanged 620 SP:Iteration 14Q (4512.810000 sec): 3 clusters Score: Raw -16307909.153750 + Penalty 5776.713276 = -16302132.440473 nChanged 494 SP:Iteration 15Q (4513.310000 sec): 3 clusters Score: Raw -16308031.527179 + Penalty 5776.713276 = -16302254.813903 nChanged 323 SP:Iteration 16Q (4513.680000 sec): 3 clusters Score: Raw -16308093.772843 + Penalty 5776.713276 = -16302317.059566 nChanged 250 SP:Iteration 17Q (4514.030000 sec): 3 clusters Score: Raw -16308134.685048 + Penalty 5776.713276 = -16302357.971772 nChanged 197 SP:Iteration 18Q (4514.380000 sec): 3 clusters Score: Raw -16308160.741927 + Penalty 5776.713276 = -16302384.028651 nChanged 143 SP:Iteration 19Q (4514.730000 sec): 3 clusters Score: Raw -16308180.824912 + Penalty 5776.713276 = -16302404.111635 nChanged 127 SP:Iteration 20F (4515.170000 sec): 3 clusters Score: Raw -16308196.858207 + Penalty 5776.713276 = -16302420.144931 nChanged 96 SP:Iteration 21Q (4516.000000 sec): 3 clusters Score: Raw -16308208.555179 + Penalty 5776.713276 = -16302431.841903 nChanged 96 SP:Iteration 22Q (4516.530000 sec): 3 clusters Score: Raw -16308219.692615 + Penalty 5776.713276 = -16302442.979338 nChanged 67 SP:Iteration 23Q (4516.900000 sec): 3 clusters Score: Raw -16308226.855289 + Penalty 5776.713276 = -16302450.142013 nChanged 55 SP:Iteration 24Q (4517.260000 sec): 3 clusters Score: Raw -16308230.992019 + Penalty 5776.713276 = -16302454.278743 nChanged 44 SP:Iteration 25Q (4517.620000 sec): 3 clusters Score: Raw -16308234.215086 + Penalty 5776.713276 = -16302457.501809 nChanged 30 SP:Iteration 26Q (4517.970000 sec): 3 clusters Score: Raw -16308236.721741 + Penalty 5776.713276 = -16302460.008464 nChanged 22 SP:Iteration 27Q (4518.510000 sec): 3 clusters Score: Raw -16308238.122576 + Penalty 5776.713276 = -16302461.409300 nChanged 17 SP:Iteration 28Q (4518.860000 sec): 3 clusters Score: Raw -16308239.285035 + Penalty 5776.713276 = -16302462.571759 nChanged 23 SP:Iteration 29Q (4519.220000 sec): 3 clusters Score: Raw -16308241.026796 + Penalty 5776.713276 = -16302464.313520 nChanged 17 SP:Iteration 30Q (4519.570000 sec): 3 clusters Score: Raw -16308242.355998 + Penalty 5776.713276 = -16302465.642721 nChanged 18 SP:Iteration 31Q (4519.920000 sec): 3 clusters Score: Raw -16308243.652341 + Penalty 5776.713276 = -16302466.939065 nChanged 16 SP:Iteration 32Q (4520.270000 sec): 3 clusters Score: Raw -16308244.724729 + Penalty 5776.713276 = -16302468.011453 nChanged 11 SP:Iteration 33Q (4520.640000 sec): 3 clusters Score: Raw -16308245.476618 + Penalty 5776.713276 = -16302468.763342 nChanged 12 SP:Iteration 34Q (4520.990000 sec): 3 clusters Score: Raw -16308246.154004 + Penalty 5776.713276 = -16302469.440728 nChanged 9 SP:Iteration 35Q (4521.330000 sec): 3 clusters Score: Raw -16308246.640008 + Penalty 5776.713276 = -16302469.926732 nChanged 9 SP:Iteration 36Q (4521.680000 sec): 3 clusters Score: Raw -16308247.004585 + Penalty 5776.713276 = -16302470.291308 nChanged 6 SP:Iteration 37Q (4522.030000 sec): 3 clusters Score: Raw -16308247.407292 + Penalty 5776.713276 = -16302470.694015 nChanged 8 SP:Iteration 38Q (4522.990000 sec): 3 clusters Score: Raw -16308247.807611 + Penalty 5776.713276 = -16302471.094335 nChanged 5 SP:Iteration 39Q (4523.330000 sec): 3 clusters Score: Raw -16308248.189092 + Penalty 5776.713276 = -16302471.475816 nChanged 7 SP:Iteration 40F (4523.770000 sec): 3 clusters Score: Raw -16308248.714962 + Penalty 5776.713276 = -16302472.001686 nChanged 8 SP:Iteration 41Q (4524.280000 sec): 3 clusters Score: Raw -16308249.098851 + Penalty 5776.713276 = -16302472.385575 nChanged 6 SP:Iteration 42Q (4524.790000 sec): 3 clusters Score: Raw -16308249.433907 + Penalty 5776.713276 = -16302472.720631 nChanged 10 SP:Iteration 43Q (4525.340000 sec): 3 clusters Score: Raw -16308250.464920 + Penalty 5776.713276 = -16302473.751644 nChanged 11 SP:Iteration 44Q (4526.010000 sec): 3 clusters Score: Raw -16308251.202310 + Penalty 5776.713276 = -16302474.489034 nChanged 6 SP:Iteration 45Q (4526.360000 sec): 3 clusters Score: Raw -16308251.443245 + Penalty 5776.713276 = -16302474.729969 nChanged 5 SP:Iteration 46Q (4526.710000 sec): 3 clusters Score: Raw -16308251.680287 + Penalty 5776.713276 = -16302474.967011 nChanged 5 SP:Iteration 47Q (4527.380000 sec): 3 clusters Score: Raw -16308251.898212 + Penalty 5776.713276 = -16302475.184936 nChanged 3 SP:Iteration 48Q (4527.730000 sec): 3 clusters Score: Raw -16308252.018958 + Penalty 5776.713276 = -16302475.305682 nChanged 4 SP:Iteration 49Q (4528.070000 sec): 3 clusters Score: Raw -16308252.182288 + Penalty 5776.713276 = -16302475.469012 nChanged 2 SP:Iteration 50Q (4528.430000 sec): 3 clusters Score: Raw -16308252.288231 + Penalty 5776.713276 = -16302475.574955 nChanged 1 SP:Iteration 51Q (4528.790000 sec): 3 clusters Score: Raw -16308252.315740 + Penalty 5776.713276 = -16302475.602464 nChanged 0 SP:Iteration 52F (4529.310000 sec): 3 clusters Score: Raw -16308252.315740 + Penalty 5776.713276 = -16302475.602464 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 8 (881 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4529.360000 sec): 2 clusters Score: Raw -118692.384249 + Penalty 1681.702291 = -117010.681958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4529.370000 sec): 3 clusters Score: Raw -118577.251465 + Penalty 3363.404582 = -115213.846882 nChanged 227 SP:Iteration 1F (4529.370000 sec): 3 clusters Score: Raw -118872.796473 + Penalty 3363.404582 = -115509.391891 nChanged 57 SP:Iteration 2F (4529.380000 sec): 3 clusters Score: Raw -118957.911249 + Penalty 3363.404582 = -115594.506667 nChanged 29 SP:Iteration 3Q (4529.380000 sec): 3 clusters Score: Raw -119006.367646 + Penalty 3363.404582 = -115642.963063 nChanged 25 SP:Iteration 4Q (4529.380000 sec): 3 clusters Score: Raw -119050.923991 + Penalty 3363.404582 = -115687.519408 nChanged 26 SP:Iteration 5Q (4529.390000 sec): 3 clusters Score: Raw -119097.898261 + Penalty 3363.404582 = -115734.493678 nChanged 19 SP:Iteration 6Q (4529.390000 sec): 3 clusters Score: Raw -119128.808218 + Penalty 3363.404582 = -115765.403635 nChanged 16 SP:Iteration 7Q (4529.390000 sec): 3 clusters Score: Raw -119152.733922 + Penalty 3363.404582 = -115789.329339 nChanged 10 SP:Iteration 8Q (4529.400000 sec): 3 clusters Score: Raw -119169.454729 + Penalty 3363.404582 = -115806.050146 nChanged 12 SP:Iteration 9Q (4529.400000 sec): 3 clusters Score: Raw -119189.181281 + Penalty 3363.404582 = -115825.776698 nChanged 7 SP:Iteration 10Q (4529.400000 sec): 3 clusters Score: Raw -119198.416567 + Penalty 3363.404582 = -115835.011984 nChanged 5 SP:Iteration 11Q (4529.410000 sec): 3 clusters Score: Raw -119209.130364 + Penalty 3363.404582 = -115845.725781 nChanged 6 SP:Iteration 12Q (4529.410000 sec): 3 clusters Score: Raw -119217.030177 + Penalty 3363.404582 = -115853.625595 nChanged 6 SP:Iteration 13Q (4529.410000 sec): 3 clusters Score: Raw -119228.521703 + Penalty 3363.404582 = -115865.117120 nChanged 5 SP:Iteration 14Q (4529.420000 sec): 3 clusters Score: Raw -119258.551228 + Penalty 3363.404582 = -115895.146645 nChanged 11 SP:Iteration 15Q (4529.420000 sec): 3 clusters Score: Raw -119283.820242 + Penalty 3363.404582 = -115920.415659 nChanged 5 SP:Iteration 16Q (4529.420000 sec): 3 clusters Score: Raw -119291.938633 + Penalty 3363.404582 = -115928.534051 nChanged 7 SP:Iteration 17Q (4529.430000 sec): 3 clusters Score: Raw -119300.004590 + Penalty 3363.404582 = -115936.600007 nChanged 6 SP:Iteration 18Q (4529.430000 sec): 3 clusters Score: Raw -119307.573390 + Penalty 3363.404582 = -115944.168807 nChanged 3 SP:Iteration 19Q (4529.430000 sec): 3 clusters Score: Raw -119311.458348 + Penalty 3363.404582 = -115948.053766 nChanged 2 SP:Iteration 20F (4529.440000 sec): 3 clusters Score: Raw -119315.763014 + Penalty 3363.404582 = -115952.358431 nChanged 5 SP:Iteration 21Q (4529.440000 sec): 3 clusters Score: Raw -119328.755832 + Penalty 3363.404582 = -115965.351249 nChanged 5 SP:Iteration 22Q (4529.440000 sec): 3 clusters Score: Raw -119336.211415 + Penalty 3363.404582 = -115972.806832 nChanged 5 SP:Iteration 23Q (4529.440000 sec): 3 clusters Score: Raw -119342.215886 + Penalty 3363.404582 = -115978.811303 nChanged 2 SP:Iteration 24Q (4529.450000 sec): 3 clusters Score: Raw -119345.099402 + Penalty 3363.404582 = -115981.694820 nChanged 5 SP:Iteration 25Q (4529.450000 sec): 3 clusters Score: Raw -119351.817294 + Penalty 3363.404582 = -115988.412712 nChanged 6 SP:Iteration 26Q (4529.460000 sec): 3 clusters Score: Raw -119360.532465 + Penalty 3363.404582 = -115997.127882 nChanged 5 SP:Iteration 27Q (4529.460000 sec): 3 clusters Score: Raw -119368.124705 + Penalty 3363.404582 = -116004.720122 nChanged 2 SP:Iteration 28Q (4529.460000 sec): 3 clusters Score: Raw -119369.982632 + Penalty 3363.404582 = -116006.578050 nChanged 2 SP:Iteration 29Q (4529.460000 sec): 3 clusters Score: Raw -119373.156598 + Penalty 3363.404582 = -116009.752016 nChanged 1 SP:Iteration 30Q (4529.470000 sec): 3 clusters Score: Raw -119374.759801 + Penalty 3363.404582 = -116011.355219 nChanged 2 SP:Iteration 31Q (4529.470000 sec): 3 clusters Score: Raw -119377.739139 + Penalty 3363.404582 = -116014.334556 nChanged 0 SP:Iteration 32F (4529.480000 sec): 3 clusters Score: Raw -119377.739139 + Penalty 3363.404582 = -116014.334556 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 9 (9806 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4529.520000 sec): 2 clusters Score: Raw -1341373.989763 + Penalty 2279.305931 = -1339094.683832 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4529.560000 sec): 3 clusters Score: Raw -1336180.861129 + Penalty 4558.611862 = -1331622.249266 nChanged 4073 SP:Iteration 1F (4529.600000 sec): 3 clusters Score: Raw -1338723.361296 + Penalty 4558.611862 = -1334164.749433 nChanged 767 SP:Iteration 2F (4529.630000 sec): 3 clusters Score: Raw -1339242.099086 + Penalty 4558.611862 = -1334683.487223 nChanged 588 SP:Iteration 3F (4529.670000 sec): 3 clusters Score: Raw -1339664.292098 + Penalty 4558.611862 = -1335105.680235 nChanged 556 SP:Iteration 4F (4529.710000 sec): 3 clusters Score: Raw -1340115.131710 + Penalty 4558.611862 = -1335556.519848 nChanged 583 SP:Iteration 5F (4529.750000 sec): 3 clusters Score: Raw -1340648.059600 + Penalty 4558.611862 = -1336089.447737 nChanged 588 SP:Iteration 6F (4529.800000 sec): 3 clusters Score: Raw -1341205.770695 + Penalty 4558.611862 = -1336647.158833 nChanged 528 SP:Iteration 7F (4529.840000 sec): 3 clusters Score: Raw -1341701.691904 + Penalty 4558.611862 = -1337143.080042 nChanged 460 SP:Iteration 8Q (4529.870000 sec): 3 clusters Score: Raw -1342140.168269 + Penalty 4558.611862 = -1337581.556407 nChanged 365 SP:Iteration 9Q (4529.910000 sec): 3 clusters Score: Raw -1342490.657594 + Penalty 4558.611862 = -1337932.045731 nChanged 291 SP:Iteration 10Q (4529.940000 sec): 3 clusters Score: Raw -1342783.548522 + Penalty 4558.611862 = -1338224.936660 nChanged 230 SP:Iteration 11Q (4529.990000 sec): 3 clusters Score: Raw -1342976.084043 + Penalty 4558.611862 = -1338417.472181 nChanged 164 SP:Iteration 12Q (4530.020000 sec): 3 clusters Score: Raw -1343082.672247 + Penalty 4558.611862 = -1338524.060385 nChanged 118 SP:Iteration 13Q (4530.050000 sec): 3 clusters Score: Raw -1343144.456392 + Penalty 4558.611862 = -1338585.844529 nChanged 100 SP:Iteration 14Q (4530.090000 sec): 3 clusters Score: Raw -1343193.344286 + Penalty 4558.611862 = -1338634.732424 nChanged 68 SP:Iteration 15Q (4530.120000 sec): 3 clusters Score: Raw -1343213.773289 + Penalty 4558.611862 = -1338655.161426 nChanged 42 SP:Iteration 16Q (4530.150000 sec): 3 clusters Score: Raw -1343226.332264 + Penalty 4558.611862 = -1338667.720402 nChanged 42 SP:Iteration 17Q (4530.180000 sec): 3 clusters Score: Raw -1343239.426988 + Penalty 4558.611862 = -1338680.815126 nChanged 34 SP:Iteration 18Q (4530.220000 sec): 3 clusters Score: Raw -1343250.566035 + Penalty 4558.611862 = -1338691.954173 nChanged 33 SP:Iteration 19Q (4530.250000 sec): 3 clusters Score: Raw -1343261.644435 + Penalty 4558.611862 = -1338703.032573 nChanged 35 SP:Iteration 20F (4530.290000 sec): 3 clusters Score: Raw -1343271.119932 + Penalty 4558.611862 = -1338712.508069 nChanged 23 SP:Iteration 21Q (4530.320000 sec): 3 clusters Score: Raw -1343276.121324 + Penalty 4558.611862 = -1338717.509462 nChanged 22 SP:Iteration 22Q (4530.350000 sec): 3 clusters Score: Raw -1343280.951193 + Penalty 4558.611862 = -1338722.339331 nChanged 23 SP:Iteration 23Q (4530.390000 sec): 3 clusters Score: Raw -1343285.849571 + Penalty 4558.611862 = -1338727.237709 nChanged 21 SP:Iteration 24Q (4530.440000 sec): 3 clusters Score: Raw -1343290.362652 + Penalty 4558.611862 = -1338731.750790 nChanged 15 SP:Iteration 25Q (4530.470000 sec): 3 clusters Score: Raw -1343293.389818 + Penalty 4558.611862 = -1338734.777956 nChanged 18 SP:Iteration 26Q (4530.500000 sec): 3 clusters Score: Raw -1343297.223199 + Penalty 4558.611862 = -1338738.611336 nChanged 12 SP:Iteration 27Q (4530.530000 sec): 3 clusters Score: Raw -1343300.140530 + Penalty 4558.611862 = -1338741.528668 nChanged 12 SP:Iteration 28Q (4530.560000 sec): 3 clusters Score: Raw -1343302.518982 + Penalty 4558.611862 = -1338743.907120 nChanged 8 SP:Iteration 29Q (4530.590000 sec): 3 clusters Score: Raw -1343304.249724 + Penalty 4558.611862 = -1338745.637861 nChanged 8 SP:Iteration 30Q (4530.620000 sec): 3 clusters Score: Raw -1343305.333200 + Penalty 4558.611862 = -1338746.721338 nChanged 6 SP:Iteration 31Q (4530.650000 sec): 3 clusters Score: Raw -1343306.524122 + Penalty 4558.611862 = -1338747.912260 nChanged 8 SP:Iteration 32Q (4530.680000 sec): 3 clusters Score: Raw -1343308.030790 + Penalty 4558.611862 = -1338749.418927 nChanged 10 SP:Iteration 33Q (4530.710000 sec): 3 clusters Score: Raw -1343309.954479 + Penalty 4558.611862 = -1338751.342617 nChanged 8 SP:Iteration 34Q (4530.750000 sec): 3 clusters Score: Raw -1343311.206207 + Penalty 4558.611862 = -1338752.594345 nChanged 5 SP:Iteration 35Q (4530.780000 sec): 3 clusters Score: Raw -1343312.003097 + Penalty 4558.611862 = -1338753.391234 nChanged 4 SP:Iteration 36Q (4530.830000 sec): 3 clusters Score: Raw -1343312.971080 + Penalty 4558.611862 = -1338754.359218 nChanged 3 SP:Iteration 37Q (4530.860000 sec): 3 clusters Score: Raw -1343313.801413 + Penalty 4558.611862 = -1338755.189551 nChanged 3 SP:Iteration 38Q (4530.890000 sec): 3 clusters Score: Raw -1343314.186754 + Penalty 4558.611862 = -1338755.574891 nChanged 2 SP:Iteration 39Q (4530.920000 sec): 3 clusters Score: Raw -1343314.613933 + Penalty 4558.611862 = -1338756.002071 nChanged 4 SP:Iteration 40F (4530.960000 sec): 3 clusters Score: Raw -1343315.505997 + Penalty 4558.611862 = -1338756.894135 nChanged 3 SP:Iteration 41Q (4530.990000 sec): 3 clusters Score: Raw -1343315.971039 + Penalty 4558.611862 = -1338757.359177 nChanged 1 SP:Iteration 42Q (4531.020000 sec): 3 clusters Score: Raw -1343316.193182 + Penalty 4558.611862 = -1338757.581320 nChanged 0 SP:Iteration 43F (4531.070000 sec): 3 clusters Score: Raw -1343316.193182 + Penalty 4558.611862 = -1338757.581320 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 10 (2090 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4531.080000 sec): 2 clusters Score: Raw -260048.232993 + Penalty 1895.939998 = -258152.292995 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4531.090000 sec): 3 clusters Score: Raw -259313.673105 + Penalty 3791.879995 = -255521.793110 nChanged 706 SP:Iteration 1F (4531.100000 sec): 3 clusters Score: Raw -260157.429800 + Penalty 3791.879995 = -256365.549805 nChanged 226 SP:Iteration 2F (4531.110000 sec): 3 clusters Score: Raw -260664.664720 + Penalty 3791.879995 = -256872.784725 nChanged 184 SP:Iteration 3F (4531.120000 sec): 3 clusters Score: Raw -260982.797550 + Penalty 3791.879995 = -257190.917555 nChanged 132 SP:Iteration 4F (4531.120000 sec): 3 clusters Score: Raw -261174.625636 + Penalty 3791.879995 = -257382.745641 nChanged 89 SP:Iteration 5Q (4531.130000 sec): 3 clusters Score: Raw -261309.209318 + Penalty 3791.879995 = -257517.329323 nChanged 57 SP:Iteration 6Q (4531.140000 sec): 3 clusters Score: Raw -261369.971888 + Penalty 3791.879995 = -257578.091893 nChanged 36 SP:Iteration 7Q (4531.140000 sec): 3 clusters Score: Raw -261413.274982 + Penalty 3791.879995 = -257621.394987 nChanged 26 SP:Iteration 8Q (4531.150000 sec): 3 clusters Score: Raw -261449.573713 + Penalty 3791.879995 = -257657.693718 nChanged 26 SP:Iteration 9Q (4531.160000 sec): 3 clusters Score: Raw -261484.215305 + Penalty 3791.879995 = -257692.335310 nChanged 16 SP:Iteration 10Q (4531.160000 sec): 3 clusters Score: Raw -261498.209767 + Penalty 3791.879995 = -257706.329772 nChanged 12 SP:Iteration 11Q (4531.170000 sec): 3 clusters Score: Raw -261509.775941 + Penalty 3791.879995 = -257717.895946 nChanged 9 SP:Iteration 12Q (4531.180000 sec): 3 clusters Score: Raw -261520.146257 + Penalty 3791.879995 = -257728.266262 nChanged 10 SP:Iteration 13Q (4531.190000 sec): 3 clusters Score: Raw -261528.101352 + Penalty 3791.879995 = -257736.221357 nChanged 7 SP:Iteration 14Q (4531.190000 sec): 3 clusters Score: Raw -261533.347746 + Penalty 3791.879995 = -257741.467750 nChanged 4 SP:Iteration 15Q (4531.200000 sec): 3 clusters Score: Raw -261537.149343 + Penalty 3791.879995 = -257745.269348 nChanged 5 SP:Iteration 16Q (4531.210000 sec): 3 clusters Score: Raw -261543.414378 + Penalty 3791.879995 = -257751.534383 nChanged 2 SP:Iteration 17Q (4531.210000 sec): 3 clusters Score: Raw -261546.254991 + Penalty 3791.879995 = -257754.374996 nChanged 0 SP:Iteration 18F (4531.220000 sec): 3 clusters Score: Raw -261546.254991 + Penalty 3791.879995 = -257754.374996 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 11 (16026 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4531.280000 sec): 2 clusters Score: Raw -2211214.911795 + Penalty 2401.127985 = -2208813.783810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4531.340000 sec): 3 clusters Score: Raw -2202209.180379 + Penalty 4802.255970 = -2197406.924409 nChanged 6899 SP:Iteration 1F (4531.400000 sec): 3 clusters Score: Raw -2205925.803123 + Penalty 4802.255970 = -2201123.547153 nChanged 984 SP:Iteration 2F (4531.460000 sec): 3 clusters Score: Raw -2206399.948534 + Penalty 4802.255970 = -2201597.692563 nChanged 889 SP:Iteration 3F (4531.520000 sec): 3 clusters Score: Raw -2206861.038576 + Penalty 4802.255970 = -2202058.782605 nChanged 867 SP:Iteration 4F (4531.580000 sec): 3 clusters Score: Raw -2207385.683773 + Penalty 4802.255970 = -2202583.427803 nChanged 899 SP:Iteration 5F (4531.640000 sec): 3 clusters Score: Raw -2207943.775476 + Penalty 4802.255970 = -2203141.519505 nChanged 879 SP:Iteration 6F (4531.700000 sec): 3 clusters Score: Raw -2208473.928484 + Penalty 4802.255970 = -2203671.672514 nChanged 781 SP:Iteration 7Q (4531.760000 sec): 3 clusters Score: Raw -2208958.831303 + Penalty 4802.255970 = -2204156.575333 nChanged 743 SP:Iteration 8Q (4531.820000 sec): 3 clusters Score: Raw -2209481.612602 + Penalty 4802.255970 = -2204679.356632 nChanged 724 SP:Iteration 9Q (4531.880000 sec): 3 clusters Score: Raw -2210039.275246 + Penalty 4802.255970 = -2205237.019276 nChanged 600 SP:Iteration 10Q (4531.950000 sec): 3 clusters Score: Raw -2210518.157330 + Penalty 4802.255970 = -2205715.901360 nChanged 532 SP:Iteration 11Q (4532.000000 sec): 3 clusters Score: Raw -2210976.071544 + Penalty 4802.255970 = -2206173.815574 nChanged 443 SP:Iteration 12Q (4532.060000 sec): 3 clusters Score: Raw -2211306.429089 + Penalty 4802.255970 = -2206504.173118 nChanged 309 SP:Iteration 13Q (4532.120000 sec): 3 clusters Score: Raw -2211480.942909 + Penalty 4802.255970 = -2206678.686938 nChanged 209 SP:Iteration 14Q (4532.170000 sec): 3 clusters Score: Raw -2211584.981505 + Penalty 4802.255970 = -2206782.725535 nChanged 176 SP:Iteration 15Q (4532.220000 sec): 3 clusters Score: Raw -2211664.283617 + Penalty 4802.255970 = -2206862.027646 nChanged 145 SP:Iteration 16Q (4532.280000 sec): 3 clusters Score: Raw -2211724.420915 + Penalty 4802.255970 = -2206922.164945 nChanged 113 SP:Iteration 17Q (4532.330000 sec): 3 clusters Score: Raw -2211761.974965 + Penalty 4802.255970 = -2206959.718994 nChanged 78 SP:Iteration 18Q (4532.380000 sec): 3 clusters Score: Raw -2211786.598143 + Penalty 4802.255970 = -2206984.342173 nChanged 71 SP:Iteration 19Q (4532.430000 sec): 3 clusters Score: Raw -2211806.804963 + Penalty 4802.255970 = -2207004.548993 nChanged 68 SP:Iteration 20F (4532.500000 sec): 3 clusters Score: Raw -2211828.153307 + Penalty 4802.255970 = -2207025.897336 nChanged 63 SP:Iteration 21Q (4532.540000 sec): 3 clusters Score: Raw -2211847.044008 + Penalty 4802.255970 = -2207044.788037 nChanged 54 SP:Iteration 22Q (4532.600000 sec): 3 clusters Score: Raw -2211863.161955 + Penalty 4802.255970 = -2207060.905984 nChanged 50 SP:Iteration 23Q (4532.650000 sec): 3 clusters Score: Raw -2211876.929250 + Penalty 4802.255970 = -2207074.673280 nChanged 40 SP:Iteration 24Q (4532.700000 sec): 3 clusters Score: Raw -2211888.011443 + Penalty 4802.255970 = -2207085.755473 nChanged 39 SP:Iteration 25Q (4532.750000 sec): 3 clusters Score: Raw -2211897.958638 + Penalty 4802.255970 = -2207095.702668 nChanged 29 SP:Iteration 26Q (4532.800000 sec): 3 clusters Score: Raw -2211904.289487 + Penalty 4802.255970 = -2207102.033516 nChanged 22 SP:Iteration 27Q (4532.860000 sec): 3 clusters Score: Raw -2211909.607692 + Penalty 4802.255970 = -2207107.351722 nChanged 17 SP:Iteration 28Q (4532.910000 sec): 3 clusters Score: Raw -2211913.438473 + Penalty 4802.255970 = -2207111.182502 nChanged 22 SP:Iteration 29Q (4532.960000 sec): 3 clusters Score: Raw -2211918.034663 + Penalty 4802.255970 = -2207115.778692 nChanged 15 SP:Iteration 30Q (4533.020000 sec): 3 clusters Score: Raw -2211921.416913 + Penalty 4802.255970 = -2207119.160942 nChanged 19 SP:Iteration 31Q (4533.070000 sec): 3 clusters Score: Raw -2211925.451929 + Penalty 4802.255970 = -2207123.195958 nChanged 27 SP:Iteration 32Q (4533.130000 sec): 3 clusters Score: Raw -2211932.776904 + Penalty 4802.255970 = -2207130.520933 nChanged 29 SP:Iteration 33Q (4533.200000 sec): 3 clusters Score: Raw -2211941.144736 + Penalty 4802.255970 = -2207138.888765 nChanged 30 SP:Iteration 34Q (4533.260000 sec): 3 clusters Score: Raw -2211949.531012 + Penalty 4802.255970 = -2207147.275042 nChanged 25 SP:Iteration 35Q (4533.320000 sec): 3 clusters Score: Raw -2211957.608449 + Penalty 4802.255970 = -2207155.352478 nChanged 25 SP:Iteration 36Q (4533.380000 sec): 3 clusters Score: Raw -2211965.369391 + Penalty 4802.255970 = -2207163.113421 nChanged 26 SP:Iteration 37Q (4533.430000 sec): 3 clusters Score: Raw -2211972.401266 + Penalty 4802.255970 = -2207170.145295 nChanged 27 SP:Iteration 38Q (4533.480000 sec): 3 clusters Score: Raw -2211982.643227 + Penalty 4802.255970 = -2207180.387256 nChanged 32 SP:Iteration 39Q (4533.540000 sec): 3 clusters Score: Raw -2211993.688186 + Penalty 4802.255970 = -2207191.432216 nChanged 27 SP:Iteration 40F (4533.600000 sec): 3 clusters Score: Raw -2212003.772799 + Penalty 4802.255970 = -2207201.516828 nChanged 22 SP:Iteration 41Q (4533.650000 sec): 3 clusters Score: Raw -2212012.236320 + Penalty 4802.255970 = -2207209.980349 nChanged 24 SP:Iteration 42Q (4533.700000 sec): 3 clusters Score: Raw -2212022.721695 + Penalty 4802.255970 = -2207220.465725 nChanged 33 SP:Iteration 43Q (4533.750000 sec): 3 clusters Score: Raw -2212037.511857 + Penalty 4802.255970 = -2207235.255887 nChanged 35 SP:Iteration 44Q (4533.810000 sec): 3 clusters Score: Raw -2212053.009144 + Penalty 4802.255970 = -2207250.753173 nChanged 37 SP:Iteration 45Q (4533.860000 sec): 3 clusters Score: Raw -2212069.808357 + Penalty 4802.255970 = -2207267.552386 nChanged 36 SP:Iteration 46Q (4533.910000 sec): 3 clusters Score: Raw -2212086.077649 + Penalty 4802.255970 = -2207283.821678 nChanged 29 SP:Iteration 47Q (4533.960000 sec): 3 clusters Score: Raw -2212100.201093 + Penalty 4802.255970 = -2207297.945123 nChanged 38 SP:Iteration 48Q (4534.010000 sec): 3 clusters Score: Raw -2212118.064656 + Penalty 4802.255970 = -2207315.808685 nChanged 30 SP:Iteration 49Q (4534.060000 sec): 3 clusters Score: Raw -2212133.210897 + Penalty 4802.255970 = -2207330.954926 nChanged 28 SP:Iteration 50Q (4534.120000 sec): 3 clusters Score: Raw -2212148.074920 + Penalty 4802.255970 = -2207345.818950 nChanged 31 SP:Iteration 51Q (4534.170000 sec): 3 clusters Score: Raw -2212164.431536 + Penalty 4802.255970 = -2207362.175565 nChanged 30 SP:Iteration 52Q (4534.220000 sec): 3 clusters Score: Raw -2212177.939434 + Penalty 4802.255970 = -2207375.683463 nChanged 29 SP:Iteration 53Q (4534.270000 sec): 3 clusters Score: Raw -2212192.025945 + Penalty 4802.255970 = -2207389.769974 nChanged 31 SP:Iteration 54Q (4534.320000 sec): 3 clusters Score: Raw -2212202.163488 + Penalty 4802.255970 = -2207399.907518 nChanged 24 SP:Iteration 55Q (4534.360000 sec): 3 clusters Score: Raw -2212209.336857 + Penalty 4802.255970 = -2207407.080886 nChanged 15 SP:Iteration 56Q (4534.410000 sec): 3 clusters Score: Raw -2212215.063554 + Penalty 4802.255970 = -2207412.807584 nChanged 11 SP:Iteration 57Q (4534.460000 sec): 3 clusters Score: Raw -2212219.814357 + Penalty 4802.255970 = -2207417.558386 nChanged 10 SP:Iteration 58Q (4534.510000 sec): 3 clusters Score: Raw -2212224.717952 + Penalty 4802.255970 = -2207422.461982 nChanged 8 SP:Iteration 59Q (4534.560000 sec): 3 clusters Score: Raw -2212227.385229 + Penalty 4802.255970 = -2207425.129258 nChanged 11 SP:Iteration 60F (4534.620000 sec): 3 clusters Score: Raw -2212230.556403 + Penalty 4802.255970 = -2207428.300432 nChanged 11 SP:Iteration 61Q (4534.660000 sec): 3 clusters Score: Raw -2212235.240358 + Penalty 4802.255970 = -2207432.984388 nChanged 14 SP:Iteration 62Q (4534.710000 sec): 3 clusters Score: Raw -2212239.965177 + Penalty 4802.255970 = -2207437.709206 nChanged 12 SP:Iteration 63Q (4534.760000 sec): 3 clusters Score: Raw -2212243.829187 + Penalty 4802.255970 = -2207441.573217 nChanged 9 SP:Iteration 64Q (4534.810000 sec): 3 clusters Score: Raw -2212247.224848 + Penalty 4802.255970 = -2207444.968877 nChanged 10 SP:Iteration 65Q (4534.860000 sec): 3 clusters Score: Raw -2212249.772737 + Penalty 4802.255970 = -2207447.516767 nChanged 7 SP:Iteration 66Q (4534.910000 sec): 3 clusters Score: Raw -2212251.900016 + Penalty 4802.255970 = -2207449.644045 nChanged 7 SP:Iteration 67Q (4534.960000 sec): 3 clusters Score: Raw -2212253.993700 + Penalty 4802.255970 = -2207451.737729 nChanged 4 SP:Iteration 68Q (4535.000000 sec): 3 clusters Score: Raw -2212254.868080 + Penalty 4802.255970 = -2207452.612109 nChanged 2 SP:Iteration 69Q (4535.050000 sec): 3 clusters Score: Raw -2212255.611960 + Penalty 4802.255970 = -2207453.355989 nChanged 1 SP:Iteration 70Q (4535.100000 sec): 3 clusters Score: Raw -2212255.726095 + Penalty 4802.255970 = -2207453.470125 nChanged 0 SP:Iteration 71F (4535.160000 sec): 3 clusters Score: Raw -2212255.726095 + Penalty 4802.255970 = -2207453.470125 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 12 (481 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4535.160000 sec): 2 clusters Score: Raw -66828.662841 + Penalty 1531.615083 = -65297.047758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4535.170000 sec): 3 clusters Score: Raw -66844.855148 + Penalty 3063.230166 = -63781.624982 nChanged 88 SP:Iteration 1F (4535.170000 sec): 3 clusters Score: Raw -67038.418690 + Penalty 3063.230166 = -63975.188525 nChanged 24 SP:Iteration 2Q (4535.170000 sec): 3 clusters Score: Raw -67090.524472 + Penalty 3063.230166 = -64027.294306 nChanged 6 SP:Iteration 3Q (4535.170000 sec): 3 clusters Score: Raw -67108.703732 + Penalty 3063.230166 = -64045.473566 nChanged 7 SP:Iteration 4Q (4535.180000 sec): 3 clusters Score: Raw -67134.491098 + Penalty 3063.230166 = -64071.260932 nChanged 4 SP:Iteration 5Q (4535.180000 sec): 3 clusters Score: Raw -67141.136649 + Penalty 3063.230166 = -64077.906483 nChanged 1 SP:Iteration 6Q (4535.180000 sec): 3 clusters Score: Raw -67143.083049 + Penalty 3063.230166 = -64079.852883 nChanged 0 SP:Iteration 7F (4535.180000 sec): 3 clusters Score: Raw -67143.083049 + Penalty 3063.230166 = -64079.852883 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 13 (39709 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4535.320000 sec): 2 clusters Score: Raw -5759516.583110 + Penalty 2626.154619 = -5756890.428490 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4535.470000 sec): 3 clusters Score: Raw -5735067.931440 + Penalty 5252.309238 = -5729815.622202 nChanged 18279 SP:Iteration 1F (4535.630000 sec): 3 clusters Score: Raw -5745065.185716 + Penalty 5252.309238 = -5739812.876478 nChanged 1558 SP:Iteration 2Q (4535.790000 sec): 3 clusters Score: Raw -5745511.843314 + Penalty 5252.309238 = -5740259.534076 nChanged 1512 SP:Iteration 3Q (4535.940000 sec): 3 clusters Score: Raw -5745970.351828 + Penalty 5252.309238 = -5740718.042590 nChanged 1476 SP:Iteration 4Q (4536.120000 sec): 3 clusters Score: Raw -5746506.748697 + Penalty 5252.309238 = -5741254.439458 nChanged 1576 SP:Iteration 5Q (4536.300000 sec): 3 clusters Score: Raw -5747209.548463 + Penalty 5252.309238 = -5741957.239225 nChanged 1721 SP:Iteration 6Q (4536.480000 sec): 3 clusters Score: Raw -5748086.685170 + Penalty 5252.309238 = -5742834.375932 nChanged 1772 SP:Iteration 7Q (4536.670000 sec): 3 clusters Score: Raw -5749003.003706 + Penalty 5252.309238 = -5743750.694468 nChanged 1792 SP:Iteration 8Q (4536.840000 sec): 3 clusters Score: Raw -5749821.402075 + Penalty 5252.309238 = -5744569.092837 nChanged 1651 SP:Iteration 9Q (4536.990000 sec): 3 clusters Score: Raw -5750544.485410 + Penalty 5252.309238 = -5745292.176172 nChanged 1543 SP:Iteration 10Q (4537.140000 sec): 3 clusters Score: Raw -5751198.898450 + Penalty 5252.309238 = -5745946.589212 nChanged 1487 SP:Iteration 11Q (4537.300000 sec): 3 clusters Score: Raw -5751845.704651 + Penalty 5252.309238 = -5746593.395413 nChanged 1468 SP:Iteration 12Q (4537.450000 sec): 3 clusters Score: Raw -5752531.889381 + Penalty 5252.309238 = -5747279.580143 nChanged 1476 SP:Iteration 13Q (4537.600000 sec): 3 clusters Score: Raw -5753309.724121 + Penalty 5252.309238 = -5748057.414883 nChanged 1523 SP:Iteration 14Q (4537.750000 sec): 3 clusters Score: Raw -5754204.679315 + Penalty 5252.309238 = -5748952.370077 nChanged 1523 SP:Iteration 15Q (4537.900000 sec): 3 clusters Score: Raw -5755266.055512 + Penalty 5252.309238 = -5750013.746274 nChanged 1442 SP:Iteration 16Q (4538.040000 sec): 3 clusters Score: Raw -5756460.814620 + Penalty 5252.309238 = -5751208.505382 nChanged 1167 SP:Iteration 17Q (4538.190000 sec): 3 clusters Score: Raw -5757540.904486 + Penalty 5252.309238 = -5752288.595248 nChanged 850 SP:Iteration 18Q (4538.320000 sec): 3 clusters Score: Raw -5758209.119998 + Penalty 5252.309238 = -5752956.810760 nChanged 616 SP:Iteration 19Q (4538.440000 sec): 3 clusters Score: Raw -5758590.660082 + Penalty 5252.309238 = -5753338.350844 nChanged 471 SP:Iteration 20F (4538.600000 sec): 3 clusters Score: Raw -5758865.425495 + Penalty 5252.309238 = -5753613.116257 nChanged 367 SP:Iteration 21Q (4538.720000 sec): 3 clusters Score: Raw -5759067.496763 + Penalty 5252.309238 = -5753815.187525 nChanged 283 SP:Iteration 22Q (4538.850000 sec): 3 clusters Score: Raw -5759208.381429 + Penalty 5252.309238 = -5753956.072191 nChanged 241 SP:Iteration 23Q (4538.980000 sec): 3 clusters Score: Raw -5759321.113921 + Penalty 5252.309238 = -5754068.804683 nChanged 211 SP:Iteration 24Q (4539.100000 sec): 3 clusters Score: Raw -5759431.256817 + Penalty 5252.309238 = -5754178.947579 nChanged 186 SP:Iteration 25Q (4539.220000 sec): 3 clusters Score: Raw -5759525.956785 + Penalty 5252.309238 = -5754273.647547 nChanged 148 SP:Iteration 26Q (4539.340000 sec): 3 clusters Score: Raw -5759613.402114 + Penalty 5252.309238 = -5754361.092876 nChanged 125 SP:Iteration 27Q (4539.460000 sec): 3 clusters Score: Raw -5759681.802244 + Penalty 5252.309238 = -5754429.493005 nChanged 118 SP:Iteration 28Q (4539.580000 sec): 3 clusters Score: Raw -5759746.586811 + Penalty 5252.309238 = -5754494.277573 nChanged 89 SP:Iteration 29Q (4539.700000 sec): 3 clusters Score: Raw -5759796.586952 + Penalty 5252.309238 = -5754544.277714 nChanged 72 SP:Iteration 30Q (4539.810000 sec): 3 clusters Score: Raw -5759841.565585 + Penalty 5252.309238 = -5754589.256347 nChanged 61 SP:Iteration 31Q (4539.920000 sec): 3 clusters Score: Raw -5759874.558659 + Penalty 5252.309238 = -5754622.249421 nChanged 38 SP:Iteration 32Q (4540.030000 sec): 3 clusters Score: Raw -5759892.061087 + Penalty 5252.309238 = -5754639.751849 nChanged 28 SP:Iteration 33Q (4540.150000 sec): 3 clusters Score: Raw -5759905.520119 + Penalty 5252.309238 = -5754653.210881 nChanged 24 SP:Iteration 34Q (4540.260000 sec): 3 clusters Score: Raw -5759918.588031 + Penalty 5252.309238 = -5754666.278793 nChanged 23 SP:Iteration 35Q (4540.380000 sec): 3 clusters Score: Raw -5759930.300527 + Penalty 5252.309238 = -5754677.991289 nChanged 11 SP:Iteration 36Q (4540.500000 sec): 3 clusters Score: Raw -5759935.753099 + Penalty 5252.309238 = -5754683.443861 nChanged 12 SP:Iteration 37Q (4540.610000 sec): 3 clusters Score: Raw -5759943.536346 + Penalty 5252.309238 = -5754691.227108 nChanged 13 SP:Iteration 38Q (4540.710000 sec): 3 clusters Score: Raw -5759952.166446 + Penalty 5252.309238 = -5754699.857208 nChanged 13 SP:Iteration 39Q (4540.820000 sec): 3 clusters Score: Raw -5759959.328579 + Penalty 5252.309238 = -5754707.019341 nChanged 14 SP:Iteration 40F (4540.980000 sec): 3 clusters Score: Raw -5759967.967173 + Penalty 5252.309238 = -5754715.657935 nChanged 19 SP:Iteration 41Q (4541.080000 sec): 3 clusters Score: Raw -5759979.315248 + Penalty 5252.309238 = -5754727.006010 nChanged 17 SP:Iteration 42Q (4541.190000 sec): 3 clusters Score: Raw -5759989.414432 + Penalty 5252.309238 = -5754737.105194 nChanged 14 SP:Iteration 43Q (4541.300000 sec): 3 clusters Score: Raw -5759997.324668 + Penalty 5252.309238 = -5754745.015430 nChanged 12 SP:Iteration 44Q (4541.410000 sec): 3 clusters Score: Raw -5760004.416785 + Penalty 5252.309238 = -5754752.107547 nChanged 6 SP:Iteration 45Q (4541.520000 sec): 3 clusters Score: Raw -5760007.336004 + Penalty 5252.309238 = -5754755.026766 nChanged 6 SP:Iteration 46Q (4541.630000 sec): 3 clusters Score: Raw -5760010.301094 + Penalty 5252.309238 = -5754757.991856 nChanged 7 SP:Iteration 47Q (4541.740000 sec): 3 clusters Score: Raw -5760015.152108 + Penalty 5252.309238 = -5754762.842870 nChanged 8 SP:Iteration 48Q (4541.850000 sec): 3 clusters Score: Raw -5760019.553098 + Penalty 5252.309238 = -5754767.243860 nChanged 5 SP:Iteration 49Q (4541.960000 sec): 3 clusters Score: Raw -5760022.294987 + Penalty 5252.309238 = -5754769.985749 nChanged 5 SP:Iteration 50Q (4542.070000 sec): 3 clusters Score: Raw -5760025.275812 + Penalty 5252.309238 = -5754772.966574 nChanged 1 SP:Iteration 51Q (4542.170000 sec): 3 clusters Score: Raw -5760026.377177 + Penalty 5252.309238 = -5754774.067939 nChanged 1 SP:Iteration 52Q (4542.280000 sec): 3 clusters Score: Raw -5760027.049944 + Penalty 5252.309238 = -5754774.740706 nChanged 1 SP:Iteration 53Q (4542.390000 sec): 3 clusters Score: Raw -5760027.369257 + Penalty 5252.309238 = -5754775.060019 nChanged 1 SP:Iteration 54Q (4542.490000 sec): 3 clusters Score: Raw -5760027.463340 + Penalty 5252.309238 = -5754775.154102 nChanged 0 SP:Iteration 55F (4542.640000 sec): 3 clusters Score: Raw -5760027.463340 + Penalty 5252.309238 = -5754775.154102 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 14 (47814 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4542.800000 sec): 2 clusters Score: Raw -7064097.762948 + Penalty 2672.218293 = -7061425.544655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4543.240000 sec): 3 clusters Score: Raw -7034463.423229 + Penalty 5344.436586 = -7029118.986643 nChanged 22224 SP:Iteration 1F (4543.480000 sec): 3 clusters Score: Raw -7046639.019514 + Penalty 5344.436586 = -7041294.582928 nChanged 1939 SP:Iteration 2Q (4543.680000 sec): 3 clusters Score: Raw -7047183.348442 + Penalty 5344.436586 = -7041838.911856 nChanged 1872 SP:Iteration 3Q (4543.870000 sec): 3 clusters Score: Raw -7047750.830442 + Penalty 5344.436586 = -7042406.393856 nChanged 1916 SP:Iteration 4Q (4544.350000 sec): 3 clusters Score: Raw -7048445.715525 + Penalty 5344.436586 = -7043101.278939 nChanged 2093 SP:Iteration 5Q (4544.550000 sec): 3 clusters Score: Raw -7049364.129040 + Penalty 5344.436586 = -7044019.692453 nChanged 2416 SP:Iteration 6F (4544.740000 sec): 3 clusters Score: Raw -7050738.268030 + Penalty 5344.436586 = -7045393.831444 nChanged 2808 SP:Iteration 7F (4544.930000 sec): 3 clusters Score: Raw -7052591.142622 + Penalty 5344.436586 = -7047246.706036 nChanged 3033 SP:Iteration 8F (4545.110000 sec): 3 clusters Score: Raw -7054782.694526 + Penalty 5344.436586 = -7049438.257940 nChanged 2963 SP:Iteration 9F (4545.300000 sec): 3 clusters Score: Raw -7057127.541754 + Penalty 5344.436586 = -7051783.105168 nChanged 2551 SP:Iteration 10F (4545.490000 sec): 3 clusters Score: Raw -7059267.705196 + Penalty 5344.436586 = -7053923.268610 nChanged 1956 SP:Iteration 11Q (4545.680000 sec): 3 clusters Score: Raw -7060921.829043 + Penalty 5344.436586 = -7055577.392456 nChanged 1429 SP:Iteration 12Q (4545.850000 sec): 3 clusters Score: Raw -7061913.549821 + Penalty 5344.436586 = -7056569.113235 nChanged 1017 SP:Iteration 13Q (4546.020000 sec): 3 clusters Score: Raw -7062533.654761 + Penalty 5344.436586 = -7057189.218175 nChanged 780 SP:Iteration 14Q (4546.190000 sec): 3 clusters Score: Raw -7062941.043345 + Penalty 5344.436586 = -7057596.606759 nChanged 595 SP:Iteration 15Q (4546.350000 sec): 3 clusters Score: Raw -7063222.432264 + Penalty 5344.436586 = -7057877.995678 nChanged 513 SP:Iteration 16Q (4546.510000 sec): 3 clusters Score: Raw -7063455.273973 + Penalty 5344.436586 = -7058110.837387 nChanged 453 SP:Iteration 17Q (4546.670000 sec): 3 clusters Score: Raw -7063642.007717 + Penalty 5344.436586 = -7058297.571130 nChanged 381 SP:Iteration 18Q (4546.820000 sec): 3 clusters Score: Raw -7063784.224764 + Penalty 5344.436586 = -7058439.788178 nChanged 332 SP:Iteration 19Q (4546.980000 sec): 3 clusters Score: Raw -7063908.029838 + Penalty 5344.436586 = -7058563.593252 nChanged 294 SP:Iteration 20F (4547.170000 sec): 3 clusters Score: Raw -7064003.162738 + Penalty 5344.436586 = -7058658.726152 nChanged 252 SP:Iteration 21Q (4547.330000 sec): 3 clusters Score: Raw -7064079.084575 + Penalty 5344.436586 = -7058734.647989 nChanged 220 SP:Iteration 22Q (4547.470000 sec): 3 clusters Score: Raw -7064143.594093 + Penalty 5344.436586 = -7058799.157507 nChanged 206 SP:Iteration 23Q (4547.620000 sec): 3 clusters Score: Raw -7064196.940010 + Penalty 5344.436586 = -7058852.503423 nChanged 186 SP:Iteration 24Q (4547.780000 sec): 3 clusters Score: Raw -7064242.873087 + Penalty 5344.436586 = -7058898.436501 nChanged 175 SP:Iteration 25Q (4547.930000 sec): 3 clusters Score: Raw -7064285.475928 + Penalty 5344.436586 = -7058941.039342 nChanged 150 SP:Iteration 26Q (4548.080000 sec): 3 clusters Score: Raw -7064320.733187 + Penalty 5344.436586 = -7058976.296600 nChanged 126 SP:Iteration 27Q (4548.240000 sec): 3 clusters Score: Raw -7064351.504326 + Penalty 5344.436586 = -7059007.067739 nChanged 129 SP:Iteration 28Q (4548.400000 sec): 3 clusters Score: Raw -7064382.762714 + Penalty 5344.436586 = -7059038.326127 nChanged 115 SP:Iteration 29Q (4548.550000 sec): 3 clusters Score: Raw -7064413.204718 + Penalty 5344.436586 = -7059068.768132 nChanged 102 SP:Iteration 30Q (4548.700000 sec): 3 clusters Score: Raw -7064436.962167 + Penalty 5344.436586 = -7059092.525580 nChanged 78 SP:Iteration 31Q (4548.860000 sec): 3 clusters Score: Raw -7064452.245246 + Penalty 5344.436586 = -7059107.808660 nChanged 71 SP:Iteration 32Q (4549.010000 sec): 3 clusters Score: Raw -7064465.407058 + Penalty 5344.436586 = -7059120.970471 nChanged 73 SP:Iteration 33Q (4549.470000 sec): 3 clusters Score: Raw -7064482.079376 + Penalty 5344.436586 = -7059137.642790 nChanged 65 SP:Iteration 34Q (4549.810000 sec): 3 clusters Score: Raw -7064495.074986 + Penalty 5344.436586 = -7059150.638400 nChanged 69 SP:Iteration 35Q (4549.950000 sec): 3 clusters Score: Raw -7064509.735556 + Penalty 5344.436586 = -7059165.298969 nChanged 66 SP:Iteration 36Q (4550.470000 sec): 3 clusters Score: Raw -7064523.805927 + Penalty 5344.436586 = -7059179.369340 nChanged 64 SP:Iteration 37Q (4550.870000 sec): 3 clusters Score: Raw -7064536.798652 + Penalty 5344.436586 = -7059192.362066 nChanged 64 SP:Iteration 38Q (4551.470000 sec): 3 clusters Score: Raw -7064550.586661 + Penalty 5344.436586 = -7059206.150074 nChanged 59 SP:Iteration 39Q (4551.890000 sec): 3 clusters Score: Raw -7064563.405102 + Penalty 5344.436586 = -7059218.968515 nChanged 53 SP:Iteration 40F (4552.090000 sec): 3 clusters Score: Raw -7064574.109075 + Penalty 5344.436586 = -7059229.672489 nChanged 40 SP:Iteration 41Q (4552.240000 sec): 3 clusters Score: Raw -7064582.823400 + Penalty 5344.436586 = -7059238.386813 nChanged 47 SP:Iteration 42Q (4552.370000 sec): 3 clusters Score: Raw -7064591.286404 + Penalty 5344.436586 = -7059246.849818 nChanged 36 SP:Iteration 43Q (4552.510000 sec): 3 clusters Score: Raw -7064598.909187 + Penalty 5344.436586 = -7059254.472601 nChanged 35 SP:Iteration 44Q (4552.660000 sec): 3 clusters Score: Raw -7064605.549035 + Penalty 5344.436586 = -7059261.112449 nChanged 30 SP:Iteration 45Q (4552.810000 sec): 3 clusters Score: Raw -7064610.954159 + Penalty 5344.436586 = -7059266.517572 nChanged 19 SP:Iteration 46Q (4552.950000 sec): 3 clusters Score: Raw -7064614.046669 + Penalty 5344.436586 = -7059269.610082 nChanged 20 SP:Iteration 47Q (4553.080000 sec): 3 clusters Score: Raw -7064617.385253 + Penalty 5344.436586 = -7059272.948667 nChanged 21 SP:Iteration 48Q (4553.220000 sec): 3 clusters Score: Raw -7064621.177173 + Penalty 5344.436586 = -7059276.740587 nChanged 20 SP:Iteration 49Q (4553.360000 sec): 3 clusters Score: Raw -7064624.293180 + Penalty 5344.436586 = -7059279.856594 nChanged 23 SP:Iteration 50Q (4553.510000 sec): 3 clusters Score: Raw -7064629.130312 + Penalty 5344.436586 = -7059284.693725 nChanged 23 SP:Iteration 51Q (4553.650000 sec): 3 clusters Score: Raw -7064634.044981 + Penalty 5344.436586 = -7059289.608395 nChanged 27 SP:Iteration 52Q (4553.790000 sec): 3 clusters Score: Raw -7064638.041571 + Penalty 5344.436586 = -7059293.604985 nChanged 18 SP:Iteration 53Q (4553.930000 sec): 3 clusters Score: Raw -7064641.252115 + Penalty 5344.436586 = -7059296.815529 nChanged 15 SP:Iteration 54Q (4554.070000 sec): 3 clusters Score: Raw -7064643.902418 + Penalty 5344.436586 = -7059299.465832 nChanged 15 SP:Iteration 55Q (4554.210000 sec): 3 clusters Score: Raw -7064646.149004 + Penalty 5344.436586 = -7059301.712418 nChanged 11 SP:Iteration 56Q (4554.360000 sec): 3 clusters Score: Raw -7064647.476292 + Penalty 5344.436586 = -7059303.039706 nChanged 12 SP:Iteration 57Q (4554.500000 sec): 3 clusters Score: Raw -7064649.851726 + Penalty 5344.436586 = -7059305.415140 nChanged 16 SP:Iteration 58Q (4554.640000 sec): 3 clusters Score: Raw -7064652.139587 + Penalty 5344.436586 = -7059307.703000 nChanged 15 SP:Iteration 59Q (4554.780000 sec): 3 clusters Score: Raw -7064654.341332 + Penalty 5344.436586 = -7059309.904746 nChanged 14 SP:Iteration 60F (4554.980000 sec): 3 clusters Score: Raw -7064656.531826 + Penalty 5344.436586 = -7059312.095239 nChanged 18 SP:Iteration 61Q (4555.110000 sec): 3 clusters Score: Raw -7064659.793779 + Penalty 5344.436586 = -7059315.357193 nChanged 17 SP:Iteration 62Q (4555.250000 sec): 3 clusters Score: Raw -7064662.747810 + Penalty 5344.436586 = -7059318.311223 nChanged 20 SP:Iteration 63Q (4555.390000 sec): 3 clusters Score: Raw -7064666.602568 + Penalty 5344.436586 = -7059322.165981 nChanged 18 SP:Iteration 64Q (4555.530000 sec): 3 clusters Score: Raw -7064669.838006 + Penalty 5344.436586 = -7059325.401420 nChanged 18 SP:Iteration 65Q (4555.660000 sec): 3 clusters Score: Raw -7064673.108457 + Penalty 5344.436586 = -7059328.671870 nChanged 16 SP:Iteration 66Q (4555.800000 sec): 3 clusters Score: Raw -7064675.961296 + Penalty 5344.436586 = -7059331.524710 nChanged 12 SP:Iteration 67Q (4556.070000 sec): 3 clusters Score: Raw -7064677.617683 + Penalty 5344.436586 = -7059333.181097 nChanged 10 SP:Iteration 68Q (4556.190000 sec): 3 clusters Score: Raw -7064678.959422 + Penalty 5344.436586 = -7059334.522835 nChanged 6 SP:Iteration 69Q (4556.330000 sec): 3 clusters Score: Raw -7064679.651024 + Penalty 5344.436586 = -7059335.214438 nChanged 7 SP:Iteration 70Q (4556.650000 sec): 3 clusters Score: Raw -7064680.856861 + Penalty 5344.436586 = -7059336.420275 nChanged 10 SP:Iteration 71Q (4556.790000 sec): 3 clusters Score: Raw -7064682.615057 + Penalty 5344.436586 = -7059338.178471 nChanged 7 SP:Iteration 72Q (4556.930000 sec): 3 clusters Score: Raw -7064683.919998 + Penalty 5344.436586 = -7059339.483411 nChanged 7 SP:Iteration 73Q (4557.080000 sec): 3 clusters Score: Raw -7064684.679895 + Penalty 5344.436586 = -7059340.243309 nChanged 3 SP:Iteration 74Q (4557.220000 sec): 3 clusters Score: Raw -7064684.947991 + Penalty 5344.436586 = -7059340.511404 nChanged 4 SP:Iteration 75Q (4557.370000 sec): 3 clusters Score: Raw -7064685.480928 + Penalty 5344.436586 = -7059341.044341 nChanged 4 SP:Iteration 76Q (4557.510000 sec): 3 clusters Score: Raw -7064686.009608 + Penalty 5344.436586 = -7059341.573022 nChanged 3 SP:Iteration 77Q (4558.110000 sec): 3 clusters Score: Raw -7064686.268318 + Penalty 5344.436586 = -7059341.831732 nChanged 3 SP:Iteration 78Q (4558.730000 sec): 3 clusters Score: Raw -7064686.609369 + Penalty 5344.436586 = -7059342.172783 nChanged 2 SP:Iteration 79Q (4559.340000 sec): 3 clusters Score: Raw -7064687.028472 + Penalty 5344.436586 = -7059342.591885 nChanged 6 SP:Iteration 80F (4559.910000 sec): 3 clusters Score: Raw -7064687.770626 + Penalty 5344.436586 = -7059343.334040 nChanged 8 SP:Iteration 81Q (4560.050000 sec): 3 clusters Score: Raw -7064688.876052 + Penalty 5344.436586 = -7059344.439465 nChanged 6 SP:Iteration 82Q (4560.280000 sec): 3 clusters Score: Raw -7064690.541566 + Penalty 5344.436586 = -7059346.104980 nChanged 13 SP:Iteration 83Q (4560.410000 sec): 3 clusters Score: Raw -7064692.905015 + Penalty 5344.436586 = -7059348.468428 nChanged 7 SP:Iteration 84Q (4560.550000 sec): 3 clusters Score: Raw -7064694.090062 + Penalty 5344.436586 = -7059349.653475 nChanged 6 SP:Iteration 85Q (4560.690000 sec): 3 clusters Score: Raw -7064694.954525 + Penalty 5344.436586 = -7059350.517939 nChanged 7 SP:Iteration 86Q (4561.080000 sec): 3 clusters Score: Raw -7064696.297904 + Penalty 5344.436586 = -7059351.861318 nChanged 9 SP:Iteration 87Q (4561.260000 sec): 3 clusters Score: Raw -7064697.377731 + Penalty 5344.436586 = -7059352.941145 nChanged 6 SP:Iteration 88Q (4561.400000 sec): 3 clusters Score: Raw -7064698.774276 + Penalty 5344.436586 = -7059354.337690 nChanged 13 SP:Iteration 89Q (4561.550000 sec): 3 clusters Score: Raw -7064700.670321 + Penalty 5344.436586 = -7059356.233735 nChanged 8 SP:Iteration 90Q (4561.700000 sec): 3 clusters Score: Raw -7064701.899026 + Penalty 5344.436586 = -7059357.462439 nChanged 7 SP:Iteration 91Q (4561.850000 sec): 3 clusters Score: Raw -7064703.147101 + Penalty 5344.436586 = -7059358.710515 nChanged 7 SP:Iteration 92Q (4561.990000 sec): 3 clusters Score: Raw -7064704.379305 + Penalty 5344.436586 = -7059359.942719 nChanged 8 SP:Iteration 93Q (4562.130000 sec): 3 clusters Score: Raw -7064705.748346 + Penalty 5344.436586 = -7059361.311760 nChanged 3 SP:Iteration 94Q (4562.570000 sec): 3 clusters Score: Raw -7064706.093996 + Penalty 5344.436586 = -7059361.657410 nChanged 3 SP:Iteration 95Q (4563.110000 sec): 3 clusters Score: Raw -7064706.370504 + Penalty 5344.436586 = -7059361.933918 nChanged 2 SP:Iteration 96Q (4563.310000 sec): 3 clusters Score: Raw -7064706.608447 + Penalty 5344.436586 = -7059362.171861 nChanged 1 SP:Iteration 97Q (4563.450000 sec): 3 clusters Score: Raw -7064706.747471 + Penalty 5344.436586 = -7059362.310885 nChanged 1 SP:Iteration 98Q (4563.590000 sec): 3 clusters Score: Raw -7064706.923804 + Penalty 5344.436586 = -7059362.487218 nChanged 2 SP:Iteration 99Q (4563.720000 sec): 3 clusters Score: Raw -7064707.215855 + Penalty 5344.436586 = -7059362.779269 nChanged 3 SP:Iteration 100F (4563.910000 sec): 3 clusters Score: Raw -7064707.525667 + Penalty 5344.436586 = -7059363.089081 nChanged 1 SP:Iteration 101Q (4564.050000 sec): 3 clusters Score: Raw -7064707.612912 + Penalty 5344.436586 = -7059363.176326 nChanged 2 SP:Iteration 102Q (4564.200000 sec): 3 clusters Score: Raw -7064707.853829 + Penalty 5344.436586 = -7059363.417243 nChanged 1 SP:Iteration 103Q (4564.340000 sec): 3 clusters Score: Raw -7064707.928283 + Penalty 5344.436586 = -7059363.491697 nChanged 0 SP:Iteration 104F (4564.550000 sec): 3 clusters Score: Raw -7064707.928283 + Penalty 5344.436586 = -7059363.491697 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 15 (47472 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4564.710000 sec): 2 clusters Score: Raw -6913675.703024 + Penalty 2670.438045 = -6911005.264979 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4564.910000 sec): 3 clusters Score: Raw -6884225.984490 + Penalty 5340.876090 = -6878885.108400 nChanged 22048 SP:Iteration 1F (4565.110000 sec): 3 clusters Score: Raw -6896411.029575 + Penalty 5340.876090 = -6891070.153485 nChanged 1868 SP:Iteration 2Q (4565.740000 sec): 3 clusters Score: Raw -6896963.987888 + Penalty 5340.876090 = -6891623.111798 nChanged 1820 SP:Iteration 3Q (4566.390000 sec): 3 clusters Score: Raw -6897501.883487 + Penalty 5340.876090 = -6892161.007397 nChanged 1722 SP:Iteration 4Q (4567.150000 sec): 3 clusters Score: Raw -6898042.650553 + Penalty 5340.876090 = -6892701.774464 nChanged 1807 SP:Iteration 5Q (4567.590000 sec): 3 clusters Score: Raw -6898659.394886 + Penalty 5340.876090 = -6893318.518796 nChanged 2028 SP:Iteration 6Q (4567.790000 sec): 3 clusters Score: Raw -6899518.945404 + Penalty 5340.876090 = -6894178.069314 nChanged 2477 SP:Iteration 7F (4567.970000 sec): 3 clusters Score: Raw -6900818.899798 + Penalty 5340.876090 = -6895478.023708 nChanged 3043 SP:Iteration 8F (4568.140000 sec): 3 clusters Score: Raw -6902912.626440 + Penalty 5340.876090 = -6897571.750350 nChanged 3543 SP:Iteration 9F (4568.320000 sec): 3 clusters Score: Raw -6905713.922318 + Penalty 5340.876090 = -6900373.046228 nChanged 3491 SP:Iteration 10F (4568.510000 sec): 3 clusters Score: Raw -6908762.233562 + Penalty 5340.876090 = -6903421.357472 nChanged 2634 SP:Iteration 11F (4568.690000 sec): 3 clusters Score: Raw -6911111.352758 + Penalty 5340.876090 = -6905770.476668 nChanged 1644 SP:Iteration 12Q (4568.990000 sec): 3 clusters Score: Raw -6912594.409381 + Penalty 5340.876090 = -6907253.533291 nChanged 820 SP:Iteration 13Q (4569.440000 sec): 3 clusters Score: Raw -6913320.574913 + Penalty 5340.876090 = -6907979.698823 nChanged 366 SP:Iteration 14Q (4569.610000 sec): 3 clusters Score: Raw -6913658.159601 + Penalty 5340.876090 = -6908317.283511 nChanged 160 SP:Iteration 15Q (4569.750000 sec): 3 clusters Score: Raw -6913818.502992 + Penalty 5340.876090 = -6908477.626902 nChanged 73 SP:Iteration 16Q (4569.890000 sec): 3 clusters Score: Raw -6913902.739219 + Penalty 5340.876090 = -6908561.863129 nChanged 31 SP:Iteration 17Q (4570.020000 sec): 3 clusters Score: Raw -6913943.396959 + Penalty 5340.876090 = -6908602.520869 nChanged 23 SP:Iteration 18Q (4570.150000 sec): 3 clusters Score: Raw -6913969.852929 + Penalty 5340.876090 = -6908628.976839 nChanged 16 SP:Iteration 19Q (4570.280000 sec): 3 clusters Score: Raw -6913990.327574 + Penalty 5340.876090 = -6908649.451484 nChanged 13 SP:Iteration 20F (4570.460000 sec): 3 clusters Score: Raw -6914002.689347 + Penalty 5340.876090 = -6908661.813257 nChanged 6 SP:Iteration 21Q (4570.600000 sec): 3 clusters Score: Raw -6914015.890526 + Penalty 5340.876090 = -6908675.014436 nChanged 8 SP:Iteration 22Q (4570.740000 sec): 3 clusters Score: Raw -6914023.946838 + Penalty 5340.876090 = -6908683.070748 nChanged 4 SP:Iteration 23Q (4570.870000 sec): 3 clusters Score: Raw -6914030.558193 + Penalty 5340.876090 = -6908689.682103 nChanged 6 SP:Iteration 24Q (4571.010000 sec): 3 clusters Score: Raw -6914037.609789 + Penalty 5340.876090 = -6908696.733699 nChanged 1 SP:Iteration 25Q (4571.140000 sec): 3 clusters Score: Raw -6914038.545947 + Penalty 5340.876090 = -6908697.669857 nChanged 0 SP:Iteration 26F (4571.320000 sec): 3 clusters Score: Raw -6914038.545947 + Penalty 5340.876090 = -6908697.669857 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 16 (2694 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4571.350000 sec): 2 clusters Score: Raw -397198.568178 + Penalty 1958.898025 = -395239.670154 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4571.360000 sec): 3 clusters Score: Raw -396138.352799 + Penalty 3917.796049 = -392220.556750 nChanged 897 SP:Iteration 1F (4571.370000 sec): 3 clusters Score: Raw -396764.788693 + Penalty 3917.796049 = -392846.992644 nChanged 180 SP:Iteration 2F (4571.380000 sec): 3 clusters Score: Raw -396895.077472 + Penalty 3917.796049 = -392977.281423 nChanged 108 SP:Iteration 3Q (4571.390000 sec): 3 clusters Score: Raw -396968.068183 + Penalty 3917.796049 = -393050.272134 nChanged 71 SP:Iteration 4Q (4571.400000 sec): 3 clusters Score: Raw -397013.059754 + Penalty 3917.796049 = -393095.263705 nChanged 56 SP:Iteration 5Q (4571.410000 sec): 3 clusters Score: Raw -397053.783515 + Penalty 3917.796049 = -393135.987466 nChanged 54 SP:Iteration 6Q (4571.420000 sec): 3 clusters Score: Raw -397091.729629 + Penalty 3917.796049 = -393173.933580 nChanged 49 SP:Iteration 7Q (4571.430000 sec): 3 clusters Score: Raw -397131.145825 + Penalty 3917.796049 = -393213.349776 nChanged 56 SP:Iteration 8Q (4571.450000 sec): 3 clusters Score: Raw -397181.779898 + Penalty 3917.796049 = -393263.983849 nChanged 61 SP:Iteration 9Q (4571.450000 sec): 3 clusters Score: Raw -397229.153397 + Penalty 3917.796049 = -393311.357348 nChanged 56 SP:Iteration 10Q (4571.470000 sec): 3 clusters Score: Raw -397262.263145 + Penalty 3917.796049 = -393344.467096 nChanged 55 SP:Iteration 11Q (4571.480000 sec): 3 clusters Score: Raw -397300.410820 + Penalty 3917.796049 = -393382.614771 nChanged 47 SP:Iteration 12Q (4571.490000 sec): 3 clusters Score: Raw -397338.254517 + Penalty 3917.796049 = -393420.458468 nChanged 55 SP:Iteration 13Q (4571.500000 sec): 3 clusters Score: Raw -397381.112033 + Penalty 3917.796049 = -393463.315984 nChanged 55 SP:Iteration 14Q (4571.510000 sec): 3 clusters Score: Raw -397419.984596 + Penalty 3917.796049 = -393502.188547 nChanged 53 SP:Iteration 15Q (4571.520000 sec): 3 clusters Score: Raw -397452.246675 + Penalty 3917.796049 = -393534.450626 nChanged 49 SP:Iteration 16Q (4571.530000 sec): 3 clusters Score: Raw -397486.389227 + Penalty 3917.796049 = -393568.593178 nChanged 44 SP:Iteration 17Q (4571.540000 sec): 3 clusters Score: Raw -397520.718768 + Penalty 3917.796049 = -393602.922719 nChanged 36 SP:Iteration 18Q (4571.550000 sec): 3 clusters Score: Raw -397547.883964 + Penalty 3917.796049 = -393630.087915 nChanged 36 SP:Iteration 19Q (4571.560000 sec): 3 clusters Score: Raw -397583.608446 + Penalty 3917.796049 = -393665.812397 nChanged 37 SP:Iteration 20F (4571.570000 sec): 3 clusters Score: Raw -397611.522303 + Penalty 3917.796049 = -393693.726254 nChanged 31 SP:Iteration 21Q (4571.580000 sec): 3 clusters Score: Raw -397631.209253 + Penalty 3917.796049 = -393713.413204 nChanged 25 SP:Iteration 22Q (4571.590000 sec): 3 clusters Score: Raw -397650.516625 + Penalty 3917.796049 = -393732.720576 nChanged 25 SP:Iteration 23Q (4571.600000 sec): 3 clusters Score: Raw -397666.614520 + Penalty 3917.796049 = -393748.818471 nChanged 22 SP:Iteration 24Q (4571.610000 sec): 3 clusters Score: Raw -397681.660994 + Penalty 3917.796049 = -393763.864945 nChanged 21 SP:Iteration 25Q (4571.630000 sec): 3 clusters Score: Raw -397695.125712 + Penalty 3917.796049 = -393777.329663 nChanged 16 SP:Iteration 26Q (4571.630000 sec): 3 clusters Score: Raw -397708.341340 + Penalty 3917.796049 = -393790.545291 nChanged 14 SP:Iteration 27Q (4571.650000 sec): 3 clusters Score: Raw -397718.426728 + Penalty 3917.796049 = -393800.630679 nChanged 11 SP:Iteration 28Q (4571.660000 sec): 3 clusters Score: Raw -397727.713903 + Penalty 3917.796049 = -393809.917854 nChanged 4 SP:Iteration 29Q (4571.670000 sec): 3 clusters Score: Raw -397730.382545 + Penalty 3917.796049 = -393812.586496 nChanged 5 SP:Iteration 30Q (4571.680000 sec): 3 clusters Score: Raw -397732.666346 + Penalty 3917.796049 = -393814.870297 nChanged 4 SP:Iteration 31Q (4571.690000 sec): 3 clusters Score: Raw -397734.112464 + Penalty 3917.796049 = -393816.316415 nChanged 5 SP:Iteration 32Q (4571.700000 sec): 3 clusters Score: Raw -397737.034959 + Penalty 3917.796049 = -393819.238910 nChanged 7 SP:Iteration 33Q (4571.710000 sec): 3 clusters Score: Raw -397741.784743 + Penalty 3917.796049 = -393823.988694 nChanged 5 SP:Iteration 34Q (4571.720000 sec): 3 clusters Score: Raw -397744.651612 + Penalty 3917.796049 = -393826.855563 nChanged 7 SP:Iteration 35Q (4571.730000 sec): 3 clusters Score: Raw -397748.686002 + Penalty 3917.796049 = -393830.889953 nChanged 6 SP:Iteration 36Q (4571.740000 sec): 3 clusters Score: Raw -397752.823173 + Penalty 3917.796049 = -393835.027124 nChanged 8 SP:Iteration 37Q (4571.750000 sec): 3 clusters Score: Raw -397757.363354 + Penalty 3917.796049 = -393839.567305 nChanged 4 SP:Iteration 38Q (4571.760000 sec): 3 clusters Score: Raw -397760.112887 + Penalty 3917.796049 = -393842.316838 nChanged 4 SP:Iteration 39Q (4571.770000 sec): 3 clusters Score: Raw -397763.117198 + Penalty 3917.796049 = -393845.321149 nChanged 1 SP:Iteration 40F (4571.780000 sec): 3 clusters Score: Raw -397763.509954 + Penalty 3917.796049 = -393845.713905 nChanged 1 SP:Iteration 41Q (4571.790000 sec): 3 clusters Score: Raw -397763.644658 + Penalty 3917.796049 = -393845.848609 nChanged 0 SP:Iteration 42F (4571.800000 sec): 3 clusters Score: Raw -397763.644658 + Penalty 3917.796049 = -393845.848609 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 17 (6052 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4571.830000 sec): 2 clusters Score: Raw -849873.254012 + Penalty 2159.619731 = -847713.634281 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4571.850000 sec): 3 clusters Score: Raw -846853.235265 + Penalty 4319.239461 = -842533.995804 nChanged 2368 SP:Iteration 1F (4571.870000 sec): 3 clusters Score: Raw -848308.251060 + Penalty 4319.239461 = -843989.011599 nChanged 495 SP:Iteration 2F (4571.900000 sec): 3 clusters Score: Raw -848720.356653 + Penalty 4319.239461 = -844401.117192 nChanged 445 SP:Iteration 3F (4571.920000 sec): 3 clusters Score: Raw -849120.988728 + Penalty 4319.239461 = -844801.749267 nChanged 400 SP:Iteration 4F (4571.940000 sec): 3 clusters Score: Raw -849478.233274 + Penalty 4319.239461 = -845158.993813 nChanged 329 SP:Iteration 5F (4571.970000 sec): 3 clusters Score: Raw -849771.496858 + Penalty 4319.239461 = -845452.257397 nChanged 289 SP:Iteration 6Q (4571.990000 sec): 3 clusters Score: Raw -849991.076964 + Penalty 4319.239461 = -845671.837503 nChanged 233 SP:Iteration 7Q (4572.010000 sec): 3 clusters Score: Raw -850132.577432 + Penalty 4319.239461 = -845813.337971 nChanged 164 SP:Iteration 8Q (4572.040000 sec): 3 clusters Score: Raw -850213.315893 + Penalty 4319.239461 = -845894.076432 nChanged 119 SP:Iteration 9Q (4572.060000 sec): 3 clusters Score: Raw -850273.040451 + Penalty 4319.239461 = -845953.800990 nChanged 99 SP:Iteration 10Q (4572.080000 sec): 3 clusters Score: Raw -850329.200149 + Penalty 4319.239461 = -846009.960688 nChanged 103 SP:Iteration 11Q (4572.100000 sec): 3 clusters Score: Raw -850379.538905 + Penalty 4319.239461 = -846060.299444 nChanged 87 SP:Iteration 12Q (4572.120000 sec): 3 clusters Score: Raw -850417.254885 + Penalty 4319.239461 = -846098.015423 nChanged 75 SP:Iteration 13Q (4572.150000 sec): 3 clusters Score: Raw -850449.955405 + Penalty 4319.239461 = -846130.715944 nChanged 64 SP:Iteration 14Q (4572.170000 sec): 3 clusters Score: Raw -850478.989850 + Penalty 4319.239461 = -846159.750388 nChanged 61 SP:Iteration 15Q (4572.190000 sec): 3 clusters Score: Raw -850505.009537 + Penalty 4319.239461 = -846185.770076 nChanged 61 SP:Iteration 16Q (4572.220000 sec): 3 clusters Score: Raw -850528.689929 + Penalty 4319.239461 = -846209.450468 nChanged 54 SP:Iteration 17Q (4572.240000 sec): 3 clusters Score: Raw -850551.008186 + Penalty 4319.239461 = -846231.768724 nChanged 42 SP:Iteration 18Q (4572.260000 sec): 3 clusters Score: Raw -850570.771462 + Penalty 4319.239461 = -846251.532001 nChanged 45 SP:Iteration 19Q (4572.290000 sec): 3 clusters Score: Raw -850588.294331 + Penalty 4319.239461 = -846269.054870 nChanged 35 SP:Iteration 20F (4572.310000 sec): 3 clusters Score: Raw -850600.796522 + Penalty 4319.239461 = -846281.557061 nChanged 33 SP:Iteration 21Q (4572.330000 sec): 3 clusters Score: Raw -850612.172173 + Penalty 4319.239461 = -846292.932711 nChanged 25 SP:Iteration 22Q (4572.350000 sec): 3 clusters Score: Raw -850619.068519 + Penalty 4319.239461 = -846299.829058 nChanged 22 SP:Iteration 23Q (4572.380000 sec): 3 clusters Score: Raw -850624.763962 + Penalty 4319.239461 = -846305.524501 nChanged 20 SP:Iteration 24Q (4572.400000 sec): 3 clusters Score: Raw -850629.646284 + Penalty 4319.239461 = -846310.406823 nChanged 12 SP:Iteration 25Q (4572.420000 sec): 3 clusters Score: Raw -850633.079126 + Penalty 4319.239461 = -846313.839665 nChanged 15 SP:Iteration 26Q (4572.450000 sec): 3 clusters Score: Raw -850638.877469 + Penalty 4319.239461 = -846319.638008 nChanged 16 SP:Iteration 27Q (4572.470000 sec): 3 clusters Score: Raw -850644.631472 + Penalty 4319.239461 = -846325.392010 nChanged 22 SP:Iteration 28Q (4572.490000 sec): 3 clusters Score: Raw -850651.610712 + Penalty 4319.239461 = -846332.371251 nChanged 22 SP:Iteration 29Q (4572.510000 sec): 3 clusters Score: Raw -850657.926627 + Penalty 4319.239461 = -846338.687166 nChanged 19 SP:Iteration 30Q (4572.530000 sec): 3 clusters Score: Raw -850664.084856 + Penalty 4319.239461 = -846344.845394 nChanged 20 SP:Iteration 31Q (4572.560000 sec): 3 clusters Score: Raw -850669.237684 + Penalty 4319.239461 = -846349.998223 nChanged 20 SP:Iteration 32Q (4572.580000 sec): 3 clusters Score: Raw -850677.343209 + Penalty 4319.239461 = -846358.103748 nChanged 26 SP:Iteration 33Q (4572.600000 sec): 3 clusters Score: Raw -850689.183409 + Penalty 4319.239461 = -846369.943948 nChanged 29 SP:Iteration 34Q (4572.630000 sec): 3 clusters Score: Raw -850704.614274 + Penalty 4319.239461 = -846385.374813 nChanged 33 SP:Iteration 35Q (4572.650000 sec): 3 clusters Score: Raw -850721.817111 + Penalty 4319.239461 = -846402.577650 nChanged 31 SP:Iteration 36Q (4572.670000 sec): 3 clusters Score: Raw -850735.912615 + Penalty 4319.239461 = -846416.673154 nChanged 32 SP:Iteration 37Q (4572.690000 sec): 3 clusters Score: Raw -850751.523630 + Penalty 4319.239461 = -846432.284169 nChanged 41 SP:Iteration 38Q (4572.710000 sec): 3 clusters Score: Raw -850771.973329 + Penalty 4319.239461 = -846452.733868 nChanged 35 SP:Iteration 39Q (4572.730000 sec): 3 clusters Score: Raw -850792.143231 + Penalty 4319.239461 = -846472.903770 nChanged 29 SP:Iteration 40F (4572.760000 sec): 3 clusters Score: Raw -850806.879228 + Penalty 4319.239461 = -846487.639767 nChanged 29 SP:Iteration 41Q (4572.780000 sec): 3 clusters Score: Raw -850824.111032 + Penalty 4319.239461 = -846504.871571 nChanged 27 SP:Iteration 42Q (4572.800000 sec): 3 clusters Score: Raw -850835.705930 + Penalty 4319.239461 = -846516.466469 nChanged 18 SP:Iteration 43Q (4572.820000 sec): 3 clusters Score: Raw -850843.302841 + Penalty 4319.239461 = -846524.063380 nChanged 20 SP:Iteration 44Q (4572.840000 sec): 3 clusters Score: Raw -850850.421258 + Penalty 4319.239461 = -846531.181797 nChanged 13 SP:Iteration 45Q (4572.860000 sec): 3 clusters Score: Raw -850854.561143 + Penalty 4319.239461 = -846535.321682 nChanged 10 SP:Iteration 46Q (4572.880000 sec): 3 clusters Score: Raw -850859.039561 + Penalty 4319.239461 = -846539.800100 nChanged 11 SP:Iteration 47Q (4572.900000 sec): 3 clusters Score: Raw -850861.855330 + Penalty 4319.239461 = -846542.615869 nChanged 11 SP:Iteration 48Q (4572.920000 sec): 3 clusters Score: Raw -850865.369933 + Penalty 4319.239461 = -846546.130471 nChanged 8 SP:Iteration 49Q (4572.940000 sec): 3 clusters Score: Raw -850867.616571 + Penalty 4319.239461 = -846548.377110 nChanged 7 SP:Iteration 50Q (4572.960000 sec): 3 clusters Score: Raw -850869.532589 + Penalty 4319.239461 = -846550.293128 nChanged 4 SP:Iteration 51Q (4572.980000 sec): 3 clusters Score: Raw -850870.266431 + Penalty 4319.239461 = -846551.026970 nChanged 2 SP:Iteration 52Q (4573.000000 sec): 3 clusters Score: Raw -850870.948649 + Penalty 4319.239461 = -846551.709188 nChanged 0 SP:Iteration 53F (4573.020000 sec): 3 clusters Score: Raw -850870.948649 + Penalty 4319.239461 = -846551.709188 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 18 (23403 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4573.100000 sec): 2 clusters Score: Raw -3410055.680264 + Penalty 2495.033636 = -3407560.646628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4573.190000 sec): 3 clusters Score: Raw -3396164.562902 + Penalty 4990.067271 = -3391174.495631 nChanged 10423 SP:Iteration 1F (4573.280000 sec): 3 clusters Score: Raw -3401895.074781 + Penalty 4990.067271 = -3396905.007510 nChanged 1361 SP:Iteration 2F (4573.370000 sec): 3 clusters Score: Raw -3402518.117893 + Penalty 4990.067271 = -3397528.050622 nChanged 1312 SP:Iteration 3F (4573.460000 sec): 3 clusters Score: Raw -3403189.995061 + Penalty 4990.067271 = -3398199.927790 nChanged 1309 SP:Iteration 4F (4573.550000 sec): 3 clusters Score: Raw -3403910.400019 + Penalty 4990.067271 = -3398920.332748 nChanged 1367 SP:Iteration 5F (4573.630000 sec): 3 clusters Score: Raw -3404709.121669 + Penalty 4990.067271 = -3399719.054397 nChanged 1425 SP:Iteration 6F (4573.730000 sec): 3 clusters Score: Raw -3405535.067657 + Penalty 4990.067271 = -3400545.000386 nChanged 1385 SP:Iteration 7F (4573.820000 sec): 3 clusters Score: Raw -3406395.164585 + Penalty 4990.067271 = -3401405.097314 nChanged 1315 SP:Iteration 8F (4573.910000 sec): 3 clusters Score: Raw -3407316.388343 + Penalty 4990.067271 = -3402326.321072 nChanged 1238 SP:Iteration 9F (4574.000000 sec): 3 clusters Score: Raw -3408326.629969 + Penalty 4990.067271 = -3403336.562698 nChanged 1028 SP:Iteration 10Q (4574.090000 sec): 3 clusters Score: Raw -3409394.495201 + Penalty 4990.067271 = -3404404.427930 nChanged 785 SP:Iteration 11Q (4574.180000 sec): 3 clusters Score: Raw -3410353.524864 + Penalty 4990.067271 = -3405363.457593 nChanged 576 SP:Iteration 12Q (4574.260000 sec): 3 clusters Score: Raw -3410981.941809 + Penalty 4990.067271 = -3405991.874538 nChanged 389 SP:Iteration 13Q (4574.340000 sec): 3 clusters Score: Raw -3411315.476965 + Penalty 4990.067271 = -3406325.409694 nChanged 273 SP:Iteration 14Q (4574.410000 sec): 3 clusters Score: Raw -3411502.855906 + Penalty 4990.067271 = -3406512.788635 nChanged 192 SP:Iteration 15Q (4574.480000 sec): 3 clusters Score: Raw -3411601.820678 + Penalty 4990.067271 = -3406611.753407 nChanged 129 SP:Iteration 16Q (4574.550000 sec): 3 clusters Score: Raw -3411649.302966 + Penalty 4990.067271 = -3406659.235695 nChanged 99 SP:Iteration 17Q (4574.620000 sec): 3 clusters Score: Raw -3411682.279110 + Penalty 4990.067271 = -3406692.211839 nChanged 72 SP:Iteration 18Q (4574.680000 sec): 3 clusters Score: Raw -3411704.673835 + Penalty 4990.067271 = -3406714.606564 nChanged 51 SP:Iteration 19Q (4574.760000 sec): 3 clusters Score: Raw -3411718.134212 + Penalty 4990.067271 = -3406728.066941 nChanged 47 SP:Iteration 20F (4574.860000 sec): 3 clusters Score: Raw -3411729.668884 + Penalty 4990.067271 = -3406739.601613 nChanged 38 SP:Iteration 21Q (4574.940000 sec): 3 clusters Score: Raw -3411739.147994 + Penalty 4990.067271 = -3406749.080723 nChanged 30 SP:Iteration 22Q (4575.010000 sec): 3 clusters Score: Raw -3411744.800528 + Penalty 4990.067271 = -3406754.733257 nChanged 25 SP:Iteration 23Q (4575.080000 sec): 3 clusters Score: Raw -3411750.292503 + Penalty 4990.067271 = -3406760.225232 nChanged 21 SP:Iteration 24Q (4575.150000 sec): 3 clusters Score: Raw -3411754.238683 + Penalty 4990.067271 = -3406764.171412 nChanged 19 SP:Iteration 25Q (4575.220000 sec): 3 clusters Score: Raw -3411757.521602 + Penalty 4990.067271 = -3406767.454331 nChanged 13 SP:Iteration 26Q (4575.280000 sec): 3 clusters Score: Raw -3411759.547753 + Penalty 4990.067271 = -3406769.480482 nChanged 9 SP:Iteration 27Q (4575.360000 sec): 3 clusters Score: Raw -3411761.712947 + Penalty 4990.067271 = -3406771.645676 nChanged 9 SP:Iteration 28Q (4575.430000 sec): 3 clusters Score: Raw -3411763.323292 + Penalty 4990.067271 = -3406773.256021 nChanged 5 SP:Iteration 29Q (4575.510000 sec): 3 clusters Score: Raw -3411764.197943 + Penalty 4990.067271 = -3406774.130672 nChanged 5 SP:Iteration 30Q (4575.590000 sec): 3 clusters Score: Raw -3411764.932046 + Penalty 4990.067271 = -3406774.864775 nChanged 6 SP:Iteration 31Q (4575.660000 sec): 3 clusters Score: Raw -3411766.147619 + Penalty 4990.067271 = -3406776.080348 nChanged 6 SP:Iteration 32Q (4575.730000 sec): 3 clusters Score: Raw -3411767.498929 + Penalty 4990.067271 = -3406777.431658 nChanged 8 SP:Iteration 33Q (4575.800000 sec): 3 clusters Score: Raw -3411769.033284 + Penalty 4990.067271 = -3406778.966013 nChanged 6 SP:Iteration 34Q (4575.890000 sec): 3 clusters Score: Raw -3411769.923095 + Penalty 4990.067271 = -3406779.855824 nChanged 4 SP:Iteration 35Q (4575.970000 sec): 3 clusters Score: Raw -3411770.654714 + Penalty 4990.067271 = -3406780.587443 nChanged 3 SP:Iteration 36Q (4576.040000 sec): 3 clusters Score: Raw -3411771.076490 + Penalty 4990.067271 = -3406781.009219 nChanged 2 SP:Iteration 37Q (4576.110000 sec): 3 clusters Score: Raw -3411771.258599 + Penalty 4990.067271 = -3406781.191328 nChanged 1 SP:Iteration 38Q (4576.180000 sec): 3 clusters Score: Raw -3411771.356761 + Penalty 4990.067271 = -3406781.289490 nChanged 1 SP:Iteration 39Q (4576.250000 sec): 3 clusters Score: Raw -3411771.458292 + Penalty 4990.067271 = -3406781.391021 nChanged 0 SP:Iteration 40F (4576.330000 sec): 3 clusters Score: Raw -3411771.458292 + Penalty 4990.067271 = -3406781.391021 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 19 (11063 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4576.380000 sec): 2 clusters Score: Raw -1580580.700254 + Penalty 2309.217649 = -1578271.482605 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4576.420000 sec): 3 clusters Score: Raw -1574581.874465 + Penalty 4618.435297 = -1569963.439168 nChanged 4660 SP:Iteration 1F (4576.460000 sec): 3 clusters Score: Raw -1577133.164288 + Penalty 4618.435297 = -1572514.728991 nChanged 715 SP:Iteration 2F (4576.510000 sec): 3 clusters Score: Raw -1577446.906076 + Penalty 4618.435297 = -1572828.470779 nChanged 532 SP:Iteration 3Q (4576.550000 sec): 3 clusters Score: Raw -1577688.869038 + Penalty 4618.435297 = -1573070.433740 nChanged 463 SP:Iteration 4Q (4576.590000 sec): 3 clusters Score: Raw -1577865.877668 + Penalty 4618.435297 = -1573247.442371 nChanged 388 SP:Iteration 5Q (4576.630000 sec): 3 clusters Score: Raw -1578019.931047 + Penalty 4618.435297 = -1573401.495750 nChanged 379 SP:Iteration 6Q (4576.670000 sec): 3 clusters Score: Raw -1578178.167949 + Penalty 4618.435297 = -1573559.732652 nChanged 409 SP:Iteration 7Q (4576.710000 sec): 3 clusters Score: Raw -1578368.075045 + Penalty 4618.435297 = -1573749.639748 nChanged 443 SP:Iteration 8Q (4576.760000 sec): 3 clusters Score: Raw -1578593.035645 + Penalty 4618.435297 = -1573974.600348 nChanged 468 SP:Iteration 9Q (4576.800000 sec): 3 clusters Score: Raw -1578827.464120 + Penalty 4618.435297 = -1574209.028822 nChanged 454 SP:Iteration 10Q (4576.850000 sec): 3 clusters Score: Raw -1579065.904353 + Penalty 4618.435297 = -1574447.469056 nChanged 409 SP:Iteration 11Q (4576.890000 sec): 3 clusters Score: Raw -1579281.812396 + Penalty 4618.435297 = -1574663.377099 nChanged 372 SP:Iteration 12Q (4576.930000 sec): 3 clusters Score: Raw -1579493.949223 + Penalty 4618.435297 = -1574875.513926 nChanged 373 SP:Iteration 13Q (4576.970000 sec): 3 clusters Score: Raw -1579711.963839 + Penalty 4618.435297 = -1575093.528542 nChanged 346 SP:Iteration 14Q (4577.020000 sec): 3 clusters Score: Raw -1579918.674205 + Penalty 4618.435297 = -1575300.238908 nChanged 311 SP:Iteration 15Q (4577.060000 sec): 3 clusters Score: Raw -1580108.593865 + Penalty 4618.435297 = -1575490.158568 nChanged 252 SP:Iteration 16Q (4577.100000 sec): 3 clusters Score: Raw -1580265.570508 + Penalty 4618.435297 = -1575647.135211 nChanged 216 SP:Iteration 17Q (4577.140000 sec): 3 clusters Score: Raw -1580404.008532 + Penalty 4618.435297 = -1575785.573235 nChanged 194 SP:Iteration 18Q (4577.180000 sec): 3 clusters Score: Raw -1580534.444119 + Penalty 4618.435297 = -1575916.008821 nChanged 159 SP:Iteration 19Q (4577.220000 sec): 3 clusters Score: Raw -1580639.104829 + Penalty 4618.435297 = -1576020.669532 nChanged 108 SP:Iteration 20F (4577.270000 sec): 3 clusters Score: Raw -1580702.429674 + Penalty 4618.435297 = -1576083.994377 nChanged 87 SP:Iteration 21Q (4577.310000 sec): 3 clusters Score: Raw -1580751.533640 + Penalty 4618.435297 = -1576133.098343 nChanged 69 SP:Iteration 22Q (4577.350000 sec): 3 clusters Score: Raw -1580793.238384 + Penalty 4618.435297 = -1576174.803086 nChanged 56 SP:Iteration 23Q (4577.380000 sec): 3 clusters Score: Raw -1580828.324727 + Penalty 4618.435297 = -1576209.889430 nChanged 47 SP:Iteration 24Q (4577.430000 sec): 3 clusters Score: Raw -1580852.550666 + Penalty 4618.435297 = -1576234.115369 nChanged 41 SP:Iteration 25Q (4577.470000 sec): 3 clusters Score: Raw -1580873.567741 + Penalty 4618.435297 = -1576255.132444 nChanged 32 SP:Iteration 26Q (4577.510000 sec): 3 clusters Score: Raw -1580890.184356 + Penalty 4618.435297 = -1576271.749059 nChanged 34 SP:Iteration 27Q (4577.550000 sec): 3 clusters Score: Raw -1580909.400642 + Penalty 4618.435297 = -1576290.965345 nChanged 32 SP:Iteration 28Q (4577.590000 sec): 3 clusters Score: Raw -1580924.797622 + Penalty 4618.435297 = -1576306.362325 nChanged 29 SP:Iteration 29Q (4577.630000 sec): 3 clusters Score: Raw -1580937.763439 + Penalty 4618.435297 = -1576319.328141 nChanged 20 SP:Iteration 30Q (4577.660000 sec): 3 clusters Score: Raw -1580947.799249 + Penalty 4618.435297 = -1576329.363952 nChanged 13 SP:Iteration 31Q (4577.700000 sec): 3 clusters Score: Raw -1580953.622373 + Penalty 4618.435297 = -1576335.187076 nChanged 10 SP:Iteration 32Q (4577.740000 sec): 3 clusters Score: Raw -1580960.407249 + Penalty 4618.435297 = -1576341.971952 nChanged 15 SP:Iteration 33Q (4577.780000 sec): 3 clusters Score: Raw -1580968.711669 + Penalty 4618.435297 = -1576350.276372 nChanged 11 SP:Iteration 34Q (4577.810000 sec): 3 clusters Score: Raw -1580975.403199 + Penalty 4618.435297 = -1576356.967902 nChanged 8 SP:Iteration 35Q (4577.850000 sec): 3 clusters Score: Raw -1580980.046965 + Penalty 4618.435297 = -1576361.611668 nChanged 5 SP:Iteration 36Q (4577.890000 sec): 3 clusters Score: Raw -1580983.938423 + Penalty 4618.435297 = -1576365.503126 nChanged 5 SP:Iteration 37Q (4577.930000 sec): 3 clusters Score: Raw -1580986.088171 + Penalty 4618.435297 = -1576367.652874 nChanged 4 SP:Iteration 38Q (4577.960000 sec): 3 clusters Score: Raw -1580988.174617 + Penalty 4618.435297 = -1576369.739319 nChanged 2 SP:Iteration 39Q (4577.990000 sec): 3 clusters Score: Raw -1580989.244936 + Penalty 4618.435297 = -1576370.809639 nChanged 4 SP:Iteration 40F (4578.040000 sec): 3 clusters Score: Raw -1580990.394375 + Penalty 4618.435297 = -1576371.959077 nChanged 2 SP:Iteration 41Q (4578.080000 sec): 3 clusters Score: Raw -1580992.043451 + Penalty 4618.435297 = -1576373.608154 nChanged 3 SP:Iteration 42Q (4578.110000 sec): 3 clusters Score: Raw -1580993.521693 + Penalty 4618.435297 = -1576375.086396 nChanged 4 SP:Iteration 43Q (4578.150000 sec): 3 clusters Score: Raw -1580994.697600 + Penalty 4618.435297 = -1576376.262303 nChanged 3 SP:Iteration 44Q (4578.190000 sec): 3 clusters Score: Raw -1580995.691480 + Penalty 4618.435297 = -1576377.256183 nChanged 1 SP:Iteration 45Q (4578.220000 sec): 3 clusters Score: Raw -1580995.904762 + Penalty 4618.435297 = -1576377.469465 nChanged 0 SP:Iteration 46F (4578.270000 sec): 3 clusters Score: Raw -1580995.904762 + Penalty 4618.435297 = -1576377.469465 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 20 (1017 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4578.270000 sec): 2 clusters Score: Raw -138861.909628 + Penalty 1717.303874 = -137144.605754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4578.280000 sec): 3 clusters Score: Raw -138629.083199 + Penalty 3434.607748 = -135194.475451 nChanged 262 SP:Iteration 1F (4578.280000 sec): 3 clusters Score: Raw -138962.235635 + Penalty 3434.607748 = -135527.627887 nChanged 68 SP:Iteration 2F (4578.290000 sec): 3 clusters Score: Raw -139086.623128 + Penalty 3434.607748 = -135652.015379 nChanged 33 SP:Iteration 3Q (4578.290000 sec): 3 clusters Score: Raw -139165.308045 + Penalty 3434.607748 = -135730.700297 nChanged 30 SP:Iteration 4Q (4578.290000 sec): 3 clusters Score: Raw -139238.810052 + Penalty 3434.607748 = -135804.202304 nChanged 29 SP:Iteration 5Q (4578.300000 sec): 3 clusters Score: Raw -139305.926854 + Penalty 3434.607748 = -135871.319105 nChanged 15 SP:Iteration 6Q (4578.300000 sec): 3 clusters Score: Raw -139327.636470 + Penalty 3434.607748 = -135893.028722 nChanged 7 SP:Iteration 7Q (4578.310000 sec): 3 clusters Score: Raw -139336.326110 + Penalty 3434.607748 = -135901.718362 nChanged 7 SP:Iteration 8Q (4578.310000 sec): 3 clusters Score: Raw -139349.331242 + Penalty 3434.607748 = -135914.723493 nChanged 11 SP:Iteration 9Q (4578.310000 sec): 3 clusters Score: Raw -139358.512871 + Penalty 3434.607748 = -135923.905123 nChanged 9 SP:Iteration 10Q (4578.320000 sec): 3 clusters Score: Raw -139370.299526 + Penalty 3434.607748 = -135935.691777 nChanged 8 SP:Iteration 11Q (4578.320000 sec): 3 clusters Score: Raw -139378.500363 + Penalty 3434.607748 = -135943.892615 nChanged 8 SP:Iteration 12Q (4578.330000 sec): 3 clusters Score: Raw -139399.463727 + Penalty 3434.607748 = -135964.855978 nChanged 8 SP:Iteration 13Q (4578.330000 sec): 3 clusters Score: Raw -139419.631818 + Penalty 3434.607748 = -135985.024070 nChanged 8 SP:Iteration 14Q (4578.330000 sec): 3 clusters Score: Raw -139429.979762 + Penalty 3434.607748 = -135995.372014 nChanged 3 SP:Iteration 15Q (4578.330000 sec): 3 clusters Score: Raw -139434.190092 + Penalty 3434.607748 = -135999.582344 nChanged 4 SP:Iteration 16Q (4578.340000 sec): 3 clusters Score: Raw -139441.643286 + Penalty 3434.607748 = -136007.035537 nChanged 4 SP:Iteration 17Q (4578.340000 sec): 3 clusters Score: Raw -139444.684130 + Penalty 3434.607748 = -136010.076381 nChanged 4 SP:Iteration 18Q (4578.350000 sec): 3 clusters Score: Raw -139450.321583 + Penalty 3434.607748 = -136015.713834 nChanged 4 SP:Iteration 19Q (4578.350000 sec): 3 clusters Score: Raw -139457.262950 + Penalty 3434.607748 = -136022.655202 nChanged 5 SP:Iteration 20F (4578.350000 sec): 3 clusters Score: Raw -139463.152575 + Penalty 3434.607748 = -136028.544827 nChanged 2 SP:Iteration 21Q (4578.360000 sec): 3 clusters Score: Raw -139465.835919 + Penalty 3434.607748 = -136031.228171 nChanged 3 SP:Iteration 22Q (4578.360000 sec): 3 clusters Score: Raw -139467.892140 + Penalty 3434.607748 = -136033.284392 nChanged 2 SP:Iteration 23Q (4578.370000 sec): 3 clusters Score: Raw -139468.690805 + Penalty 3434.607748 = -136034.083057 nChanged 1 SP:Iteration 24Q (4578.370000 sec): 3 clusters Score: Raw -139469.737504 + Penalty 3434.607748 = -136035.129755 nChanged 2 SP:Iteration 25Q (4578.370000 sec): 3 clusters Score: Raw -139471.510049 + Penalty 3434.607748 = -136036.902301 nChanged 0 SP:Iteration 26F (4578.380000 sec): 3 clusters Score: Raw -139471.510049 + Penalty 3434.607748 = -136036.902301 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 21 (48015 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4578.550000 sec): 2 clusters Score: Raw -7096403.899844 + Penalty 2673.258648 = -7093730.641196 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4578.740000 sec): 3 clusters Score: Raw -7066553.390654 + Penalty 5346.517296 = -7061206.873358 nChanged 22269 SP:Iteration 1F (4578.930000 sec): 3 clusters Score: Raw -7079031.007061 + Penalty 5346.517296 = -7073684.489766 nChanged 2252 SP:Iteration 2Q (4579.130000 sec): 3 clusters Score: Raw -7079929.359171 + Penalty 5346.517296 = -7074582.841875 nChanged 2362 SP:Iteration 3Q (4579.330000 sec): 3 clusters Score: Raw -7080999.164359 + Penalty 5346.517296 = -7075652.647064 nChanged 2599 SP:Iteration 4F (4579.510000 sec): 3 clusters Score: Raw -7082451.715258 + Penalty 5346.517296 = -7077105.197963 nChanged 2825 SP:Iteration 5F (4579.700000 sec): 3 clusters Score: Raw -7084107.967620 + Penalty 5346.517296 = -7078761.450324 nChanged 2955 SP:Iteration 6F (4579.890000 sec): 3 clusters Score: Raw -7085832.566392 + Penalty 5346.517296 = -7080486.049096 nChanged 2808 SP:Iteration 7F (4580.090000 sec): 3 clusters Score: Raw -7087362.222397 + Penalty 5346.517296 = -7082015.705102 nChanged 2480 SP:Iteration 8F (4580.280000 sec): 3 clusters Score: Raw -7088628.987202 + Penalty 5346.517296 = -7083282.469906 nChanged 2122 SP:Iteration 9Q (4580.480000 sec): 3 clusters Score: Raw -7089781.260710 + Penalty 5346.517296 = -7084434.743415 nChanged 1935 SP:Iteration 10Q (4580.680000 sec): 3 clusters Score: Raw -7090999.765244 + Penalty 5346.517296 = -7085653.247949 nChanged 1776 SP:Iteration 11Q (4580.980000 sec): 3 clusters Score: Raw -7092157.846755 + Penalty 5346.517296 = -7086811.329459 nChanged 1583 SP:Iteration 12Q (4581.410000 sec): 3 clusters Score: Raw -7092989.799012 + Penalty 5346.517296 = -7087643.281716 nChanged 1352 SP:Iteration 13Q (4581.600000 sec): 3 clusters Score: Raw -7093528.326710 + Penalty 5346.517296 = -7088181.809415 nChanged 1161 SP:Iteration 14Q (4581.790000 sec): 3 clusters Score: Raw -7093938.804382 + Penalty 5346.517296 = -7088592.287087 nChanged 1073 SP:Iteration 15Q (4581.970000 sec): 3 clusters Score: Raw -7094283.796774 + Penalty 5346.517296 = -7088937.279478 nChanged 1046 SP:Iteration 16Q (4582.150000 sec): 3 clusters Score: Raw -7094604.674871 + Penalty 5346.517296 = -7089258.157575 nChanged 988 SP:Iteration 17Q (4582.460000 sec): 3 clusters Score: Raw -7094907.339757 + Penalty 5346.517296 = -7089560.822461 nChanged 964 SP:Iteration 18Q (4582.640000 sec): 3 clusters Score: Raw -7095216.422783 + Penalty 5346.517296 = -7089869.905487 nChanged 957 SP:Iteration 19Q (4582.810000 sec): 3 clusters Score: Raw -7095528.633503 + Penalty 5346.517296 = -7090182.116207 nChanged 934 SP:Iteration 20F (4583.010000 sec): 3 clusters Score: Raw -7095832.511008 + Penalty 5346.517296 = -7090485.993712 nChanged 901 SP:Iteration 21Q (4583.180000 sec): 3 clusters Score: Raw -7096140.592491 + Penalty 5346.517296 = -7090794.075195 nChanged 867 SP:Iteration 22Q (4583.350000 sec): 3 clusters Score: Raw -7096438.952889 + Penalty 5346.517296 = -7091092.435593 nChanged 790 SP:Iteration 23Q (4583.740000 sec): 3 clusters Score: Raw -7096714.702260 + Penalty 5346.517296 = -7091368.184964 nChanged 678 SP:Iteration 24Q (4583.900000 sec): 3 clusters Score: Raw -7096957.572872 + Penalty 5346.517296 = -7091611.055576 nChanged 592 SP:Iteration 25Q (4584.060000 sec): 3 clusters Score: Raw -7097172.841235 + Penalty 5346.517296 = -7091826.323940 nChanged 584 SP:Iteration 26Q (4584.230000 sec): 3 clusters Score: Raw -7097393.825186 + Penalty 5346.517296 = -7092047.307891 nChanged 489 SP:Iteration 27Q (4584.400000 sec): 3 clusters Score: Raw -7097587.982303 + Penalty 5346.517296 = -7092241.465008 nChanged 421 SP:Iteration 28Q (4584.540000 sec): 3 clusters Score: Raw -7097735.536235 + Penalty 5346.517296 = -7092389.018939 nChanged 349 SP:Iteration 29Q (4584.700000 sec): 3 clusters Score: Raw -7097848.361945 + Penalty 5346.517296 = -7092501.844649 nChanged 281 SP:Iteration 30Q (4584.840000 sec): 3 clusters Score: Raw -7097929.527745 + Penalty 5346.517296 = -7092583.010449 nChanged 248 SP:Iteration 31Q (4585.000000 sec): 3 clusters Score: Raw -7097993.240349 + Penalty 5346.517296 = -7092646.723054 nChanged 201 SP:Iteration 32Q (4585.160000 sec): 3 clusters Score: Raw -7098042.106573 + Penalty 5346.517296 = -7092695.589277 nChanged 159 SP:Iteration 33Q (4585.320000 sec): 3 clusters Score: Raw -7098080.495324 + Penalty 5346.517296 = -7092733.978028 nChanged 143 SP:Iteration 34Q (4585.480000 sec): 3 clusters Score: Raw -7098115.117640 + Penalty 5346.517296 = -7092768.600344 nChanged 122 SP:Iteration 35Q (4585.640000 sec): 3 clusters Score: Raw -7098142.782931 + Penalty 5346.517296 = -7092796.265635 nChanged 98 SP:Iteration 36Q (4585.790000 sec): 3 clusters Score: Raw -7098162.127728 + Penalty 5346.517296 = -7092815.610432 nChanged 79 SP:Iteration 37Q (4585.950000 sec): 3 clusters Score: Raw -7098177.168721 + Penalty 5346.517296 = -7092830.651425 nChanged 71 SP:Iteration 38Q (4586.110000 sec): 3 clusters Score: Raw -7098190.082695 + Penalty 5346.517296 = -7092843.565399 nChanged 60 SP:Iteration 39Q (4586.260000 sec): 3 clusters Score: Raw -7098199.282449 + Penalty 5346.517296 = -7092852.765154 nChanged 41 SP:Iteration 40F (4586.460000 sec): 3 clusters Score: Raw -7098203.637354 + Penalty 5346.517296 = -7092857.120058 nChanged 21 SP:Iteration 41Q (4586.610000 sec): 3 clusters Score: Raw -7098206.237883 + Penalty 5346.517296 = -7092859.720587 nChanged 18 SP:Iteration 42Q (4586.750000 sec): 3 clusters Score: Raw -7098208.574662 + Penalty 5346.517296 = -7092862.057367 nChanged 18 SP:Iteration 43Q (4586.900000 sec): 3 clusters Score: Raw -7098211.321318 + Penalty 5346.517296 = -7092864.804022 nChanged 22 SP:Iteration 44Q (4587.050000 sec): 3 clusters Score: Raw -7098214.036461 + Penalty 5346.517296 = -7092867.519165 nChanged 19 SP:Iteration 45Q (4587.200000 sec): 3 clusters Score: Raw -7098216.776308 + Penalty 5346.517296 = -7092870.259012 nChanged 18 SP:Iteration 46Q (4587.340000 sec): 3 clusters Score: Raw -7098218.862738 + Penalty 5346.517296 = -7092872.345442 nChanged 18 SP:Iteration 47Q (4587.500000 sec): 3 clusters Score: Raw -7098221.293376 + Penalty 5346.517296 = -7092874.776080 nChanged 15 SP:Iteration 48Q (4587.640000 sec): 3 clusters Score: Raw -7098222.925578 + Penalty 5346.517296 = -7092876.408282 nChanged 12 SP:Iteration 49Q (4587.790000 sec): 3 clusters Score: Raw -7098224.296732 + Penalty 5346.517296 = -7092877.779437 nChanged 14 SP:Iteration 50Q (4587.940000 sec): 3 clusters Score: Raw -7098225.893296 + Penalty 5346.517296 = -7092879.376001 nChanged 15 SP:Iteration 51Q (4588.080000 sec): 3 clusters Score: Raw -7098227.718026 + Penalty 5346.517296 = -7092881.200731 nChanged 12 SP:Iteration 52Q (4588.230000 sec): 3 clusters Score: Raw -7098229.093924 + Penalty 5346.517296 = -7092882.576628 nChanged 7 SP:Iteration 53Q (4588.390000 sec): 3 clusters Score: Raw -7098229.827780 + Penalty 5346.517296 = -7092883.310485 nChanged 4 SP:Iteration 54Q (4588.530000 sec): 3 clusters Score: Raw -7098230.151845 + Penalty 5346.517296 = -7092883.634549 nChanged 3 SP:Iteration 55Q (4588.680000 sec): 3 clusters Score: Raw -7098230.441539 + Penalty 5346.517296 = -7092883.924243 nChanged 1 SP:Iteration 56Q (4588.830000 sec): 3 clusters Score: Raw -7098230.571184 + Penalty 5346.517296 = -7092884.053888 nChanged 2 SP:Iteration 57Q (4588.980000 sec): 3 clusters Score: Raw -7098230.785673 + Penalty 5346.517296 = -7092884.268378 nChanged 2 SP:Iteration 58Q (4589.130000 sec): 3 clusters Score: Raw -7098231.001760 + Penalty 5346.517296 = -7092884.484464 nChanged 0 SP:Iteration 59F (4589.310000 sec): 3 clusters Score: Raw -7098231.001760 + Penalty 5346.517296 = -7092884.484464 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 22 (5732 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4589.350000 sec): 2 clusters Score: Raw -829388.715236 + Penalty 2146.147308 = -827242.567929 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4589.370000 sec): 3 clusters Score: Raw -826608.224618 + Penalty 4292.294615 = -822315.930003 nChanged 2211 SP:Iteration 1F (4589.390000 sec): 3 clusters Score: Raw -827821.685895 + Penalty 4292.294615 = -823529.391279 nChanged 408 SP:Iteration 2F (4589.420000 sec): 3 clusters Score: Raw -828060.813684 + Penalty 4292.294615 = -823768.519068 nChanged 277 SP:Iteration 3Q (4589.440000 sec): 3 clusters Score: Raw -828239.142476 + Penalty 4292.294615 = -823946.847861 nChanged 243 SP:Iteration 4Q (4589.460000 sec): 3 clusters Score: Raw -828400.704322 + Penalty 4292.294615 = -824108.409707 nChanged 223 SP:Iteration 5Q (4589.480000 sec): 3 clusters Score: Raw -828558.982102 + Penalty 4292.294615 = -824266.687487 nChanged 230 SP:Iteration 6Q (4589.500000 sec): 3 clusters Score: Raw -828730.488419 + Penalty 4292.294615 = -824438.193804 nChanged 252 SP:Iteration 7Q (4589.530000 sec): 3 clusters Score: Raw -828900.359332 + Penalty 4292.294615 = -824608.064717 nChanged 253 SP:Iteration 8Q (4589.550000 sec): 3 clusters Score: Raw -829063.773726 + Penalty 4292.294615 = -824771.479111 nChanged 218 SP:Iteration 9Q (4589.570000 sec): 3 clusters Score: Raw -829201.903774 + Penalty 4292.294615 = -824909.609158 nChanged 209 SP:Iteration 10Q (4589.590000 sec): 3 clusters Score: Raw -829348.444482 + Penalty 4292.294615 = -825056.149867 nChanged 221 SP:Iteration 11Q (4589.610000 sec): 3 clusters Score: Raw -829511.984953 + Penalty 4292.294615 = -825219.690338 nChanged 191 SP:Iteration 12Q (4589.630000 sec): 3 clusters Score: Raw -829658.882146 + Penalty 4292.294615 = -825366.587531 nChanged 181 SP:Iteration 13Q (4589.650000 sec): 3 clusters Score: Raw -829779.147604 + Penalty 4292.294615 = -825486.852989 nChanged 122 SP:Iteration 14Q (4589.670000 sec): 3 clusters Score: Raw -829856.290228 + Penalty 4292.294615 = -825563.995613 nChanged 86 SP:Iteration 15Q (4589.690000 sec): 3 clusters Score: Raw -829915.084747 + Penalty 4292.294615 = -825622.790132 nChanged 79 SP:Iteration 16Q (4589.710000 sec): 3 clusters Score: Raw -829968.822373 + Penalty 4292.294615 = -825676.527758 nChanged 75 SP:Iteration 17Q (4589.730000 sec): 3 clusters Score: Raw -830015.796862 + Penalty 4292.294615 = -825723.502247 nChanged 56 SP:Iteration 18Q (4589.750000 sec): 3 clusters Score: Raw -830057.862302 + Penalty 4292.294615 = -825765.567686 nChanged 43 SP:Iteration 19Q (4589.770000 sec): 3 clusters Score: Raw -830089.357986 + Penalty 4292.294615 = -825797.063371 nChanged 34 SP:Iteration 20F (4589.790000 sec): 3 clusters Score: Raw -830111.487466 + Penalty 4292.294615 = -825819.192851 nChanged 31 SP:Iteration 21Q (4589.810000 sec): 3 clusters Score: Raw -830133.416538 + Penalty 4292.294615 = -825841.121922 nChanged 28 SP:Iteration 22Q (4589.830000 sec): 3 clusters Score: Raw -830153.237007 + Penalty 4292.294615 = -825860.942392 nChanged 22 SP:Iteration 23Q (4589.860000 sec): 3 clusters Score: Raw -830166.981923 + Penalty 4292.294615 = -825874.687308 nChanged 16 SP:Iteration 24Q (4589.950000 sec): 3 clusters Score: Raw -830178.533945 + Penalty 4292.294615 = -825886.239329 nChanged 19 SP:Iteration 25Q (4590.050000 sec): 3 clusters Score: Raw -830189.893855 + Penalty 4292.294615 = -825897.599240 nChanged 5 SP:Iteration 26Q (4590.140000 sec): 3 clusters Score: Raw -830191.716114 + Penalty 4292.294615 = -825899.421499 nChanged 1 SP:Iteration 27Q (4590.190000 sec): 3 clusters Score: Raw -830192.291115 + Penalty 4292.294615 = -825899.996500 nChanged 1 SP:Iteration 28Q (4590.250000 sec): 3 clusters Score: Raw -830192.546074 + Penalty 4292.294615 = -825900.251459 nChanged 1 SP:Iteration 29Q (4590.380000 sec): 3 clusters Score: Raw -830193.265297 + Penalty 4292.294615 = -825900.970681 nChanged 0 SP:Iteration 30F (4590.430000 sec): 3 clusters Score: Raw -830193.265297 + Penalty 4292.294615 = -825900.970681 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 23 (197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4590.470000 sec): 2 clusters Score: Raw -26446.494222 + Penalty 1310.234525 = -25136.259697 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4590.470000 sec): 3 clusters Score: Raw -26721.124707 + Penalty 2620.469049 = -24100.655658 nChanged 10 SP:Iteration 1F (4590.470000 sec): 3 clusters Score: Raw -26759.970233 + Penalty 2620.469049 = -24139.501183 nChanged 6 SP:Iteration 2Q (4590.470000 sec): 3 clusters Score: Raw -26784.455518 + Penalty 2620.469049 = -24163.986468 nChanged 0 SP:Iteration 3F (4590.470000 sec): 3 clusters Score: Raw -26784.455518 + Penalty 2620.469049 = -24163.986468 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 24 (395 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4590.480000 sec): 2 clusters Score: Raw -54782.750026 + Penalty 1482.763670 = -53299.986356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4590.480000 sec): 3 clusters Score: Raw -54869.711354 + Penalty 2965.527339 = -51904.184014 nChanged 54 SP:Iteration 1F (4590.480000 sec): 3 clusters Score: Raw -55058.216812 + Penalty 2965.527339 = -52092.689472 nChanged 19 SP:Iteration 2Q (4590.490000 sec): 3 clusters Score: Raw -55117.454347 + Penalty 2965.527339 = -52151.927008 nChanged 6 SP:Iteration 3Q (4590.490000 sec): 3 clusters Score: Raw -55134.098947 + Penalty 2965.527339 = -52168.571608 nChanged 4 SP:Iteration 4Q (4590.490000 sec): 3 clusters Score: Raw -55144.516326 + Penalty 2965.527339 = -52178.988987 nChanged 4 SP:Iteration 5Q (4590.500000 sec): 3 clusters Score: Raw -55161.024174 + Penalty 2965.527339 = -52195.496835 nChanged 2 SP:Iteration 6Q (4590.510000 sec): 3 clusters Score: Raw -55166.701993 + Penalty 2965.527339 = -52201.174654 nChanged 2 SP:Iteration 7Q (4590.510000 sec): 3 clusters Score: Raw -55174.248321 + Penalty 2965.527339 = -52208.720982 nChanged 2 SP:Iteration 8Q (4590.510000 sec): 3 clusters Score: Raw -55179.307102 + Penalty 2965.527339 = -52213.779763 nChanged 3 SP:Iteration 9Q (4590.520000 sec): 3 clusters Score: Raw -55189.072513 + Penalty 2965.527339 = -52223.545173 nChanged 3 SP:Iteration 10Q (4590.520000 sec): 3 clusters Score: Raw -55193.967054 + Penalty 2965.527339 = -52228.439715 nChanged 0 SP:Iteration 11F (4590.530000 sec): 3 clusters Score: Raw -55193.967054 + Penalty 2965.527339 = -52228.439715 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 25 (1384 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4590.530000 sec): 2 clusters Score: Raw -199215.827344 + Penalty 1793.717818 = -197422.109526 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4590.540000 sec): 3 clusters Score: Raw -198797.809549 + Penalty 3587.435636 = -195210.373913 nChanged 381 SP:Iteration 1F (4590.550000 sec): 3 clusters Score: Raw -199115.117648 + Penalty 3587.435636 = -195527.682012 nChanged 101 SP:Iteration 2F (4590.550000 sec): 3 clusters Score: Raw -199233.350355 + Penalty 3587.435636 = -195645.914719 nChanged 57 SP:Iteration 3Q (4590.550000 sec): 3 clusters Score: Raw -199302.146789 + Penalty 3587.435636 = -195714.711153 nChanged 37 SP:Iteration 4Q (4590.560000 sec): 3 clusters Score: Raw -199344.700624 + Penalty 3587.435636 = -195757.264988 nChanged 18 SP:Iteration 5Q (4590.570000 sec): 3 clusters Score: Raw -199358.077609 + Penalty 3587.435636 = -195770.641973 nChanged 9 SP:Iteration 6Q (4590.570000 sec): 3 clusters Score: Raw -199365.917526 + Penalty 3587.435636 = -195778.481891 nChanged 4 SP:Iteration 7Q (4590.570000 sec): 3 clusters Score: Raw -199369.665592 + Penalty 3587.435636 = -195782.229957 nChanged 3 SP:Iteration 8Q (4590.580000 sec): 3 clusters Score: Raw -199370.838760 + Penalty 3587.435636 = -195783.403124 nChanged 0 SP:Iteration 9F (4590.590000 sec): 3 clusters Score: Raw -199370.838760 + Penalty 3587.435636 = -195783.403124 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 26 (318 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4590.590000 sec): 2 clusters Score: Raw -43368.260728 + Penalty 1428.988743 = -41939.271985 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4590.590000 sec): 3 clusters Score: Raw -43461.852939 + Penalty 2857.977486 = -40603.875453 nChanged 39 SP:Iteration 1F (4590.590000 sec): 3 clusters Score: Raw -43573.434280 + Penalty 2857.977486 = -40715.456794 nChanged 6 SP:Iteration 2Q (4590.590000 sec): 3 clusters Score: Raw -43593.997449 + Penalty 2857.977486 = -40736.019963 nChanged 1 SP:Iteration 3Q (4590.590000 sec): 3 clusters Score: Raw -43595.802608 + Penalty 2857.977486 = -40737.825122 nChanged 1 SP:Iteration 4Q (4590.590000 sec): 3 clusters Score: Raw -43597.836968 + Penalty 2857.977486 = -40739.859482 nChanged 0 SP:Iteration 5F (4590.600000 sec): 3 clusters Score: Raw -43597.836968 + Penalty 2857.977486 = -40739.859482 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 27 (140504 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4591.120000 sec): 2 clusters Score: Raw -20357535.955283 + Penalty 2939.541827 = -20354596.413456 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4591.670000 sec): 3 clusters Score: Raw -20266231.231400 + Penalty 5879.083654 = -20260352.147746 nChanged 66980 SP:Iteration 1F (4592.230000 sec): 3 clusters Score: Raw -20305239.813304 + Penalty 5879.083654 = -20299360.729650 nChanged 4539 SP:Iteration 2Q (4592.810000 sec): 3 clusters Score: Raw -20306460.670486 + Penalty 5879.083654 = -20300581.586833 nChanged 5167 SP:Iteration 3Q (4593.380000 sec): 3 clusters Score: Raw -20308221.277481 + Penalty 5879.083654 = -20302342.193827 nChanged 6411 SP:Iteration 4Q (4593.960000 sec): 3 clusters Score: Raw -20311095.624591 + Penalty 5879.083654 = -20305216.540937 nChanged 8348 SP:Iteration 5F (4594.510000 sec): 3 clusters Score: Raw -20316076.645100 + Penalty 5879.083654 = -20310197.561446 nChanged 10845 SP:Iteration 6F (4595.070000 sec): 3 clusters Score: Raw -20324448.039400 + Penalty 5879.083654 = -20318568.955746 nChanged 12590 SP:Iteration 7F (4595.630000 sec): 3 clusters Score: Raw -20336033.057108 + Penalty 5879.083654 = -20330153.973454 nChanged 11167 SP:Iteration 8F (4596.200000 sec): 3 clusters Score: Raw -20347007.043773 + Penalty 5879.083654 = -20341127.960120 nChanged 6863 SP:Iteration 9Q (4596.730000 sec): 3 clusters Score: Raw -20353581.961560 + Penalty 5879.083654 = -20347702.877907 nChanged 3033 SP:Iteration 10Q (4597.230000 sec): 3 clusters Score: Raw -20356306.189760 + Penalty 5879.083654 = -20350427.106106 nChanged 1075 SP:Iteration 11Q (4597.690000 sec): 3 clusters Score: Raw -20357239.806841 + Penalty 5879.083654 = -20351360.723187 nChanged 373 SP:Iteration 12Q (4598.130000 sec): 3 clusters Score: Raw -20357598.250378 + Penalty 5879.083654 = -20351719.166724 nChanged 128 SP:Iteration 13Q (4598.530000 sec): 3 clusters Score: Raw -20357726.012642 + Penalty 5879.083654 = -20351846.928988 nChanged 44 SP:Iteration 14Q (4598.930000 sec): 3 clusters Score: Raw -20357767.743560 + Penalty 5879.083654 = -20351888.659906 nChanged 25 SP:Iteration 15Q (4600.240000 sec): 3 clusters Score: Raw -20357797.803925 + Penalty 5879.083654 = -20351918.720272 nChanged 21 SP:Iteration 16Q (4601.070000 sec): 3 clusters Score: Raw -20357817.527127 + Penalty 5879.083654 = -20351938.443473 nChanged 15 SP:Iteration 17Q (4601.470000 sec): 3 clusters Score: Raw -20357831.690732 + Penalty 5879.083654 = -20351952.607078 nChanged 11 SP:Iteration 18Q (4601.880000 sec): 3 clusters Score: Raw -20357841.806403 + Penalty 5879.083654 = -20351962.722749 nChanged 6 SP:Iteration 19Q (4602.270000 sec): 3 clusters Score: Raw -20357847.596703 + Penalty 5879.083654 = -20351968.513050 nChanged 7 SP:Iteration 20F (4602.820000 sec): 3 clusters Score: Raw -20357853.710092 + Penalty 5879.083654 = -20351974.626438 nChanged 8 SP:Iteration 21Q (4603.230000 sec): 3 clusters Score: Raw -20357860.231768 + Penalty 5879.083654 = -20351981.148114 nChanged 3 SP:Iteration 22Q (4603.620000 sec): 3 clusters Score: Raw -20357863.241182 + Penalty 5879.083654 = -20351984.157529 nChanged 6 SP:Iteration 23Q (4604.090000 sec): 3 clusters Score: Raw -20357869.808653 + Penalty 5879.083654 = -20351990.724999 nChanged 1 SP:Iteration 24Q (4604.490000 sec): 3 clusters Score: Raw -20357870.607567 + Penalty 5879.083654 = -20351991.523913 nChanged 3 SP:Iteration 25Q (4604.890000 sec): 3 clusters Score: Raw -20357873.123893 + Penalty 5879.083654 = -20351994.040239 nChanged 0 SP:Iteration 26F (4605.450000 sec): 3 clusters Score: Raw -20357873.123893 + Penalty 5879.083654 = -20351994.040239 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 28 (1292 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4605.560000 sec): 2 clusters Score: Raw -183737.439272 + Penalty 1776.658778 = -181960.780494 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4605.560000 sec): 3 clusters Score: Raw -183354.268933 + Penalty 3553.317555 = -179800.951377 nChanged 362 SP:Iteration 1F (4605.570000 sec): 3 clusters Score: Raw -183679.073679 + Penalty 3553.317555 = -180125.756123 nChanged 94 SP:Iteration 2F (4605.570000 sec): 3 clusters Score: Raw -183780.405242 + Penalty 3553.317555 = -180227.087686 nChanged 46 SP:Iteration 3Q (4605.580000 sec): 3 clusters Score: Raw -183833.567627 + Penalty 3553.317555 = -180280.250072 nChanged 31 SP:Iteration 4Q (4605.580000 sec): 3 clusters Score: Raw -183863.828169 + Penalty 3553.317555 = -180310.510614 nChanged 22 SP:Iteration 5Q (4605.590000 sec): 3 clusters Score: Raw -183885.560576 + Penalty 3553.317555 = -180332.243020 nChanged 11 SP:Iteration 6Q (4605.590000 sec): 3 clusters Score: Raw -183895.972389 + Penalty 3553.317555 = -180342.654833 nChanged 9 SP:Iteration 7Q (4605.600000 sec): 3 clusters Score: Raw -183907.127207 + Penalty 3553.317555 = -180353.809651 nChanged 6 SP:Iteration 8Q (4605.600000 sec): 3 clusters Score: Raw -183912.208163 + Penalty 3553.317555 = -180358.890608 nChanged 4 SP:Iteration 9Q (4605.610000 sec): 3 clusters Score: Raw -183915.801707 + Penalty 3553.317555 = -180362.484151 nChanged 6 SP:Iteration 10Q (4605.610000 sec): 3 clusters Score: Raw -183919.285208 + Penalty 3553.317555 = -180365.967653 nChanged 1 SP:Iteration 11Q (4605.620000 sec): 3 clusters Score: Raw -183919.458282 + Penalty 3553.317555 = -180366.140726 nChanged 0 SP:Iteration 12F (4605.630000 sec): 3 clusters Score: Raw -183919.458282 + Penalty 3553.317555 = -180366.140726 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 29 (528 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4605.630000 sec): 2 clusters Score: Raw -75382.005741 + Penalty 1554.735878 = -73827.269863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4605.630000 sec): 3 clusters Score: Raw -75379.366253 + Penalty 3109.471757 = -72269.894496 nChanged 104 SP:Iteration 1F (4605.630000 sec): 3 clusters Score: Raw -75562.402802 + Penalty 3109.471757 = -72452.931046 nChanged 19 SP:Iteration 2Q (4605.640000 sec): 3 clusters Score: Raw -75610.373059 + Penalty 3109.471757 = -72500.901302 nChanged 8 SP:Iteration 3Q (4605.640000 sec): 3 clusters Score: Raw -75631.009524 + Penalty 3109.471757 = -72521.537767 nChanged 4 SP:Iteration 4Q (4605.640000 sec): 3 clusters Score: Raw -75639.221918 + Penalty 3109.471757 = -72529.750161 nChanged 1 SP:Iteration 5Q (4605.640000 sec): 3 clusters Score: Raw -75641.316055 + Penalty 3109.471757 = -72531.844298 nChanged 1 SP:Iteration 6Q (4605.650000 sec): 3 clusters Score: Raw -75643.616791 + Penalty 3109.471757 = -72534.145035 nChanged 1 SP:Iteration 7Q (4605.650000 sec): 3 clusters Score: Raw -75644.921350 + Penalty 3109.471757 = -72535.449593 nChanged 0 SP:Iteration 8F (4605.650000 sec): 3 clusters Score: Raw -75644.921350 + Penalty 3109.471757 = -72535.449593 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 30 (17362 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4605.720000 sec): 2 clusters Score: Raw -2342708.360919 + Penalty 2420.985719 = -2340287.375200 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4605.790000 sec): 3 clusters Score: Raw -2332794.612238 + Penalty 4841.971438 = -2327952.640801 nChanged 7543 SP:Iteration 1F (4605.860000 sec): 3 clusters Score: Raw -2337021.582678 + Penalty 4841.971438 = -2332179.611240 nChanged 1156 SP:Iteration 2F (4605.930000 sec): 3 clusters Score: Raw -2337640.013892 + Penalty 4841.971438 = -2332798.042454 nChanged 1067 SP:Iteration 3F (4606.000000 sec): 3 clusters Score: Raw -2338189.305247 + Penalty 4841.971438 = -2333347.333810 nChanged 909 SP:Iteration 4F (4606.070000 sec): 3 clusters Score: Raw -2338681.667521 + Penalty 4841.971438 = -2333839.696084 nChanged 875 SP:Iteration 5F (4606.140000 sec): 3 clusters Score: Raw -2339147.411931 + Penalty 4841.971438 = -2334305.440493 nChanged 852 SP:Iteration 6Q (4606.220000 sec): 3 clusters Score: Raw -2339618.924239 + Penalty 4841.971438 = -2334776.952801 nChanged 850 SP:Iteration 7Q (4606.280000 sec): 3 clusters Score: Raw -2340140.566720 + Penalty 4841.971438 = -2335298.595282 nChanged 828 SP:Iteration 8Q (4606.340000 sec): 3 clusters Score: Raw -2340658.168261 + Penalty 4841.971438 = -2335816.196823 nChanged 781 SP:Iteration 9Q (4606.410000 sec): 3 clusters Score: Raw -2341139.411744 + Penalty 4841.971438 = -2336297.440306 nChanged 658 SP:Iteration 10Q (4606.480000 sec): 3 clusters Score: Raw -2341503.157155 + Penalty 4841.971438 = -2336661.185717 nChanged 534 SP:Iteration 11Q (4606.540000 sec): 3 clusters Score: Raw -2341754.229980 + Penalty 4841.971438 = -2336912.258542 nChanged 423 SP:Iteration 12Q (4606.610000 sec): 3 clusters Score: Raw -2341928.866821 + Penalty 4841.971438 = -2337086.895383 nChanged 329 SP:Iteration 13Q (4606.680000 sec): 3 clusters Score: Raw -2342050.515338 + Penalty 4841.971438 = -2337208.543900 nChanged 302 SP:Iteration 14Q (4606.740000 sec): 3 clusters Score: Raw -2342146.481805 + Penalty 4841.971438 = -2337304.510367 nChanged 235 SP:Iteration 15Q (4606.810000 sec): 3 clusters Score: Raw -2342215.931497 + Penalty 4841.971438 = -2337373.960059 nChanged 216 SP:Iteration 16Q (4606.880000 sec): 3 clusters Score: Raw -2342275.321566 + Penalty 4841.971438 = -2337433.350129 nChanged 168 SP:Iteration 17Q (4606.950000 sec): 3 clusters Score: Raw -2342318.770391 + Penalty 4841.971438 = -2337476.798953 nChanged 141 SP:Iteration 18Q (4607.020000 sec): 3 clusters Score: Raw -2342348.816869 + Penalty 4841.971438 = -2337506.845431 nChanged 113 SP:Iteration 19Q (4607.090000 sec): 3 clusters Score: Raw -2342376.054811 + Penalty 4841.971438 = -2337534.083373 nChanged 129 SP:Iteration 20F (4607.160000 sec): 3 clusters Score: Raw -2342409.348460 + Penalty 4841.971438 = -2337567.377022 nChanged 139 SP:Iteration 21Q (4607.230000 sec): 3 clusters Score: Raw -2342444.837238 + Penalty 4841.971438 = -2337602.865801 nChanged 146 SP:Iteration 22Q (4607.300000 sec): 3 clusters Score: Raw -2342480.571435 + Penalty 4841.971438 = -2337638.599997 nChanged 138 SP:Iteration 23Q (4607.360000 sec): 3 clusters Score: Raw -2342513.636784 + Penalty 4841.971438 = -2337671.665346 nChanged 126 SP:Iteration 24Q (4607.430000 sec): 3 clusters Score: Raw -2342542.655651 + Penalty 4841.971438 = -2337700.684213 nChanged 100 SP:Iteration 25Q (4607.490000 sec): 3 clusters Score: Raw -2342564.211066 + Penalty 4841.971438 = -2337722.239628 nChanged 92 SP:Iteration 26Q (4607.560000 sec): 3 clusters Score: Raw -2342582.156937 + Penalty 4841.971438 = -2337740.185499 nChanged 86 SP:Iteration 27Q (4607.620000 sec): 3 clusters Score: Raw -2342597.735025 + Penalty 4841.971438 = -2337755.763587 nChanged 75 SP:Iteration 28Q (4607.690000 sec): 3 clusters Score: Raw -2342610.880932 + Penalty 4841.971438 = -2337768.909494 nChanged 59 SP:Iteration 29Q (4607.750000 sec): 3 clusters Score: Raw -2342621.586696 + Penalty 4841.971438 = -2337779.615259 nChanged 66 SP:Iteration 30Q (4607.820000 sec): 3 clusters Score: Raw -2342632.697009 + Penalty 4841.971438 = -2337790.725572 nChanged 66 SP:Iteration 31Q (4607.880000 sec): 3 clusters Score: Raw -2342642.427117 + Penalty 4841.971438 = -2337800.455680 nChanged 73 SP:Iteration 32Q (4607.940000 sec): 3 clusters Score: Raw -2342656.348242 + Penalty 4841.971438 = -2337814.376805 nChanged 69 SP:Iteration 33Q (4608.010000 sec): 3 clusters Score: Raw -2342670.053269 + Penalty 4841.971438 = -2337828.081831 nChanged 66 SP:Iteration 34Q (4608.070000 sec): 3 clusters Score: Raw -2342681.137053 + Penalty 4841.971438 = -2337839.165615 nChanged 59 SP:Iteration 35Q (4608.130000 sec): 3 clusters Score: Raw -2342689.040188 + Penalty 4841.971438 = -2337847.068751 nChanged 43 SP:Iteration 36Q (4608.190000 sec): 3 clusters Score: Raw -2342695.091877 + Penalty 4841.971438 = -2337853.120439 nChanged 39 SP:Iteration 37Q (4608.260000 sec): 3 clusters Score: Raw -2342700.997400 + Penalty 4841.971438 = -2337859.025962 nChanged 43 SP:Iteration 38Q (4608.320000 sec): 3 clusters Score: Raw -2342707.517748 + Penalty 4841.971438 = -2337865.546310 nChanged 48 SP:Iteration 39Q (4608.380000 sec): 3 clusters Score: Raw -2342714.516279 + Penalty 4841.971438 = -2337872.544841 nChanged 48 SP:Iteration 40F (4608.450000 sec): 3 clusters Score: Raw -2342721.072032 + Penalty 4841.971438 = -2337879.100594 nChanged 45 SP:Iteration 41Q (4608.510000 sec): 3 clusters Score: Raw -2342726.599578 + Penalty 4841.971438 = -2337884.628140 nChanged 47 SP:Iteration 42Q (4608.580000 sec): 3 clusters Score: Raw -2342732.427131 + Penalty 4841.971438 = -2337890.455693 nChanged 39 SP:Iteration 43Q (4608.640000 sec): 3 clusters Score: Raw -2342737.299274 + Penalty 4841.971438 = -2337895.327837 nChanged 42 SP:Iteration 44Q (4608.710000 sec): 3 clusters Score: Raw -2342744.151582 + Penalty 4841.971438 = -2337902.180144 nChanged 47 SP:Iteration 45Q (4608.770000 sec): 3 clusters Score: Raw -2342750.648407 + Penalty 4841.971438 = -2337908.676970 nChanged 48 SP:Iteration 46Q (4608.830000 sec): 3 clusters Score: Raw -2342757.561106 + Penalty 4841.971438 = -2337915.589668 nChanged 62 SP:Iteration 47Q (4608.890000 sec): 3 clusters Score: Raw -2342766.855559 + Penalty 4841.971438 = -2337924.884122 nChanged 63 SP:Iteration 48Q (4608.960000 sec): 3 clusters Score: Raw -2342777.064223 + Penalty 4841.971438 = -2337935.092785 nChanged 49 SP:Iteration 49Q (4609.030000 sec): 3 clusters Score: Raw -2342784.033053 + Penalty 4841.971438 = -2337942.061615 nChanged 46 SP:Iteration 50Q (4609.090000 sec): 3 clusters Score: Raw -2342790.737511 + Penalty 4841.971438 = -2337948.766073 nChanged 51 SP:Iteration 51Q (4609.160000 sec): 3 clusters Score: Raw -2342798.819674 + Penalty 4841.971438 = -2337956.848236 nChanged 57 SP:Iteration 52Q (4609.230000 sec): 3 clusters Score: Raw -2342808.388330 + Penalty 4841.971438 = -2337966.416892 nChanged 58 SP:Iteration 53Q (4609.290000 sec): 3 clusters Score: Raw -2342816.584808 + Penalty 4841.971438 = -2337974.613371 nChanged 51 SP:Iteration 54Q (4609.360000 sec): 3 clusters Score: Raw -2342823.686028 + Penalty 4841.971438 = -2337981.714590 nChanged 50 SP:Iteration 55Q (4609.420000 sec): 3 clusters Score: Raw -2342832.442390 + Penalty 4841.971438 = -2337990.470952 nChanged 61 SP:Iteration 56Q (4609.490000 sec): 3 clusters Score: Raw -2342843.699879 + Penalty 4841.971438 = -2338001.728441 nChanged 73 SP:Iteration 57Q (4609.550000 sec): 3 clusters Score: Raw -2342857.715443 + Penalty 4841.971438 = -2338015.744005 nChanged 83 SP:Iteration 58Q (4609.620000 sec): 3 clusters Score: Raw -2342878.017540 + Penalty 4841.971438 = -2338036.046102 nChanged 89 SP:Iteration 59Q (4609.680000 sec): 3 clusters Score: Raw -2342897.218216 + Penalty 4841.971438 = -2338055.246779 nChanged 91 SP:Iteration 60F (4609.750000 sec): 3 clusters Score: Raw -2342920.413243 + Penalty 4841.971438 = -2338078.441805 nChanged 96 SP:Iteration 61Q (4609.820000 sec): 3 clusters Score: Raw -2342942.846250 + Penalty 4841.971438 = -2338100.874813 nChanged 108 SP:Iteration 62Q (4609.890000 sec): 3 clusters Score: Raw -2342965.959852 + Penalty 4841.971438 = -2338123.988414 nChanged 92 SP:Iteration 63Q (4609.950000 sec): 3 clusters Score: Raw -2342984.966238 + Penalty 4841.971438 = -2338142.994800 nChanged 89 SP:Iteration 64Q (4610.020000 sec): 3 clusters Score: Raw -2343004.545515 + Penalty 4841.971438 = -2338162.574077 nChanged 99 SP:Iteration 65Q (4610.080000 sec): 3 clusters Score: Raw -2343029.366502 + Penalty 4841.971438 = -2338187.395064 nChanged 127 SP:Iteration 66Q (4610.150000 sec): 3 clusters Score: Raw -2343062.216584 + Penalty 4841.971438 = -2338220.245147 nChanged 127 SP:Iteration 67Q (4610.220000 sec): 3 clusters Score: Raw -2343094.824178 + Penalty 4841.971438 = -2338252.852740 nChanged 124 SP:Iteration 68Q (4610.290000 sec): 3 clusters Score: Raw -2343126.402774 + Penalty 4841.971438 = -2338284.431336 nChanged 133 SP:Iteration 69Q (4610.350000 sec): 3 clusters Score: Raw -2343160.656135 + Penalty 4841.971438 = -2338318.684698 nChanged 128 SP:Iteration 70Q (4610.420000 sec): 3 clusters Score: Raw -2343193.374642 + Penalty 4841.971438 = -2338351.403204 nChanged 123 SP:Iteration 71Q (4610.500000 sec): 3 clusters Score: Raw -2343226.081286 + Penalty 4841.971438 = -2338384.109848 nChanged 130 SP:Iteration 72Q (4610.560000 sec): 3 clusters Score: Raw -2343264.525826 + Penalty 4841.971438 = -2338422.554388 nChanged 140 SP:Iteration 73Q (4610.640000 sec): 3 clusters Score: Raw -2343310.542096 + Penalty 4841.971438 = -2338468.570658 nChanged 139 SP:Iteration 74Q (4610.700000 sec): 3 clusters Score: Raw -2343358.164070 + Penalty 4841.971438 = -2338516.192633 nChanged 147 SP:Iteration 75Q (4610.760000 sec): 3 clusters Score: Raw -2343403.132930 + Penalty 4841.971438 = -2338561.161492 nChanged 112 SP:Iteration 76Q (4610.820000 sec): 3 clusters Score: Raw -2343437.430784 + Penalty 4841.971438 = -2338595.459346 nChanged 122 SP:Iteration 77Q (4610.870000 sec): 3 clusters Score: Raw -2343474.477419 + Penalty 4841.971438 = -2338632.505981 nChanged 109 SP:Iteration 78Q (4610.930000 sec): 3 clusters Score: Raw -2343508.243679 + Penalty 4841.971438 = -2338666.272241 nChanged 92 SP:Iteration 79Q (4610.990000 sec): 3 clusters Score: Raw -2343539.792315 + Penalty 4841.971438 = -2338697.820877 nChanged 103 SP:Iteration 80F (4611.050000 sec): 3 clusters Score: Raw -2343579.612074 + Penalty 4841.971438 = -2338737.640636 nChanged 102 SP:Iteration 81Q (4611.110000 sec): 3 clusters Score: Raw -2343613.445496 + Penalty 4841.971438 = -2338771.474058 nChanged 90 SP:Iteration 82Q (4611.170000 sec): 3 clusters Score: Raw -2343640.381879 + Penalty 4841.971438 = -2338798.410442 nChanged 67 SP:Iteration 83Q (4611.230000 sec): 3 clusters Score: Raw -2343660.095470 + Penalty 4841.971438 = -2338818.124033 nChanged 74 SP:Iteration 84Q (4611.290000 sec): 3 clusters Score: Raw -2343680.207716 + Penalty 4841.971438 = -2338838.236278 nChanged 59 SP:Iteration 85Q (4611.340000 sec): 3 clusters Score: Raw -2343696.355520 + Penalty 4841.971438 = -2338854.384082 nChanged 61 SP:Iteration 86Q (4611.400000 sec): 3 clusters Score: Raw -2343713.817811 + Penalty 4841.971438 = -2338871.846374 nChanged 45 SP:Iteration 87Q (4611.450000 sec): 3 clusters Score: Raw -2343726.470988 + Penalty 4841.971438 = -2338884.499550 nChanged 42 SP:Iteration 88Q (4611.510000 sec): 3 clusters Score: Raw -2343738.517642 + Penalty 4841.971438 = -2338896.546204 nChanged 34 SP:Iteration 89Q (4611.570000 sec): 3 clusters Score: Raw -2343746.890376 + Penalty 4841.971438 = -2338904.918938 nChanged 26 SP:Iteration 90Q (4611.620000 sec): 3 clusters Score: Raw -2343755.155285 + Penalty 4841.971438 = -2338913.183847 nChanged 32 SP:Iteration 91Q (4611.670000 sec): 3 clusters Score: Raw -2343764.743026 + Penalty 4841.971438 = -2338922.771588 nChanged 33 SP:Iteration 92Q (4611.730000 sec): 3 clusters Score: Raw -2343774.430519 + Penalty 4841.971438 = -2338932.459081 nChanged 42 SP:Iteration 93Q (4611.790000 sec): 3 clusters Score: Raw -2343785.135151 + Penalty 4841.971438 = -2338943.163714 nChanged 37 SP:Iteration 94Q (4611.840000 sec): 3 clusters Score: Raw -2343795.650586 + Penalty 4841.971438 = -2338953.679148 nChanged 33 SP:Iteration 95Q (4611.900000 sec): 3 clusters Score: Raw -2343805.410258 + Penalty 4841.971438 = -2338963.438820 nChanged 34 SP:Iteration 96Q (4611.950000 sec): 3 clusters Score: Raw -2343814.441047 + Penalty 4841.971438 = -2338972.469609 nChanged 26 SP:Iteration 97Q (4612.010000 sec): 3 clusters Score: Raw -2343821.419847 + Penalty 4841.971438 = -2338979.448409 nChanged 22 SP:Iteration 98Q (4612.060000 sec): 3 clusters Score: Raw -2343826.457108 + Penalty 4841.971438 = -2338984.485671 nChanged 19 SP:Iteration 99Q (4612.110000 sec): 3 clusters Score: Raw -2343830.925829 + Penalty 4841.971438 = -2338988.954391 nChanged 20 SP:Iteration 100F (4612.180000 sec): 3 clusters Score: Raw -2343835.817067 + Penalty 4841.971438 = -2338993.845629 nChanged 19 SP:Iteration 101Q (4612.240000 sec): 3 clusters Score: Raw -2343841.024353 + Penalty 4841.971438 = -2338999.052915 nChanged 19 SP:Iteration 102Q (4612.290000 sec): 3 clusters Score: Raw -2343845.676068 + Penalty 4841.971438 = -2339003.704630 nChanged 13 SP:Iteration 103Q (4612.350000 sec): 3 clusters Score: Raw -2343849.781636 + Penalty 4841.971438 = -2339007.810198 nChanged 17 SP:Iteration 104Q (4612.410000 sec): 3 clusters Score: Raw -2343854.211494 + Penalty 4841.971438 = -2339012.240056 nChanged 18 SP:Iteration 105Q (4612.460000 sec): 3 clusters Score: Raw -2343858.871484 + Penalty 4841.971438 = -2339016.900047 nChanged 21 SP:Iteration 106Q (4612.510000 sec): 3 clusters Score: Raw -2343863.798908 + Penalty 4841.971438 = -2339021.827470 nChanged 20 SP:Iteration 107Q (4612.570000 sec): 3 clusters Score: Raw -2343869.195430 + Penalty 4841.971438 = -2339027.223993 nChanged 19 SP:Iteration 108Q (4612.630000 sec): 3 clusters Score: Raw -2343876.053654 + Penalty 4841.971438 = -2339034.082216 nChanged 18 SP:Iteration 109Q (4612.680000 sec): 3 clusters Score: Raw -2343882.021903 + Penalty 4841.971438 = -2339040.050465 nChanged 17 SP:Iteration 110Q (4612.740000 sec): 3 clusters Score: Raw -2343886.310401 + Penalty 4841.971438 = -2339044.338964 nChanged 19 SP:Iteration 111Q (4612.790000 sec): 3 clusters Score: Raw -2343891.231246 + Penalty 4841.971438 = -2339049.259808 nChanged 13 SP:Iteration 112Q (4612.850000 sec): 3 clusters Score: Raw -2343895.324296 + Penalty 4841.971438 = -2339053.352858 nChanged 18 SP:Iteration 113Q (4612.900000 sec): 3 clusters Score: Raw -2343900.526653 + Penalty 4841.971438 = -2339058.555215 nChanged 16 SP:Iteration 114Q (4612.960000 sec): 3 clusters Score: Raw -2343904.163474 + Penalty 4841.971438 = -2339062.192037 nChanged 12 SP:Iteration 115Q (4613.010000 sec): 3 clusters Score: Raw -2343906.704324 + Penalty 4841.971438 = -2339064.732887 nChanged 8 SP:Iteration 116Q (4613.070000 sec): 3 clusters Score: Raw -2343909.172736 + Penalty 4841.971438 = -2339067.201298 nChanged 10 SP:Iteration 117Q (4613.120000 sec): 3 clusters Score: Raw -2343911.917066 + Penalty 4841.971438 = -2339069.945629 nChanged 10 SP:Iteration 118Q (4613.170000 sec): 3 clusters Score: Raw -2343914.302037 + Penalty 4841.971438 = -2339072.330599 nChanged 13 SP:Iteration 119Q (4613.220000 sec): 3 clusters Score: Raw -2343917.754144 + Penalty 4841.971438 = -2339075.782707 nChanged 12 SP:Iteration 120F (4613.280000 sec): 3 clusters Score: Raw -2343920.383338 + Penalty 4841.971438 = -2339078.411901 nChanged 8 SP:Iteration 121Q (4613.330000 sec): 3 clusters Score: Raw -2343922.108595 + Penalty 4841.971438 = -2339080.137158 nChanged 8 SP:Iteration 122Q (4613.400000 sec): 3 clusters Score: Raw -2343924.071966 + Penalty 4841.971438 = -2339082.100529 nChanged 8 SP:Iteration 123Q (4613.450000 sec): 3 clusters Score: Raw -2343925.875300 + Penalty 4841.971438 = -2339083.903862 nChanged 5 SP:Iteration 124Q (4613.510000 sec): 3 clusters Score: Raw -2343927.320988 + Penalty 4841.971438 = -2339085.349551 nChanged 5 SP:Iteration 125Q (4613.560000 sec): 3 clusters Score: Raw -2343928.538261 + Penalty 4841.971438 = -2339086.566823 nChanged 4 SP:Iteration 126Q (4613.610000 sec): 3 clusters Score: Raw -2343929.373882 + Penalty 4841.971438 = -2339087.402444 nChanged 2 SP:Iteration 127Q (4613.670000 sec): 3 clusters Score: Raw -2343929.610678 + Penalty 4841.971438 = -2339087.639240 nChanged 2 SP:Iteration 128Q (4613.720000 sec): 3 clusters Score: Raw -2343930.285592 + Penalty 4841.971438 = -2339088.314154 nChanged 4 SP:Iteration 129Q (4613.780000 sec): 3 clusters Score: Raw -2343931.458303 + Penalty 4841.971438 = -2339089.486866 nChanged 6 SP:Iteration 130Q (4613.840000 sec): 3 clusters Score: Raw -2343933.080309 + Penalty 4841.971438 = -2339091.108871 nChanged 4 SP:Iteration 131Q (4613.890000 sec): 3 clusters Score: Raw -2343933.800075 + Penalty 4841.971438 = -2339091.828637 nChanged 5 SP:Iteration 132Q (4613.950000 sec): 3 clusters Score: Raw -2343934.836663 + Penalty 4841.971438 = -2339092.865226 nChanged 4 SP:Iteration 133Q (4614.010000 sec): 3 clusters Score: Raw -2343935.646549 + Penalty 4841.971438 = -2339093.675111 nChanged 2 SP:Iteration 134Q (4614.060000 sec): 3 clusters Score: Raw -2343935.967269 + Penalty 4841.971438 = -2339093.995831 nChanged 2 SP:Iteration 135Q (4614.120000 sec): 3 clusters Score: Raw -2343936.243251 + Penalty 4841.971438 = -2339094.271813 nChanged 1 SP:Iteration 136Q (4614.170000 sec): 3 clusters Score: Raw -2343936.406399 + Penalty 4841.971438 = -2339094.434961 nChanged 0 SP:Iteration 137F (4614.230000 sec): 3 clusters Score: Raw -2343936.406399 + Penalty 4841.971438 = -2339094.434961 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 31 (766 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4614.250000 sec): 2 clusters Score: Raw -105464.416179 + Penalty 1647.013178 = -103817.403000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4614.250000 sec): 3 clusters Score: Raw -105329.151367 + Penalty 3294.026356 = -102035.125011 nChanged 185 SP:Iteration 1F (4614.250000 sec): 3 clusters Score: Raw -105557.582392 + Penalty 3294.026356 = -102263.556036 nChanged 40 SP:Iteration 2F (4614.250000 sec): 3 clusters Score: Raw -105609.532789 + Penalty 3294.026356 = -102315.506433 nChanged 16 SP:Iteration 3Q (4614.260000 sec): 3 clusters Score: Raw -105632.484046 + Penalty 3294.026356 = -102338.457690 nChanged 11 SP:Iteration 4Q (4614.260000 sec): 3 clusters Score: Raw -105651.308600 + Penalty 3294.026356 = -102357.282244 nChanged 5 SP:Iteration 5Q (4614.270000 sec): 3 clusters Score: Raw -105659.348969 + Penalty 3294.026356 = -102365.322613 nChanged 5 SP:Iteration 6Q (4614.270000 sec): 3 clusters Score: Raw -105665.827925 + Penalty 3294.026356 = -102371.801569 nChanged 4 SP:Iteration 7Q (4614.270000 sec): 3 clusters Score: Raw -105670.254585 + Penalty 3294.026356 = -102376.228228 nChanged 0 SP:Iteration 8F (4614.270000 sec): 3 clusters Score: Raw -105670.254585 + Penalty 3294.026356 = -102376.228228 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 32 (229 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4614.280000 sec): 2 clusters Score: Raw -29243.774232 + Penalty 1347.563057 = -27896.211175 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4614.280000 sec): 3 clusters Score: Raw -29478.762123 + Penalty 2695.126114 = -26783.636009 nChanged 30 SP:Iteration 1F (4614.280000 sec): 3 clusters Score: Raw -29650.929498 + Penalty 2695.126114 = -26955.803385 nChanged 9 SP:Iteration 2Q (4614.280000 sec): 3 clusters Score: Raw -29728.136533 + Penalty 2695.126114 = -27033.010420 nChanged 7 SP:Iteration 3Q (4614.280000 sec): 3 clusters Score: Raw -29797.056397 + Penalty 2695.126114 = -27101.930283 nChanged 3 SP:Iteration 4Q (4614.280000 sec): 3 clusters Score: Raw -29835.239689 + Penalty 2695.126114 = -27140.113575 nChanged 1 SP:Iteration 5Q (4614.280000 sec): 3 clusters Score: Raw -29841.272361 + Penalty 2695.126114 = -27146.146247 nChanged 2 SP:Iteration 6Q (4614.280000 sec): 3 clusters Score: Raw -29848.496981 + Penalty 2695.126114 = -27153.370867 nChanged 1 SP:Iteration 7Q (4614.290000 sec): 3 clusters Score: Raw -29851.141317 + Penalty 2695.126114 = -27156.015204 nChanged 1 SP:Iteration 8Q (4614.290000 sec): 3 clusters Score: Raw -29853.441799 + Penalty 2695.126114 = -27158.315685 nChanged 0 SP:Iteration 9F (4614.290000 sec): 3 clusters Score: Raw -29853.441799 + Penalty 2695.126114 = -27158.315685 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 33 (559 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4614.290000 sec): 2 clusters Score: Raw -80641.334465 + Penalty 1568.885069 = -79072.449395 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4614.290000 sec): 3 clusters Score: Raw -80600.784788 + Penalty 3137.770139 = -77463.014649 nChanged 102 SP:Iteration 1F (4614.290000 sec): 3 clusters Score: Raw -80808.622838 + Penalty 3137.770139 = -77670.852700 nChanged 31 SP:Iteration 2F (4614.300000 sec): 3 clusters Score: Raw -80866.625080 + Penalty 3137.770139 = -77728.854942 nChanged 7 SP:Iteration 3Q (4614.300000 sec): 3 clusters Score: Raw -80887.399988 + Penalty 3137.770139 = -77749.629850 nChanged 8 SP:Iteration 4Q (4614.300000 sec): 3 clusters Score: Raw -80906.897720 + Penalty 3137.770139 = -77769.127582 nChanged 4 SP:Iteration 5Q (4614.300000 sec): 3 clusters Score: Raw -80912.206136 + Penalty 3137.770139 = -77774.435997 nChanged 2 SP:Iteration 6Q (4614.310000 sec): 3 clusters Score: Raw -80916.351820 + Penalty 3137.770139 = -77778.581681 nChanged 3 SP:Iteration 7Q (4614.310000 sec): 3 clusters Score: Raw -80924.105255 + Penalty 3137.770139 = -77786.335116 nChanged 0 SP:Iteration 8F (4614.310000 sec): 3 clusters Score: Raw -80924.105255 + Penalty 3137.770139 = -77786.335116 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 34 (10759 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4614.350000 sec): 2 clusters Score: Raw -1504937.880738 + Penalty 2302.307477 = -1502635.573261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4614.390000 sec): 3 clusters Score: Raw -1499148.882159 + Penalty 4604.614955 = -1494544.267204 nChanged 4447 SP:Iteration 1F (4614.440000 sec): 3 clusters Score: Raw -1501611.059586 + Penalty 4604.614955 = -1497006.444631 nChanged 786 SP:Iteration 2F (4614.470000 sec): 3 clusters Score: Raw -1502093.394764 + Penalty 4604.614955 = -1497488.779809 nChanged 647 SP:Iteration 3F (4614.510000 sec): 3 clusters Score: Raw -1502457.568437 + Penalty 4604.614955 = -1497852.953482 nChanged 541 SP:Iteration 4F (4614.550000 sec): 3 clusters Score: Raw -1502764.473707 + Penalty 4604.614955 = -1498159.858752 nChanged 482 SP:Iteration 5Q (4614.590000 sec): 3 clusters Score: Raw -1503047.662598 + Penalty 4604.614955 = -1498443.047643 nChanged 462 SP:Iteration 6Q (4614.640000 sec): 3 clusters Score: Raw -1503312.077882 + Penalty 4604.614955 = -1498707.462927 nChanged 431 SP:Iteration 7Q (4614.680000 sec): 3 clusters Score: Raw -1503562.193709 + Penalty 4604.614955 = -1498957.578754 nChanged 398 SP:Iteration 8Q (4614.720000 sec): 3 clusters Score: Raw -1503804.003428 + Penalty 4604.614955 = -1499199.388473 nChanged 351 SP:Iteration 9Q (4614.760000 sec): 3 clusters Score: Raw -1504043.854266 + Penalty 4604.614955 = -1499439.239311 nChanged 320 SP:Iteration 10Q (4614.800000 sec): 3 clusters Score: Raw -1504250.998036 + Penalty 4604.614955 = -1499646.383081 nChanged 279 SP:Iteration 11Q (4614.840000 sec): 3 clusters Score: Raw -1504441.760924 + Penalty 4604.614955 = -1499837.145969 nChanged 262 SP:Iteration 12Q (4614.880000 sec): 3 clusters Score: Raw -1504634.131592 + Penalty 4604.614955 = -1500029.516637 nChanged 233 SP:Iteration 13Q (4614.920000 sec): 3 clusters Score: Raw -1504802.244069 + Penalty 4604.614955 = -1500197.629115 nChanged 199 SP:Iteration 14Q (4614.960000 sec): 3 clusters Score: Raw -1504954.992227 + Penalty 4604.614955 = -1500350.377273 nChanged 160 SP:Iteration 15Q (4615.000000 sec): 3 clusters Score: Raw -1505075.996831 + Penalty 4604.614955 = -1500471.381876 nChanged 150 SP:Iteration 16Q (4615.050000 sec): 3 clusters Score: Raw -1505175.596580 + Penalty 4604.614955 = -1500570.981625 nChanged 105 SP:Iteration 17Q (4615.080000 sec): 3 clusters Score: Raw -1505255.938091 + Penalty 4604.614955 = -1500651.323136 nChanged 93 SP:Iteration 18Q (4615.120000 sec): 3 clusters Score: Raw -1505308.950554 + Penalty 4604.614955 = -1500704.335599 nChanged 76 SP:Iteration 19Q (4615.160000 sec): 3 clusters Score: Raw -1505352.272009 + Penalty 4604.614955 = -1500747.657054 nChanged 74 SP:Iteration 20F (4615.190000 sec): 3 clusters Score: Raw -1505397.022404 + Penalty 4604.614955 = -1500792.407450 nChanged 48 SP:Iteration 21Q (4615.230000 sec): 3 clusters Score: Raw -1505418.853291 + Penalty 4604.614955 = -1500814.238336 nChanged 33 SP:Iteration 22Q (4615.260000 sec): 3 clusters Score: Raw -1505435.357937 + Penalty 4604.614955 = -1500830.742982 nChanged 39 SP:Iteration 23Q (4615.290000 sec): 3 clusters Score: Raw -1505454.506695 + Penalty 4604.614955 = -1500849.891741 nChanged 24 SP:Iteration 24Q (4615.320000 sec): 3 clusters Score: Raw -1505464.926896 + Penalty 4604.614955 = -1500860.311941 nChanged 18 SP:Iteration 25Q (4615.360000 sec): 3 clusters Score: Raw -1505471.400430 + Penalty 4604.614955 = -1500866.785475 nChanged 15 SP:Iteration 26Q (4615.390000 sec): 3 clusters Score: Raw -1505475.730448 + Penalty 4604.614955 = -1500871.115493 nChanged 13 SP:Iteration 27Q (4615.420000 sec): 3 clusters Score: Raw -1505480.920487 + Penalty 4604.614955 = -1500876.305533 nChanged 10 SP:Iteration 28Q (4615.450000 sec): 3 clusters Score: Raw -1505486.833254 + Penalty 4604.614955 = -1500882.218299 nChanged 14 SP:Iteration 29Q (4615.480000 sec): 3 clusters Score: Raw -1505495.185491 + Penalty 4604.614955 = -1500890.570536 nChanged 14 SP:Iteration 30Q (4615.520000 sec): 3 clusters Score: Raw -1505501.579759 + Penalty 4604.614955 = -1500896.964805 nChanged 11 SP:Iteration 31Q (4615.550000 sec): 3 clusters Score: Raw -1505504.645869 + Penalty 4604.614955 = -1500900.030914 nChanged 5 SP:Iteration 32Q (4615.580000 sec): 3 clusters Score: Raw -1505508.225421 + Penalty 4604.614955 = -1500903.610467 nChanged 13 SP:Iteration 33Q (4615.610000 sec): 3 clusters Score: Raw -1505514.786557 + Penalty 4604.614955 = -1500910.171602 nChanged 14 SP:Iteration 34Q (4615.640000 sec): 3 clusters Score: Raw -1505520.608148 + Penalty 4604.614955 = -1500915.993193 nChanged 14 SP:Iteration 35Q (4615.680000 sec): 3 clusters Score: Raw -1505529.053251 + Penalty 4604.614955 = -1500924.438297 nChanged 23 SP:Iteration 36Q (4615.710000 sec): 3 clusters Score: Raw -1505541.278571 + Penalty 4604.614955 = -1500936.663616 nChanged 39 SP:Iteration 37Q (4615.740000 sec): 3 clusters Score: Raw -1505570.813280 + Penalty 4604.614955 = -1500966.198325 nChanged 44 SP:Iteration 38Q (4615.780000 sec): 3 clusters Score: Raw -1505614.876849 + Penalty 4604.614955 = -1501010.261894 nChanged 60 SP:Iteration 39Q (4615.810000 sec): 3 clusters Score: Raw -1505671.965046 + Penalty 4604.614955 = -1501067.350091 nChanged 64 SP:Iteration 40F (4615.850000 sec): 3 clusters Score: Raw -1505710.154704 + Penalty 4604.614955 = -1501105.539749 nChanged 63 SP:Iteration 41Q (4615.880000 sec): 3 clusters Score: Raw -1505743.028194 + Penalty 4604.614955 = -1501138.413240 nChanged 52 SP:Iteration 42Q (4615.910000 sec): 3 clusters Score: Raw -1505773.561454 + Penalty 4604.614955 = -1501168.946500 nChanged 39 SP:Iteration 43Q (4615.940000 sec): 3 clusters Score: Raw -1505796.078058 + Penalty 4604.614955 = -1501191.463103 nChanged 37 SP:Iteration 44Q (4615.980000 sec): 3 clusters Score: Raw -1505815.028927 + Penalty 4604.614955 = -1501210.413973 nChanged 38 SP:Iteration 45Q (4616.010000 sec): 3 clusters Score: Raw -1505834.283659 + Penalty 4604.614955 = -1501229.668704 nChanged 41 SP:Iteration 46Q (4616.040000 sec): 3 clusters Score: Raw -1505854.306573 + Penalty 4604.614955 = -1501249.691618 nChanged 34 SP:Iteration 47Q (4616.070000 sec): 3 clusters Score: Raw -1505869.823354 + Penalty 4604.614955 = -1501265.208399 nChanged 30 SP:Iteration 48Q (4616.100000 sec): 3 clusters Score: Raw -1505881.675460 + Penalty 4604.614955 = -1501277.060506 nChanged 27 SP:Iteration 49Q (4616.140000 sec): 3 clusters Score: Raw -1505894.292140 + Penalty 4604.614955 = -1501289.677185 nChanged 32 SP:Iteration 50Q (4616.170000 sec): 3 clusters Score: Raw -1505912.348873 + Penalty 4604.614955 = -1501307.733918 nChanged 39 SP:Iteration 51Q (4616.200000 sec): 3 clusters Score: Raw -1505934.809079 + Penalty 4604.614955 = -1501330.194125 nChanged 34 SP:Iteration 52Q (4616.230000 sec): 3 clusters Score: Raw -1505954.321149 + Penalty 4604.614955 = -1501349.706195 nChanged 29 SP:Iteration 53Q (4616.260000 sec): 3 clusters Score: Raw -1505972.411289 + Penalty 4604.614955 = -1501367.796334 nChanged 32 SP:Iteration 54Q (4616.300000 sec): 3 clusters Score: Raw -1505996.082218 + Penalty 4604.614955 = -1501391.467263 nChanged 41 SP:Iteration 55Q (4616.320000 sec): 3 clusters Score: Raw -1506030.534005 + Penalty 4604.614955 = -1501425.919051 nChanged 55 SP:Iteration 56Q (4616.360000 sec): 3 clusters Score: Raw -1506091.235555 + Penalty 4604.614955 = -1501486.620600 nChanged 74 SP:Iteration 57Q (4616.390000 sec): 3 clusters Score: Raw -1506177.524323 + Penalty 4604.614955 = -1501572.909368 nChanged 66 SP:Iteration 58Q (4616.420000 sec): 3 clusters Score: Raw -1506259.221579 + Penalty 4604.614955 = -1501654.606625 nChanged 71 SP:Iteration 59Q (4616.450000 sec): 3 clusters Score: Raw -1506330.759751 + Penalty 4604.614955 = -1501726.144796 nChanged 72 SP:Iteration 60F (4616.490000 sec): 3 clusters Score: Raw -1506389.125029 + Penalty 4604.614955 = -1501784.510075 nChanged 71 SP:Iteration 61Q (4616.520000 sec): 3 clusters Score: Raw -1506443.274402 + Penalty 4604.614955 = -1501838.659447 nChanged 68 SP:Iteration 62Q (4616.550000 sec): 3 clusters Score: Raw -1506486.436305 + Penalty 4604.614955 = -1501881.821350 nChanged 65 SP:Iteration 63Q (4616.580000 sec): 3 clusters Score: Raw -1506526.188700 + Penalty 4604.614955 = -1501921.573746 nChanged 53 SP:Iteration 64Q (4616.610000 sec): 3 clusters Score: Raw -1506557.462609 + Penalty 4604.614955 = -1501952.847655 nChanged 46 SP:Iteration 65Q (4616.640000 sec): 3 clusters Score: Raw -1506581.291256 + Penalty 4604.614955 = -1501976.676301 nChanged 38 SP:Iteration 66Q (4616.680000 sec): 3 clusters Score: Raw -1506596.353279 + Penalty 4604.614955 = -1501991.738325 nChanged 26 SP:Iteration 67Q (4616.700000 sec): 3 clusters Score: Raw -1506605.629854 + Penalty 4604.614955 = -1502001.014899 nChanged 22 SP:Iteration 68Q (4616.740000 sec): 3 clusters Score: Raw -1506613.654927 + Penalty 4604.614955 = -1502009.039972 nChanged 19 SP:Iteration 69Q (4616.760000 sec): 3 clusters Score: Raw -1506621.436938 + Penalty 4604.614955 = -1502016.821983 nChanged 22 SP:Iteration 70Q (4616.800000 sec): 3 clusters Score: Raw -1506629.545884 + Penalty 4604.614955 = -1502024.930929 nChanged 21 SP:Iteration 71Q (4616.830000 sec): 3 clusters Score: Raw -1506638.315110 + Penalty 4604.614955 = -1502033.700155 nChanged 16 SP:Iteration 72Q (4616.860000 sec): 3 clusters Score: Raw -1506643.607231 + Penalty 4604.614955 = -1502038.992277 nChanged 15 SP:Iteration 73Q (4616.890000 sec): 3 clusters Score: Raw -1506648.151925 + Penalty 4604.614955 = -1502043.536971 nChanged 14 SP:Iteration 74Q (4616.920000 sec): 3 clusters Score: Raw -1506653.663498 + Penalty 4604.614955 = -1502049.048543 nChanged 17 SP:Iteration 75Q (4616.950000 sec): 3 clusters Score: Raw -1506659.306652 + Penalty 4604.614955 = -1502054.691697 nChanged 18 SP:Iteration 76Q (4616.980000 sec): 3 clusters Score: Raw -1506665.513766 + Penalty 4604.614955 = -1502060.898811 nChanged 19 SP:Iteration 77Q (4617.010000 sec): 3 clusters Score: Raw -1506672.442704 + Penalty 4604.614955 = -1502067.827750 nChanged 20 SP:Iteration 78Q (4617.040000 sec): 3 clusters Score: Raw -1506678.363461 + Penalty 4604.614955 = -1502073.748507 nChanged 13 SP:Iteration 79Q (4617.080000 sec): 3 clusters Score: Raw -1506683.401122 + Penalty 4604.614955 = -1502078.786168 nChanged 19 SP:Iteration 80F (4617.120000 sec): 3 clusters Score: Raw -1506692.410436 + Penalty 4604.614955 = -1502087.795481 nChanged 20 SP:Iteration 81Q (4617.150000 sec): 3 clusters Score: Raw -1506699.113857 + Penalty 4604.614955 = -1502094.498902 nChanged 17 SP:Iteration 82Q (4617.180000 sec): 3 clusters Score: Raw -1506704.509696 + Penalty 4604.614955 = -1502099.894741 nChanged 13 SP:Iteration 83Q (4617.220000 sec): 3 clusters Score: Raw -1506709.661395 + Penalty 4604.614955 = -1502105.046441 nChanged 12 SP:Iteration 84Q (4617.240000 sec): 3 clusters Score: Raw -1506713.564679 + Penalty 4604.614955 = -1502108.949725 nChanged 14 SP:Iteration 85Q (4617.280000 sec): 3 clusters Score: Raw -1506717.514472 + Penalty 4604.614955 = -1502112.899518 nChanged 14 SP:Iteration 86Q (4617.310000 sec): 3 clusters Score: Raw -1506720.356451 + Penalty 4604.614955 = -1502115.741496 nChanged 5 SP:Iteration 87Q (4617.340000 sec): 3 clusters Score: Raw -1506721.264906 + Penalty 4604.614955 = -1502116.649951 nChanged 6 SP:Iteration 88Q (4617.370000 sec): 3 clusters Score: Raw -1506723.305355 + Penalty 4604.614955 = -1502118.690401 nChanged 6 SP:Iteration 89Q (4617.400000 sec): 3 clusters Score: Raw -1506725.088341 + Penalty 4604.614955 = -1502120.473386 nChanged 9 SP:Iteration 90Q (4617.440000 sec): 3 clusters Score: Raw -1506727.339141 + Penalty 4604.614955 = -1502122.724186 nChanged 5 SP:Iteration 91Q (4617.460000 sec): 3 clusters Score: Raw -1506729.243585 + Penalty 4604.614955 = -1502124.628631 nChanged 4 SP:Iteration 92Q (4617.500000 sec): 3 clusters Score: Raw -1506730.338945 + Penalty 4604.614955 = -1502125.723990 nChanged 4 SP:Iteration 93Q (4617.530000 sec): 3 clusters Score: Raw -1506731.214814 + Penalty 4604.614955 = -1502126.599859 nChanged 2 SP:Iteration 94Q (4617.560000 sec): 3 clusters Score: Raw -1506731.795786 + Penalty 4604.614955 = -1502127.180831 nChanged 1 SP:Iteration 95Q (4617.590000 sec): 3 clusters Score: Raw -1506731.997223 + Penalty 4604.614955 = -1502127.382268 nChanged 0 SP:Iteration 96F (4617.630000 sec): 3 clusters Score: Raw -1506731.997223 + Penalty 4604.614955 = -1502127.382268 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 35 (1099 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4617.640000 sec): 2 clusters Score: Raw -151826.895554 + Penalty 1736.534677 = -150090.360877 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4617.640000 sec): 3 clusters Score: Raw -151560.856228 + Penalty 3473.069353 = -148087.786875 nChanged 319 SP:Iteration 1F (4617.650000 sec): 3 clusters Score: Raw -151959.067072 + Penalty 3473.069353 = -148485.997719 nChanged 85 SP:Iteration 2F (4617.650000 sec): 3 clusters Score: Raw -152097.545885 + Penalty 3473.069353 = -148624.476532 nChanged 43 SP:Iteration 3Q (4617.660000 sec): 3 clusters Score: Raw -152180.550568 + Penalty 3473.069353 = -148707.481215 nChanged 42 SP:Iteration 4Q (4617.660000 sec): 3 clusters Score: Raw -152264.231263 + Penalty 3473.069353 = -148791.161910 nChanged 41 SP:Iteration 5Q (4617.660000 sec): 3 clusters Score: Raw -152345.437035 + Penalty 3473.069353 = -148872.367682 nChanged 32 SP:Iteration 6Q (4617.670000 sec): 3 clusters Score: Raw -152422.542804 + Penalty 3473.069353 = -148949.473451 nChanged 31 SP:Iteration 7Q (4617.670000 sec): 3 clusters Score: Raw -152500.365814 + Penalty 3473.069353 = -149027.296461 nChanged 21 SP:Iteration 8Q (4617.680000 sec): 3 clusters Score: Raw -152542.028470 + Penalty 3473.069353 = -149068.959117 nChanged 20 SP:Iteration 9Q (4617.680000 sec): 3 clusters Score: Raw -152582.917838 + Penalty 3473.069353 = -149109.848485 nChanged 18 SP:Iteration 10Q (4617.680000 sec): 3 clusters Score: Raw -152615.572085 + Penalty 3473.069353 = -149142.502731 nChanged 16 SP:Iteration 11Q (4617.680000 sec): 3 clusters Score: Raw -152645.560222 + Penalty 3473.069353 = -149172.490869 nChanged 17 SP:Iteration 12Q (4617.690000 sec): 3 clusters Score: Raw -152681.257702 + Penalty 3473.069353 = -149208.188348 nChanged 16 SP:Iteration 13Q (4617.690000 sec): 3 clusters Score: Raw -152707.242632 + Penalty 3473.069353 = -149234.173278 nChanged 17 SP:Iteration 14Q (4617.700000 sec): 3 clusters Score: Raw -152730.454500 + Penalty 3473.069353 = -149257.385146 nChanged 16 SP:Iteration 15Q (4617.700000 sec): 3 clusters Score: Raw -152757.377553 + Penalty 3473.069353 = -149284.308199 nChanged 13 SP:Iteration 16Q (4617.700000 sec): 3 clusters Score: Raw -152779.620886 + Penalty 3473.069353 = -149306.551532 nChanged 15 SP:Iteration 17Q (4617.710000 sec): 3 clusters Score: Raw -152804.236224 + Penalty 3473.069353 = -149331.166870 nChanged 19 SP:Iteration 18Q (4617.710000 sec): 3 clusters Score: Raw -152843.687715 + Penalty 3473.069353 = -149370.618361 nChanged 22 SP:Iteration 19Q (4617.710000 sec): 3 clusters Score: Raw -152880.166944 + Penalty 3473.069353 = -149407.097591 nChanged 15 SP:Iteration 20F (4617.720000 sec): 3 clusters Score: Raw -152918.062939 + Penalty 3473.069353 = -149444.993586 nChanged 13 SP:Iteration 21Q (4617.720000 sec): 3 clusters Score: Raw -152990.311291 + Penalty 3473.069353 = -149517.241937 nChanged 22 SP:Iteration 22Q (4617.720000 sec): 3 clusters Score: Raw -153055.456454 + Penalty 3473.069353 = -149582.387101 nChanged 23 SP:Iteration 23Q (4617.730000 sec): 3 clusters Score: Raw -153119.337669 + Penalty 3473.069353 = -149646.268315 nChanged 17 SP:Iteration 24Q (4617.730000 sec): 3 clusters Score: Raw -153168.663151 + Penalty 3473.069353 = -149695.593797 nChanged 8 SP:Iteration 25Q (4617.730000 sec): 3 clusters Score: Raw -153196.145510 + Penalty 3473.069353 = -149723.076157 nChanged 5 SP:Iteration 26Q (4617.740000 sec): 3 clusters Score: Raw -153204.607117 + Penalty 3473.069353 = -149731.537764 nChanged 2 SP:Iteration 27Q (4617.740000 sec): 3 clusters Score: Raw -153206.949067 + Penalty 3473.069353 = -149733.879714 nChanged 1 SP:Iteration 28Q (4617.740000 sec): 3 clusters Score: Raw -153207.562089 + Penalty 3473.069353 = -149734.492736 nChanged 0 SP:Iteration 29F (4617.750000 sec): 3 clusters Score: Raw -153207.562089 + Penalty 3473.069353 = -149734.492736 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 36 (3245 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4617.760000 sec): 2 clusters Score: Raw -459695.086369 + Penalty 2005.047916 = -457690.038453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4617.780000 sec): 3 clusters Score: Raw -458290.552479 + Penalty 4010.095832 = -454280.456647 nChanged 1141 SP:Iteration 1F (4617.790000 sec): 3 clusters Score: Raw -459009.781623 + Penalty 4010.095832 = -454999.685791 nChanged 301 SP:Iteration 2F (4617.800000 sec): 3 clusters Score: Raw -459218.185572 + Penalty 4010.095832 = -455208.089740 nChanged 168 SP:Iteration 3F (4617.810000 sec): 3 clusters Score: Raw -459358.439560 + Penalty 4010.095832 = -455348.343728 nChanged 158 SP:Iteration 4Q (4617.830000 sec): 3 clusters Score: Raw -459479.834992 + Penalty 4010.095832 = -455469.739160 nChanged 108 SP:Iteration 5Q (4617.840000 sec): 3 clusters Score: Raw -459562.160356 + Penalty 4010.095832 = -455552.064524 nChanged 93 SP:Iteration 6Q (4617.850000 sec): 3 clusters Score: Raw -459630.631107 + Penalty 4010.095832 = -455620.535275 nChanged 92 SP:Iteration 7Q (4617.860000 sec): 3 clusters Score: Raw -459702.526610 + Penalty 4010.095832 = -455692.430778 nChanged 85 SP:Iteration 8Q (4617.870000 sec): 3 clusters Score: Raw -459758.127474 + Penalty 4010.095832 = -455748.031642 nChanged 60 SP:Iteration 9Q (4617.890000 sec): 3 clusters Score: Raw -459795.550900 + Penalty 4010.095832 = -455785.455068 nChanged 56 SP:Iteration 10Q (4617.900000 sec): 3 clusters Score: Raw -459829.163376 + Penalty 4010.095832 = -455819.067544 nChanged 48 SP:Iteration 11Q (4617.910000 sec): 3 clusters Score: Raw -459857.116400 + Penalty 4010.095832 = -455847.020568 nChanged 43 SP:Iteration 12Q (4617.920000 sec): 3 clusters Score: Raw -459880.928484 + Penalty 4010.095832 = -455870.832652 nChanged 46 SP:Iteration 13Q (4617.930000 sec): 3 clusters Score: Raw -459908.719551 + Penalty 4010.095832 = -455898.623719 nChanged 48 SP:Iteration 14Q (4617.950000 sec): 3 clusters Score: Raw -459940.098710 + Penalty 4010.095832 = -455930.002878 nChanged 49 SP:Iteration 15Q (4617.960000 sec): 3 clusters Score: Raw -459971.446702 + Penalty 4010.095832 = -455961.350870 nChanged 44 SP:Iteration 16Q (4617.970000 sec): 3 clusters Score: Raw -460002.352632 + Penalty 4010.095832 = -455992.256800 nChanged 40 SP:Iteration 17Q (4617.990000 sec): 3 clusters Score: Raw -460024.728082 + Penalty 4010.095832 = -456014.632250 nChanged 34 SP:Iteration 18Q (4618.000000 sec): 3 clusters Score: Raw -460042.240896 + Penalty 4010.095832 = -456032.145064 nChanged 30 SP:Iteration 19Q (4618.010000 sec): 3 clusters Score: Raw -460059.249915 + Penalty 4010.095832 = -456049.154083 nChanged 27 SP:Iteration 20F (4618.030000 sec): 3 clusters Score: Raw -460074.275837 + Penalty 4010.095832 = -456064.180005 nChanged 28 SP:Iteration 21Q (4618.030000 sec): 3 clusters Score: Raw -460091.645692 + Penalty 4010.095832 = -456081.549860 nChanged 21 SP:Iteration 22Q (4618.050000 sec): 3 clusters Score: Raw -460102.542496 + Penalty 4010.095832 = -456092.446664 nChanged 16 SP:Iteration 23Q (4618.060000 sec): 3 clusters Score: Raw -460111.619112 + Penalty 4010.095832 = -456101.523280 nChanged 16 SP:Iteration 24Q (4618.070000 sec): 3 clusters Score: Raw -460119.588724 + Penalty 4010.095832 = -456109.492892 nChanged 12 SP:Iteration 25Q (4618.090000 sec): 3 clusters Score: Raw -460124.477053 + Penalty 4010.095832 = -456114.381221 nChanged 9 SP:Iteration 26Q (4618.110000 sec): 3 clusters Score: Raw -460129.421601 + Penalty 4010.095832 = -456119.325769 nChanged 10 SP:Iteration 27Q (4618.110000 sec): 3 clusters Score: Raw -460134.072302 + Penalty 4010.095832 = -456123.976470 nChanged 9 SP:Iteration 28Q (4618.130000 sec): 3 clusters Score: Raw -460138.808896 + Penalty 4010.095832 = -456128.713064 nChanged 15 SP:Iteration 29Q (4618.150000 sec): 3 clusters Score: Raw -460148.314697 + Penalty 4010.095832 = -456138.218865 nChanged 17 SP:Iteration 30Q (4618.160000 sec): 3 clusters Score: Raw -460156.090200 + Penalty 4010.095832 = -456145.994368 nChanged 15 SP:Iteration 31Q (4618.180000 sec): 3 clusters Score: Raw -460164.032458 + Penalty 4010.095832 = -456153.936626 nChanged 9 SP:Iteration 32Q (4618.190000 sec): 3 clusters Score: Raw -460170.492107 + Penalty 4010.095832 = -456160.396275 nChanged 7 SP:Iteration 33Q (4618.210000 sec): 3 clusters Score: Raw -460172.722686 + Penalty 4010.095832 = -456162.626854 nChanged 1 SP:Iteration 34Q (4618.220000 sec): 3 clusters Score: Raw -460172.841819 + Penalty 4010.095832 = -456162.745987 nChanged 1 SP:Iteration 35Q (4618.230000 sec): 3 clusters Score: Raw -460173.182735 + Penalty 4010.095832 = -456163.086903 nChanged 0 SP:Iteration 36F (4618.240000 sec): 3 clusters Score: Raw -460173.182735 + Penalty 4010.095832 = -456163.086903 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 37 (309 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4618.250000 sec): 2 clusters Score: Raw -39913.644883 + Penalty 1421.868637 = -38491.776247 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4618.250000 sec): 3 clusters Score: Raw -40223.854214 + Penalty 2843.737273 = -37380.116941 nChanged 53 SP:Iteration 1F (4618.250000 sec): 3 clusters Score: Raw -40512.388621 + Penalty 2843.737273 = -37668.651348 nChanged 35 SP:Iteration 2F (4618.250000 sec): 3 clusters Score: Raw -40846.905430 + Penalty 2843.737273 = -38003.168157 nChanged 24 SP:Iteration 3F (4618.250000 sec): 3 clusters Score: Raw -40961.859386 + Penalty 2843.737273 = -38118.122113 nChanged 12 SP:Iteration 4Q (4618.250000 sec): 3 clusters Score: Raw -41034.468273 + Penalty 2843.737273 = -38190.731000 nChanged 1 SP:Iteration 5Q (4618.260000 sec): 3 clusters Score: Raw -41044.352091 + Penalty 2843.737273 = -38200.614818 nChanged 2 SP:Iteration 6Q (4618.260000 sec): 3 clusters Score: Raw -41064.772756 + Penalty 2843.737273 = -38221.035483 nChanged 0 SP:Iteration 7F (4618.260000 sec): 3 clusters Score: Raw -41064.772756 + Penalty 2843.737273 = -38221.035483 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 38 (928 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4618.270000 sec): 2 clusters Score: Raw -128117.049351 + Penalty 1694.591870 = -126422.457481 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4618.270000 sec): 3 clusters Score: Raw -127936.724125 + Penalty 3389.183739 = -124547.540385 nChanged 249 SP:Iteration 1F (4618.270000 sec): 3 clusters Score: Raw -128237.840159 + Penalty 3389.183739 = -124848.656419 nChanged 76 SP:Iteration 2F (4618.280000 sec): 3 clusters Score: Raw -128359.379762 + Penalty 3389.183739 = -124970.196022 nChanged 39 SP:Iteration 3Q (4618.280000 sec): 3 clusters Score: Raw -128423.448999 + Penalty 3389.183739 = -125034.265260 nChanged 25 SP:Iteration 4Q (4618.290000 sec): 3 clusters Score: Raw -128467.389987 + Penalty 3389.183739 = -125078.206248 nChanged 11 SP:Iteration 5Q (4618.290000 sec): 3 clusters Score: Raw -128488.710247 + Penalty 3389.183739 = -125099.526508 nChanged 10 SP:Iteration 6Q (4618.290000 sec): 3 clusters Score: Raw -128502.862563 + Penalty 3389.183739 = -125113.678823 nChanged 9 SP:Iteration 7Q (4618.300000 sec): 3 clusters Score: Raw -128513.064371 + Penalty 3389.183739 = -125123.880631 nChanged 6 SP:Iteration 8Q (4618.300000 sec): 3 clusters Score: Raw -128521.764323 + Penalty 3389.183739 = -125132.580584 nChanged 7 SP:Iteration 9Q (4618.310000 sec): 3 clusters Score: Raw -128530.516893 + Penalty 3389.183739 = -125141.333153 nChanged 8 SP:Iteration 10Q (4618.310000 sec): 3 clusters Score: Raw -128541.199497 + Penalty 3389.183739 = -125152.015758 nChanged 6 SP:Iteration 11Q (4618.310000 sec): 3 clusters Score: Raw -128553.139058 + Penalty 3389.183739 = -125163.955319 nChanged 4 SP:Iteration 12Q (4618.320000 sec): 3 clusters Score: Raw -128561.669457 + Penalty 3389.183739 = -125172.485718 nChanged 6 SP:Iteration 13Q (4618.320000 sec): 3 clusters Score: Raw -128569.299527 + Penalty 3389.183739 = -125180.115788 nChanged 2 SP:Iteration 14Q (4618.330000 sec): 3 clusters Score: Raw -128573.692551 + Penalty 3389.183739 = -125184.508811 nChanged 0 SP:Iteration 15F (4618.330000 sec): 3 clusters Score: Raw -128573.692551 + Penalty 3389.183739 = -125184.508811 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 39 (560 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4618.340000 sec): 2 clusters Score: Raw -78291.997029 + Penalty 1569.328322 = -76722.668707 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4618.340000 sec): 3 clusters Score: Raw -78307.477677 + Penalty 3138.656645 = -75168.821032 nChanged 90 SP:Iteration 1F (4618.350000 sec): 3 clusters Score: Raw -78459.457968 + Penalty 3138.656645 = -75320.801323 nChanged 18 SP:Iteration 2Q (4618.350000 sec): 3 clusters Score: Raw -78509.326680 + Penalty 3138.656645 = -75370.670035 nChanged 8 SP:Iteration 3Q (4618.350000 sec): 3 clusters Score: Raw -78526.056306 + Penalty 3138.656645 = -75387.399662 nChanged 6 SP:Iteration 4Q (4618.350000 sec): 3 clusters Score: Raw -78534.577620 + Penalty 3138.656645 = -75395.920975 nChanged 1 SP:Iteration 5Q (4618.360000 sec): 3 clusters Score: Raw -78536.534483 + Penalty 3138.656645 = -75397.877838 nChanged 3 SP:Iteration 6Q (4618.360000 sec): 3 clusters Score: Raw -78545.546075 + Penalty 3138.656645 = -75406.889430 nChanged 4 SP:Iteration 7Q (4618.360000 sec): 3 clusters Score: Raw -78551.471513 + Penalty 3138.656645 = -75412.814868 nChanged 2 SP:Iteration 8Q (4618.360000 sec): 3 clusters Score: Raw -78554.790680 + Penalty 3138.656645 = -75416.134035 nChanged 1 SP:Iteration 9Q (4618.360000 sec): 3 clusters Score: Raw -78555.548240 + Penalty 3138.656645 = -75416.891595 nChanged 1 SP:Iteration 10Q (4618.370000 sec): 3 clusters Score: Raw -78556.346491 + Penalty 3138.656645 = -75417.689846 nChanged 1 SP:Iteration 11Q (4618.370000 sec): 3 clusters Score: Raw -78557.865318 + Penalty 3138.656645 = -75419.208673 nChanged 0 SP:Iteration 12F (4618.370000 sec): 3 clusters Score: Raw -78557.865318 + Penalty 3138.656645 = -75419.208673 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 40 (188 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4618.380000 sec): 2 clusters Score: Raw -22998.009308 + Penalty 1298.637607 = -21699.371701 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4618.380000 sec): 3 clusters Score: Raw -23372.946238 + Penalty 2597.275214 = -20775.671024 nChanged 19 SP:Iteration 1F (4618.380000 sec): 3 clusters Score: Raw -23505.729963 + Penalty 2597.275214 = -20908.454750 nChanged 7 SP:Iteration 2Q (4618.380000 sec): 3 clusters Score: Raw -23555.892457 + Penalty 2597.275214 = -20958.617243 nChanged 1 SP:Iteration 3Q (4618.380000 sec): 3 clusters Score: Raw -23559.042520 + Penalty 2597.275214 = -20961.767306 nChanged 0 SP:Iteration 4F (4618.380000 sec): 3 clusters Score: Raw -23559.042520 + Penalty 2597.275214 = -20961.767306 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 41 (399 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4618.380000 sec): 2 clusters Score: Raw -63771.139996 + Penalty 1485.262431 = -62285.877565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4618.390000 sec): 3 clusters Score: Raw -63872.074829 + Penalty 2970.524863 = -60901.549966 nChanged 72 SP:Iteration 1F (4618.390000 sec): 3 clusters Score: Raw -63990.887006 + Penalty 2970.524863 = -61020.362143 nChanged 15 SP:Iteration 2Q (4618.390000 sec): 3 clusters Score: Raw -64019.000206 + Penalty 2970.524863 = -61048.475344 nChanged 10 SP:Iteration 3Q (4618.390000 sec): 3 clusters Score: Raw -64036.516604 + Penalty 2970.524863 = -61065.991741 nChanged 7 SP:Iteration 4Q (4618.390000 sec): 3 clusters Score: Raw -64051.942262 + Penalty 2970.524863 = -61081.417399 nChanged 9 SP:Iteration 5Q (4618.400000 sec): 3 clusters Score: Raw -64063.118961 + Penalty 2970.524863 = -61092.594098 nChanged 11 SP:Iteration 6Q (4618.400000 sec): 3 clusters Score: Raw -64080.365841 + Penalty 2970.524863 = -61109.840978 nChanged 15 SP:Iteration 7Q (4618.410000 sec): 3 clusters Score: Raw -64107.395232 + Penalty 2970.524863 = -61136.870369 nChanged 18 SP:Iteration 8Q (4618.410000 sec): 3 clusters Score: Raw -64145.721572 + Penalty 2970.524863 = -61175.196709 nChanged 9 SP:Iteration 9Q (4618.410000 sec): 3 clusters Score: Raw -64172.167047 + Penalty 2970.524863 = -61201.642184 nChanged 6 SP:Iteration 10Q (4618.410000 sec): 3 clusters Score: Raw -64193.003004 + Penalty 2970.524863 = -61222.478141 nChanged 5 SP:Iteration 11Q (4618.420000 sec): 3 clusters Score: Raw -64206.324847 + Penalty 2970.524863 = -61235.799985 nChanged 0 SP:Iteration 12F (4618.420000 sec): 3 clusters Score: Raw -64206.324847 + Penalty 2970.524863 = -61235.799985 nChanged 0 Memory request: 0.00 GB would take us to total of 7.33 GB. Trying to split cluster 42 (542 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4618.420000 sec): 2 clusters Score: Raw -69812.549474 + Penalty 1561.225968 = -68251.323506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4618.430000 sec): 3 clusters Score: Raw -69853.882769 + Penalty 3122.451937 = -66731.430832 nChanged 108 SP:Iteration 1F (4618.430000 sec): 3 clusters Score: Raw -70501.252055 + Penalty 3122.451937 = -67378.800119 nChanged 49 SP:Iteration 2F (4618.430000 sec): 3 clusters Score: Raw -70630.484093 + Penalty 3122.451937 = -67508.032156 nChanged 22 SP:Iteration 3Q (4618.430000 sec): 3 clusters Score: Raw -70688.224588 + Penalty 3122.451937 = -67565.772651 nChanged 9 SP:Iteration 4Q (4618.430000 sec): 3 clusters Score: Raw -70711.140594 + Penalty 3122.451937 = -67588.688657 nChanged 6 SP:Iteration 5Q (4618.440000 sec): 3 clusters Score: Raw -70723.019914 + Penalty 3122.451937 = -67600.567978 nChanged 4 SP:Iteration 6Q (4618.440000 sec): 3 clusters Score: Raw -70732.717377 + Penalty 3122.451937 = -67610.265440 nChanged 1 SP:Iteration 7Q (4618.440000 sec): 3 clusters Score: Raw -70738.087999 + Penalty 3122.451937 = -67615.636063 nChanged 1 SP:Iteration 8Q (4618.440000 sec): 3 clusters Score: Raw -70739.008670 + Penalty 3122.451937 = -67616.556733 nChanged 0 SP:Iteration 9F (4618.440000 sec): 3 clusters Score: Raw -70739.008670 + Penalty 3122.451937 = -67616.556733 nChanged 0 ------ Evaluating fit on full set of 2924956 points ------ Score: Raw -417950793.624651 + Penalty 155081.636596 = -417795711.988055 Time taken for this iteration:4752.420000 seconds. 20->43 Clusters: Score -417795711.988055, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 21 clusters... Memory request: 1.82 GB would take us to total of 7.27 GB. ------ Running on subset of 974985 points ------ SP: Assigned 21 initial classes randomly. Deleting Class 16 (9451 points): Lose 764.792933 but Gain 3419.963987 Iteration 0F (4840.570000 sec): 20 clusters Score: Raw -131640966.227976 + Penalty 64979.315745 = -131575986.912231 nChanged 922338 Iteration 1F (4868.190000 sec): 20 clusters Score: Raw -136305940.492412 + Penalty 64979.315745 = -136240961.176667 nChanged 405891 Iteration 2F (4898.410000 sec): 20 clusters Score: Raw -137588455.372305 + Penalty 64979.315745 = -137523476.056560 nChanged 300645 Iteration 3F (4929.650000 sec): 20 clusters Score: Raw -138201089.840647 + Penalty 64979.315745 = -138136110.524902 nChanged 201496 Iteration 4F (4966.110000 sec): 20 clusters Score: Raw -138520180.881444 + Penalty 64979.315745 = -138455201.565699 nChanged 119702 Deleting Class 1 (2453 points): Lose 2935.598789 but Gain 3419.963987 Iteration 5F (4992.870000 sec): 19 clusters Score: Raw -138816513.713639 + Penalty 61559.351758 = -138754954.361881 nChanged 77823 Iteration 6F (5017.780000 sec): 19 clusters Score: Raw -138970685.775711 + Penalty 61559.351758 = -138909126.423953 nChanged 51864 Iteration 7F (5054.420000 sec): 19 clusters Score: Raw -139026174.814877 + Penalty 61559.351758 = -138964615.463119 nChanged 39778 Iteration 8Q (5064.660000 sec): 19 clusters Score: Raw -139057953.491827 + Penalty 61559.351758 = -138996394.140068 nChanged 30967 Iteration 9Q (5076.550000 sec): 19 clusters Score: Raw -139076920.190623 + Penalty 61559.351758 = -139015360.838864 nChanged 24087 Iteration 10Q (5091.350000 sec): 19 clusters Score: Raw -139088479.087880 + Penalty 61559.351758 = -139026919.736122 nChanged 19329 Iteration 11Q (5101.630000 sec): 19 clusters Score: Raw -139096651.868041 + Penalty 61559.351758 = -139035092.516282 nChanged 16336 Iteration 12Q (5114.880000 sec): 19 clusters Score: Raw -139102769.770162 + Penalty 61559.351758 = -139041210.418404 nChanged 14350 Iteration 13Q (5123.430000 sec): 19 clusters Score: Raw -139107547.633443 + Penalty 61559.351758 = -139045988.281685 nChanged 12687 Iteration 14Q (5132.200000 sec): 19 clusters Score: Raw -139111644.326415 + Penalty 61559.351758 = -139050084.974657 nChanged 11759 Iteration 15Q (5141.350000 sec): 19 clusters Score: Raw -139115479.751402 + Penalty 61559.351758 = -139053920.399644 nChanged 11053 Iteration 16Q (5151.160000 sec): 19 clusters Score: Raw -139119018.489275 + Penalty 61559.351758 = -139057459.137516 nChanged 10362 Iteration 17Q (5162.290000 sec): 19 clusters Score: Raw -139122396.617692 + Penalty 61559.351758 = -139060837.265933 nChanged 9741 Iteration 18Q (5171.330000 sec): 19 clusters Score: Raw -139125576.784735 + Penalty 61559.351758 = -139064017.432977 nChanged 9038 Iteration 19Q (5191.520000 sec): 19 clusters Score: Raw -139128443.332620 + Penalty 61559.351758 = -139066883.980862 nChanged 8232 Writing temp clu file Because OldScore, -139064017.432977, is greater than current (better) Score,-139066883.980862 Compute initial score before splitting: Score: Raw -139128443.332620 + Penalty 61559.351758 = -139066883.980862 Memory request: 0.31 GB would take us to total of 7.57 GB. Trying to split cluster 2 (163738 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5192.400000 sec): 2 clusters Score: Raw -23661624.364074 + Penalty 2977.493671 = -23658646.870402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5193.050000 sec): 3 clusters Score: Raw -23554745.465465 + Penalty 5954.987343 = -23548790.478123 nChanged 78426 SP:Iteration 1F (5193.710000 sec): 3 clusters Score: Raw -23600451.474564 + Penalty 5954.987343 = -23594496.487221 nChanged 5330 SP:Iteration 2Q (5194.380000 sec): 3 clusters Score: Raw -23601732.163037 + Penalty 5954.987343 = -23595777.175694 nChanged 5621 SP:Iteration 3Q (5195.040000 sec): 3 clusters Score: Raw -23603327.265144 + Penalty 5954.987343 = -23597372.277801 nChanged 6431 SP:Iteration 4Q (5195.690000 sec): 3 clusters Score: Raw -23605628.131416 + Penalty 5954.987343 = -23599673.144073 nChanged 7725 SP:Iteration 5Q (5196.330000 sec): 3 clusters Score: Raw -23608909.157844 + Penalty 5954.987343 = -23602954.170501 nChanged 8841 SP:Iteration 6F (5196.980000 sec): 3 clusters Score: Raw -23613191.242822 + Penalty 5954.987343 = -23607236.255480 nChanged 9524 SP:Iteration 7F (5197.950000 sec): 3 clusters Score: Raw -23617864.612475 + Penalty 5954.987343 = -23611909.625132 nChanged 9418 SP:Iteration 8F (5198.570000 sec): 3 clusters Score: Raw -23622157.517634 + Penalty 5954.987343 = -23616202.530291 nChanged 8287 SP:Iteration 9F (5199.230000 sec): 3 clusters Score: Raw -23625391.297465 + Penalty 5954.987343 = -23619436.310123 nChanged 6800 SP:Iteration 10Q (5200.070000 sec): 3 clusters Score: Raw -23627614.077442 + Penalty 5954.987343 = -23621659.090099 nChanged 5369 SP:Iteration 11Q (5201.200000 sec): 3 clusters Score: Raw -23629034.364082 + Penalty 5954.987343 = -23623079.376739 nChanged 4180 SP:Iteration 12Q (5201.860000 sec): 3 clusters Score: Raw -23629971.956484 + Penalty 5954.987343 = -23624016.969141 nChanged 3427 SP:Iteration 13Q (5203.960000 sec): 3 clusters Score: Raw -23630636.964121 + Penalty 5954.987343 = -23624681.976779 nChanged 2853 SP:Iteration 14Q (5205.520000 sec): 3 clusters Score: Raw -23631192.356231 + Penalty 5954.987343 = -23625237.368888 nChanged 2633 SP:Iteration 15Q (5206.170000 sec): 3 clusters Score: Raw -23631732.219745 + Penalty 5954.987343 = -23625777.232402 nChanged 2601 SP:Iteration 16Q (5206.840000 sec): 3 clusters Score: Raw -23632315.096485 + Penalty 5954.987343 = -23626360.109143 nChanged 2684 SP:Iteration 17Q (5207.500000 sec): 3 clusters Score: Raw -23632972.503484 + Penalty 5954.987343 = -23627017.516142 nChanged 2966 SP:Iteration 18Q (5208.160000 sec): 3 clusters Score: Raw -23633749.152598 + Penalty 5954.987343 = -23627794.165256 nChanged 3181 SP:Iteration 19Q (5208.810000 sec): 3 clusters Score: Raw -23634616.643537 + Penalty 5954.987343 = -23628661.656194 nChanged 3434 SP:Iteration 20F (5209.480000 sec): 3 clusters Score: Raw -23635586.007878 + Penalty 5954.987343 = -23629631.020536 nChanged 3841 SP:Iteration 21Q (5210.130000 sec): 3 clusters Score: Raw -23636710.014600 + Penalty 5954.987343 = -23630755.027257 nChanged 4242 SP:Iteration 22Q (5210.790000 sec): 3 clusters Score: Raw -23637976.088098 + Penalty 5954.987343 = -23632021.100756 nChanged 4596 SP:Iteration 23Q (5211.460000 sec): 3 clusters Score: Raw -23639420.639235 + Penalty 5954.987343 = -23633465.651892 nChanged 4997 SP:Iteration 24Q (5212.120000 sec): 3 clusters Score: Raw -23641101.473460 + Penalty 5954.987343 = -23635146.486118 nChanged 5462 SP:Iteration 25Q (5213.360000 sec): 3 clusters Score: Raw -23643135.777521 + Penalty 5954.987343 = -23637180.790178 nChanged 5804 SP:Iteration 26Q (5214.000000 sec): 3 clusters Score: Raw -23645453.861146 + Penalty 5954.987343 = -23639498.873803 nChanged 5881 SP:Iteration 27Q (5214.630000 sec): 3 clusters Score: Raw -23647905.757350 + Penalty 5954.987343 = -23641950.770007 nChanged 5791 SP:Iteration 28Q (5215.780000 sec): 3 clusters Score: Raw -23650446.543950 + Penalty 5954.987343 = -23644491.556607 nChanged 5515 SP:Iteration 29Q (5216.680000 sec): 3 clusters Score: Raw -23652886.258110 + Penalty 5954.987343 = -23646931.270767 nChanged 4998 SP:Iteration 30Q (5217.290000 sec): 3 clusters Score: Raw -23655059.551978 + Penalty 5954.987343 = -23649104.564636 nChanged 4291 SP:Iteration 31Q (5217.920000 sec): 3 clusters Score: Raw -23656898.268621 + Penalty 5954.987343 = -23650943.281278 nChanged 3604 SP:Iteration 32Q (5218.480000 sec): 3 clusters Score: Raw -23658365.373188 + Penalty 5954.987343 = -23652410.385846 nChanged 2895 SP:Iteration 33Q (5219.030000 sec): 3 clusters Score: Raw -23659471.214679 + Penalty 5954.987343 = -23653516.227336 nChanged 2215 SP:Iteration 34Q (5219.560000 sec): 3 clusters Score: Raw -23660266.290643 + Penalty 5954.987343 = -23654311.303301 nChanged 1792 SP:Iteration 35Q (5220.550000 sec): 3 clusters Score: Raw -23660872.489083 + Penalty 5954.987343 = -23654917.501741 nChanged 1389 SP:Iteration 36Q (5221.070000 sec): 3 clusters Score: Raw -23661325.421807 + Penalty 5954.987343 = -23655370.434464 nChanged 1103 SP:Iteration 37Q (5222.100000 sec): 3 clusters Score: Raw -23661672.884782 + Penalty 5954.987343 = -23655717.897440 nChanged 838 SP:Iteration 38Q (5222.620000 sec): 3 clusters Score: Raw -23661904.046324 + Penalty 5954.987343 = -23655949.058981 nChanged 628 SP:Iteration 39Q (5223.120000 sec): 3 clusters Score: Raw -23662073.072799 + Penalty 5954.987343 = -23656118.085456 nChanged 508 SP:Iteration 40F (5223.750000 sec): 3 clusters Score: Raw -23662203.752276 + Penalty 5954.987343 = -23656248.764933 nChanged 385 SP:Iteration 41Q (5224.730000 sec): 3 clusters Score: Raw -23662295.657196 + Penalty 5954.987343 = -23656340.669854 nChanged 316 SP:Iteration 42Q (5225.240000 sec): 3 clusters Score: Raw -23662365.525190 + Penalty 5954.987343 = -23656410.537847 nChanged 240 SP:Iteration 43Q (5225.740000 sec): 3 clusters Score: Raw -23662414.776002 + Penalty 5954.987343 = -23656459.788659 nChanged 217 SP:Iteration 44Q (5226.240000 sec): 3 clusters Score: Raw -23662459.171861 + Penalty 5954.987343 = -23656504.184518 nChanged 189 SP:Iteration 45Q (5226.730000 sec): 3 clusters Score: Raw -23662499.185431 + Penalty 5954.987343 = -23656544.198088 nChanged 168 SP:Iteration 46Q (5227.220000 sec): 3 clusters Score: Raw -23662530.959722 + Penalty 5954.987343 = -23656575.972380 nChanged 128 SP:Iteration 47Q (5227.690000 sec): 3 clusters Score: Raw -23662552.645620 + Penalty 5954.987343 = -23656597.658278 nChanged 104 SP:Iteration 48Q (5228.170000 sec): 3 clusters Score: Raw -23662573.186220 + Penalty 5954.987343 = -23656618.198877 nChanged 113 SP:Iteration 49Q (5228.650000 sec): 3 clusters Score: Raw -23662594.359826 + Penalty 5954.987343 = -23656639.372483 nChanged 87 SP:Iteration 50Q (5229.130000 sec): 3 clusters Score: Raw -23662609.167524 + Penalty 5954.987343 = -23656654.180181 nChanged 84 SP:Iteration 51Q (5229.610000 sec): 3 clusters Score: Raw -23662623.952644 + Penalty 5954.987343 = -23656668.965301 nChanged 70 SP:Iteration 52Q (5230.090000 sec): 3 clusters Score: Raw -23662634.264345 + Penalty 5954.987343 = -23656679.277003 nChanged 40 SP:Iteration 53Q (5230.560000 sec): 3 clusters Score: Raw -23662640.295060 + Penalty 5954.987343 = -23656685.307717 nChanged 31 SP:Iteration 54Q (5231.830000 sec): 3 clusters Score: Raw -23662644.133481 + Penalty 5954.987343 = -23656689.146138 nChanged 22 SP:Iteration 55Q (5232.450000 sec): 3 clusters Score: Raw -23662647.142176 + Penalty 5954.987343 = -23656692.154834 nChanged 17 SP:Iteration 56Q (5232.930000 sec): 3 clusters Score: Raw -23662649.169586 + Penalty 5954.987343 = -23656694.182244 nChanged 12 SP:Iteration 57Q (5233.410000 sec): 3 clusters Score: Raw -23662650.338398 + Penalty 5954.987343 = -23656695.351056 nChanged 14 SP:Iteration 58Q (5233.890000 sec): 3 clusters Score: Raw -23662652.008260 + Penalty 5954.987343 = -23656697.020917 nChanged 10 SP:Iteration 59Q (5234.470000 sec): 3 clusters Score: Raw -23662653.260471 + Penalty 5954.987343 = -23656698.273128 nChanged 8 SP:Iteration 60F (5235.100000 sec): 3 clusters Score: Raw -23662654.303404 + Penalty 5954.987343 = -23656699.316061 nChanged 11 SP:Iteration 61Q (5235.570000 sec): 3 clusters Score: Raw -23662655.687859 + Penalty 5954.987343 = -23656700.700516 nChanged 10 SP:Iteration 62Q (5236.100000 sec): 3 clusters Score: Raw -23662656.964977 + Penalty 5954.987343 = -23656701.977634 nChanged 10 SP:Iteration 63Q (5236.580000 sec): 3 clusters Score: Raw -23662658.273888 + Penalty 5954.987343 = -23656703.286545 nChanged 11 SP:Iteration 64Q (5237.070000 sec): 3 clusters Score: Raw -23662659.839183 + Penalty 5954.987343 = -23656704.851841 nChanged 10 SP:Iteration 65Q (5237.540000 sec): 3 clusters Score: Raw -23662661.001025 + Penalty 5954.987343 = -23656706.013682 nChanged 4 SP:Iteration 66Q (5238.050000 sec): 3 clusters Score: Raw -23662661.477878 + Penalty 5954.987343 = -23656706.490536 nChanged 7 SP:Iteration 67Q (5238.560000 sec): 3 clusters Score: Raw -23662662.245333 + Penalty 5954.987343 = -23656707.257991 nChanged 8 SP:Iteration 68Q (5239.060000 sec): 3 clusters Score: Raw -23662663.397707 + Penalty 5954.987343 = -23656708.410365 nChanged 15 SP:Iteration 69Q (5239.570000 sec): 3 clusters Score: Raw -23662665.343391 + Penalty 5954.987343 = -23656710.356048 nChanged 14 SP:Iteration 70Q (5240.070000 sec): 3 clusters Score: Raw -23662666.906677 + Penalty 5954.987343 = -23656711.919335 nChanged 10 SP:Iteration 71Q (5240.570000 sec): 3 clusters Score: Raw -23662668.188032 + Penalty 5954.987343 = -23656713.200690 nChanged 9 SP:Iteration 72Q (5241.050000 sec): 3 clusters Score: Raw -23662669.259988 + Penalty 5954.987343 = -23656714.272645 nChanged 9 SP:Iteration 73Q (5241.530000 sec): 3 clusters Score: Raw -23662670.361067 + Penalty 5954.987343 = -23656715.373724 nChanged 11 SP:Iteration 74Q (5242.060000 sec): 3 clusters Score: Raw -23662671.705475 + Penalty 5954.987343 = -23656716.718132 nChanged 8 SP:Iteration 75Q (5242.520000 sec): 3 clusters Score: Raw -23662672.764920 + Penalty 5954.987343 = -23656717.777577 nChanged 7 SP:Iteration 76Q (5243.000000 sec): 3 clusters Score: Raw -23662673.567199 + Penalty 5954.987343 = -23656718.579856 nChanged 5 SP:Iteration 77Q (5243.510000 sec): 3 clusters Score: Raw -23662673.938341 + Penalty 5954.987343 = -23656718.950998 nChanged 4 SP:Iteration 78Q (5244.020000 sec): 3 clusters Score: Raw -23662674.385398 + Penalty 5954.987343 = -23656719.398056 nChanged 4 SP:Iteration 79Q (5244.490000 sec): 3 clusters Score: Raw -23662674.821711 + Penalty 5954.987343 = -23656719.834368 nChanged 4 SP:Iteration 80F (5245.110000 sec): 3 clusters Score: Raw -23662675.134093 + Penalty 5954.987343 = -23656720.146750 nChanged 3 SP:Iteration 81Q (5245.630000 sec): 3 clusters Score: Raw -23662675.407693 + Penalty 5954.987343 = -23656720.420351 nChanged 0 SP:Iteration 82F (5246.260000 sec): 3 clusters Score: Raw -23662675.407693 + Penalty 5954.987343 = -23656720.420351 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 3 (3224 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5246.350000 sec): 2 clusters Score: Raw -469376.375412 + Penalty 2003.437770 = -467372.937642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5246.360000 sec): 3 clusters Score: Raw -467955.243498 + Penalty 4006.875539 = -463948.367959 nChanged 1118 SP:Iteration 1F (5246.370000 sec): 3 clusters Score: Raw -468666.092138 + Penalty 4006.875539 = -464659.216598 nChanged 226 SP:Iteration 2F (5246.380000 sec): 3 clusters Score: Raw -468807.790268 + Penalty 4006.875539 = -464800.914728 nChanged 141 SP:Iteration 3Q (5246.390000 sec): 3 clusters Score: Raw -468895.398052 + Penalty 4006.875539 = -464888.522512 nChanged 113 SP:Iteration 4Q (5246.410000 sec): 3 clusters Score: Raw -468961.130953 + Penalty 4006.875539 = -464954.255413 nChanged 87 SP:Iteration 5Q (5246.420000 sec): 3 clusters Score: Raw -469008.979043 + Penalty 4006.875539 = -465002.103504 nChanged 77 SP:Iteration 6Q (5246.430000 sec): 3 clusters Score: Raw -469055.994808 + Penalty 4006.875539 = -465049.119268 nChanged 73 SP:Iteration 7Q (5246.440000 sec): 3 clusters Score: Raw -469101.045063 + Penalty 4006.875539 = -465094.169524 nChanged 67 SP:Iteration 8Q (5246.450000 sec): 3 clusters Score: Raw -469136.770833 + Penalty 4006.875539 = -465129.895294 nChanged 54 SP:Iteration 9Q (5246.470000 sec): 3 clusters Score: Raw -469165.531888 + Penalty 4006.875539 = -465158.656348 nChanged 44 SP:Iteration 10Q (5246.480000 sec): 3 clusters Score: Raw -469186.598553 + Penalty 4006.875539 = -465179.723013 nChanged 36 SP:Iteration 11Q (5246.490000 sec): 3 clusters Score: Raw -469205.287289 + Penalty 4006.875539 = -465198.411749 nChanged 28 SP:Iteration 12Q (5246.500000 sec): 3 clusters Score: Raw -469220.528943 + Penalty 4006.875539 = -465213.653404 nChanged 32 SP:Iteration 13Q (5246.510000 sec): 3 clusters Score: Raw -469238.273545 + Penalty 4006.875539 = -465231.398006 nChanged 29 SP:Iteration 14Q (5246.530000 sec): 3 clusters Score: Raw -469253.765489 + Penalty 4006.875539 = -465246.889949 nChanged 23 SP:Iteration 15Q (5246.540000 sec): 3 clusters Score: Raw -469266.735024 + Penalty 4006.875539 = -465259.859484 nChanged 26 SP:Iteration 16Q (5246.550000 sec): 3 clusters Score: Raw -469282.881804 + Penalty 4006.875539 = -465276.006265 nChanged 29 SP:Iteration 17Q (5246.560000 sec): 3 clusters Score: Raw -469298.888461 + Penalty 4006.875539 = -465292.012922 nChanged 28 SP:Iteration 18Q (5246.570000 sec): 3 clusters Score: Raw -469318.139805 + Penalty 4006.875539 = -465311.264265 nChanged 30 SP:Iteration 19Q (5246.590000 sec): 3 clusters Score: Raw -469332.484681 + Penalty 4006.875539 = -465325.609142 nChanged 25 SP:Iteration 20F (5246.600000 sec): 3 clusters Score: Raw -469343.587064 + Penalty 4006.875539 = -465336.711524 nChanged 19 SP:Iteration 21Q (5246.610000 sec): 3 clusters Score: Raw -469352.217094 + Penalty 4006.875539 = -465345.341554 nChanged 11 SP:Iteration 22Q (5246.620000 sec): 3 clusters Score: Raw -469356.636557 + Penalty 4006.875539 = -465349.761018 nChanged 10 SP:Iteration 23Q (5246.630000 sec): 3 clusters Score: Raw -469360.757036 + Penalty 4006.875539 = -465353.881496 nChanged 5 SP:Iteration 24Q (5246.650000 sec): 3 clusters Score: Raw -469364.599973 + Penalty 4006.875539 = -465357.724434 nChanged 4 SP:Iteration 25Q (5246.660000 sec): 3 clusters Score: Raw -469367.131922 + Penalty 4006.875539 = -465360.256383 nChanged 6 SP:Iteration 26Q (5246.670000 sec): 3 clusters Score: Raw -469369.130721 + Penalty 4006.875539 = -465362.255181 nChanged 8 SP:Iteration 27Q (5246.690000 sec): 3 clusters Score: Raw -469373.620958 + Penalty 4006.875539 = -465366.745418 nChanged 6 SP:Iteration 28Q (5246.700000 sec): 3 clusters Score: Raw -469376.716189 + Penalty 4006.875539 = -465369.840649 nChanged 7 SP:Iteration 29Q (5246.710000 sec): 3 clusters Score: Raw -469380.092315 + Penalty 4006.875539 = -465373.216776 nChanged 7 SP:Iteration 30Q (5246.720000 sec): 3 clusters Score: Raw -469383.661430 + Penalty 4006.875539 = -465376.785891 nChanged 9 SP:Iteration 31Q (5246.730000 sec): 3 clusters Score: Raw -469386.817118 + Penalty 4006.875539 = -465379.941579 nChanged 5 SP:Iteration 32Q (5246.750000 sec): 3 clusters Score: Raw -469388.748501 + Penalty 4006.875539 = -465381.872962 nChanged 5 SP:Iteration 33Q (5246.760000 sec): 3 clusters Score: Raw -469392.061428 + Penalty 4006.875539 = -465385.185888 nChanged 9 SP:Iteration 34Q (5246.770000 sec): 3 clusters Score: Raw -469398.115381 + Penalty 4006.875539 = -465391.239842 nChanged 12 SP:Iteration 35Q (5246.780000 sec): 3 clusters Score: Raw -469404.497902 + Penalty 4006.875539 = -465397.622363 nChanged 7 SP:Iteration 36Q (5246.790000 sec): 3 clusters Score: Raw -469408.705987 + Penalty 4006.875539 = -465401.830448 nChanged 8 SP:Iteration 37Q (5246.800000 sec): 3 clusters Score: Raw -469412.980817 + Penalty 4006.875539 = -465406.105278 nChanged 5 SP:Iteration 38Q (5246.810000 sec): 3 clusters Score: Raw -469414.929725 + Penalty 4006.875539 = -465408.054186 nChanged 3 SP:Iteration 39Q (5246.830000 sec): 3 clusters Score: Raw -469416.961405 + Penalty 4006.875539 = -465410.085866 nChanged 6 SP:Iteration 40F (5246.840000 sec): 3 clusters Score: Raw -469420.487219 + Penalty 4006.875539 = -465413.611680 nChanged 6 SP:Iteration 41Q (5246.850000 sec): 3 clusters Score: Raw -469424.738987 + Penalty 4006.875539 = -465417.863448 nChanged 10 SP:Iteration 42Q (5246.860000 sec): 3 clusters Score: Raw -469432.133122 + Penalty 4006.875539 = -465425.257582 nChanged 10 SP:Iteration 43Q (5246.880000 sec): 3 clusters Score: Raw -469440.787403 + Penalty 4006.875539 = -465433.911863 nChanged 9 SP:Iteration 44Q (5246.890000 sec): 3 clusters Score: Raw -469446.633817 + Penalty 4006.875539 = -465439.758277 nChanged 15 SP:Iteration 45Q (5246.900000 sec): 3 clusters Score: Raw -469457.059618 + Penalty 4006.875539 = -465450.184079 nChanged 8 SP:Iteration 46Q (5246.910000 sec): 3 clusters Score: Raw -469460.982404 + Penalty 4006.875539 = -465454.106865 nChanged 5 SP:Iteration 47Q (5246.920000 sec): 3 clusters Score: Raw -469463.305601 + Penalty 4006.875539 = -465456.430061 nChanged 7 SP:Iteration 48Q (5246.930000 sec): 3 clusters Score: Raw -469465.873953 + Penalty 4006.875539 = -465458.998413 nChanged 3 SP:Iteration 49Q (5246.950000 sec): 3 clusters Score: Raw -469468.381603 + Penalty 4006.875539 = -465461.506063 nChanged 5 SP:Iteration 50Q (5246.960000 sec): 3 clusters Score: Raw -469471.696991 + Penalty 4006.875539 = -465464.821452 nChanged 4 SP:Iteration 51Q (5246.970000 sec): 3 clusters Score: Raw -469474.175345 + Penalty 4006.875539 = -465467.299805 nChanged 4 SP:Iteration 52Q (5246.980000 sec): 3 clusters Score: Raw -469476.400207 + Penalty 4006.875539 = -465469.524668 nChanged 2 SP:Iteration 53Q (5246.990000 sec): 3 clusters Score: Raw -469477.869252 + Penalty 4006.875539 = -465470.993713 nChanged 1 SP:Iteration 54Q (5247.000000 sec): 3 clusters Score: Raw -469478.133641 + Penalty 4006.875539 = -465471.258102 nChanged 0 SP:Iteration 55F (5247.010000 sec): 3 clusters Score: Raw -469478.133641 + Penalty 4006.875539 = -465471.258102 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 4 (35206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5247.150000 sec): 2 clusters Score: Raw -4756766.406558 + Penalty 2596.305007 = -4754170.101551 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5247.290000 sec): 3 clusters Score: Raw -4735487.282577 + Penalty 5192.610014 = -4730294.672564 nChanged 15895 SP:Iteration 1F (5247.430000 sec): 3 clusters Score: Raw -4744540.912253 + Penalty 5192.610014 = -4739348.302239 nChanged 1966 SP:Iteration 2F (5247.570000 sec): 3 clusters Score: Raw -4745450.550785 + Penalty 5192.610014 = -4740257.940771 nChanged 1969 SP:Iteration 3F (5247.710000 sec): 3 clusters Score: Raw -4746503.092486 + Penalty 5192.610014 = -4741310.482472 nChanged 2018 SP:Iteration 4F (5247.870000 sec): 3 clusters Score: Raw -4747623.490458 + Penalty 5192.610014 = -4742430.880444 nChanged 2018 SP:Iteration 5F (5248.020000 sec): 3 clusters Score: Raw -4748788.914886 + Penalty 5192.610014 = -4743596.304873 nChanged 2002 SP:Iteration 6F (5248.160000 sec): 3 clusters Score: Raw -4750011.148544 + Penalty 5192.610014 = -4744818.538530 nChanged 2003 SP:Iteration 7F (5248.320000 sec): 3 clusters Score: Raw -4751282.398639 + Penalty 5192.610014 = -4746089.788626 nChanged 1868 SP:Iteration 8F (5248.480000 sec): 3 clusters Score: Raw -4752425.014310 + Penalty 5192.610014 = -4747232.404297 nChanged 1668 SP:Iteration 9Q (5248.630000 sec): 3 clusters Score: Raw -4753387.391974 + Penalty 5192.610014 = -4748194.781960 nChanged 1385 SP:Iteration 10Q (5248.760000 sec): 3 clusters Score: Raw -4754054.714912 + Penalty 5192.610014 = -4748862.104899 nChanged 1025 SP:Iteration 11Q (5248.910000 sec): 3 clusters Score: Raw -4754460.097160 + Penalty 5192.610014 = -4749267.487146 nChanged 800 SP:Iteration 12Q (5249.040000 sec): 3 clusters Score: Raw -4754715.905204 + Penalty 5192.610014 = -4749523.295190 nChanged 640 SP:Iteration 13Q (5249.170000 sec): 3 clusters Score: Raw -4754905.462272 + Penalty 5192.610014 = -4749712.852259 nChanged 500 SP:Iteration 14Q (5249.300000 sec): 3 clusters Score: Raw -4755036.869169 + Penalty 5192.610014 = -4749844.259155 nChanged 448 SP:Iteration 15Q (5249.430000 sec): 3 clusters Score: Raw -4755142.144919 + Penalty 5192.610014 = -4749949.534905 nChanged 372 SP:Iteration 16Q (5249.560000 sec): 3 clusters Score: Raw -4755219.122253 + Penalty 5192.610014 = -4750026.512239 nChanged 325 SP:Iteration 17Q (5249.690000 sec): 3 clusters Score: Raw -4755293.289951 + Penalty 5192.610014 = -4750100.679937 nChanged 333 SP:Iteration 18Q (5249.830000 sec): 3 clusters Score: Raw -4755374.790632 + Penalty 5192.610014 = -4750182.180618 nChanged 318 SP:Iteration 19Q (5249.960000 sec): 3 clusters Score: Raw -4755449.803240 + Penalty 5192.610014 = -4750257.193226 nChanged 292 SP:Iteration 20F (5250.090000 sec): 3 clusters Score: Raw -4755516.085187 + Penalty 5192.610014 = -4750323.475173 nChanged 307 SP:Iteration 21Q (5250.220000 sec): 3 clusters Score: Raw -4755585.327949 + Penalty 5192.610014 = -4750392.717936 nChanged 293 SP:Iteration 22Q (5250.350000 sec): 3 clusters Score: Raw -4755645.823497 + Penalty 5192.610014 = -4750453.213484 nChanged 263 SP:Iteration 23Q (5250.480000 sec): 3 clusters Score: Raw -4755696.877761 + Penalty 5192.610014 = -4750504.267748 nChanged 268 SP:Iteration 24Q (5250.600000 sec): 3 clusters Score: Raw -4755755.873690 + Penalty 5192.610014 = -4750563.263676 nChanged 301 SP:Iteration 25Q (5250.730000 sec): 3 clusters Score: Raw -4755825.229428 + Penalty 5192.610014 = -4750632.619415 nChanged 309 SP:Iteration 26Q (5250.850000 sec): 3 clusters Score: Raw -4755899.215485 + Penalty 5192.610014 = -4750706.605472 nChanged 318 SP:Iteration 27Q (5250.970000 sec): 3 clusters Score: Raw -4755971.448563 + Penalty 5192.610014 = -4750778.838549 nChanged 313 SP:Iteration 28Q (5251.080000 sec): 3 clusters Score: Raw -4756048.145511 + Penalty 5192.610014 = -4750855.535498 nChanged 323 SP:Iteration 29Q (5251.210000 sec): 3 clusters Score: Raw -4756131.958168 + Penalty 5192.610014 = -4750939.348154 nChanged 327 SP:Iteration 30Q (5251.320000 sec): 3 clusters Score: Raw -4756220.539597 + Penalty 5192.610014 = -4751027.929583 nChanged 318 SP:Iteration 31Q (5251.440000 sec): 3 clusters Score: Raw -4756311.949100 + Penalty 5192.610014 = -4751119.339087 nChanged 338 SP:Iteration 32Q (5251.550000 sec): 3 clusters Score: Raw -4756409.761157 + Penalty 5192.610014 = -4751217.151143 nChanged 336 SP:Iteration 33Q (5251.670000 sec): 3 clusters Score: Raw -4756511.043648 + Penalty 5192.610014 = -4751318.433635 nChanged 308 SP:Iteration 34Q (5251.790000 sec): 3 clusters Score: Raw -4756606.939984 + Penalty 5192.610014 = -4751414.329970 nChanged 292 SP:Iteration 35Q (5251.940000 sec): 3 clusters Score: Raw -4756694.401847 + Penalty 5192.610014 = -4751501.791833 nChanged 280 SP:Iteration 36Q (5252.060000 sec): 3 clusters Score: Raw -4756776.348766 + Penalty 5192.610014 = -4751583.738752 nChanged 292 SP:Iteration 37Q (5252.170000 sec): 3 clusters Score: Raw -4756872.441700 + Penalty 5192.610014 = -4751679.831687 nChanged 283 SP:Iteration 38Q (5252.290000 sec): 3 clusters Score: Raw -4756971.840101 + Penalty 5192.610014 = -4751779.230087 nChanged 268 SP:Iteration 39Q (5252.410000 sec): 3 clusters Score: Raw -4757061.805154 + Penalty 5192.610014 = -4751869.195141 nChanged 258 SP:Iteration 40F (5252.540000 sec): 3 clusters Score: Raw -4757158.355292 + Penalty 5192.610014 = -4751965.745278 nChanged 271 SP:Iteration 41Q (5252.660000 sec): 3 clusters Score: Raw -4757270.347376 + Penalty 5192.610014 = -4752077.737362 nChanged 258 SP:Iteration 42Q (5252.780000 sec): 3 clusters Score: Raw -4757375.641308 + Penalty 5192.610014 = -4752183.031294 nChanged 256 SP:Iteration 43Q (5252.890000 sec): 3 clusters Score: Raw -4757507.937885 + Penalty 5192.610014 = -4752315.327871 nChanged 257 SP:Iteration 44Q (5253.010000 sec): 3 clusters Score: Raw -4757675.131904 + Penalty 5192.610014 = -4752482.521890 nChanged 253 SP:Iteration 45Q (5253.120000 sec): 3 clusters Score: Raw -4757870.771590 + Penalty 5192.610014 = -4752678.161576 nChanged 261 SP:Iteration 46Q (5253.230000 sec): 3 clusters Score: Raw -4758073.104774 + Penalty 5192.610014 = -4752880.494761 nChanged 247 SP:Iteration 47Q (5253.340000 sec): 3 clusters Score: Raw -4758250.806459 + Penalty 5192.610014 = -4753058.196446 nChanged 224 SP:Iteration 48Q (5253.450000 sec): 3 clusters Score: Raw -4758437.833351 + Penalty 5192.610014 = -4753245.223337 nChanged 205 SP:Iteration 49Q (5253.550000 sec): 3 clusters Score: Raw -4758604.305158 + Penalty 5192.610014 = -4753411.695145 nChanged 179 SP:Iteration 50Q (5253.650000 sec): 3 clusters Score: Raw -4758728.620015 + Penalty 5192.610014 = -4753536.010001 nChanged 134 SP:Iteration 51Q (5253.750000 sec): 3 clusters Score: Raw -4758816.643161 + Penalty 5192.610014 = -4753624.033147 nChanged 120 SP:Iteration 52Q (5253.850000 sec): 3 clusters Score: Raw -4758869.707120 + Penalty 5192.610014 = -4753677.097106 nChanged 88 SP:Iteration 53Q (5253.950000 sec): 3 clusters Score: Raw -4758905.559685 + Penalty 5192.610014 = -4753712.949671 nChanged 64 SP:Iteration 54Q (5254.050000 sec): 3 clusters Score: Raw -4758928.647754 + Penalty 5192.610014 = -4753736.037741 nChanged 52 SP:Iteration 55Q (5254.150000 sec): 3 clusters Score: Raw -4758944.600688 + Penalty 5192.610014 = -4753751.990675 nChanged 38 SP:Iteration 56Q (5254.250000 sec): 3 clusters Score: Raw -4758958.419257 + Penalty 5192.610014 = -4753765.809244 nChanged 45 SP:Iteration 57Q (5254.350000 sec): 3 clusters Score: Raw -4758973.842781 + Penalty 5192.610014 = -4753781.232767 nChanged 31 SP:Iteration 58Q (5254.440000 sec): 3 clusters Score: Raw -4758981.647160 + Penalty 5192.610014 = -4753789.037146 nChanged 29 SP:Iteration 59Q (5254.540000 sec): 3 clusters Score: Raw -4758988.389922 + Penalty 5192.610014 = -4753795.779908 nChanged 17 SP:Iteration 60F (5254.670000 sec): 3 clusters Score: Raw -4758991.974359 + Penalty 5192.610014 = -4753799.364345 nChanged 9 SP:Iteration 61Q (5254.790000 sec): 3 clusters Score: Raw -4758994.310160 + Penalty 5192.610014 = -4753801.700146 nChanged 9 SP:Iteration 62Q (5254.890000 sec): 3 clusters Score: Raw -4758996.238849 + Penalty 5192.610014 = -4753803.628835 nChanged 10 SP:Iteration 63Q (5254.990000 sec): 3 clusters Score: Raw -4758998.315082 + Penalty 5192.610014 = -4753805.705069 nChanged 6 SP:Iteration 64Q (5255.100000 sec): 3 clusters Score: Raw -4758999.475477 + Penalty 5192.610014 = -4753806.865464 nChanged 5 SP:Iteration 65Q (5255.230000 sec): 3 clusters Score: Raw -4759000.266497 + Penalty 5192.610014 = -4753807.656483 nChanged 4 SP:Iteration 66Q (5255.320000 sec): 3 clusters Score: Raw -4759000.963682 + Penalty 5192.610014 = -4753808.353669 nChanged 3 SP:Iteration 67Q (5255.430000 sec): 3 clusters Score: Raw -4759001.343265 + Penalty 5192.610014 = -4753808.733251 nChanged 3 SP:Iteration 68Q (5255.540000 sec): 3 clusters Score: Raw -4759001.754537 + Penalty 5192.610014 = -4753809.144523 nChanged 3 SP:Iteration 69Q (5255.640000 sec): 3 clusters Score: Raw -4759002.246862 + Penalty 5192.610014 = -4753809.636849 nChanged 4 SP:Iteration 70Q (5255.750000 sec): 3 clusters Score: Raw -4759003.013531 + Penalty 5192.610014 = -4753810.403517 nChanged 3 SP:Iteration 71Q (5255.850000 sec): 3 clusters Score: Raw -4759003.675569 + Penalty 5192.610014 = -4753811.065556 nChanged 6 SP:Iteration 72Q (5255.950000 sec): 3 clusters Score: Raw -4759005.194040 + Penalty 5192.610014 = -4753812.584027 nChanged 6 SP:Iteration 73Q (5256.060000 sec): 3 clusters Score: Raw -4759006.334611 + Penalty 5192.610014 = -4753813.724597 nChanged 4 SP:Iteration 74Q (5256.160000 sec): 3 clusters Score: Raw -4759007.349334 + Penalty 5192.610014 = -4753814.739320 nChanged 3 SP:Iteration 75Q (5256.260000 sec): 3 clusters Score: Raw -4759008.331429 + Penalty 5192.610014 = -4753815.721415 nChanged 2 SP:Iteration 76Q (5256.370000 sec): 3 clusters Score: Raw -4759008.587814 + Penalty 5192.610014 = -4753815.977800 nChanged 1 SP:Iteration 77Q (5256.470000 sec): 3 clusters Score: Raw -4759008.804764 + Penalty 5192.610014 = -4753816.194750 nChanged 3 SP:Iteration 78Q (5256.560000 sec): 3 clusters Score: Raw -4759009.281119 + Penalty 5192.610014 = -4753816.671105 nChanged 1 SP:Iteration 79Q (5256.670000 sec): 3 clusters Score: Raw -4759009.425759 + Penalty 5192.610014 = -4753816.815745 nChanged 1 SP:Iteration 80F (5256.800000 sec): 3 clusters Score: Raw -4759009.715329 + Penalty 5192.610014 = -4753817.105315 nChanged 1 SP:Iteration 81Q (5256.900000 sec): 3 clusters Score: Raw -4759009.885095 + Penalty 5192.610014 = -4753817.275082 nChanged 1 SP:Iteration 82Q (5257.000000 sec): 3 clusters Score: Raw -4759010.073023 + Penalty 5192.610014 = -4753817.463010 nChanged 1 SP:Iteration 83Q (5257.100000 sec): 3 clusters Score: Raw -4759010.199635 + Penalty 5192.610014 = -4753817.589622 nChanged 1 SP:Iteration 84Q (5257.200000 sec): 3 clusters Score: Raw -4759010.411738 + Penalty 5192.610014 = -4753817.801725 nChanged 3 SP:Iteration 85Q (5257.300000 sec): 3 clusters Score: Raw -4759010.987225 + Penalty 5192.610014 = -4753818.377211 nChanged 5 SP:Iteration 86Q (5257.410000 sec): 3 clusters Score: Raw -4759011.685647 + Penalty 5192.610014 = -4753819.075633 nChanged 5 SP:Iteration 87Q (5257.520000 sec): 3 clusters Score: Raw -4759013.093259 + Penalty 5192.610014 = -4753820.483246 nChanged 8 SP:Iteration 88Q (5257.610000 sec): 3 clusters Score: Raw -4759014.857377 + Penalty 5192.610014 = -4753822.247363 nChanged 10 SP:Iteration 89Q (5257.720000 sec): 3 clusters Score: Raw -4759017.106047 + Penalty 5192.610014 = -4753824.496033 nChanged 9 SP:Iteration 90Q (5257.820000 sec): 3 clusters Score: Raw -4759019.586786 + Penalty 5192.610014 = -4753826.976772 nChanged 10 SP:Iteration 91Q (5257.920000 sec): 3 clusters Score: Raw -4759022.612568 + Penalty 5192.610014 = -4753830.002554 nChanged 9 SP:Iteration 92Q (5258.020000 sec): 3 clusters Score: Raw -4759024.953749 + Penalty 5192.610014 = -4753832.343735 nChanged 4 SP:Iteration 93Q (5258.130000 sec): 3 clusters Score: Raw -4759025.667027 + Penalty 5192.610014 = -4753833.057014 nChanged 3 SP:Iteration 94Q (5258.230000 sec): 3 clusters Score: Raw -4759026.073940 + Penalty 5192.610014 = -4753833.463926 nChanged 1 SP:Iteration 95Q (5258.330000 sec): 3 clusters Score: Raw -4759026.376086 + Penalty 5192.610014 = -4753833.766072 nChanged 3 SP:Iteration 96Q (5258.430000 sec): 3 clusters Score: Raw -4759026.839209 + Penalty 5192.610014 = -4753834.229195 nChanged 4 SP:Iteration 97Q (5258.530000 sec): 3 clusters Score: Raw -4759027.376443 + Penalty 5192.610014 = -4753834.766429 nChanged 1 SP:Iteration 98Q (5258.630000 sec): 3 clusters Score: Raw -4759027.474361 + Penalty 5192.610014 = -4753834.864347 nChanged 0 SP:Iteration 99F (5258.770000 sec): 3 clusters Score: Raw -4759027.474361 + Penalty 5192.610014 = -4753834.864347 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 5 (12425 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5258.820000 sec): 2 clusters Score: Raw -1775579.117071 + Penalty 2338.011531 = -1773241.105540 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5258.870000 sec): 3 clusters Score: Raw -1768719.318874 + Penalty 4676.023062 = -1764043.295812 nChanged 5258 SP:Iteration 1F (5258.910000 sec): 3 clusters Score: Raw -1771643.444131 + Penalty 4676.023062 = -1766967.421069 nChanged 799 SP:Iteration 2F (5258.960000 sec): 3 clusters Score: Raw -1772038.025353 + Penalty 4676.023062 = -1767362.002291 nChanged 656 SP:Iteration 3F (5259.010000 sec): 3 clusters Score: Raw -1772368.832603 + Penalty 4676.023062 = -1767692.809541 nChanged 547 SP:Iteration 4Q (5259.050000 sec): 3 clusters Score: Raw -1772660.557299 + Penalty 4676.023062 = -1767984.534237 nChanged 557 SP:Iteration 5Q (5259.090000 sec): 3 clusters Score: Raw -1772980.975025 + Penalty 4676.023062 = -1768304.951963 nChanged 549 SP:Iteration 6Q (5259.140000 sec): 3 clusters Score: Raw -1773300.656778 + Penalty 4676.023062 = -1768624.633716 nChanged 541 SP:Iteration 7Q (5259.190000 sec): 3 clusters Score: Raw -1773635.129822 + Penalty 4676.023062 = -1768959.106760 nChanged 535 SP:Iteration 8Q (5259.240000 sec): 3 clusters Score: Raw -1773950.999413 + Penalty 4676.023062 = -1769274.976351 nChanged 469 SP:Iteration 9Q (5259.290000 sec): 3 clusters Score: Raw -1774256.882311 + Penalty 4676.023062 = -1769580.859249 nChanged 472 SP:Iteration 10Q (5259.330000 sec): 3 clusters Score: Raw -1774557.930162 + Penalty 4676.023062 = -1769881.907100 nChanged 447 SP:Iteration 11Q (5259.470000 sec): 3 clusters Score: Raw -1774835.034065 + Penalty 4676.023062 = -1770159.011003 nChanged 385 SP:Iteration 12Q (5259.690000 sec): 3 clusters Score: Raw -1775053.517165 + Penalty 4676.023062 = -1770377.494103 nChanged 324 SP:Iteration 13Q (5259.760000 sec): 3 clusters Score: Raw -1775252.086034 + Penalty 4676.023062 = -1770576.062972 nChanged 276 SP:Iteration 14Q (5259.940000 sec): 3 clusters Score: Raw -1775413.734049 + Penalty 4676.023062 = -1770737.710987 nChanged 217 SP:Iteration 15Q (5260.010000 sec): 3 clusters Score: Raw -1775520.376872 + Penalty 4676.023062 = -1770844.353810 nChanged 199 SP:Iteration 16Q (5260.130000 sec): 3 clusters Score: Raw -1775611.765791 + Penalty 4676.023062 = -1770935.742729 nChanged 160 SP:Iteration 17Q (5260.260000 sec): 3 clusters Score: Raw -1775679.723361 + Penalty 4676.023062 = -1771003.700299 nChanged 121 SP:Iteration 18Q (5260.480000 sec): 3 clusters Score: Raw -1775726.079891 + Penalty 4676.023062 = -1771050.056829 nChanged 92 SP:Iteration 19Q (5260.600000 sec): 3 clusters Score: Raw -1775754.289428 + Penalty 4676.023062 = -1771078.266366 nChanged 62 SP:Iteration 20F (5260.730000 sec): 3 clusters Score: Raw -1775770.647890 + Penalty 4676.023062 = -1771094.624828 nChanged 53 SP:Iteration 21Q (5260.870000 sec): 3 clusters Score: Raw -1775785.144457 + Penalty 4676.023062 = -1771109.121395 nChanged 50 SP:Iteration 22Q (5261.060000 sec): 3 clusters Score: Raw -1775797.819287 + Penalty 4676.023062 = -1771121.796225 nChanged 43 SP:Iteration 23Q (5261.160000 sec): 3 clusters Score: Raw -1775807.128909 + Penalty 4676.023062 = -1771131.105847 nChanged 32 SP:Iteration 24Q (5261.270000 sec): 3 clusters Score: Raw -1775815.424913 + Penalty 4676.023062 = -1771139.401850 nChanged 35 SP:Iteration 25Q (5261.480000 sec): 3 clusters Score: Raw -1775824.028968 + Penalty 4676.023062 = -1771148.005906 nChanged 37 SP:Iteration 26Q (5261.660000 sec): 3 clusters Score: Raw -1775832.520343 + Penalty 4676.023062 = -1771156.497281 nChanged 35 SP:Iteration 27Q (5261.810000 sec): 3 clusters Score: Raw -1775841.291642 + Penalty 4676.023062 = -1771165.268580 nChanged 29 SP:Iteration 28Q (5262.050000 sec): 3 clusters Score: Raw -1775847.564172 + Penalty 4676.023062 = -1771171.541110 nChanged 19 SP:Iteration 29Q (5262.180000 sec): 3 clusters Score: Raw -1775852.527377 + Penalty 4676.023062 = -1771176.504315 nChanged 19 SP:Iteration 30Q (5262.220000 sec): 3 clusters Score: Raw -1775857.225284 + Penalty 4676.023062 = -1771181.202222 nChanged 16 SP:Iteration 31Q (5262.260000 sec): 3 clusters Score: Raw -1775860.584413 + Penalty 4676.023062 = -1771184.561351 nChanged 14 SP:Iteration 32Q (5262.300000 sec): 3 clusters Score: Raw -1775863.994113 + Penalty 4676.023062 = -1771187.971051 nChanged 6 SP:Iteration 33Q (5262.340000 sec): 3 clusters Score: Raw -1775865.019426 + Penalty 4676.023062 = -1771188.996364 nChanged 9 SP:Iteration 34Q (5262.380000 sec): 3 clusters Score: Raw -1775867.324980 + Penalty 4676.023062 = -1771191.301918 nChanged 5 SP:Iteration 35Q (5262.430000 sec): 3 clusters Score: Raw -1775868.142905 + Penalty 4676.023062 = -1771192.119843 nChanged 1 SP:Iteration 36Q (5262.470000 sec): 3 clusters Score: Raw -1775868.258942 + Penalty 4676.023062 = -1771192.235880 nChanged 0 SP:Iteration 37F (5262.520000 sec): 3 clusters Score: Raw -1775868.258942 + Penalty 4676.023062 = -1771192.235880 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 6 (69898 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5262.770000 sec): 2 clusters Score: Raw -10133923.789578 + Penalty 2766.388494 = -10131157.401084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5263.060000 sec): 3 clusters Score: Raw -10089777.097158 + Penalty 5532.776988 = -10084244.320170 nChanged 32768 SP:Iteration 1F (5263.340000 sec): 3 clusters Score: Raw -10108608.122144 + Penalty 5532.776988 = -10103075.345155 nChanged 3133 SP:Iteration 2Q (5263.640000 sec): 3 clusters Score: Raw -10109648.900481 + Penalty 5532.776988 = -10104116.123493 nChanged 3202 SP:Iteration 3Q (5263.950000 sec): 3 clusters Score: Raw -10110884.624084 + Penalty 5532.776988 = -10105351.847096 nChanged 3316 SP:Iteration 4Q (5264.280000 sec): 3 clusters Score: Raw -10112459.335792 + Penalty 5532.776988 = -10106926.558803 nChanged 3749 SP:Iteration 5F (5264.540000 sec): 3 clusters Score: Raw -10114580.824351 + Penalty 5532.776988 = -10109048.047362 nChanged 3935 SP:Iteration 6F (5264.820000 sec): 3 clusters Score: Raw -10117259.937791 + Penalty 5532.776988 = -10111727.160802 nChanged 4114 SP:Iteration 7F (5265.100000 sec): 3 clusters Score: Raw -10120283.835467 + Penalty 5532.776988 = -10114751.058478 nChanged 3902 SP:Iteration 8F (5265.390000 sec): 3 clusters Score: Raw -10122926.470285 + Penalty 5532.776988 = -10117393.693297 nChanged 3298 SP:Iteration 9Q (5265.760000 sec): 3 clusters Score: Raw -10124640.622039 + Penalty 5532.776988 = -10119107.845051 nChanged 2265 SP:Iteration 10Q (5266.040000 sec): 3 clusters Score: Raw -10125511.322586 + Penalty 5532.776988 = -10119978.545597 nChanged 1590 SP:Iteration 11Q (5266.300000 sec): 3 clusters Score: Raw -10126001.900441 + Penalty 5532.776988 = -10120469.123453 nChanged 1203 SP:Iteration 12Q (5266.550000 sec): 3 clusters Score: Raw -10126372.621984 + Penalty 5532.776988 = -10120839.844996 nChanged 1031 SP:Iteration 13Q (5266.810000 sec): 3 clusters Score: Raw -10126676.097000 + Penalty 5532.776988 = -10121143.320011 nChanged 905 SP:Iteration 14Q (5267.070000 sec): 3 clusters Score: Raw -10126928.969052 + Penalty 5532.776988 = -10121396.192064 nChanged 850 SP:Iteration 15Q (5267.330000 sec): 3 clusters Score: Raw -10127149.257666 + Penalty 5532.776988 = -10121616.480677 nChanged 806 SP:Iteration 16Q (5267.590000 sec): 3 clusters Score: Raw -10127350.732113 + Penalty 5532.776988 = -10121817.955125 nChanged 738 SP:Iteration 17Q (5267.840000 sec): 3 clusters Score: Raw -10127531.455103 + Penalty 5532.776988 = -10121998.678115 nChanged 739 SP:Iteration 18Q (5268.100000 sec): 3 clusters Score: Raw -10127704.008314 + Penalty 5532.776988 = -10122171.231326 nChanged 678 SP:Iteration 19Q (5268.350000 sec): 3 clusters Score: Raw -10127875.158583 + Penalty 5532.776988 = -10122342.381594 nChanged 724 SP:Iteration 20F (5268.630000 sec): 3 clusters Score: Raw -10128073.090823 + Penalty 5532.776988 = -10122540.313835 nChanged 759 SP:Iteration 21Q (5268.880000 sec): 3 clusters Score: Raw -10128280.788665 + Penalty 5532.776988 = -10122748.011677 nChanged 777 SP:Iteration 22Q (5269.120000 sec): 3 clusters Score: Raw -10128494.602300 + Penalty 5532.776988 = -10122961.825311 nChanged 805 SP:Iteration 23Q (5269.360000 sec): 3 clusters Score: Raw -10128712.151817 + Penalty 5532.776988 = -10123179.374828 nChanged 754 SP:Iteration 24Q (5269.600000 sec): 3 clusters Score: Raw -10128919.101781 + Penalty 5532.776988 = -10123386.324793 nChanged 763 SP:Iteration 25Q (5269.850000 sec): 3 clusters Score: Raw -10129119.106875 + Penalty 5532.776988 = -10123586.329887 nChanged 757 SP:Iteration 26Q (5270.090000 sec): 3 clusters Score: Raw -10129319.372341 + Penalty 5532.776988 = -10123786.595352 nChanged 740 SP:Iteration 27Q (5270.810000 sec): 3 clusters Score: Raw -10129520.428095 + Penalty 5532.776988 = -10123987.651107 nChanged 747 SP:Iteration 28Q (5271.420000 sec): 3 clusters Score: Raw -10129716.133013 + Penalty 5532.776988 = -10124183.356025 nChanged 740 SP:Iteration 29Q (5271.670000 sec): 3 clusters Score: Raw -10129921.548891 + Penalty 5532.776988 = -10124388.771903 nChanged 725 SP:Iteration 30Q (5271.920000 sec): 3 clusters Score: Raw -10130129.916738 + Penalty 5532.776988 = -10124597.139750 nChanged 735 SP:Iteration 31Q (5272.170000 sec): 3 clusters Score: Raw -10130342.078367 + Penalty 5532.776988 = -10124809.301378 nChanged 743 SP:Iteration 32Q (5272.410000 sec): 3 clusters Score: Raw -10130561.485325 + Penalty 5532.776988 = -10125028.708336 nChanged 734 SP:Iteration 33Q (5272.790000 sec): 3 clusters Score: Raw -10130775.987181 + Penalty 5532.776988 = -10125243.210193 nChanged 701 SP:Iteration 34Q (5273.030000 sec): 3 clusters Score: Raw -10130980.259582 + Penalty 5532.776988 = -10125447.482593 nChanged 685 SP:Iteration 35Q (5273.270000 sec): 3 clusters Score: Raw -10131167.791177 + Penalty 5532.776988 = -10125635.014189 nChanged 649 SP:Iteration 36Q (5273.510000 sec): 3 clusters Score: Raw -10131346.244199 + Penalty 5532.776988 = -10125813.467211 nChanged 651 SP:Iteration 37Q (5273.760000 sec): 3 clusters Score: Raw -10131529.604859 + Penalty 5532.776988 = -10125996.827870 nChanged 589 SP:Iteration 38Q (5274.000000 sec): 3 clusters Score: Raw -10131697.653653 + Penalty 5532.776988 = -10126164.876664 nChanged 587 SP:Iteration 39Q (5274.220000 sec): 3 clusters Score: Raw -10131863.348645 + Penalty 5532.776988 = -10126330.571656 nChanged 540 SP:Iteration 40F (5274.600000 sec): 3 clusters Score: Raw -10132017.850738 + Penalty 5532.776988 = -10126485.073750 nChanged 530 SP:Iteration 41Q (5274.870000 sec): 3 clusters Score: Raw -10132145.371270 + Penalty 5532.776988 = -10126612.594281 nChanged 521 SP:Iteration 42Q (5275.110000 sec): 3 clusters Score: Raw -10132272.966455 + Penalty 5532.776988 = -10126740.189467 nChanged 482 SP:Iteration 43Q (5275.340000 sec): 3 clusters Score: Raw -10132397.397346 + Penalty 5532.776988 = -10126864.620358 nChanged 446 SP:Iteration 44Q (5275.570000 sec): 3 clusters Score: Raw -10132519.720462 + Penalty 5532.776988 = -10126986.943473 nChanged 460 SP:Iteration 45Q (5275.880000 sec): 3 clusters Score: Raw -10132634.812441 + Penalty 5532.776988 = -10127102.035453 nChanged 460 SP:Iteration 46Q (5276.110000 sec): 3 clusters Score: Raw -10132747.658704 + Penalty 5532.776988 = -10127214.881716 nChanged 424 SP:Iteration 47Q (5276.340000 sec): 3 clusters Score: Raw -10132848.668983 + Penalty 5532.776988 = -10127315.891995 nChanged 398 SP:Iteration 48Q (5276.610000 sec): 3 clusters Score: Raw -10132935.226402 + Penalty 5532.776988 = -10127402.449414 nChanged 355 SP:Iteration 49Q (5276.850000 sec): 3 clusters Score: Raw -10133005.789642 + Penalty 5532.776988 = -10127473.012654 nChanged 337 SP:Iteration 50Q (5277.080000 sec): 3 clusters Score: Raw -10133075.128674 + Penalty 5532.776988 = -10127542.351685 nChanged 304 SP:Iteration 51Q (5277.300000 sec): 3 clusters Score: Raw -10133130.691583 + Penalty 5532.776988 = -10127597.914595 nChanged 255 SP:Iteration 52Q (5277.530000 sec): 3 clusters Score: Raw -10133173.785223 + Penalty 5532.776988 = -10127641.008235 nChanged 237 SP:Iteration 53Q (5277.750000 sec): 3 clusters Score: Raw -10133214.112255 + Penalty 5532.776988 = -10127681.335267 nChanged 249 SP:Iteration 54Q (5277.980000 sec): 3 clusters Score: Raw -10133258.504356 + Penalty 5532.776988 = -10127725.727368 nChanged 256 SP:Iteration 55Q (5278.210000 sec): 3 clusters Score: Raw -10133306.346508 + Penalty 5532.776988 = -10127773.569520 nChanged 261 SP:Iteration 56Q (5278.430000 sec): 3 clusters Score: Raw -10133354.582909 + Penalty 5532.776988 = -10127821.805921 nChanged 243 SP:Iteration 57Q (5278.660000 sec): 3 clusters Score: Raw -10133398.502846 + Penalty 5532.776988 = -10127865.725858 nChanged 223 SP:Iteration 58Q (5278.890000 sec): 3 clusters Score: Raw -10133437.826460 + Penalty 5532.776988 = -10127905.049472 nChanged 213 SP:Iteration 59Q (5279.110000 sec): 3 clusters Score: Raw -10133475.929348 + Penalty 5532.776988 = -10127943.152360 nChanged 215 SP:Iteration 60F (5279.390000 sec): 3 clusters Score: Raw -10133514.433860 + Penalty 5532.776988 = -10127981.656871 nChanged 213 SP:Iteration 61Q (5279.610000 sec): 3 clusters Score: Raw -10133557.398563 + Penalty 5532.776988 = -10128024.621575 nChanged 213 SP:Iteration 62Q (5279.840000 sec): 3 clusters Score: Raw -10133597.196618 + Penalty 5532.776988 = -10128064.419629 nChanged 193 SP:Iteration 63Q (5280.060000 sec): 3 clusters Score: Raw -10133633.807776 + Penalty 5532.776988 = -10128101.030788 nChanged 197 SP:Iteration 64Q (5280.420000 sec): 3 clusters Score: Raw -10133674.521519 + Penalty 5532.776988 = -10128141.744530 nChanged 197 SP:Iteration 65Q (5280.640000 sec): 3 clusters Score: Raw -10133710.257839 + Penalty 5532.776988 = -10128177.480850 nChanged 195 SP:Iteration 66Q (5280.860000 sec): 3 clusters Score: Raw -10133748.481207 + Penalty 5532.776988 = -10128215.704219 nChanged 169 SP:Iteration 67Q (5281.080000 sec): 3 clusters Score: Raw -10133783.763088 + Penalty 5532.776988 = -10128250.986099 nChanged 180 SP:Iteration 68Q (5281.290000 sec): 3 clusters Score: Raw -10133820.718858 + Penalty 5532.776988 = -10128287.941869 nChanged 170 SP:Iteration 69Q (5281.510000 sec): 3 clusters Score: Raw -10133857.106727 + Penalty 5532.776988 = -10128324.329739 nChanged 165 SP:Iteration 70Q (5281.730000 sec): 3 clusters Score: Raw -10133894.275748 + Penalty 5532.776988 = -10128361.498759 nChanged 162 SP:Iteration 71Q (5281.940000 sec): 3 clusters Score: Raw -10133934.609631 + Penalty 5532.776988 = -10128401.832643 nChanged 181 SP:Iteration 72Q (5282.160000 sec): 3 clusters Score: Raw -10133982.146403 + Penalty 5532.776988 = -10128449.369415 nChanged 187 SP:Iteration 73Q (5282.380000 sec): 3 clusters Score: Raw -10134029.543223 + Penalty 5532.776988 = -10128496.766234 nChanged 188 SP:Iteration 74Q (5282.590000 sec): 3 clusters Score: Raw -10134077.104511 + Penalty 5532.776988 = -10128544.327523 nChanged 170 SP:Iteration 75Q (5282.800000 sec): 3 clusters Score: Raw -10134119.814601 + Penalty 5532.776988 = -10128587.037613 nChanged 154 SP:Iteration 76Q (5283.010000 sec): 3 clusters Score: Raw -10134158.118974 + Penalty 5532.776988 = -10128625.341986 nChanged 153 SP:Iteration 77Q (5283.220000 sec): 3 clusters Score: Raw -10134196.851414 + Penalty 5532.776988 = -10128664.074426 nChanged 154 SP:Iteration 78Q (5283.430000 sec): 3 clusters Score: Raw -10134235.543553 + Penalty 5532.776988 = -10128702.766564 nChanged 140 SP:Iteration 79Q (5283.640000 sec): 3 clusters Score: Raw -10134270.334759 + Penalty 5532.776988 = -10128737.557770 nChanged 127 SP:Iteration 80F (5283.900000 sec): 3 clusters Score: Raw -10134301.752522 + Penalty 5532.776988 = -10128768.975534 nChanged 134 SP:Iteration 81Q (5284.110000 sec): 3 clusters Score: Raw -10134341.083986 + Penalty 5532.776988 = -10128808.306998 nChanged 131 SP:Iteration 82Q (5284.320000 sec): 3 clusters Score: Raw -10134372.525230 + Penalty 5532.776988 = -10128839.748241 nChanged 89 SP:Iteration 83Q (5284.520000 sec): 3 clusters Score: Raw -10134394.435194 + Penalty 5532.776988 = -10128861.658206 nChanged 86 SP:Iteration 84Q (5284.720000 sec): 3 clusters Score: Raw -10134414.877083 + Penalty 5532.776988 = -10128882.100095 nChanged 80 SP:Iteration 85Q (5284.930000 sec): 3 clusters Score: Raw -10134433.428597 + Penalty 5532.776988 = -10128900.651609 nChanged 78 SP:Iteration 86Q (5285.130000 sec): 3 clusters Score: Raw -10134453.779776 + Penalty 5532.776988 = -10128921.002787 nChanged 87 SP:Iteration 87Q (5285.340000 sec): 3 clusters Score: Raw -10134475.675116 + Penalty 5532.776988 = -10128942.898128 nChanged 83 SP:Iteration 88Q (5285.550000 sec): 3 clusters Score: Raw -10134492.894829 + Penalty 5532.776988 = -10128960.117840 nChanged 71 SP:Iteration 89Q (5285.770000 sec): 3 clusters Score: Raw -10134509.952026 + Penalty 5532.776988 = -10128977.175038 nChanged 53 SP:Iteration 90Q (5285.980000 sec): 3 clusters Score: Raw -10134521.165480 + Penalty 5532.776988 = -10128988.388491 nChanged 49 SP:Iteration 91Q (5286.200000 sec): 3 clusters Score: Raw -10134531.935165 + Penalty 5532.776988 = -10128999.158177 nChanged 48 SP:Iteration 92Q (5286.410000 sec): 3 clusters Score: Raw -10134541.822429 + Penalty 5532.776988 = -10129009.045440 nChanged 45 SP:Iteration 93Q (5286.620000 sec): 3 clusters Score: Raw -10134551.431768 + Penalty 5532.776988 = -10129018.654780 nChanged 36 SP:Iteration 94Q (5286.830000 sec): 3 clusters Score: Raw -10134559.343914 + Penalty 5532.776988 = -10129026.566926 nChanged 39 SP:Iteration 95Q (5287.040000 sec): 3 clusters Score: Raw -10134568.892212 + Penalty 5532.776988 = -10129036.115224 nChanged 39 SP:Iteration 96Q (5287.240000 sec): 3 clusters Score: Raw -10134579.568830 + Penalty 5532.776988 = -10129046.791842 nChanged 34 SP:Iteration 97Q (5287.450000 sec): 3 clusters Score: Raw -10134587.395714 + Penalty 5532.776988 = -10129054.618726 nChanged 33 SP:Iteration 98Q (5287.660000 sec): 3 clusters Score: Raw -10134594.303768 + Penalty 5532.776988 = -10129061.526780 nChanged 31 SP:Iteration 99Q (5287.870000 sec): 3 clusters Score: Raw -10134600.874054 + Penalty 5532.776988 = -10129068.097065 nChanged 23 SP:Iteration 100F (5288.150000 sec): 3 clusters Score: Raw -10134604.779273 + Penalty 5532.776988 = -10129072.002285 nChanged 21 SP:Iteration 101Q (5288.360000 sec): 3 clusters Score: Raw -10134609.151626 + Penalty 5532.776988 = -10129076.374638 nChanged 19 SP:Iteration 102Q (5288.590000 sec): 3 clusters Score: Raw -10134613.243888 + Penalty 5532.776988 = -10129080.466900 nChanged 13 SP:Iteration 103Q (5288.790000 sec): 3 clusters Score: Raw -10134615.864373 + Penalty 5532.776988 = -10129083.087385 nChanged 13 SP:Iteration 104Q (5289.000000 sec): 3 clusters Score: Raw -10134619.026131 + Penalty 5532.776988 = -10129086.249142 nChanged 19 SP:Iteration 105Q (5289.200000 sec): 3 clusters Score: Raw -10134623.838713 + Penalty 5532.776988 = -10129091.061725 nChanged 28 SP:Iteration 106Q (5289.400000 sec): 3 clusters Score: Raw -10134630.753694 + Penalty 5532.776988 = -10129097.976706 nChanged 29 SP:Iteration 107Q (5289.600000 sec): 3 clusters Score: Raw -10134637.750438 + Penalty 5532.776988 = -10129104.973449 nChanged 15 SP:Iteration 108Q (5289.810000 sec): 3 clusters Score: Raw -10134642.091945 + Penalty 5532.776988 = -10129109.314957 nChanged 23 SP:Iteration 109Q (5290.010000 sec): 3 clusters Score: Raw -10134647.474939 + Penalty 5532.776988 = -10129114.697951 nChanged 21 SP:Iteration 110Q (5290.220000 sec): 3 clusters Score: Raw -10134652.279836 + Penalty 5532.776988 = -10129119.502848 nChanged 30 SP:Iteration 111Q (5290.430000 sec): 3 clusters Score: Raw -10134659.830796 + Penalty 5532.776988 = -10129127.053808 nChanged 27 SP:Iteration 112Q (5290.640000 sec): 3 clusters Score: Raw -10134666.743077 + Penalty 5532.776988 = -10129133.966089 nChanged 25 SP:Iteration 113Q (5290.850000 sec): 3 clusters Score: Raw -10134671.979300 + Penalty 5532.776988 = -10129139.202312 nChanged 23 SP:Iteration 114Q (5291.050000 sec): 3 clusters Score: Raw -10134677.128256 + Penalty 5532.776988 = -10129144.351268 nChanged 19 SP:Iteration 115Q (5291.260000 sec): 3 clusters Score: Raw -10134681.679694 + Penalty 5532.776988 = -10129148.902705 nChanged 21 SP:Iteration 116Q (5291.470000 sec): 3 clusters Score: Raw -10134687.063864 + Penalty 5532.776988 = -10129154.286876 nChanged 19 SP:Iteration 117Q (5291.670000 sec): 3 clusters Score: Raw -10134691.690971 + Penalty 5532.776988 = -10129158.913982 nChanged 12 SP:Iteration 118Q (5291.870000 sec): 3 clusters Score: Raw -10134694.554169 + Penalty 5532.776988 = -10129161.777181 nChanged 12 SP:Iteration 119Q (5292.080000 sec): 3 clusters Score: Raw -10134696.705478 + Penalty 5532.776988 = -10129163.928489 nChanged 7 SP:Iteration 120F (5292.350000 sec): 3 clusters Score: Raw -10134698.352872 + Penalty 5532.776988 = -10129165.575884 nChanged 7 SP:Iteration 121Q (5292.560000 sec): 3 clusters Score: Raw -10134699.578882 + Penalty 5532.776988 = -10129166.801894 nChanged 7 SP:Iteration 122Q (5292.770000 sec): 3 clusters Score: Raw -10134700.775065 + Penalty 5532.776988 = -10129167.998076 nChanged 8 SP:Iteration 123Q (5292.990000 sec): 3 clusters Score: Raw -10134702.201744 + Penalty 5532.776988 = -10129169.424756 nChanged 11 SP:Iteration 124Q (5293.200000 sec): 3 clusters Score: Raw -10134704.817489 + Penalty 5532.776988 = -10129172.040500 nChanged 11 SP:Iteration 125Q (5293.420000 sec): 3 clusters Score: Raw -10134706.738117 + Penalty 5532.776988 = -10129173.961128 nChanged 7 SP:Iteration 126Q (5293.630000 sec): 3 clusters Score: Raw -10134708.162223 + Penalty 5532.776988 = -10129175.385234 nChanged 5 SP:Iteration 127Q (5293.850000 sec): 3 clusters Score: Raw -10134709.159822 + Penalty 5532.776988 = -10129176.382834 nChanged 6 SP:Iteration 128Q (5294.060000 sec): 3 clusters Score: Raw -10134710.494370 + Penalty 5532.776988 = -10129177.717381 nChanged 5 SP:Iteration 129Q (5294.270000 sec): 3 clusters Score: Raw -10134711.431460 + Penalty 5532.776988 = -10129178.654472 nChanged 2 SP:Iteration 130Q (5294.490000 sec): 3 clusters Score: Raw -10134711.798711 + Penalty 5532.776988 = -10129179.021723 nChanged 1 SP:Iteration 131Q (5294.710000 sec): 3 clusters Score: Raw -10134712.133981 + Penalty 5532.776988 = -10129179.356993 nChanged 2 SP:Iteration 132Q (5294.910000 sec): 3 clusters Score: Raw -10134712.397883 + Penalty 5532.776988 = -10129179.620895 nChanged 0 SP:Iteration 133F (5295.190000 sec): 3 clusters Score: Raw -10134712.397883 + Penalty 5532.776988 = -10129179.620895 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 7 (42244 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5295.330000 sec): 2 clusters Score: Raw -6089307.931669 + Penalty 2641.501967 = -6086666.429701 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5295.500000 sec): 3 clusters Score: Raw -6063320.695122 + Penalty 5283.003935 = -6058037.691187 nChanged 19381 SP:Iteration 1F (5295.670000 sec): 3 clusters Score: Raw -6074309.846782 + Penalty 5283.003935 = -6069026.842847 nChanged 2348 SP:Iteration 2F (5295.830000 sec): 3 clusters Score: Raw -6076168.914081 + Penalty 5283.003935 = -6070885.910146 nChanged 3315 SP:Iteration 3F (5296.000000 sec): 3 clusters Score: Raw -6079515.709753 + Penalty 5283.003935 = -6074232.705818 nChanged 4213 SP:Iteration 4F (5296.170000 sec): 3 clusters Score: Raw -6083204.031045 + Penalty 5283.003935 = -6077921.027110 nChanged 4049 SP:Iteration 5F (5296.340000 sec): 3 clusters Score: Raw -6086439.808887 + Penalty 5283.003935 = -6081156.804952 nChanged 3243 SP:Iteration 6F (5296.510000 sec): 3 clusters Score: Raw -6088970.105267 + Penalty 5283.003935 = -6083687.101332 nChanged 2299 SP:Iteration 7F (5296.670000 sec): 3 clusters Score: Raw -6090717.490647 + Penalty 5283.003935 = -6085434.486712 nChanged 1593 SP:Iteration 8Q (5296.830000 sec): 3 clusters Score: Raw -6091795.530022 + Penalty 5283.003935 = -6086512.526087 nChanged 1121 SP:Iteration 9Q (5297.010000 sec): 3 clusters Score: Raw -6092457.278340 + Penalty 5283.003935 = -6087174.274405 nChanged 780 SP:Iteration 10Q (5297.180000 sec): 3 clusters Score: Raw -6092877.514708 + Penalty 5283.003935 = -6087594.510773 nChanged 585 SP:Iteration 11Q (5297.350000 sec): 3 clusters Score: Raw -6093175.593243 + Penalty 5283.003935 = -6087892.589308 nChanged 432 SP:Iteration 12Q (5297.550000 sec): 3 clusters Score: Raw -6093386.562351 + Penalty 5283.003935 = -6088103.558416 nChanged 338 SP:Iteration 13Q (5297.710000 sec): 3 clusters Score: Raw -6093551.780237 + Penalty 5283.003935 = -6088268.776302 nChanged 237 SP:Iteration 14Q (5297.870000 sec): 3 clusters Score: Raw -6093658.287667 + Penalty 5283.003935 = -6088375.283732 nChanged 156 SP:Iteration 15Q (5298.020000 sec): 3 clusters Score: Raw -6093719.772998 + Penalty 5283.003935 = -6088436.769063 nChanged 111 SP:Iteration 16Q (5298.170000 sec): 3 clusters Score: Raw -6093761.367203 + Penalty 5283.003935 = -6088478.363268 nChanged 88 SP:Iteration 17Q (5298.320000 sec): 3 clusters Score: Raw -6093790.967433 + Penalty 5283.003935 = -6088507.963498 nChanged 66 SP:Iteration 18Q (5298.460000 sec): 3 clusters Score: Raw -6093808.098254 + Penalty 5283.003935 = -6088525.094319 nChanged 43 SP:Iteration 19Q (5298.600000 sec): 3 clusters Score: Raw -6093815.783954 + Penalty 5283.003935 = -6088532.780019 nChanged 27 SP:Iteration 20F (5298.760000 sec): 3 clusters Score: Raw -6093822.690369 + Penalty 5283.003935 = -6088539.686434 nChanged 20 SP:Iteration 21Q (5298.900000 sec): 3 clusters Score: Raw -6093827.509137 + Penalty 5283.003935 = -6088544.505202 nChanged 16 SP:Iteration 22Q (5299.040000 sec): 3 clusters Score: Raw -6093832.163210 + Penalty 5283.003935 = -6088549.159275 nChanged 15 SP:Iteration 23Q (5299.180000 sec): 3 clusters Score: Raw -6093834.555977 + Penalty 5283.003935 = -6088551.552042 nChanged 13 SP:Iteration 24Q (5299.320000 sec): 3 clusters Score: Raw -6093836.223613 + Penalty 5283.003935 = -6088553.219678 nChanged 7 SP:Iteration 25Q (5299.580000 sec): 3 clusters Score: Raw -6093837.049997 + Penalty 5283.003935 = -6088554.046062 nChanged 7 SP:Iteration 26Q (5299.720000 sec): 3 clusters Score: Raw -6093838.119834 + Penalty 5283.003935 = -6088555.115899 nChanged 5 SP:Iteration 27Q (5299.870000 sec): 3 clusters Score: Raw -6093839.140215 + Penalty 5283.003935 = -6088556.136280 nChanged 3 SP:Iteration 28Q (5300.000000 sec): 3 clusters Score: Raw -6093839.438663 + Penalty 5283.003935 = -6088556.434728 nChanged 1 SP:Iteration 29Q (5300.140000 sec): 3 clusters Score: Raw -6093839.757177 + Penalty 5283.003935 = -6088556.753242 nChanged 3 SP:Iteration 30Q (5300.280000 sec): 3 clusters Score: Raw -6093840.138393 + Penalty 5283.003935 = -6088557.134458 nChanged 3 SP:Iteration 31Q (5300.420000 sec): 3 clusters Score: Raw -6093840.681660 + Penalty 5283.003935 = -6088557.677725 nChanged 5 SP:Iteration 32Q (5300.560000 sec): 3 clusters Score: Raw -6093841.385415 + Penalty 5283.003935 = -6088558.381480 nChanged 3 SP:Iteration 33Q (5301.020000 sec): 3 clusters Score: Raw -6093842.335170 + Penalty 5283.003935 = -6088559.331235 nChanged 5 SP:Iteration 34Q (5301.160000 sec): 3 clusters Score: Raw -6093843.047754 + Penalty 5283.003935 = -6088560.043819 nChanged 1 SP:Iteration 35Q (5301.300000 sec): 3 clusters Score: Raw -6093843.138966 + Penalty 5283.003935 = -6088560.135031 nChanged 1 SP:Iteration 36Q (5301.440000 sec): 3 clusters Score: Raw -6093843.432487 + Penalty 5283.003935 = -6088560.428552 nChanged 1 SP:Iteration 37Q (5301.570000 sec): 3 clusters Score: Raw -6093843.663733 + Penalty 5283.003935 = -6088560.659798 nChanged 1 SP:Iteration 38Q (5301.710000 sec): 3 clusters Score: Raw -6093843.818195 + Penalty 5283.003935 = -6088560.814260 nChanged 0 SP:Iteration 39F (5301.880000 sec): 3 clusters Score: Raw -6093843.818195 + Penalty 5283.003935 = -6088560.814260 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 1. Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 8 (19695 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5301.960000 sec): 2 clusters Score: Raw -2720307.970961 + Penalty 2452.253779 = -2717855.717182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5302.040000 sec): 3 clusters Score: Raw -2708920.325769 + Penalty 4904.507557 = -2704015.818212 nChanged 8630 SP:Iteration 1F (5302.120000 sec): 3 clusters Score: Raw -2713806.184846 + Penalty 4904.507557 = -2708901.677288 nChanged 1304 SP:Iteration 2F (5302.190000 sec): 3 clusters Score: Raw -2714596.063849 + Penalty 4904.507557 = -2709691.556291 nChanged 1233 SP:Iteration 3F (5302.270000 sec): 3 clusters Score: Raw -2715363.377577 + Penalty 4904.507557 = -2710458.870019 nChanged 1173 SP:Iteration 4F (5302.350000 sec): 3 clusters Score: Raw -2716071.183789 + Penalty 4904.507557 = -2711166.676231 nChanged 1113 SP:Iteration 5F (5302.420000 sec): 3 clusters Score: Raw -2716745.181628 + Penalty 4904.507557 = -2711840.674071 nChanged 1052 SP:Iteration 6F (5302.500000 sec): 3 clusters Score: Raw -2717370.619948 + Penalty 4904.507557 = -2712466.112390 nChanged 982 SP:Iteration 7Q (5302.570000 sec): 3 clusters Score: Raw -2717944.239974 + Penalty 4904.507557 = -2713039.732417 nChanged 945 SP:Iteration 8Q (5302.650000 sec): 3 clusters Score: Raw -2718477.696092 + Penalty 4904.507557 = -2713573.188535 nChanged 848 SP:Iteration 9Q (5302.730000 sec): 3 clusters Score: Raw -2718953.423657 + Penalty 4904.507557 = -2714048.916100 nChanged 785 SP:Iteration 10Q (5302.800000 sec): 3 clusters Score: Raw -2719422.164679 + Penalty 4904.507557 = -2714517.657122 nChanged 723 SP:Iteration 11Q (5302.880000 sec): 3 clusters Score: Raw -2719829.863889 + Penalty 4904.507557 = -2714925.356332 nChanged 623 SP:Iteration 12Q (5302.950000 sec): 3 clusters Score: Raw -2720115.146830 + Penalty 4904.507557 = -2715210.639273 nChanged 508 SP:Iteration 13Q (5303.030000 sec): 3 clusters Score: Raw -2720323.920610 + Penalty 4904.507557 = -2715419.413052 nChanged 489 SP:Iteration 14Q (5303.100000 sec): 3 clusters Score: Raw -2720531.644213 + Penalty 4904.507557 = -2715627.136655 nChanged 449 SP:Iteration 15Q (5303.180000 sec): 3 clusters Score: Raw -2720750.666953 + Penalty 4904.507557 = -2715846.159396 nChanged 421 SP:Iteration 16Q (5303.250000 sec): 3 clusters Score: Raw -2720984.853031 + Penalty 4904.507557 = -2716080.345473 nChanged 402 SP:Iteration 17Q (5303.320000 sec): 3 clusters Score: Raw -2721243.782956 + Penalty 4904.507557 = -2716339.275398 nChanged 354 SP:Iteration 18Q (5303.390000 sec): 3 clusters Score: Raw -2721504.014282 + Penalty 4904.507557 = -2716599.506724 nChanged 317 SP:Iteration 19Q (5303.460000 sec): 3 clusters Score: Raw -2721700.813780 + Penalty 4904.507557 = -2716796.306223 nChanged 258 SP:Iteration 20F (5303.530000 sec): 3 clusters Score: Raw -2721813.583233 + Penalty 4904.507557 = -2716909.075676 nChanged 190 SP:Iteration 21Q (5303.600000 sec): 3 clusters Score: Raw -2721883.060967 + Penalty 4904.507557 = -2716978.553410 nChanged 163 SP:Iteration 22Q (5303.670000 sec): 3 clusters Score: Raw -2721933.340766 + Penalty 4904.507557 = -2717028.833209 nChanged 135 SP:Iteration 23Q (5303.740000 sec): 3 clusters Score: Raw -2721968.401272 + Penalty 4904.507557 = -2717063.893714 nChanged 104 SP:Iteration 24Q (5303.810000 sec): 3 clusters Score: Raw -2721992.782896 + Penalty 4904.507557 = -2717088.275339 nChanged 79 SP:Iteration 25Q (5303.880000 sec): 3 clusters Score: Raw -2722011.740885 + Penalty 4904.507557 = -2717107.233327 nChanged 74 SP:Iteration 26Q (5303.950000 sec): 3 clusters Score: Raw -2722029.069339 + Penalty 4904.507557 = -2717124.561782 nChanged 67 SP:Iteration 27Q (5304.020000 sec): 3 clusters Score: Raw -2722043.601848 + Penalty 4904.507557 = -2717139.094290 nChanged 54 SP:Iteration 28Q (5304.080000 sec): 3 clusters Score: Raw -2722056.345700 + Penalty 4904.507557 = -2717151.838143 nChanged 56 SP:Iteration 29Q (5304.150000 sec): 3 clusters Score: Raw -2722067.438270 + Penalty 4904.507557 = -2717162.930713 nChanged 50 SP:Iteration 30Q (5304.210000 sec): 3 clusters Score: Raw -2722078.361938 + Penalty 4904.507557 = -2717173.854380 nChanged 31 SP:Iteration 31Q (5304.280000 sec): 3 clusters Score: Raw -2722084.120160 + Penalty 4904.507557 = -2717179.612603 nChanged 23 SP:Iteration 32Q (5304.500000 sec): 3 clusters Score: Raw -2722087.736032 + Penalty 4904.507557 = -2717183.228474 nChanged 17 SP:Iteration 33Q (5304.750000 sec): 3 clusters Score: Raw -2722090.198755 + Penalty 4904.507557 = -2717185.691198 nChanged 14 SP:Iteration 34Q (5304.940000 sec): 3 clusters Score: Raw -2722092.124681 + Penalty 4904.507557 = -2717187.617124 nChanged 15 SP:Iteration 35Q (5305.270000 sec): 3 clusters Score: Raw -2722094.104231 + Penalty 4904.507557 = -2717189.596673 nChanged 16 SP:Iteration 36Q (5305.710000 sec): 3 clusters Score: Raw -2722096.771688 + Penalty 4904.507557 = -2717192.264130 nChanged 14 SP:Iteration 37Q (5305.900000 sec): 3 clusters Score: Raw -2722098.997597 + Penalty 4904.507557 = -2717194.490039 nChanged 13 SP:Iteration 38Q (5306.120000 sec): 3 clusters Score: Raw -2722100.527042 + Penalty 4904.507557 = -2717196.019485 nChanged 11 SP:Iteration 39Q (5306.260000 sec): 3 clusters Score: Raw -2722102.120295 + Penalty 4904.507557 = -2717197.612737 nChanged 11 SP:Iteration 40F (5306.510000 sec): 3 clusters Score: Raw -2722103.935039 + Penalty 4904.507557 = -2717199.427482 nChanged 16 SP:Iteration 41Q (5306.770000 sec): 3 clusters Score: Raw -2722106.900431 + Penalty 4904.507557 = -2717202.392874 nChanged 16 SP:Iteration 42Q (5307.090000 sec): 3 clusters Score: Raw -2722110.102145 + Penalty 4904.507557 = -2717205.594588 nChanged 18 SP:Iteration 43Q (5307.340000 sec): 3 clusters Score: Raw -2722112.731709 + Penalty 4904.507557 = -2717208.224152 nChanged 16 SP:Iteration 44Q (5307.710000 sec): 3 clusters Score: Raw -2722115.562839 + Penalty 4904.507557 = -2717211.055282 nChanged 16 SP:Iteration 45Q (5308.010000 sec): 3 clusters Score: Raw -2722117.627512 + Penalty 4904.507557 = -2717213.119955 nChanged 14 SP:Iteration 46Q (5308.230000 sec): 3 clusters Score: Raw -2722119.116113 + Penalty 4904.507557 = -2717214.608555 nChanged 11 SP:Iteration 47Q (5308.460000 sec): 3 clusters Score: Raw -2722120.434603 + Penalty 4904.507557 = -2717215.927046 nChanged 6 SP:Iteration 48Q (5308.620000 sec): 3 clusters Score: Raw -2722121.329187 + Penalty 4904.507557 = -2717216.821630 nChanged 3 SP:Iteration 49Q (5308.790000 sec): 3 clusters Score: Raw -2722121.667535 + Penalty 4904.507557 = -2717217.159978 nChanged 2 SP:Iteration 50Q (5308.860000 sec): 3 clusters Score: Raw -2722121.872329 + Penalty 4904.507557 = -2717217.364771 nChanged 3 SP:Iteration 51Q (5308.920000 sec): 3 clusters Score: Raw -2722122.154690 + Penalty 4904.507557 = -2717217.647132 nChanged 4 SP:Iteration 52Q (5308.980000 sec): 3 clusters Score: Raw -2722122.550203 + Penalty 4904.507557 = -2717218.042646 nChanged 1 SP:Iteration 53Q (5309.050000 sec): 3 clusters Score: Raw -2722122.631477 + Penalty 4904.507557 = -2717218.123919 nChanged 0 SP:Iteration 54F (5309.120000 sec): 3 clusters Score: Raw -2722122.631477 + Penalty 4904.507557 = -2717218.123919 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 9 (10452 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5309.160000 sec): 2 clusters Score: Raw -1496757.884796 + Penalty 2295.128059 = -1494462.756736 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5309.200000 sec): 3 clusters Score: Raw -1491035.221618 + Penalty 4590.256119 = -1486444.965500 nChanged 4370 SP:Iteration 1F (5309.230000 sec): 3 clusters Score: Raw -1493559.491942 + Penalty 4590.256119 = -1488969.235823 nChanged 764 SP:Iteration 2F (5309.270000 sec): 3 clusters Score: Raw -1494004.993779 + Penalty 4590.256119 = -1489414.737660 nChanged 667 SP:Iteration 3F (5309.310000 sec): 3 clusters Score: Raw -1494379.421744 + Penalty 4590.256119 = -1489789.165625 nChanged 553 SP:Iteration 4F (5309.350000 sec): 3 clusters Score: Raw -1494728.032016 + Penalty 4590.256119 = -1490137.775897 nChanged 537 SP:Iteration 5F (5309.390000 sec): 3 clusters Score: Raw -1495108.987861 + Penalty 4590.256119 = -1490518.731742 nChanged 546 SP:Iteration 6F (5309.480000 sec): 3 clusters Score: Raw -1495511.801574 + Penalty 4590.256119 = -1490921.545456 nChanged 507 SP:Iteration 7Q (5309.620000 sec): 3 clusters Score: Raw -1495880.481579 + Penalty 4590.256119 = -1491290.225461 nChanged 474 SP:Iteration 8Q (5309.690000 sec): 3 clusters Score: Raw -1496185.618176 + Penalty 4590.256119 = -1491595.362057 nChanged 424 SP:Iteration 9Q (5309.810000 sec): 3 clusters Score: Raw -1496437.388149 + Penalty 4590.256119 = -1491847.132030 nChanged 412 SP:Iteration 10Q (5309.840000 sec): 3 clusters Score: Raw -1496724.549078 + Penalty 4590.256119 = -1492134.292959 nChanged 412 SP:Iteration 11Q (5309.870000 sec): 3 clusters Score: Raw -1497028.122016 + Penalty 4590.256119 = -1492437.865897 nChanged 378 SP:Iteration 12Q (5309.910000 sec): 3 clusters Score: Raw -1497333.566575 + Penalty 4590.256119 = -1492743.310456 nChanged 348 SP:Iteration 13Q (5309.950000 sec): 3 clusters Score: Raw -1497647.671830 + Penalty 4590.256119 = -1493057.415711 nChanged 360 SP:Iteration 14Q (5310.020000 sec): 3 clusters Score: Raw -1498046.978100 + Penalty 4590.256119 = -1493456.721981 nChanged 306 SP:Iteration 15Q (5310.110000 sec): 3 clusters Score: Raw -1498427.193857 + Penalty 4590.256119 = -1493836.937738 nChanged 249 SP:Iteration 16Q (5310.240000 sec): 3 clusters Score: Raw -1498838.250842 + Penalty 4590.256119 = -1494247.994723 nChanged 255 SP:Iteration 17Q (5310.290000 sec): 3 clusters Score: Raw -1499224.682595 + Penalty 4590.256119 = -1494634.426476 nChanged 273 SP:Iteration 18Q (5310.390000 sec): 3 clusters Score: Raw -1499551.479008 + Penalty 4590.256119 = -1494961.222889 nChanged 292 SP:Iteration 19Q (5310.470000 sec): 3 clusters Score: Raw -1499846.657231 + Penalty 4590.256119 = -1495256.401112 nChanged 312 SP:Iteration 20F (5310.580000 sec): 3 clusters Score: Raw -1500275.715094 + Penalty 4590.256119 = -1495685.458975 nChanged 283 SP:Iteration 21Q (5310.640000 sec): 3 clusters Score: Raw -1500733.508154 + Penalty 4590.256119 = -1496143.252035 nChanged 188 SP:Iteration 22Q (5310.670000 sec): 3 clusters Score: Raw -1500939.249177 + Penalty 4590.256119 = -1496348.993059 nChanged 86 SP:Iteration 23Q (5310.700000 sec): 3 clusters Score: Raw -1500978.743229 + Penalty 4590.256119 = -1496388.487110 nChanged 37 SP:Iteration 24Q (5310.730000 sec): 3 clusters Score: Raw -1500990.638137 + Penalty 4590.256119 = -1496400.382018 nChanged 24 SP:Iteration 25Q (5310.760000 sec): 3 clusters Score: Raw -1500996.375365 + Penalty 4590.256119 = -1496406.119246 nChanged 11 SP:Iteration 26Q (5310.790000 sec): 3 clusters Score: Raw -1500998.187251 + Penalty 4590.256119 = -1496407.931132 nChanged 6 SP:Iteration 27Q (5310.820000 sec): 3 clusters Score: Raw -1500999.159760 + Penalty 4590.256119 = -1496408.903641 nChanged 3 SP:Iteration 28Q (5310.850000 sec): 3 clusters Score: Raw -1500999.491656 + Penalty 4590.256119 = -1496409.235537 nChanged 1 SP:Iteration 29Q (5310.880000 sec): 3 clusters Score: Raw -1500999.585427 + Penalty 4590.256119 = -1496409.329308 nChanged 0 SP:Iteration 30F (5311.000000 sec): 3 clusters Score: Raw -1500999.585427 + Penalty 4590.256119 = -1496409.329308 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 16. Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 10 (48817 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5311.440000 sec): 2 clusters Score: Raw -7207564.829916 + Penalty 2677.366805 = -7204887.463111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5311.620000 sec): 3 clusters Score: Raw -7177351.501020 + Penalty 5354.733610 = -7171996.767410 nChanged 22493 SP:Iteration 1F (5311.800000 sec): 3 clusters Score: Raw -7190043.957248 + Penalty 5354.733610 = -7184689.223637 nChanged 2339 SP:Iteration 2Q (5312.590000 sec): 3 clusters Score: Raw -7190927.856364 + Penalty 5354.733610 = -7185573.122753 nChanged 2574 SP:Iteration 3F (5313.370000 sec): 3 clusters Score: Raw -7192096.744387 + Penalty 5354.733610 = -7186742.010777 nChanged 2875 SP:Iteration 4F (5314.010000 sec): 3 clusters Score: Raw -7193669.623160 + Penalty 5354.733610 = -7188314.889550 nChanged 3281 SP:Iteration 5F (5314.700000 sec): 3 clusters Score: Raw -7195695.399766 + Penalty 5354.733610 = -7190340.666156 nChanged 3311 SP:Iteration 6F (5315.300000 sec): 3 clusters Score: Raw -7197863.012977 + Penalty 5354.733610 = -7192508.279367 nChanged 3009 SP:Iteration 7F (5316.080000 sec): 3 clusters Score: Raw -7199878.538919 + Penalty 5354.733610 = -7194523.805308 nChanged 2494 SP:Iteration 8F (5316.720000 sec): 3 clusters Score: Raw -7201543.743771 + Penalty 5354.733610 = -7196189.010161 nChanged 2034 SP:Iteration 9Q (5317.710000 sec): 3 clusters Score: Raw -7202928.561868 + Penalty 5354.733610 = -7197573.828258 nChanged 1571 SP:Iteration 10Q (5318.510000 sec): 3 clusters Score: Raw -7204111.002697 + Penalty 5354.733610 = -7198756.269087 nChanged 1340 SP:Iteration 11Q (5318.860000 sec): 3 clusters Score: Raw -7205325.255547 + Penalty 5354.733610 = -7199970.521937 nChanged 1047 SP:Iteration 12Q (5319.040000 sec): 3 clusters Score: Raw -7206426.363151 + Penalty 5354.733610 = -7201071.629540 nChanged 895 SP:Iteration 13Q (5319.210000 sec): 3 clusters Score: Raw -7207358.702481 + Penalty 5354.733610 = -7202003.968871 nChanged 756 SP:Iteration 14Q (5319.390000 sec): 3 clusters Score: Raw -7207900.530699 + Penalty 5354.733610 = -7202545.797089 nChanged 526 SP:Iteration 15Q (5319.570000 sec): 3 clusters Score: Raw -7208142.681568 + Penalty 5354.733610 = -7202787.947957 nChanged 333 SP:Iteration 16Q (5319.990000 sec): 3 clusters Score: Raw -7208264.022227 + Penalty 5354.733610 = -7202909.288617 nChanged 245 SP:Iteration 17Q (5320.490000 sec): 3 clusters Score: Raw -7208338.873739 + Penalty 5354.733610 = -7202984.140128 nChanged 179 SP:Iteration 18Q (5320.980000 sec): 3 clusters Score: Raw -7208387.491736 + Penalty 5354.733610 = -7203032.758126 nChanged 138 SP:Iteration 19Q (5321.720000 sec): 3 clusters Score: Raw -7208417.728215 + Penalty 5354.733610 = -7203062.994605 nChanged 111 SP:Iteration 20F (5321.940000 sec): 3 clusters Score: Raw -7208441.364431 + Penalty 5354.733610 = -7203086.630821 nChanged 89 SP:Iteration 21Q (5322.090000 sec): 3 clusters Score: Raw -7208456.693395 + Penalty 5354.733610 = -7203101.959785 nChanged 68 SP:Iteration 22Q (5322.230000 sec): 3 clusters Score: Raw -7208466.666866 + Penalty 5354.733610 = -7203111.933255 nChanged 47 SP:Iteration 23Q (5322.370000 sec): 3 clusters Score: Raw -7208473.259072 + Penalty 5354.733610 = -7203118.525462 nChanged 34 SP:Iteration 24Q (5322.500000 sec): 3 clusters Score: Raw -7208478.442824 + Penalty 5354.733610 = -7203123.709214 nChanged 30 SP:Iteration 25Q (5322.650000 sec): 3 clusters Score: Raw -7208481.882769 + Penalty 5354.733610 = -7203127.149158 nChanged 29 SP:Iteration 26Q (5322.800000 sec): 3 clusters Score: Raw -7208486.041757 + Penalty 5354.733610 = -7203131.308147 nChanged 27 SP:Iteration 27Q (5322.950000 sec): 3 clusters Score: Raw -7208489.580495 + Penalty 5354.733610 = -7203134.846885 nChanged 22 SP:Iteration 28Q (5323.090000 sec): 3 clusters Score: Raw -7208492.457756 + Penalty 5354.733610 = -7203137.724145 nChanged 29 SP:Iteration 29Q (5323.230000 sec): 3 clusters Score: Raw -7208495.428068 + Penalty 5354.733610 = -7203140.694458 nChanged 23 SP:Iteration 30Q (5323.370000 sec): 3 clusters Score: Raw -7208497.759584 + Penalty 5354.733610 = -7203143.025973 nChanged 21 SP:Iteration 31Q (5323.510000 sec): 3 clusters Score: Raw -7208500.133860 + Penalty 5354.733610 = -7203145.400250 nChanged 15 SP:Iteration 32Q (5323.660000 sec): 3 clusters Score: Raw -7208502.107218 + Penalty 5354.733610 = -7203147.373608 nChanged 13 SP:Iteration 33Q (5323.810000 sec): 3 clusters Score: Raw -7208503.378255 + Penalty 5354.733610 = -7203148.644645 nChanged 8 SP:Iteration 34Q (5323.950000 sec): 3 clusters Score: Raw -7208504.256336 + Penalty 5354.733610 = -7203149.522725 nChanged 6 SP:Iteration 35Q (5324.090000 sec): 3 clusters Score: Raw -7208504.781996 + Penalty 5354.733610 = -7203150.048385 nChanged 6 SP:Iteration 36Q (5324.230000 sec): 3 clusters Score: Raw -7208505.686377 + Penalty 5354.733610 = -7203150.952767 nChanged 8 SP:Iteration 37Q (5324.370000 sec): 3 clusters Score: Raw -7208506.815780 + Penalty 5354.733610 = -7203152.082170 nChanged 10 SP:Iteration 38Q (5324.520000 sec): 3 clusters Score: Raw -7208507.737350 + Penalty 5354.733610 = -7203153.003739 nChanged 5 SP:Iteration 39Q (5324.660000 sec): 3 clusters Score: Raw -7208508.263136 + Penalty 5354.733610 = -7203153.529526 nChanged 2 SP:Iteration 40F (5324.850000 sec): 3 clusters Score: Raw -7208508.448013 + Penalty 5354.733610 = -7203153.714403 nChanged 4 SP:Iteration 41Q (5324.990000 sec): 3 clusters Score: Raw -7208508.901819 + Penalty 5354.733610 = -7203154.168209 nChanged 1 SP:Iteration 42Q (5325.130000 sec): 3 clusters Score: Raw -7208508.990537 + Penalty 5354.733610 = -7203154.256926 nChanged 3 SP:Iteration 43Q (5325.280000 sec): 3 clusters Score: Raw -7208509.327734 + Penalty 5354.733610 = -7203154.594123 nChanged 2 SP:Iteration 44Q (5325.430000 sec): 3 clusters Score: Raw -7208509.492084 + Penalty 5354.733610 = -7203154.758473 nChanged 3 SP:Iteration 45Q (5325.580000 sec): 3 clusters Score: Raw -7208509.717130 + Penalty 5354.733610 = -7203154.983519 nChanged 3 SP:Iteration 46Q (5325.750000 sec): 3 clusters Score: Raw -7208509.981895 + Penalty 5354.733610 = -7203155.248285 nChanged 1 SP:Iteration 47Q (5325.920000 sec): 3 clusters Score: Raw -7208510.025523 + Penalty 5354.733610 = -7203155.291913 nChanged 0 SP:Iteration 48F (5326.110000 sec): 3 clusters Score: Raw -7208510.025523 + Penalty 5354.733610 = -7203155.291913 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 11 (4060 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5326.150000 sec): 2 clusters Score: Raw -499112.309843 + Penalty 2060.616687 = -497051.693157 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5326.170000 sec): 3 clusters Score: Raw -497963.560587 + Penalty 4121.233373 = -493842.327214 nChanged 1675 SP:Iteration 1F (5326.180000 sec): 3 clusters Score: Raw -503287.223401 + Penalty 4121.233373 = -499165.990028 nChanged 760 SP:Iteration 2F (5326.190000 sec): 3 clusters Score: Raw -506481.740786 + Penalty 4121.233373 = -502360.507412 nChanged 543 SP:Iteration 3F (5326.210000 sec): 3 clusters Score: Raw -508895.116579 + Penalty 4121.233373 = -504773.883205 nChanged 236 SP:Iteration 4F (5326.230000 sec): 3 clusters Score: Raw -510183.490749 + Penalty 4121.233373 = -506062.257376 nChanged 109 SP:Iteration 5Q (5326.240000 sec): 3 clusters Score: Raw -511282.368025 + Penalty 4121.233373 = -507161.134652 nChanged 81 SP:Iteration 6Q (5326.250000 sec): 3 clusters Score: Raw -513675.889077 + Penalty 4121.233373 = -509554.655703 nChanged 64 SP:Iteration 7Q (5326.260000 sec): 3 clusters Score: Raw -515604.162830 + Penalty 4121.233373 = -511482.929457 nChanged 55 SP:Iteration 8Q (5326.270000 sec): 3 clusters Score: Raw -517452.257719 + Penalty 4121.233373 = -513331.024346 nChanged 35 SP:Iteration 9Q (5326.280000 sec): 3 clusters Score: Raw -518492.497340 + Penalty 4121.233373 = -514371.263967 nChanged 7 SP:Iteration 10Q (5326.290000 sec): 3 clusters Score: Raw -518581.141041 + Penalty 4121.233373 = -514459.907668 nChanged 6 SP:Iteration 11Q (5326.300000 sec): 3 clusters Score: Raw -518798.206656 + Penalty 4121.233373 = -514676.973282 nChanged 12 SP:Iteration 12Q (5326.310000 sec): 3 clusters Score: Raw -519645.257930 + Penalty 4121.233373 = -515524.024556 nChanged 29 SP:Iteration 13Q (5326.320000 sec): 3 clusters Score: Raw -521288.875574 + Penalty 4121.233373 = -517167.642201 nChanged 4 SP:Iteration 14Q (5326.330000 sec): 3 clusters Score: Raw -521340.354740 + Penalty 4121.233373 = -517219.121367 nChanged 0 SP:Iteration 15F (5326.350000 sec): 3 clusters Score: Raw -521340.354740 + Penalty 4121.233373 = -517219.121367 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 21. Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 12 (1424 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5326.360000 sec): 2 clusters Score: Raw -197920.891607 + Penalty 1800.783823 = -196120.107784 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5326.370000 sec): 3 clusters Score: Raw -197641.317547 + Penalty 3601.567646 = -194039.749901 nChanged 443 SP:Iteration 1F (5326.370000 sec): 3 clusters Score: Raw -198287.729388 + Penalty 3601.567646 = -194686.161742 nChanged 162 SP:Iteration 2F (5326.380000 sec): 3 clusters Score: Raw -198905.333611 + Penalty 3601.567646 = -195303.765966 nChanged 126 SP:Iteration 3F (5326.390000 sec): 3 clusters Score: Raw -199576.074790 + Penalty 3601.567646 = -195974.507145 nChanged 100 SP:Iteration 4F (5326.390000 sec): 3 clusters Score: Raw -199917.437421 + Penalty 3601.567646 = -196315.869775 nChanged 67 SP:Iteration 5Q (5326.400000 sec): 3 clusters Score: Raw -200124.189815 + Penalty 3601.567646 = -196522.622169 nChanged 31 SP:Iteration 6Q (5326.400000 sec): 3 clusters Score: Raw -200188.402594 + Penalty 3601.567646 = -196586.834949 nChanged 20 SP:Iteration 7Q (5326.410000 sec): 3 clusters Score: Raw -200219.023008 + Penalty 3601.567646 = -196617.455362 nChanged 8 SP:Iteration 8Q (5326.410000 sec): 3 clusters Score: Raw -200227.692926 + Penalty 3601.567646 = -196626.125281 nChanged 3 SP:Iteration 9Q (5326.410000 sec): 3 clusters Score: Raw -200231.722475 + Penalty 3601.567646 = -196630.154829 nChanged 2 SP:Iteration 10Q (5326.420000 sec): 3 clusters Score: Raw -200233.463386 + Penalty 3601.567646 = -196631.895740 nChanged 2 SP:Iteration 11Q (5326.420000 sec): 3 clusters Score: Raw -200236.164309 + Penalty 3601.567646 = -196634.596664 nChanged 3 SP:Iteration 12Q (5326.430000 sec): 3 clusters Score: Raw -200242.114113 + Penalty 3601.567646 = -196640.546467 nChanged 1 SP:Iteration 13Q (5326.430000 sec): 3 clusters Score: Raw -200242.769183 + Penalty 3601.567646 = -196641.201537 nChanged 0 SP:Iteration 14F (5326.430000 sec): 3 clusters Score: Raw -200242.769183 + Penalty 3601.567646 = -196641.201537 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 22. Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 13 (75573 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5326.710000 sec): 2 clusters Score: Raw -11030773.317612 + Penalty 2785.747880 = -11027987.569732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5327.010000 sec): 3 clusters Score: Raw -10983052.505258 + Penalty 5571.495760 = -10977481.009498 nChanged 35318 SP:Iteration 1F (5327.300000 sec): 3 clusters Score: Raw -11003394.162458 + Penalty 5571.495760 = -10997822.666698 nChanged 3367 SP:Iteration 2Q (5327.600000 sec): 3 clusters Score: Raw -11004941.765516 + Penalty 5571.495760 = -10999370.269756 nChanged 4165 SP:Iteration 3F (5327.890000 sec): 3 clusters Score: Raw -11007653.551469 + Penalty 5571.495760 = -11002082.055709 nChanged 5558 SP:Iteration 4F (5328.180000 sec): 3 clusters Score: Raw -11012780.950150 + Penalty 5571.495760 = -11007209.454390 nChanged 7193 SP:Iteration 5F (5328.470000 sec): 3 clusters Score: Raw -11021454.366051 + Penalty 5571.495760 = -11015882.870290 nChanged 7656 SP:Iteration 6F (5328.770000 sec): 3 clusters Score: Raw -11032016.967642 + Penalty 5571.495760 = -11026445.471882 nChanged 5916 SP:Iteration 7F (5329.060000 sec): 3 clusters Score: Raw -11040847.203931 + Penalty 5571.495760 = -11035275.708171 nChanged 3735 SP:Iteration 8Q (5329.350000 sec): 3 clusters Score: Raw -11046986.596520 + Penalty 5571.495760 = -11041415.100760 nChanged 2104 SP:Iteration 9Q (5329.600000 sec): 3 clusters Score: Raw -11049704.986860 + Penalty 5571.495760 = -11044133.491100 nChanged 972 SP:Iteration 10Q (5329.830000 sec): 3 clusters Score: Raw -11050212.996911 + Penalty 5571.495760 = -11044641.501151 nChanged 377 SP:Iteration 11Q (5330.060000 sec): 3 clusters Score: Raw -11050298.312503 + Penalty 5571.495760 = -11044726.816742 nChanged 178 SP:Iteration 12Q (5330.290000 sec): 3 clusters Score: Raw -11050331.815657 + Penalty 5571.495760 = -11044760.319897 nChanged 110 SP:Iteration 13Q (5330.520000 sec): 3 clusters Score: Raw -11050354.363792 + Penalty 5571.495760 = -11044782.868031 nChanged 98 SP:Iteration 14Q (5330.740000 sec): 3 clusters Score: Raw -11050370.903332 + Penalty 5571.495760 = -11044799.407571 nChanged 75 SP:Iteration 15Q (5330.980000 sec): 3 clusters Score: Raw -11050380.560051 + Penalty 5571.495760 = -11044809.064290 nChanged 54 SP:Iteration 16Q (5331.220000 sec): 3 clusters Score: Raw -11050386.669551 + Penalty 5571.495760 = -11044815.173791 nChanged 40 SP:Iteration 17Q (5331.440000 sec): 3 clusters Score: Raw -11050390.875020 + Penalty 5571.495760 = -11044819.379259 nChanged 44 SP:Iteration 18Q (5331.670000 sec): 3 clusters Score: Raw -11050396.155417 + Penalty 5571.495760 = -11044824.659657 nChanged 38 SP:Iteration 19Q (5331.900000 sec): 3 clusters Score: Raw -11050399.591850 + Penalty 5571.495760 = -11044828.096090 nChanged 30 SP:Iteration 20F (5332.180000 sec): 3 clusters Score: Raw -11050403.523518 + Penalty 5571.495760 = -11044832.027758 nChanged 35 SP:Iteration 21Q (5332.420000 sec): 3 clusters Score: Raw -11050406.728935 + Penalty 5571.495760 = -11044835.233175 nChanged 35 SP:Iteration 22Q (5332.650000 sec): 3 clusters Score: Raw -11050408.978981 + Penalty 5571.495760 = -11044837.483220 nChanged 21 SP:Iteration 23Q (5332.880000 sec): 3 clusters Score: Raw -11050409.839181 + Penalty 5571.495760 = -11044838.343421 nChanged 12 SP:Iteration 24Q (5333.100000 sec): 3 clusters Score: Raw -11050410.197289 + Penalty 5571.495760 = -11044838.701528 nChanged 4 SP:Iteration 25Q (5333.330000 sec): 3 clusters Score: Raw -11050410.293378 + Penalty 5571.495760 = -11044838.797618 nChanged 2 SP:Iteration 26Q (5333.560000 sec): 3 clusters Score: Raw -11050410.356392 + Penalty 5571.495760 = -11044838.860632 nChanged 4 SP:Iteration 27Q (5333.790000 sec): 3 clusters Score: Raw -11050410.482953 + Penalty 5571.495760 = -11044838.987193 nChanged 1 SP:Iteration 28Q (5334.040000 sec): 3 clusters Score: Raw -11050410.502881 + Penalty 5571.495760 = -11044839.007121 nChanged 1 SP:Iteration 29Q (5334.260000 sec): 3 clusters Score: Raw -11050410.517857 + Penalty 5571.495760 = -11044839.022097 nChanged 0 SP:Iteration 30F (5334.540000 sec): 3 clusters Score: Raw -11050410.517857 + Penalty 5571.495760 = -11044839.022097 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 23. Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 14 (26035 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5334.660000 sec): 2 clusters Score: Raw -3550558.670634 + Penalty 2521.464872 = -3548037.205761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5334.760000 sec): 3 clusters Score: Raw -3535366.665519 + Penalty 5042.929745 = -3530323.735774 nChanged 11733 SP:Iteration 1F (5334.860000 sec): 3 clusters Score: Raw -3544339.182465 + Penalty 5042.929745 = -3539296.252721 nChanged 2858 SP:Iteration 2F (5334.960000 sec): 3 clusters Score: Raw -3548216.814131 + Penalty 5042.929745 = -3543173.884387 nChanged 2951 SP:Iteration 3F (5335.070000 sec): 3 clusters Score: Raw -3551962.723108 + Penalty 5042.929745 = -3546919.793364 nChanged 2348 SP:Iteration 4F (5335.170000 sec): 3 clusters Score: Raw -3553962.891227 + Penalty 5042.929745 = -3548919.961483 nChanged 1402 SP:Iteration 5F (5335.270000 sec): 3 clusters Score: Raw -3554809.944201 + Penalty 5042.929745 = -3549767.014456 nChanged 862 SP:Iteration 6Q (5335.370000 sec): 3 clusters Score: Raw -3555165.113363 + Penalty 5042.929745 = -3550122.183618 nChanged 519 SP:Iteration 7Q (5335.470000 sec): 3 clusters Score: Raw -3555336.516917 + Penalty 5042.929745 = -3550293.587172 nChanged 366 SP:Iteration 8Q (5335.560000 sec): 3 clusters Score: Raw -3555453.339766 + Penalty 5042.929745 = -3550410.410021 nChanged 312 SP:Iteration 9Q (5335.660000 sec): 3 clusters Score: Raw -3555551.050816 + Penalty 5042.929745 = -3550508.121072 nChanged 268 SP:Iteration 10Q (5335.760000 sec): 3 clusters Score: Raw -3555629.434424 + Penalty 5042.929745 = -3550586.504680 nChanged 241 SP:Iteration 11Q (5335.850000 sec): 3 clusters Score: Raw -3555712.281609 + Penalty 5042.929745 = -3550669.351864 nChanged 229 SP:Iteration 12Q (5335.940000 sec): 3 clusters Score: Raw -3555798.879024 + Penalty 5042.929745 = -3550755.949279 nChanged 201 SP:Iteration 13Q (5336.040000 sec): 3 clusters Score: Raw -3555860.915726 + Penalty 5042.929745 = -3550817.985981 nChanged 190 SP:Iteration 14Q (5336.140000 sec): 3 clusters Score: Raw -3555907.541420 + Penalty 5042.929745 = -3550864.611675 nChanged 184 SP:Iteration 15Q (5336.230000 sec): 3 clusters Score: Raw -3555949.498145 + Penalty 5042.929745 = -3550906.568400 nChanged 169 SP:Iteration 16Q (5336.330000 sec): 3 clusters Score: Raw -3555987.793767 + Penalty 5042.929745 = -3550944.864022 nChanged 182 SP:Iteration 17Q (5336.420000 sec): 3 clusters Score: Raw -3556029.420887 + Penalty 5042.929745 = -3550986.491143 nChanged 168 SP:Iteration 18Q (5336.520000 sec): 3 clusters Score: Raw -3556067.657045 + Penalty 5042.929745 = -3551024.727300 nChanged 201 SP:Iteration 19Q (5336.610000 sec): 3 clusters Score: Raw -3556125.944797 + Penalty 5042.929745 = -3551083.015052 nChanged 232 SP:Iteration 20F (5336.710000 sec): 3 clusters Score: Raw -3556216.948305 + Penalty 5042.929745 = -3551174.018561 nChanged 292 SP:Iteration 21Q (5336.810000 sec): 3 clusters Score: Raw -3556331.611631 + Penalty 5042.929745 = -3551288.681887 nChanged 357 SP:Iteration 22Q (5336.900000 sec): 3 clusters Score: Raw -3556466.935934 + Penalty 5042.929745 = -3551424.006189 nChanged 350 SP:Iteration 23Q (5337.000000 sec): 3 clusters Score: Raw -3556591.908989 + Penalty 5042.929745 = -3551548.979244 nChanged 353 SP:Iteration 24Q (5337.090000 sec): 3 clusters Score: Raw -3556716.095311 + Penalty 5042.929745 = -3551673.165566 nChanged 353 SP:Iteration 25Q (5337.180000 sec): 3 clusters Score: Raw -3556836.101254 + Penalty 5042.929745 = -3551793.171509 nChanged 326 SP:Iteration 26Q (5337.270000 sec): 3 clusters Score: Raw -3556946.317333 + Penalty 5042.929745 = -3551903.387589 nChanged 319 SP:Iteration 27Q (5337.370000 sec): 3 clusters Score: Raw -3557062.778352 + Penalty 5042.929745 = -3552019.848607 nChanged 303 SP:Iteration 28Q (5337.460000 sec): 3 clusters Score: Raw -3557177.960264 + Penalty 5042.929745 = -3552135.030520 nChanged 311 SP:Iteration 29Q (5337.550000 sec): 3 clusters Score: Raw -3557290.777635 + Penalty 5042.929745 = -3552247.847890 nChanged 283 SP:Iteration 30Q (5337.640000 sec): 3 clusters Score: Raw -3557430.819404 + Penalty 5042.929745 = -3552387.889659 nChanged 290 SP:Iteration 31Q (5337.740000 sec): 3 clusters Score: Raw -3557651.781978 + Penalty 5042.929745 = -3552608.852233 nChanged 325 SP:Iteration 32Q (5337.820000 sec): 3 clusters Score: Raw -3557916.645126 + Penalty 5042.929745 = -3552873.715382 nChanged 324 SP:Iteration 33Q (5337.920000 sec): 3 clusters Score: Raw -3558086.481751 + Penalty 5042.929745 = -3553043.552007 nChanged 255 SP:Iteration 34Q (5338.010000 sec): 3 clusters Score: Raw -3558196.914022 + Penalty 5042.929745 = -3553153.984277 nChanged 231 SP:Iteration 35Q (5338.100000 sec): 3 clusters Score: Raw -3558320.002137 + Penalty 5042.929745 = -3553277.072392 nChanged 211 SP:Iteration 36Q (5338.190000 sec): 3 clusters Score: Raw -3558429.270891 + Penalty 5042.929745 = -3553386.341146 nChanged 195 SP:Iteration 37Q (5338.280000 sec): 3 clusters Score: Raw -3558489.695928 + Penalty 5042.929745 = -3553446.766183 nChanged 135 SP:Iteration 38Q (5338.380000 sec): 3 clusters Score: Raw -3558519.081829 + Penalty 5042.929745 = -3553476.152084 nChanged 119 SP:Iteration 39Q (5338.470000 sec): 3 clusters Score: Raw -3558542.258393 + Penalty 5042.929745 = -3553499.328649 nChanged 93 SP:Iteration 40F (5338.570000 sec): 3 clusters Score: Raw -3558558.024118 + Penalty 5042.929745 = -3553515.094374 nChanged 78 SP:Iteration 41Q (5338.660000 sec): 3 clusters Score: Raw -3558568.817212 + Penalty 5042.929745 = -3553525.887468 nChanged 65 SP:Iteration 42Q (5338.760000 sec): 3 clusters Score: Raw -3558575.981800 + Penalty 5042.929745 = -3553533.052055 nChanged 51 SP:Iteration 43Q (5338.860000 sec): 3 clusters Score: Raw -3558581.227270 + Penalty 5042.929745 = -3553538.297525 nChanged 38 SP:Iteration 44Q (5338.950000 sec): 3 clusters Score: Raw -3558585.858428 + Penalty 5042.929745 = -3553542.928684 nChanged 26 SP:Iteration 45Q (5339.050000 sec): 3 clusters Score: Raw -3558588.028472 + Penalty 5042.929745 = -3553545.098727 nChanged 27 SP:Iteration 46Q (5339.150000 sec): 3 clusters Score: Raw -3558590.010538 + Penalty 5042.929745 = -3553547.080793 nChanged 29 SP:Iteration 47Q (5339.240000 sec): 3 clusters Score: Raw -3558591.966800 + Penalty 5042.929745 = -3553549.037055 nChanged 22 SP:Iteration 48Q (5339.330000 sec): 3 clusters Score: Raw -3558593.729997 + Penalty 5042.929745 = -3553550.800253 nChanged 21 SP:Iteration 49Q (5339.430000 sec): 3 clusters Score: Raw -3558595.069699 + Penalty 5042.929745 = -3553552.139955 nChanged 14 SP:Iteration 50Q (5339.520000 sec): 3 clusters Score: Raw -3558595.851567 + Penalty 5042.929745 = -3553552.921822 nChanged 10 SP:Iteration 51Q (5339.610000 sec): 3 clusters Score: Raw -3558596.675245 + Penalty 5042.929745 = -3553553.745500 nChanged 5 SP:Iteration 52Q (5339.710000 sec): 3 clusters Score: Raw -3558597.318350 + Penalty 5042.929745 = -3553554.388606 nChanged 11 SP:Iteration 53Q (5339.810000 sec): 3 clusters Score: Raw -3558598.020087 + Penalty 5042.929745 = -3553555.090343 nChanged 4 SP:Iteration 54Q (5339.910000 sec): 3 clusters Score: Raw -3558598.287805 + Penalty 5042.929745 = -3553555.358061 nChanged 4 SP:Iteration 55Q (5340.010000 sec): 3 clusters Score: Raw -3558598.528104 + Penalty 5042.929745 = -3553555.598360 nChanged 3 SP:Iteration 56Q (5340.090000 sec): 3 clusters Score: Raw -3558598.647682 + Penalty 5042.929745 = -3553555.717937 nChanged 1 SP:Iteration 57Q (5340.190000 sec): 3 clusters Score: Raw -3558598.788858 + Penalty 5042.929745 = -3553555.859113 nChanged 3 SP:Iteration 58Q (5340.280000 sec): 3 clusters Score: Raw -3558599.013929 + Penalty 5042.929745 = -3553556.084184 nChanged 4 SP:Iteration 59Q (5340.370000 sec): 3 clusters Score: Raw -3558599.377056 + Penalty 5042.929745 = -3553556.447311 nChanged 5 SP:Iteration 60F (5340.480000 sec): 3 clusters Score: Raw -3558599.589377 + Penalty 5042.929745 = -3553556.659632 nChanged 1 SP:Iteration 61Q (5340.580000 sec): 3 clusters Score: Raw -3558599.615232 + Penalty 5042.929745 = -3553556.685487 nChanged 1 SP:Iteration 62Q (5340.680000 sec): 3 clusters Score: Raw -3558599.692607 + Penalty 5042.929745 = -3553556.762863 nChanged 2 SP:Iteration 63Q (5340.780000 sec): 3 clusters Score: Raw -3558599.827696 + Penalty 5042.929745 = -3553556.897951 nChanged 1 SP:Iteration 64Q (5340.870000 sec): 3 clusters Score: Raw -3558599.853550 + Penalty 5042.929745 = -3553556.923806 nChanged 1 SP:Iteration 65Q (5340.970000 sec): 3 clusters Score: Raw -3558599.899731 + Penalty 5042.929745 = -3553556.969986 nChanged 1 SP:Iteration 66Q (5341.060000 sec): 3 clusters Score: Raw -3558599.944982 + Penalty 5042.929745 = -3553557.015237 nChanged 2 SP:Iteration 67Q (5341.150000 sec): 3 clusters Score: Raw -3558600.083322 + Penalty 5042.929745 = -3553557.153577 nChanged 2 SP:Iteration 68Q (5341.260000 sec): 3 clusters Score: Raw -3558600.245656 + Penalty 5042.929745 = -3553557.315912 nChanged 3 SP:Iteration 69Q (5341.350000 sec): 3 clusters Score: Raw -3558600.394771 + Penalty 5042.929745 = -3553557.465027 nChanged 3 SP:Iteration 70Q (5341.450000 sec): 3 clusters Score: Raw -3558600.699930 + Penalty 5042.929745 = -3553557.770186 nChanged 3 SP:Iteration 71Q (5341.560000 sec): 3 clusters Score: Raw -3558600.883516 + Penalty 5042.929745 = -3553557.953771 nChanged 1 SP:Iteration 72Q (5341.660000 sec): 3 clusters Score: Raw -3558600.941878 + Penalty 5042.929745 = -3553558.012133 nChanged 3 SP:Iteration 73Q (5341.780000 sec): 3 clusters Score: Raw -3558601.089323 + Penalty 5042.929745 = -3553558.159578 nChanged 1 SP:Iteration 74Q (5341.890000 sec): 3 clusters Score: Raw -3558601.169145 + Penalty 5042.929745 = -3553558.239400 nChanged 1 SP:Iteration 75Q (5341.980000 sec): 3 clusters Score: Raw -3558601.249253 + Penalty 5042.929745 = -3553558.319508 nChanged 0 SP:Iteration 76F (5342.090000 sec): 3 clusters Score: Raw -3558601.249253 + Penalty 5042.929745 = -3553558.319508 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 24. Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 15 (391495 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5344.170000 sec): 2 clusters Score: Raw -57342543.548728 + Penalty 3193.676550 = -57339349.872178 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5345.750000 sec): 3 clusters Score: Raw -57081144.886078 + Penalty 6387.353099 = -57074757.532978 nChanged 190868 SP:Iteration 1F (5347.290000 sec): 3 clusters Score: Raw -57197903.759293 + Penalty 6387.353099 = -57191516.406193 nChanged 14744 SP:Iteration 2Q (5348.900000 sec): 3 clusters Score: Raw -57202931.765290 + Penalty 6387.353099 = -57196544.412191 nChanged 19278 SP:Iteration 3Q (5350.540000 sec): 3 clusters Score: Raw -57211749.158154 + Penalty 6387.353099 = -57205361.805055 nChanged 24527 SP:Iteration 4F (5352.140000 sec): 3 clusters Score: Raw -57225874.581973 + Penalty 6387.353099 = -57219487.228874 nChanged 28669 SP:Iteration 5F (5353.690000 sec): 3 clusters Score: Raw -57245498.161053 + Penalty 6387.353099 = -57239110.807953 nChanged 30135 SP:Iteration 6F (5355.300000 sec): 3 clusters Score: Raw -57269477.479846 + Penalty 6387.353099 = -57263090.126746 nChanged 28578 SP:Iteration 7F (5356.880000 sec): 3 clusters Score: Raw -57294748.945691 + Penalty 6387.353099 = -57288361.592592 nChanged 23189 SP:Iteration 8F (5358.430000 sec): 3 clusters Score: Raw -57316435.991456 + Penalty 6387.353099 = -57310048.638357 nChanged 15497 SP:Iteration 9Q (5359.950000 sec): 3 clusters Score: Raw -57331221.094945 + Penalty 6387.353099 = -57324833.741845 nChanged 8162 SP:Iteration 10Q (5361.370000 sec): 3 clusters Score: Raw -57338886.369798 + Penalty 6387.353099 = -57332499.016699 nChanged 3098 SP:Iteration 11Q (5362.650000 sec): 3 clusters Score: Raw -57341697.106694 + Penalty 6387.353099 = -57335309.753595 nChanged 902 SP:Iteration 12Q (5363.800000 sec): 3 clusters Score: Raw -57342579.123375 + Penalty 6387.353099 = -57336191.770276 nChanged 242 SP:Iteration 13Q (5364.950000 sec): 3 clusters Score: Raw -57342882.929190 + Penalty 6387.353099 = -57336495.576090 nChanged 98 SP:Iteration 14Q (5366.040000 sec): 3 clusters Score: Raw -57342998.832842 + Penalty 6387.353099 = -57336611.479743 nChanged 46 SP:Iteration 15Q (5367.120000 sec): 3 clusters Score: Raw -57343062.153737 + Penalty 6387.353099 = -57336674.800638 nChanged 35 SP:Iteration 16Q (5368.200000 sec): 3 clusters Score: Raw -57343113.176538 + Penalty 6387.353099 = -57336725.823439 nChanged 28 SP:Iteration 17Q (5369.270000 sec): 3 clusters Score: Raw -57343154.062962 + Penalty 6387.353099 = -57336766.709863 nChanged 18 SP:Iteration 18Q (5370.320000 sec): 3 clusters Score: Raw -57343183.209481 + Penalty 6387.353099 = -57336795.856382 nChanged 18 SP:Iteration 19Q (5371.390000 sec): 3 clusters Score: Raw -57343217.110491 + Penalty 6387.353099 = -57336829.757391 nChanged 13 SP:Iteration 20F (5372.890000 sec): 3 clusters Score: Raw -57343249.368576 + Penalty 6387.353099 = -57336862.015476 nChanged 11 SP:Iteration 21Q (5373.930000 sec): 3 clusters Score: Raw -57343273.765050 + Penalty 6387.353099 = -57336886.411950 nChanged 16 SP:Iteration 22Q (5374.980000 sec): 3 clusters Score: Raw -57343300.021705 + Penalty 6387.353099 = -57336912.668605 nChanged 13 SP:Iteration 23Q (5376.050000 sec): 3 clusters Score: Raw -57343319.279602 + Penalty 6387.353099 = -57336931.926503 nChanged 9 SP:Iteration 24Q (5377.090000 sec): 3 clusters Score: Raw -57343333.250953 + Penalty 6387.353099 = -57336945.897854 nChanged 7 SP:Iteration 25Q (5378.150000 sec): 3 clusters Score: Raw -57343346.107931 + Penalty 6387.353099 = -57336958.754832 nChanged 7 SP:Iteration 26Q (5379.190000 sec): 3 clusters Score: Raw -57343361.161385 + Penalty 6387.353099 = -57336973.808285 nChanged 5 SP:Iteration 27Q (5380.250000 sec): 3 clusters Score: Raw -57343369.950166 + Penalty 6387.353099 = -57336982.597067 nChanged 6 SP:Iteration 28Q (5381.300000 sec): 3 clusters Score: Raw -57343380.160026 + Penalty 6387.353099 = -57336992.806927 nChanged 4 SP:Iteration 29Q (5382.350000 sec): 3 clusters Score: Raw -57343386.467426 + Penalty 6387.353099 = -57336999.114326 nChanged 2 SP:Iteration 30Q (5383.410000 sec): 3 clusters Score: Raw -57343389.938285 + Penalty 6387.353099 = -57337002.585185 nChanged 1 SP:Iteration 31Q (5384.480000 sec): 3 clusters Score: Raw -57343393.324893 + Penalty 6387.353099 = -57337005.971793 nChanged 3 SP:Iteration 32Q (5385.540000 sec): 3 clusters Score: Raw -57343398.587234 + Penalty 6387.353099 = -57337011.234135 nChanged 2 SP:Iteration 33Q (5386.610000 sec): 3 clusters Score: Raw -57343404.191669 + Penalty 6387.353099 = -57337016.838570 nChanged 3 SP:Iteration 34Q (5387.650000 sec): 3 clusters Score: Raw -57343406.540194 + Penalty 6387.353099 = -57337019.187094 nChanged 0 SP:Iteration 35F (5389.210000 sec): 3 clusters Score: Raw -57343406.731578 + Penalty 6387.353099 = -57337019.378479 nChanged 1 SP:Iteration 36Q (5390.270000 sec): 3 clusters Score: Raw -57343408.507218 + Penalty 6387.353099 = -57337021.154118 nChanged 2 SP:Iteration 37Q (5391.350000 sec): 3 clusters Score: Raw -57343410.335535 + Penalty 6387.353099 = -57337022.982435 nChanged 1 SP:Iteration 38Q (5392.420000 sec): 3 clusters Score: Raw -57343410.720274 + Penalty 6387.353099 = -57337023.367175 nChanged 0 SP:Iteration 39F (5393.960000 sec): 3 clusters Score: Raw -57343410.720274 + Penalty 6387.353099 = -57337023.367175 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 17 (4496 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5394.150000 sec): 2 clusters Score: Raw -553536.643928 + Penalty 2085.913961 = -551450.729966 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5394.170000 sec): 3 clusters Score: Raw -551913.433115 + Penalty 4171.827922 = -547741.605193 nChanged 1868 SP:Iteration 1F (5394.180000 sec): 3 clusters Score: Raw -560347.298592 + Penalty 4171.827922 = -556175.470670 nChanged 963 SP:Iteration 2F (5394.200000 sec): 3 clusters Score: Raw -567365.758642 + Penalty 4171.827922 = -563193.930720 nChanged 364 SP:Iteration 3F (5394.210000 sec): 3 clusters Score: Raw -570158.462420 + Penalty 4171.827922 = -565986.634498 nChanged 158 SP:Iteration 4Q (5394.230000 sec): 3 clusters Score: Raw -571273.574602 + Penalty 4171.827922 = -567101.746680 nChanged 118 SP:Iteration 5Q (5394.240000 sec): 3 clusters Score: Raw -572699.114262 + Penalty 4171.827922 = -568527.286340 nChanged 36 SP:Iteration 6Q (5394.250000 sec): 3 clusters Score: Raw -573365.256344 + Penalty 4171.827922 = -569193.428422 nChanged 10 SP:Iteration 7Q (5394.260000 sec): 3 clusters Score: Raw -573387.611231 + Penalty 4171.827922 = -569215.783309 nChanged 4 SP:Iteration 8Q (5394.270000 sec): 3 clusters Score: Raw -573390.186300 + Penalty 4171.827922 = -569218.358378 nChanged 0 SP:Iteration 9F (5394.290000 sec): 3 clusters Score: Raw -573391.348506 + Penalty 4171.827922 = -569219.520584 nChanged 1 SP:Iteration 10Q (5394.300000 sec): 3 clusters Score: Raw -573392.100314 + Penalty 4171.827922 = -569220.272392 nChanged 0 SP:Iteration 11F (5394.320000 sec): 3 clusters Score: Raw -573392.100314 + Penalty 4171.827922 = -569220.272392 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 25. Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 18 (8115 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5394.350000 sec): 2 clusters Score: Raw -1191917.406064 + Penalty 2232.364431 = -1189685.041633 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5394.390000 sec): 3 clusters Score: Raw -1187647.739022 + Penalty 4464.728862 = -1183183.010160 nChanged 3293 SP:Iteration 1F (5394.420000 sec): 3 clusters Score: Raw -1189477.207514 + Penalty 4464.728862 = -1185012.478652 nChanged 545 SP:Iteration 2F (5394.450000 sec): 3 clusters Score: Raw -1189782.596410 + Penalty 4464.728862 = -1185317.867547 nChanged 449 SP:Iteration 3F (5394.480000 sec): 3 clusters Score: Raw -1190054.425175 + Penalty 4464.728862 = -1185589.696313 nChanged 403 SP:Iteration 4Q (5394.510000 sec): 3 clusters Score: Raw -1190287.144679 + Penalty 4464.728862 = -1185822.415817 nChanged 376 SP:Iteration 5Q (5394.540000 sec): 3 clusters Score: Raw -1190514.708440 + Penalty 4464.728862 = -1186049.979578 nChanged 412 SP:Iteration 6F (5394.570000 sec): 3 clusters Score: Raw -1190775.990798 + Penalty 4464.728862 = -1186311.261936 nChanged 397 SP:Iteration 7Q (5394.600000 sec): 3 clusters Score: Raw -1191047.912511 + Penalty 4464.728862 = -1186583.183649 nChanged 394 SP:Iteration 8Q (5394.630000 sec): 3 clusters Score: Raw -1191364.440293 + Penalty 4464.728862 = -1186899.711431 nChanged 410 SP:Iteration 9F (5394.660000 sec): 3 clusters Score: Raw -1191736.103520 + Penalty 4464.728862 = -1187271.374658 nChanged 366 SP:Iteration 10Q (5394.690000 sec): 3 clusters Score: Raw -1192113.347592 + Penalty 4464.728862 = -1187648.618730 nChanged 312 SP:Iteration 11Q (5394.720000 sec): 3 clusters Score: Raw -1192532.998225 + Penalty 4464.728862 = -1188068.269363 nChanged 287 SP:Iteration 12Q (5394.750000 sec): 3 clusters Score: Raw -1192881.063119 + Penalty 4464.728862 = -1188416.334256 nChanged 246 SP:Iteration 13Q (5394.780000 sec): 3 clusters Score: Raw -1193109.282550 + Penalty 4464.728862 = -1188644.553688 nChanged 168 SP:Iteration 14Q (5394.810000 sec): 3 clusters Score: Raw -1193233.409874 + Penalty 4464.728862 = -1188768.681012 nChanged 102 SP:Iteration 15Q (5394.830000 sec): 3 clusters Score: Raw -1193284.265003 + Penalty 4464.728862 = -1188819.536141 nChanged 60 SP:Iteration 16Q (5394.860000 sec): 3 clusters Score: Raw -1193305.683388 + Penalty 4464.728862 = -1188840.954526 nChanged 44 SP:Iteration 17Q (5394.880000 sec): 3 clusters Score: Raw -1193320.457799 + Penalty 4464.728862 = -1188855.728937 nChanged 29 SP:Iteration 18Q (5394.910000 sec): 3 clusters Score: Raw -1193329.496196 + Penalty 4464.728862 = -1188864.767334 nChanged 24 SP:Iteration 19Q (5394.930000 sec): 3 clusters Score: Raw -1193335.330502 + Penalty 4464.728862 = -1188870.601640 nChanged 7 SP:Iteration 20F (5394.970000 sec): 3 clusters Score: Raw -1193336.759278 + Penalty 4464.728862 = -1188872.030416 nChanged 4 SP:Iteration 21Q (5394.990000 sec): 3 clusters Score: Raw -1193338.089142 + Penalty 4464.728862 = -1188873.360280 nChanged 2 SP:Iteration 22Q (5395.020000 sec): 3 clusters Score: Raw -1193338.652721 + Penalty 4464.728862 = -1188873.923859 nChanged 2 SP:Iteration 23Q (5395.050000 sec): 3 clusters Score: Raw -1193339.046787 + Penalty 4464.728862 = -1188874.317925 nChanged 1 SP:Iteration 24Q (5395.070000 sec): 3 clusters Score: Raw -1193339.171423 + Penalty 4464.728862 = -1188874.442561 nChanged 1 SP:Iteration 25Q (5395.100000 sec): 3 clusters Score: Raw -1193339.214445 + Penalty 4464.728862 = -1188874.485583 nChanged 0 SP:Iteration 26F (5395.130000 sec): 3 clusters Score: Raw -1193339.214445 + Penalty 4464.728862 = -1188874.485583 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 19 (4855 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5395.150000 sec): 2 clusters Score: Raw -692691.700663 + Penalty 2104.965566 = -690586.735097 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5395.170000 sec): 3 clusters Score: Raw -690383.580107 + Penalty 4209.931133 = -686173.648975 nChanged 1789 SP:Iteration 1F (5395.190000 sec): 3 clusters Score: Raw -691362.329534 + Penalty 4209.931133 = -687152.398401 nChanged 317 SP:Iteration 2F (5395.200000 sec): 3 clusters Score: Raw -691526.001915 + Penalty 4209.931133 = -687316.070782 nChanged 201 SP:Iteration 3Q (5395.220000 sec): 3 clusters Score: Raw -691635.088867 + Penalty 4209.931133 = -687425.157734 nChanged 178 SP:Iteration 4Q (5395.240000 sec): 3 clusters Score: Raw -691718.114161 + Penalty 4209.931133 = -687508.183028 nChanged 139 SP:Iteration 5Q (5395.260000 sec): 3 clusters Score: Raw -691779.515495 + Penalty 4209.931133 = -687569.584363 nChanged 109 SP:Iteration 6Q (5395.270000 sec): 3 clusters Score: Raw -691826.821161 + Penalty 4209.931133 = -687616.890028 nChanged 95 SP:Iteration 7Q (5395.290000 sec): 3 clusters Score: Raw -691864.793859 + Penalty 4209.931133 = -687654.862726 nChanged 90 SP:Iteration 8Q (5395.310000 sec): 3 clusters Score: Raw -691901.417124 + Penalty 4209.931133 = -687691.485991 nChanged 78 SP:Iteration 9Q (5395.330000 sec): 3 clusters Score: Raw -691928.527150 + Penalty 4209.931133 = -687718.596017 nChanged 56 SP:Iteration 10Q (5395.350000 sec): 3 clusters Score: Raw -691948.533475 + Penalty 4209.931133 = -687738.602342 nChanged 49 SP:Iteration 11Q (5395.360000 sec): 3 clusters Score: Raw -691965.931990 + Penalty 4209.931133 = -687756.000857 nChanged 43 SP:Iteration 12Q (5395.380000 sec): 3 clusters Score: Raw -691981.377295 + Penalty 4209.931133 = -687771.446162 nChanged 39 SP:Iteration 13Q (5395.400000 sec): 3 clusters Score: Raw -691995.941086 + Penalty 4209.931133 = -687786.009953 nChanged 36 SP:Iteration 14Q (5395.420000 sec): 3 clusters Score: Raw -692008.018099 + Penalty 4209.931133 = -687798.086966 nChanged 37 SP:Iteration 15Q (5395.430000 sec): 3 clusters Score: Raw -692019.601854 + Penalty 4209.931133 = -687809.670721 nChanged 35 SP:Iteration 16Q (5395.450000 sec): 3 clusters Score: Raw -692029.315917 + Penalty 4209.931133 = -687819.384784 nChanged 31 SP:Iteration 17Q (5395.470000 sec): 3 clusters Score: Raw -692037.864334 + Penalty 4209.931133 = -687827.933201 nChanged 22 SP:Iteration 18Q (5395.490000 sec): 3 clusters Score: Raw -692044.879068 + Penalty 4209.931133 = -687834.947936 nChanged 16 SP:Iteration 19Q (5395.510000 sec): 3 clusters Score: Raw -692049.633063 + Penalty 4209.931133 = -687839.701930 nChanged 21 SP:Iteration 20F (5395.530000 sec): 3 clusters Score: Raw -692056.339180 + Penalty 4209.931133 = -687846.408047 nChanged 13 SP:Iteration 21Q (5395.540000 sec): 3 clusters Score: Raw -692059.885864 + Penalty 4209.931133 = -687849.954732 nChanged 14 SP:Iteration 22Q (5395.560000 sec): 3 clusters Score: Raw -692064.598709 + Penalty 4209.931133 = -687854.667576 nChanged 24 SP:Iteration 23Q (5395.580000 sec): 3 clusters Score: Raw -692075.462617 + Penalty 4209.931133 = -687865.531484 nChanged 30 SP:Iteration 24Q (5395.600000 sec): 3 clusters Score: Raw -692086.566064 + Penalty 4209.931133 = -687876.634932 nChanged 32 SP:Iteration 25Q (5395.620000 sec): 3 clusters Score: Raw -692095.176621 + Penalty 4209.931133 = -687885.245488 nChanged 26 SP:Iteration 26Q (5395.640000 sec): 3 clusters Score: Raw -692101.651835 + Penalty 4209.931133 = -687891.720702 nChanged 21 SP:Iteration 27Q (5395.650000 sec): 3 clusters Score: Raw -692106.888392 + Penalty 4209.931133 = -687896.957259 nChanged 17 SP:Iteration 28Q (5395.670000 sec): 3 clusters Score: Raw -692111.008506 + Penalty 4209.931133 = -687901.077374 nChanged 13 SP:Iteration 29Q (5395.690000 sec): 3 clusters Score: Raw -692114.250078 + Penalty 4209.931133 = -687904.318945 nChanged 10 SP:Iteration 30Q (5395.710000 sec): 3 clusters Score: Raw -692118.094574 + Penalty 4209.931133 = -687908.163441 nChanged 14 SP:Iteration 31Q (5395.730000 sec): 3 clusters Score: Raw -692122.426235 + Penalty 4209.931133 = -687912.495103 nChanged 20 SP:Iteration 32Q (5395.750000 sec): 3 clusters Score: Raw -692128.572674 + Penalty 4209.931133 = -687918.641542 nChanged 16 SP:Iteration 33Q (5395.760000 sec): 3 clusters Score: Raw -692133.137330 + Penalty 4209.931133 = -687923.206197 nChanged 15 SP:Iteration 34Q (5395.780000 sec): 3 clusters Score: Raw -692136.302708 + Penalty 4209.931133 = -687926.371576 nChanged 16 SP:Iteration 35Q (5395.800000 sec): 3 clusters Score: Raw -692140.571596 + Penalty 4209.931133 = -687930.640463 nChanged 18 SP:Iteration 36Q (5395.820000 sec): 3 clusters Score: Raw -692145.941901 + Penalty 4209.931133 = -687936.010768 nChanged 21 SP:Iteration 37Q (5395.830000 sec): 3 clusters Score: Raw -692152.282143 + Penalty 4209.931133 = -687942.351010 nChanged 27 SP:Iteration 38Q (5395.850000 sec): 3 clusters Score: Raw -692160.199794 + Penalty 4209.931133 = -687950.268661 nChanged 29 SP:Iteration 39Q (5395.870000 sec): 3 clusters Score: Raw -692170.658331 + Penalty 4209.931133 = -687960.727198 nChanged 27 SP:Iteration 40F (5395.890000 sec): 3 clusters Score: Raw -692179.898704 + Penalty 4209.931133 = -687969.967571 nChanged 27 SP:Iteration 41Q (5395.910000 sec): 3 clusters Score: Raw -692187.492697 + Penalty 4209.931133 = -687977.561564 nChanged 19 SP:Iteration 42Q (5395.930000 sec): 3 clusters Score: Raw -692191.909020 + Penalty 4209.931133 = -687981.977887 nChanged 13 SP:Iteration 43Q (5395.940000 sec): 3 clusters Score: Raw -692194.241560 + Penalty 4209.931133 = -687984.310427 nChanged 7 SP:Iteration 44Q (5395.960000 sec): 3 clusters Score: Raw -692195.647723 + Penalty 4209.931133 = -687985.716590 nChanged 7 SP:Iteration 45Q (5395.980000 sec): 3 clusters Score: Raw -692197.715317 + Penalty 4209.931133 = -687987.784184 nChanged 7 SP:Iteration 46Q (5396.000000 sec): 3 clusters Score: Raw -692200.050578 + Penalty 4209.931133 = -687990.119445 nChanged 13 SP:Iteration 47Q (5396.010000 sec): 3 clusters Score: Raw -692203.807565 + Penalty 4209.931133 = -687993.876432 nChanged 14 SP:Iteration 48Q (5396.030000 sec): 3 clusters Score: Raw -692206.858897 + Penalty 4209.931133 = -687996.927764 nChanged 15 SP:Iteration 49Q (5396.050000 sec): 3 clusters Score: Raw -692211.519540 + Penalty 4209.931133 = -688001.588407 nChanged 16 SP:Iteration 50Q (5396.070000 sec): 3 clusters Score: Raw -692217.070224 + Penalty 4209.931133 = -688007.139092 nChanged 22 SP:Iteration 51Q (5396.080000 sec): 3 clusters Score: Raw -692223.199741 + Penalty 4209.931133 = -688013.268608 nChanged 18 SP:Iteration 52Q (5396.100000 sec): 3 clusters Score: Raw -692229.341534 + Penalty 4209.931133 = -688019.410402 nChanged 23 SP:Iteration 53Q (5396.120000 sec): 3 clusters Score: Raw -692237.317425 + Penalty 4209.931133 = -688027.386293 nChanged 21 SP:Iteration 54Q (5396.140000 sec): 3 clusters Score: Raw -692243.948678 + Penalty 4209.931133 = -688034.017545 nChanged 24 SP:Iteration 55Q (5396.160000 sec): 3 clusters Score: Raw -692252.251427 + Penalty 4209.931133 = -688042.320294 nChanged 33 SP:Iteration 56Q (5396.170000 sec): 3 clusters Score: Raw -692263.051056 + Penalty 4209.931133 = -688053.119923 nChanged 31 SP:Iteration 57Q (5396.190000 sec): 3 clusters Score: Raw -692277.027997 + Penalty 4209.931133 = -688067.096864 nChanged 46 SP:Iteration 58Q (5396.210000 sec): 3 clusters Score: Raw -692298.429021 + Penalty 4209.931133 = -688088.497888 nChanged 54 SP:Iteration 59Q (5396.230000 sec): 3 clusters Score: Raw -692325.222863 + Penalty 4209.931133 = -688115.291730 nChanged 54 SP:Iteration 60F (5396.250000 sec): 3 clusters Score: Raw -692357.576662 + Penalty 4209.931133 = -688147.645530 nChanged 65 SP:Iteration 61Q (5396.270000 sec): 3 clusters Score: Raw -692399.653364 + Penalty 4209.931133 = -688189.722232 nChanged 84 SP:Iteration 62Q (5396.280000 sec): 3 clusters Score: Raw -692454.335691 + Penalty 4209.931133 = -688244.404558 nChanged 112 SP:Iteration 63Q (5396.300000 sec): 3 clusters Score: Raw -692554.395694 + Penalty 4209.931133 = -688344.464561 nChanged 156 SP:Iteration 64Q (5396.320000 sec): 3 clusters Score: Raw -692729.372999 + Penalty 4209.931133 = -688519.441867 nChanged 184 SP:Iteration 65Q (5396.330000 sec): 3 clusters Score: Raw -692970.587067 + Penalty 4209.931133 = -688760.655934 nChanged 224 SP:Iteration 66Q (5396.350000 sec): 3 clusters Score: Raw -693265.916881 + Penalty 4209.931133 = -689055.985749 nChanged 231 SP:Iteration 67Q (5396.370000 sec): 3 clusters Score: Raw -693573.428369 + Penalty 4209.931133 = -689363.497236 nChanged 207 SP:Iteration 68Q (5396.390000 sec): 3 clusters Score: Raw -693806.306402 + Penalty 4209.931133 = -689596.375270 nChanged 137 SP:Iteration 69Q (5396.400000 sec): 3 clusters Score: Raw -693937.603380 + Penalty 4209.931133 = -689727.672248 nChanged 72 SP:Iteration 70Q (5396.420000 sec): 3 clusters Score: Raw -694009.193596 + Penalty 4209.931133 = -689799.262463 nChanged 49 SP:Iteration 71Q (5396.430000 sec): 3 clusters Score: Raw -694059.913919 + Penalty 4209.931133 = -689849.982786 nChanged 39 SP:Iteration 72Q (5396.450000 sec): 3 clusters Score: Raw -694093.837300 + Penalty 4209.931133 = -689883.906167 nChanged 29 SP:Iteration 73Q (5396.470000 sec): 3 clusters Score: Raw -694116.367091 + Penalty 4209.931133 = -689906.435958 nChanged 17 SP:Iteration 74Q (5396.480000 sec): 3 clusters Score: Raw -694126.119648 + Penalty 4209.931133 = -689916.188515 nChanged 13 SP:Iteration 75Q (5396.490000 sec): 3 clusters Score: Raw -694133.455949 + Penalty 4209.931133 = -689923.524816 nChanged 8 SP:Iteration 76Q (5396.510000 sec): 3 clusters Score: Raw -694137.940931 + Penalty 4209.931133 = -689928.009798 nChanged 10 SP:Iteration 77Q (5396.530000 sec): 3 clusters Score: Raw -694143.030478 + Penalty 4209.931133 = -689933.099345 nChanged 8 SP:Iteration 78Q (5396.540000 sec): 3 clusters Score: Raw -694145.836429 + Penalty 4209.931133 = -689935.905296 nChanged 1 SP:Iteration 79Q (5396.560000 sec): 3 clusters Score: Raw -694146.163528 + Penalty 4209.931133 = -689936.232395 nChanged 1 SP:Iteration 80F (5396.580000 sec): 3 clusters Score: Raw -694146.603307 + Penalty 4209.931133 = -689936.672174 nChanged 1 SP:Iteration 81Q (5396.600000 sec): 3 clusters Score: Raw -694146.858450 + Penalty 4209.931133 = -689936.927317 nChanged 0 SP:Iteration 82F (5396.620000 sec): 3 clusters Score: Raw -694146.858450 + Penalty 4209.931133 = -689936.927317 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 20 (53191 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5396.810000 sec): 2 clusters Score: Raw -7748585.985000 + Penalty 2698.647833 = -7745887.337167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5397.020000 sec): 3 clusters Score: Raw -7715554.339479 + Penalty 5397.295666 = -7710157.043813 nChanged 24525 SP:Iteration 1F (5397.230000 sec): 3 clusters Score: Raw -7729182.578346 + Penalty 5397.295666 = -7723785.282680 nChanged 2073 SP:Iteration 2Q (5397.450000 sec): 3 clusters Score: Raw -7729709.379731 + Penalty 5397.295666 = -7724312.084065 nChanged 1877 SP:Iteration 3Q (5397.660000 sec): 3 clusters Score: Raw -7730216.029626 + Penalty 5397.295666 = -7724818.733960 nChanged 1863 SP:Iteration 4Q (5398.200000 sec): 3 clusters Score: Raw -7730742.715628 + Penalty 5397.295666 = -7725345.419962 nChanged 1879 SP:Iteration 5Q (5398.420000 sec): 3 clusters Score: Raw -7731326.795516 + Penalty 5397.295666 = -7725929.499850 nChanged 1952 SP:Iteration 6Q (5398.630000 sec): 3 clusters Score: Raw -7731984.519600 + Penalty 5397.295666 = -7726587.223934 nChanged 2108 SP:Iteration 7Q (5398.840000 sec): 3 clusters Score: Raw -7732807.213691 + Penalty 5397.295666 = -7727409.918025 nChanged 2322 SP:Iteration 8Q (5399.040000 sec): 3 clusters Score: Raw -7733848.410154 + Penalty 5397.295666 = -7728451.114488 nChanged 2542 SP:Iteration 9Q (5399.260000 sec): 3 clusters Score: Raw -7735080.496635 + Penalty 5397.295666 = -7729683.200969 nChanged 2656 SP:Iteration 10Q (5399.470000 sec): 3 clusters Score: Raw -7736450.657944 + Penalty 5397.295666 = -7731053.362278 nChanged 2706 SP:Iteration 11F (5399.740000 sec): 3 clusters Score: Raw -7737889.676844 + Penalty 5397.295666 = -7732492.381178 nChanged 2617 SP:Iteration 12Q (5399.960000 sec): 3 clusters Score: Raw -7739396.816665 + Penalty 5397.295666 = -7733999.520999 nChanged 2565 SP:Iteration 13Q (5400.180000 sec): 3 clusters Score: Raw -7740958.418920 + Penalty 5397.295666 = -7735561.123253 nChanged 2486 SP:Iteration 14Q (5400.390000 sec): 3 clusters Score: Raw -7742587.484409 + Penalty 5397.295666 = -7737190.188743 nChanged 2272 SP:Iteration 15Q (5400.600000 sec): 3 clusters Score: Raw -7744171.663076 + Penalty 5397.295666 = -7738774.367410 nChanged 1987 SP:Iteration 16Q (5400.810000 sec): 3 clusters Score: Raw -7745584.526643 + Penalty 5397.295666 = -7740187.230977 nChanged 1607 SP:Iteration 17Q (5401.010000 sec): 3 clusters Score: Raw -7746741.151103 + Penalty 5397.295666 = -7741343.855437 nChanged 1134 SP:Iteration 18Q (5401.200000 sec): 3 clusters Score: Raw -7747531.714559 + Penalty 5397.295666 = -7742134.418893 nChanged 790 SP:Iteration 19Q (5401.390000 sec): 3 clusters Score: Raw -7748055.771744 + Penalty 5397.295666 = -7742658.476078 nChanged 480 SP:Iteration 20F (5401.610000 sec): 3 clusters Score: Raw -7748358.618213 + Penalty 5397.295666 = -7742961.322547 nChanged 320 SP:Iteration 21Q (5401.780000 sec): 3 clusters Score: Raw -7748553.735733 + Penalty 5397.295666 = -7743156.440067 nChanged 211 SP:Iteration 22Q (5401.940000 sec): 3 clusters Score: Raw -7748663.239483 + Penalty 5397.295666 = -7743265.943817 nChanged 160 SP:Iteration 23Q (5402.110000 sec): 3 clusters Score: Raw -7748757.730558 + Penalty 5397.295666 = -7743360.434892 nChanged 127 SP:Iteration 24Q (5402.270000 sec): 3 clusters Score: Raw -7748827.243085 + Penalty 5397.295666 = -7743429.947419 nChanged 91 SP:Iteration 25Q (5402.430000 sec): 3 clusters Score: Raw -7748872.541465 + Penalty 5397.295666 = -7743475.245798 nChanged 71 SP:Iteration 26Q (5402.850000 sec): 3 clusters Score: Raw -7748911.768708 + Penalty 5397.295666 = -7743514.473042 nChanged 57 SP:Iteration 27Q (5403.000000 sec): 3 clusters Score: Raw -7748936.818545 + Penalty 5397.295666 = -7743539.522879 nChanged 50 SP:Iteration 28Q (5403.170000 sec): 3 clusters Score: Raw -7748963.519723 + Penalty 5397.295666 = -7743566.224057 nChanged 40 SP:Iteration 29Q (5403.330000 sec): 3 clusters Score: Raw -7748984.686388 + Penalty 5397.295666 = -7743587.390722 nChanged 33 SP:Iteration 30Q (5403.480000 sec): 3 clusters Score: Raw -7749002.816196 + Penalty 5397.295666 = -7743605.520530 nChanged 27 SP:Iteration 31Q (5403.640000 sec): 3 clusters Score: Raw -7749017.863320 + Penalty 5397.295666 = -7743620.567654 nChanged 27 SP:Iteration 32Q (5403.790000 sec): 3 clusters Score: Raw -7749030.896630 + Penalty 5397.295666 = -7743633.600964 nChanged 27 SP:Iteration 33Q (5403.940000 sec): 3 clusters Score: Raw -7749045.988087 + Penalty 5397.295666 = -7743648.692421 nChanged 22 SP:Iteration 34Q (5404.080000 sec): 3 clusters Score: Raw -7749058.395977 + Penalty 5397.295666 = -7743661.100310 nChanged 25 SP:Iteration 35Q (5404.250000 sec): 3 clusters Score: Raw -7749074.184599 + Penalty 5397.295666 = -7743676.888933 nChanged 21 SP:Iteration 36Q (5405.000000 sec): 3 clusters Score: Raw -7749083.269259 + Penalty 5397.295666 = -7743685.973593 nChanged 15 SP:Iteration 37Q (5405.390000 sec): 3 clusters Score: Raw -7749090.085728 + Penalty 5397.295666 = -7743692.790062 nChanged 13 SP:Iteration 38Q (5405.540000 sec): 3 clusters Score: Raw -7749096.868094 + Penalty 5397.295666 = -7743699.572428 nChanged 12 SP:Iteration 39Q (5405.690000 sec): 3 clusters Score: Raw -7749102.907054 + Penalty 5397.295666 = -7743705.611388 nChanged 10 SP:Iteration 40F (5405.900000 sec): 3 clusters Score: Raw -7749108.177523 + Penalty 5397.295666 = -7743710.881857 nChanged 6 SP:Iteration 41Q (5406.050000 sec): 3 clusters Score: Raw -7749110.522890 + Penalty 5397.295666 = -7743713.227224 nChanged 7 SP:Iteration 42Q (5406.210000 sec): 3 clusters Score: Raw -7749113.236969 + Penalty 5397.295666 = -7743715.941303 nChanged 4 SP:Iteration 43Q (5406.360000 sec): 3 clusters Score: Raw -7749115.212445 + Penalty 5397.295666 = -7743717.916779 nChanged 3 SP:Iteration 44Q (5406.500000 sec): 3 clusters Score: Raw -7749115.795388 + Penalty 5397.295666 = -7743718.499722 nChanged 1 SP:Iteration 45Q (5406.650000 sec): 3 clusters Score: Raw -7749116.076509 + Penalty 5397.295666 = -7743718.780843 nChanged 1 SP:Iteration 46Q (5406.810000 sec): 3 clusters Score: Raw -7749116.289221 + Penalty 5397.295666 = -7743718.993555 nChanged 0 SP:Iteration 47F (5407.010000 sec): 3 clusters Score: Raw -7749116.289221 + Penalty 5397.295666 = -7743718.993555 nChanged 0 Iteration 20F (5443.520000 sec): 26 clusters Score: Raw -139223048.931785 + Penalty 85499.099665 = -139137549.832121 nChanged 18465 Iteration 21Q (5454.170000 sec): 26 clusters Score: Raw -139232822.607960 + Penalty 85499.099665 = -139147323.508296 nChanged 11798 Iteration 22Q (5463.800000 sec): 26 clusters Score: Raw -139237187.125211 + Penalty 85499.099665 = -139151688.025546 nChanged 9075 Iteration 23Q (5473.080000 sec): 26 clusters Score: Raw -139239892.242658 + Penalty 85499.099665 = -139154393.142994 nChanged 7577 Iteration 24Q (5484.270000 sec): 26 clusters Score: Raw -139241804.540402 + Penalty 85499.099665 = -139156305.440737 nChanged 6335 Iteration 25Q (5496.830000 sec): 26 clusters Score: Raw -139243131.770766 + Penalty 85499.099665 = -139157632.671101 nChanged 5387 Iteration 26Q (5506.120000 sec): 26 clusters Score: Raw -139244158.037620 + Penalty 85499.099665 = -139158658.937955 nChanged 4846 Iteration 27Q (5522.860000 sec): 26 clusters Score: Raw -139245027.767873 + Penalty 85499.099665 = -139159528.668209 nChanged 4294 Iteration 28Q (5538.760000 sec): 26 clusters Score: Raw -139245758.986266 + Penalty 85499.099665 = -139160259.886602 nChanged 4045 Iteration 29Q (5549.760000 sec): 26 clusters Score: Raw -139246404.244202 + Penalty 85499.099665 = -139160905.144537 nChanged 3684 Iteration 30Q (5560.150000 sec): 26 clusters Score: Raw -139246944.921975 + Penalty 85499.099665 = -139161445.822311 nChanged 3357 Iteration 31Q (5573.630000 sec): 26 clusters Score: Raw -139247372.704405 + Penalty 85499.099665 = -139161873.604740 nChanged 3032 Iteration 32Q (5584.060000 sec): 26 clusters Score: Raw -139247726.571908 + Penalty 85499.099665 = -139162227.472243 nChanged 2740 Iteration 33Q (5634.530000 sec): 26 clusters Score: Raw -139248007.465039 + Penalty 85499.099665 = -139162508.365374 nChanged 2395 Iteration 34Q (5655.140000 sec): 26 clusters Score: Raw -139248232.604335 + Penalty 85499.099665 = -139162733.504670 nChanged 2109 Iteration 35Q (5665.520000 sec): 26 clusters Score: Raw -139248436.086620 + Penalty 85499.099665 = -139162936.986955 nChanged 1922 Iteration 36Q (5675.860000 sec): 26 clusters Score: Raw -139248602.242219 + Penalty 85499.099665 = -139163103.142554 nChanged 1759 Iteration 37Q (5686.090000 sec): 26 clusters Score: Raw -139248746.109566 + Penalty 85499.099665 = -139163247.009901 nChanged 1558 Iteration 38Q (5696.370000 sec): 26 clusters Score: Raw -139248853.986496 + Penalty 85499.099665 = -139163354.886832 nChanged 1360 Iteration 39Q (5706.520000 sec): 26 clusters Score: Raw -139248934.259502 + Penalty 85499.099665 = -139163435.159837 nChanged 1191 Iteration 40F (5740.650000 sec): 26 clusters Score: Raw -139250560.974077 + Penalty 85499.099665 = -139165061.874412 nChanged 1620 Iteration 41Q (5751.130000 sec): 26 clusters Score: Raw -139252758.479145 + Penalty 85499.099665 = -139167259.379481 nChanged 1630 Iteration 42Q (5761.670000 sec): 26 clusters Score: Raw -139254261.011583 + Penalty 85499.099665 = -139168761.911918 nChanged 1499 Iteration 43Q (5772.380000 sec): 26 clusters Score: Raw -139255958.633585 + Penalty 85499.099665 = -139170459.533920 nChanged 1351 Iteration 44Q (5782.980000 sec): 26 clusters Score: Raw -139256439.142460 + Penalty 85499.099665 = -139170940.042795 nChanged 1223 Iteration 45Q (5793.370000 sec): 26 clusters Score: Raw -139256618.529576 + Penalty 85499.099665 = -139171119.429912 nChanged 1163 Iteration 46Q (5802.960000 sec): 26 clusters Score: Raw -139256782.621855 + Penalty 85499.099665 = -139171283.522190 nChanged 1144 Iteration 47Q (5812.030000 sec): 26 clusters Score: Raw -139256921.412609 + Penalty 85499.099665 = -139171422.312945 nChanged 1064 Iteration 48Q (5821.940000 sec): 26 clusters Score: Raw -139257052.543462 + Penalty 85499.099665 = -139171553.443797 nChanged 981 Iteration 49Q (5832.570000 sec): 26 clusters Score: Raw -139257187.478921 + Penalty 85499.099665 = -139171688.379257 nChanged 968 Iteration 50Q (5841.930000 sec): 26 clusters Score: Raw -139257313.152909 + Penalty 85499.099665 = -139171814.053245 nChanged 957 Iteration 51Q (5851.190000 sec): 26 clusters Score: Raw -139257444.670912 + Penalty 85499.099665 = -139171945.571248 nChanged 891 Iteration 52Q (5860.320000 sec): 26 clusters Score: Raw -139257580.538907 + Penalty 85499.099665 = -139172081.439243 nChanged 859 Iteration 53Q (5869.920000 sec): 26 clusters Score: Raw -139257700.683900 + Penalty 85499.099665 = -139172201.584236 nChanged 791 Iteration 54Q (5879.020000 sec): 26 clusters Score: Raw -139257783.605915 + Penalty 85499.099665 = -139172284.506250 nChanged 778 Iteration 55Q (5889.050000 sec): 26 clusters Score: Raw -139257845.162383 + Penalty 85499.099665 = -139172346.062718 nChanged 678 Iteration 56Q (5899.480000 sec): 26 clusters Score: Raw -139257894.676111 + Penalty 85499.099665 = -139172395.576446 nChanged 599 Iteration 57Q (5909.900000 sec): 26 clusters Score: Raw -139257932.307815 + Penalty 85499.099665 = -139172433.208151 nChanged 530 Iteration 58Q (5920.180000 sec): 26 clusters Score: Raw -139257964.646910 + Penalty 85499.099665 = -139172465.547246 nChanged 541 Writing temp clu file Because OldScore, -139172433.208151, is greater than current (better) Score,-139172465.547246 Compute initial score before splitting: Score: Raw -139257964.646910 + Penalty 85499.099665 = -139172465.547246 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 1 (3136 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5920.370000 sec): 2 clusters Score: Raw -438229.616580 + Penalty 1996.574439 = -436233.042142 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5920.380000 sec): 3 clusters Score: Raw -436950.803355 + Penalty 3993.148877 = -432957.654478 nChanged 1146 SP:Iteration 1F (5920.400000 sec): 3 clusters Score: Raw -437902.476472 + Penalty 3993.148877 = -433909.327595 nChanged 296 SP:Iteration 2F (5920.410000 sec): 3 clusters Score: Raw -438209.457543 + Penalty 3993.148877 = -434216.308666 nChanged 186 SP:Iteration 3F (5920.420000 sec): 3 clusters Score: Raw -438402.721190 + Penalty 3993.148877 = -434409.572312 nChanged 147 SP:Iteration 4Q (5920.430000 sec): 3 clusters Score: Raw -438530.663215 + Penalty 3993.148877 = -434537.514337 nChanged 110 SP:Iteration 5Q (5920.440000 sec): 3 clusters Score: Raw -438616.282067 + Penalty 3993.148877 = -434623.133190 nChanged 98 SP:Iteration 6Q (5920.450000 sec): 3 clusters Score: Raw -438700.223700 + Penalty 3993.148877 = -434707.074823 nChanged 97 SP:Iteration 7Q (5920.460000 sec): 3 clusters Score: Raw -438781.345664 + Penalty 3993.148877 = -434788.196787 nChanged 75 SP:Iteration 8Q (5920.480000 sec): 3 clusters Score: Raw -438845.225288 + Penalty 3993.148877 = -434852.076411 nChanged 79 SP:Iteration 9Q (5920.480000 sec): 3 clusters Score: Raw -438907.422238 + Penalty 3993.148877 = -434914.273360 nChanged 72 SP:Iteration 10Q (5920.500000 sec): 3 clusters Score: Raw -438963.372013 + Penalty 3993.148877 = -434970.223135 nChanged 58 SP:Iteration 11Q (5920.510000 sec): 3 clusters Score: Raw -438999.263086 + Penalty 3993.148877 = -435006.114209 nChanged 39 SP:Iteration 12Q (5920.520000 sec): 3 clusters Score: Raw -439022.451733 + Penalty 3993.148877 = -435029.302856 nChanged 34 SP:Iteration 13Q (5920.530000 sec): 3 clusters Score: Raw -439043.641944 + Penalty 3993.148877 = -435050.493067 nChanged 37 SP:Iteration 14Q (5920.540000 sec): 3 clusters Score: Raw -439062.391949 + Penalty 3993.148877 = -435069.243072 nChanged 32 SP:Iteration 15Q (5920.560000 sec): 3 clusters Score: Raw -439079.491512 + Penalty 3993.148877 = -435086.342635 nChanged 20 SP:Iteration 16Q (5920.560000 sec): 3 clusters Score: Raw -439089.144629 + Penalty 3993.148877 = -435095.995751 nChanged 16 SP:Iteration 17Q (5920.580000 sec): 3 clusters Score: Raw -439097.169608 + Penalty 3993.148877 = -435104.020730 nChanged 10 SP:Iteration 18Q (5920.590000 sec): 3 clusters Score: Raw -439101.178893 + Penalty 3993.148877 = -435108.030016 nChanged 11 SP:Iteration 19Q (5920.600000 sec): 3 clusters Score: Raw -439104.746033 + Penalty 3993.148877 = -435111.597156 nChanged 4 SP:Iteration 20F (5920.610000 sec): 3 clusters Score: Raw -439106.984128 + Penalty 3993.148877 = -435113.835251 nChanged 3 SP:Iteration 21Q (5920.620000 sec): 3 clusters Score: Raw -439107.951520 + Penalty 3993.148877 = -435114.802642 nChanged 1 SP:Iteration 22Q (5920.640000 sec): 3 clusters Score: Raw -439108.228283 + Penalty 3993.148877 = -435115.079406 nChanged 0 SP:Iteration 23F (5920.640000 sec): 3 clusters Score: Raw -439108.228283 + Penalty 3993.148877 = -435115.079406 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 2 (141009 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5921.140000 sec): 2 clusters Score: Raw -20424263.371981 + Penalty 2940.431591 = -20421322.940390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5921.700000 sec): 3 clusters Score: Raw -20332777.114173 + Penalty 5880.863183 = -20326896.250990 nChanged 67453 SP:Iteration 1F (5922.260000 sec): 3 clusters Score: Raw -20371632.831636 + Penalty 5880.863183 = -20365751.968453 nChanged 4671 SP:Iteration 2Q (5922.810000 sec): 3 clusters Score: Raw -20372876.312135 + Penalty 5880.863183 = -20366995.448952 nChanged 5629 SP:Iteration 3Q (5923.380000 sec): 3 clusters Score: Raw -20374905.554703 + Penalty 5880.863183 = -20369024.691520 nChanged 7547 SP:Iteration 4F (5923.930000 sec): 3 clusters Score: Raw -20378766.736276 + Penalty 5880.863183 = -20372885.873094 nChanged 10254 SP:Iteration 5F (5924.480000 sec): 3 clusters Score: Raw -20385983.274466 + Penalty 5880.863183 = -20380102.411283 nChanged 12754 SP:Iteration 6F (5925.020000 sec): 3 clusters Score: Raw -20397239.577212 + Penalty 5880.863183 = -20391358.714029 nChanged 12292 SP:Iteration 7F (5925.590000 sec): 3 clusters Score: Raw -20409159.684366 + Penalty 5880.863183 = -20403278.821183 nChanged 8563 SP:Iteration 8F (5926.150000 sec): 3 clusters Score: Raw -20417429.004138 + Penalty 5880.863183 = -20411548.140956 nChanged 4482 SP:Iteration 9Q (5926.700000 sec): 3 clusters Score: Raw -20421562.301075 + Penalty 5880.863183 = -20415681.437892 nChanged 1993 SP:Iteration 10Q (5927.210000 sec): 3 clusters Score: Raw -20423365.001202 + Penalty 5880.863183 = -20417484.138020 nChanged 781 SP:Iteration 11Q (5927.670000 sec): 3 clusters Score: Raw -20424112.890576 + Penalty 5880.863183 = -20418232.027393 nChanged 318 SP:Iteration 12Q (5928.090000 sec): 3 clusters Score: Raw -20424402.373973 + Penalty 5880.863183 = -20418521.510790 nChanged 158 SP:Iteration 13Q (5928.500000 sec): 3 clusters Score: Raw -20424545.417645 + Penalty 5880.863183 = -20418664.554462 nChanged 92 SP:Iteration 14Q (5928.920000 sec): 3 clusters Score: Raw -20424621.503701 + Penalty 5880.863183 = -20418740.640518 nChanged 52 SP:Iteration 15Q (5929.320000 sec): 3 clusters Score: Raw -20424661.295360 + Penalty 5880.863183 = -20418780.432177 nChanged 36 SP:Iteration 16Q (5929.730000 sec): 3 clusters Score: Raw -20424689.441126 + Penalty 5880.863183 = -20418808.577943 nChanged 33 SP:Iteration 17Q (5930.140000 sec): 3 clusters Score: Raw -20424711.765811 + Penalty 5880.863183 = -20418830.902628 nChanged 29 SP:Iteration 18Q (5930.550000 sec): 3 clusters Score: Raw -20424731.604894 + Penalty 5880.863183 = -20418850.741712 nChanged 22 SP:Iteration 19Q (5930.960000 sec): 3 clusters Score: Raw -20424746.574687 + Penalty 5880.863183 = -20418865.711505 nChanged 15 SP:Iteration 20F (5931.510000 sec): 3 clusters Score: Raw -20424756.948584 + Penalty 5880.863183 = -20418876.085401 nChanged 9 SP:Iteration 21Q (5931.890000 sec): 3 clusters Score: Raw -20424762.116255 + Penalty 5880.863183 = -20418881.253072 nChanged 5 SP:Iteration 22Q (5932.270000 sec): 3 clusters Score: Raw -20424764.376983 + Penalty 5880.863183 = -20418883.513800 nChanged 4 SP:Iteration 23Q (5932.640000 sec): 3 clusters Score: Raw -20424767.377052 + Penalty 5880.863183 = -20418886.513870 nChanged 5 SP:Iteration 24Q (5933.030000 sec): 3 clusters Score: Raw -20424771.104413 + Penalty 5880.863183 = -20418890.241231 nChanged 6 SP:Iteration 25Q (5933.410000 sec): 3 clusters Score: Raw -20424774.915335 + Penalty 5880.863183 = -20418894.052152 nChanged 5 SP:Iteration 26Q (5933.790000 sec): 3 clusters Score: Raw -20424778.558020 + Penalty 5880.863183 = -20418897.694837 nChanged 3 SP:Iteration 27Q (5934.170000 sec): 3 clusters Score: Raw -20424781.297429 + Penalty 5880.863183 = -20418900.434247 nChanged 1 SP:Iteration 28Q (5934.550000 sec): 3 clusters Score: Raw -20424781.990485 + Penalty 5880.863183 = -20418901.127302 nChanged 1 SP:Iteration 29Q (5934.930000 sec): 3 clusters Score: Raw -20424782.239380 + Penalty 5880.863183 = -20418901.376197 nChanged 0 SP:Iteration 30F (5935.460000 sec): 3 clusters Score: Raw -20424782.239380 + Penalty 5880.863183 = -20418901.376197 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 3 (3382 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5935.530000 sec): 2 clusters Score: Raw -490807.999856 + Penalty 2015.303187 = -488792.696669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5935.540000 sec): 3 clusters Score: Raw -489288.650501 + Penalty 4030.606375 = -485258.044126 nChanged 1189 SP:Iteration 1F (5935.550000 sec): 3 clusters Score: Raw -489981.224108 + Penalty 4030.606375 = -485950.617733 nChanged 279 SP:Iteration 2F (5935.560000 sec): 3 clusters Score: Raw -490164.661570 + Penalty 4030.606375 = -486134.055195 nChanged 177 SP:Iteration 3F (5935.570000 sec): 3 clusters Score: Raw -490269.746584 + Penalty 4030.606375 = -486239.140209 nChanged 118 SP:Iteration 4Q (5935.590000 sec): 3 clusters Score: Raw -490338.499974 + Penalty 4030.606375 = -486307.893600 nChanged 101 SP:Iteration 5Q (5935.600000 sec): 3 clusters Score: Raw -490393.436119 + Penalty 4030.606375 = -486362.829745 nChanged 71 SP:Iteration 6Q (5935.610000 sec): 3 clusters Score: Raw -490433.949032 + Penalty 4030.606375 = -486403.342658 nChanged 81 SP:Iteration 7Q (5935.630000 sec): 3 clusters Score: Raw -490481.713789 + Penalty 4030.606375 = -486451.107415 nChanged 76 SP:Iteration 8Q (5935.640000 sec): 3 clusters Score: Raw -490526.597534 + Penalty 4030.606375 = -486495.991159 nChanged 67 SP:Iteration 9Q (5935.650000 sec): 3 clusters Score: Raw -490564.262505 + Penalty 4030.606375 = -486533.656130 nChanged 65 SP:Iteration 10Q (5935.660000 sec): 3 clusters Score: Raw -490607.877795 + Penalty 4030.606375 = -486577.271420 nChanged 60 SP:Iteration 11Q (5935.670000 sec): 3 clusters Score: Raw -490652.501357 + Penalty 4030.606375 = -486621.894982 nChanged 56 SP:Iteration 12Q (5935.690000 sec): 3 clusters Score: Raw -490684.459117 + Penalty 4030.606375 = -486653.852742 nChanged 56 SP:Iteration 13Q (5935.700000 sec): 3 clusters Score: Raw -490717.256159 + Penalty 4030.606375 = -486686.649785 nChanged 47 SP:Iteration 14Q (5935.710000 sec): 3 clusters Score: Raw -490742.390110 + Penalty 4030.606375 = -486711.783735 nChanged 32 SP:Iteration 15Q (5935.730000 sec): 3 clusters Score: Raw -490763.546222 + Penalty 4030.606375 = -486732.939847 nChanged 35 SP:Iteration 16Q (5935.740000 sec): 3 clusters Score: Raw -490791.326458 + Penalty 4030.606375 = -486760.720084 nChanged 28 SP:Iteration 17Q (5935.750000 sec): 3 clusters Score: Raw -490809.277099 + Penalty 4030.606375 = -486778.670725 nChanged 22 SP:Iteration 18Q (5935.760000 sec): 3 clusters Score: Raw -490822.774459 + Penalty 4030.606375 = -486792.168084 nChanged 18 SP:Iteration 19Q (5935.770000 sec): 3 clusters Score: Raw -490837.144093 + Penalty 4030.606375 = -486806.537719 nChanged 16 SP:Iteration 20F (5935.790000 sec): 3 clusters Score: Raw -490844.489736 + Penalty 4030.606375 = -486813.883361 nChanged 12 SP:Iteration 21Q (5935.800000 sec): 3 clusters Score: Raw -490850.762508 + Penalty 4030.606375 = -486820.156133 nChanged 17 SP:Iteration 22Q (5935.810000 sec): 3 clusters Score: Raw -490861.001378 + Penalty 4030.606375 = -486830.395004 nChanged 16 SP:Iteration 23Q (5935.830000 sec): 3 clusters Score: Raw -490869.094631 + Penalty 4030.606375 = -486838.488256 nChanged 15 SP:Iteration 24Q (5935.840000 sec): 3 clusters Score: Raw -490877.250911 + Penalty 4030.606375 = -486846.644536 nChanged 14 SP:Iteration 25Q (5935.850000 sec): 3 clusters Score: Raw -490885.249623 + Penalty 4030.606375 = -486854.643248 nChanged 10 SP:Iteration 26Q (5935.860000 sec): 3 clusters Score: Raw -490891.662448 + Penalty 4030.606375 = -486861.056073 nChanged 11 SP:Iteration 27Q (5935.870000 sec): 3 clusters Score: Raw -490900.732918 + Penalty 4030.606375 = -486870.126543 nChanged 13 SP:Iteration 28Q (5935.890000 sec): 3 clusters Score: Raw -490909.892850 + Penalty 4030.606375 = -486879.286475 nChanged 13 SP:Iteration 29Q (5935.900000 sec): 3 clusters Score: Raw -490919.618205 + Penalty 4030.606375 = -486889.011830 nChanged 21 SP:Iteration 30Q (5935.910000 sec): 3 clusters Score: Raw -490934.616397 + Penalty 4030.606375 = -486904.010022 nChanged 20 SP:Iteration 31Q (5935.930000 sec): 3 clusters Score: Raw -490947.755259 + Penalty 4030.606375 = -486917.148884 nChanged 17 SP:Iteration 32Q (5935.940000 sec): 3 clusters Score: Raw -490956.005544 + Penalty 4030.606375 = -486925.399170 nChanged 11 SP:Iteration 33Q (5935.950000 sec): 3 clusters Score: Raw -490964.816830 + Penalty 4030.606375 = -486934.210455 nChanged 9 SP:Iteration 34Q (5935.960000 sec): 3 clusters Score: Raw -490972.588072 + Penalty 4030.606375 = -486941.981697 nChanged 10 SP:Iteration 35Q (5935.970000 sec): 3 clusters Score: Raw -490979.832274 + Penalty 4030.606375 = -486949.225899 nChanged 9 SP:Iteration 36Q (5935.990000 sec): 3 clusters Score: Raw -490984.697658 + Penalty 4030.606375 = -486954.091283 nChanged 8 SP:Iteration 37Q (5936.000000 sec): 3 clusters Score: Raw -490988.753328 + Penalty 4030.606375 = -486958.146953 nChanged 8 SP:Iteration 38Q (5936.010000 sec): 3 clusters Score: Raw -490993.916779 + Penalty 4030.606375 = -486963.310405 nChanged 5 SP:Iteration 39Q (5936.020000 sec): 3 clusters Score: Raw -490996.668956 + Penalty 4030.606375 = -486966.062582 nChanged 4 SP:Iteration 40F (5936.030000 sec): 3 clusters Score: Raw -490999.400623 + Penalty 4030.606375 = -486968.794249 nChanged 3 SP:Iteration 41Q (5936.050000 sec): 3 clusters Score: Raw -491001.286853 + Penalty 4030.606375 = -486970.680479 nChanged 4 SP:Iteration 42Q (5936.060000 sec): 3 clusters Score: Raw -491003.640041 + Penalty 4030.606375 = -486973.033666 nChanged 5 SP:Iteration 43Q (5936.070000 sec): 3 clusters Score: Raw -491006.930233 + Penalty 4030.606375 = -486976.323858 nChanged 5 SP:Iteration 44Q (5936.080000 sec): 3 clusters Score: Raw -491010.049354 + Penalty 4030.606375 = -486979.442980 nChanged 6 SP:Iteration 45Q (5936.090000 sec): 3 clusters Score: Raw -491012.693604 + Penalty 4030.606375 = -486982.087230 nChanged 4 SP:Iteration 46Q (5936.110000 sec): 3 clusters Score: Raw -491014.850827 + Penalty 4030.606375 = -486984.244453 nChanged 3 SP:Iteration 47Q (5936.120000 sec): 3 clusters Score: Raw -491015.632837 + Penalty 4030.606375 = -486985.026462 nChanged 0 SP:Iteration 48F (5936.130000 sec): 3 clusters Score: Raw -491015.632837 + Penalty 4030.606375 = -486985.026462 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 4 (24624 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5936.210000 sec): 2 clusters Score: Raw -3310765.633030 + Penalty 2507.646260 = -3308257.986769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5936.310000 sec): 3 clusters Score: Raw -3296285.668986 + Penalty 5015.292521 = -3291270.376465 nChanged 10941 SP:Iteration 1F (5936.400000 sec): 3 clusters Score: Raw -3302183.232114 + Penalty 5015.292521 = -3297167.939594 nChanged 1443 SP:Iteration 2F (5936.490000 sec): 3 clusters Score: Raw -3302810.346039 + Penalty 5015.292521 = -3297795.053519 nChanged 1273 SP:Iteration 3F (5936.590000 sec): 3 clusters Score: Raw -3303320.667389 + Penalty 5015.292521 = -3298305.374869 nChanged 1157 SP:Iteration 4Q (5937.090000 sec): 3 clusters Score: Raw -3303797.148700 + Penalty 5015.292521 = -3298781.856179 nChanged 1127 SP:Iteration 5Q (5937.570000 sec): 3 clusters Score: Raw -3304245.608874 + Penalty 5015.292521 = -3299230.316353 nChanged 1078 SP:Iteration 6Q (5938.150000 sec): 3 clusters Score: Raw -3304705.228805 + Penalty 5015.292521 = -3299689.936284 nChanged 1045 SP:Iteration 7Q (5938.700000 sec): 3 clusters Score: Raw -3305151.456020 + Penalty 5015.292521 = -3300136.163499 nChanged 1032 SP:Iteration 8Q (5939.260000 sec): 3 clusters Score: Raw -3305620.517127 + Penalty 5015.292521 = -3300605.224606 nChanged 1009 SP:Iteration 9Q (5939.780000 sec): 3 clusters Score: Raw -3306097.532848 + Penalty 5015.292521 = -3301082.240328 nChanged 941 SP:Iteration 10Q (5940.110000 sec): 3 clusters Score: Raw -3306565.477407 + Penalty 5015.292521 = -3301550.184886 nChanged 895 SP:Iteration 11Q (5940.690000 sec): 3 clusters Score: Raw -3306991.127839 + Penalty 5015.292521 = -3301975.835318 nChanged 851 SP:Iteration 12Q (5941.290000 sec): 3 clusters Score: Raw -3307425.519945 + Penalty 5015.292521 = -3302410.227425 nChanged 856 SP:Iteration 13Q (5941.850000 sec): 3 clusters Score: Raw -3307856.386770 + Penalty 5015.292521 = -3302841.094249 nChanged 781 SP:Iteration 14Q (5941.990000 sec): 3 clusters Score: Raw -3308256.037952 + Penalty 5015.292521 = -3303240.745432 nChanged 715 SP:Iteration 15Q (5942.090000 sec): 3 clusters Score: Raw -3308629.220591 + Penalty 5015.292521 = -3303613.928070 nChanged 677 SP:Iteration 16Q (5942.190000 sec): 3 clusters Score: Raw -3308988.770254 + Penalty 5015.292521 = -3303973.477733 nChanged 597 SP:Iteration 17Q (5942.290000 sec): 3 clusters Score: Raw -3309270.589422 + Penalty 5015.292521 = -3304255.296902 nChanged 540 SP:Iteration 18Q (5942.380000 sec): 3 clusters Score: Raw -3309531.203414 + Penalty 5015.292521 = -3304515.910894 nChanged 549 SP:Iteration 19Q (5942.480000 sec): 3 clusters Score: Raw -3309814.532254 + Penalty 5015.292521 = -3304799.239734 nChanged 528 SP:Iteration 20F (5942.580000 sec): 3 clusters Score: Raw -3310111.654636 + Penalty 5015.292521 = -3305096.362116 nChanged 534 SP:Iteration 21Q (5942.670000 sec): 3 clusters Score: Raw -3310430.553888 + Penalty 5015.292521 = -3305415.261367 nChanged 536 SP:Iteration 22Q (5942.760000 sec): 3 clusters Score: Raw -3310753.949691 + Penalty 5015.292521 = -3305738.657170 nChanged 538 SP:Iteration 23Q (5942.850000 sec): 3 clusters Score: Raw -3311150.863341 + Penalty 5015.292521 = -3306135.570820 nChanged 545 SP:Iteration 24Q (5942.930000 sec): 3 clusters Score: Raw -3311614.022944 + Penalty 5015.292521 = -3306598.730423 nChanged 516 SP:Iteration 25Q (5943.020000 sec): 3 clusters Score: Raw -3312123.926188 + Penalty 5015.292521 = -3307108.633667 nChanged 436 SP:Iteration 26Q (5943.100000 sec): 3 clusters Score: Raw -3312528.338220 + Penalty 5015.292521 = -3307513.045699 nChanged 308 SP:Iteration 27Q (5943.190000 sec): 3 clusters Score: Raw -3312803.413202 + Penalty 5015.292521 = -3307788.120681 nChanged 206 SP:Iteration 28Q (5943.270000 sec): 3 clusters Score: Raw -3312949.718302 + Penalty 5015.292521 = -3307934.425781 nChanged 138 SP:Iteration 29Q (5943.350000 sec): 3 clusters Score: Raw -3313041.365924 + Penalty 5015.292521 = -3308026.073403 nChanged 97 SP:Iteration 30Q (5943.420000 sec): 3 clusters Score: Raw -3313092.691376 + Penalty 5015.292521 = -3308077.398856 nChanged 64 SP:Iteration 31Q (5943.500000 sec): 3 clusters Score: Raw -3313119.439103 + Penalty 5015.292521 = -3308104.146582 nChanged 34 SP:Iteration 32Q (5943.580000 sec): 3 clusters Score: Raw -3313135.804822 + Penalty 5015.292521 = -3308120.512302 nChanged 26 SP:Iteration 33Q (5943.650000 sec): 3 clusters Score: Raw -3313145.416846 + Penalty 5015.292521 = -3308130.124325 nChanged 16 SP:Iteration 34Q (5943.720000 sec): 3 clusters Score: Raw -3313150.488882 + Penalty 5015.292521 = -3308135.196361 nChanged 12 SP:Iteration 35Q (5943.790000 sec): 3 clusters Score: Raw -3313154.266652 + Penalty 5015.292521 = -3308138.974131 nChanged 10 SP:Iteration 36Q (5943.860000 sec): 3 clusters Score: Raw -3313156.944764 + Penalty 5015.292521 = -3308141.652243 nChanged 2 SP:Iteration 37Q (5943.940000 sec): 3 clusters Score: Raw -3313157.184176 + Penalty 5015.292521 = -3308141.891655 nChanged 0 SP:Iteration 38F (5944.030000 sec): 3 clusters Score: Raw -3313330.061610 + Penalty 5015.292521 = -3308314.769090 nChanged 48 SP:Iteration 39Q (5944.110000 sec): 3 clusters Score: Raw -3313419.814712 + Penalty 5015.292521 = -3308404.522191 nChanged 47 SP:Iteration 40F (5944.210000 sec): 3 clusters Score: Raw -3313452.865552 + Penalty 5015.292521 = -3308437.573032 nChanged 31 SP:Iteration 41Q (5944.290000 sec): 3 clusters Score: Raw -3313470.477856 + Penalty 5015.292521 = -3308455.185336 nChanged 19 SP:Iteration 42Q (5944.360000 sec): 3 clusters Score: Raw -3313482.480163 + Penalty 5015.292521 = -3308467.187642 nChanged 18 SP:Iteration 43Q (5944.440000 sec): 3 clusters Score: Raw -3313489.060434 + Penalty 5015.292521 = -3308473.767913 nChanged 14 SP:Iteration 44Q (5944.520000 sec): 3 clusters Score: Raw -3313494.501073 + Penalty 5015.292521 = -3308479.208553 nChanged 10 SP:Iteration 45Q (5944.610000 sec): 3 clusters Score: Raw -3313498.497527 + Penalty 5015.292521 = -3308483.205007 nChanged 10 SP:Iteration 46Q (5944.680000 sec): 3 clusters Score: Raw -3313501.006124 + Penalty 5015.292521 = -3308485.713603 nChanged 6 SP:Iteration 47Q (5944.760000 sec): 3 clusters Score: Raw -3313502.895767 + Penalty 5015.292521 = -3308487.603246 nChanged 2 SP:Iteration 48Q (5944.850000 sec): 3 clusters Score: Raw -3313503.641877 + Penalty 5015.292521 = -3308488.349356 nChanged 2 SP:Iteration 49Q (5944.930000 sec): 3 clusters Score: Raw -3313504.155811 + Penalty 5015.292521 = -3308488.863290 nChanged 2 SP:Iteration 50Q (5945.010000 sec): 3 clusters Score: Raw -3313504.741511 + Penalty 5015.292521 = -3308489.448990 nChanged 3 SP:Iteration 51Q (5945.080000 sec): 3 clusters Score: Raw -3313505.685526 + Penalty 5015.292521 = -3308490.393005 nChanged 3 SP:Iteration 52Q (5945.160000 sec): 3 clusters Score: Raw -3313506.429685 + Penalty 5015.292521 = -3308491.137164 nChanged 2 SP:Iteration 53Q (5945.250000 sec): 3 clusters Score: Raw -3313506.989896 + Penalty 5015.292521 = -3308491.697375 nChanged 2 SP:Iteration 54Q (5945.330000 sec): 3 clusters Score: Raw -3313507.502650 + Penalty 5015.292521 = -3308492.210129 nChanged 3 SP:Iteration 55Q (5945.410000 sec): 3 clusters Score: Raw -3313508.913333 + Penalty 5015.292521 = -3308493.620812 nChanged 6 SP:Iteration 56Q (5945.490000 sec): 3 clusters Score: Raw -3313511.916374 + Penalty 5015.292521 = -3308496.623853 nChanged 4 SP:Iteration 57Q (5945.580000 sec): 3 clusters Score: Raw -3313513.294562 + Penalty 5015.292521 = -3308498.002042 nChanged 6 SP:Iteration 58Q (5945.990000 sec): 3 clusters Score: Raw -3313516.003623 + Penalty 5015.292521 = -3308500.711103 nChanged 5 SP:Iteration 59Q (5946.070000 sec): 3 clusters Score: Raw -3313517.606125 + Penalty 5015.292521 = -3308502.313604 nChanged 1 SP:Iteration 60F (5946.170000 sec): 3 clusters Score: Raw -3313517.820128 + Penalty 5015.292521 = -3308502.527607 nChanged 2 SP:Iteration 61Q (5946.250000 sec): 3 clusters Score: Raw -3313518.139809 + Penalty 5015.292521 = -3308502.847289 nChanged 1 SP:Iteration 62Q (5946.330000 sec): 3 clusters Score: Raw -3313518.655672 + Penalty 5015.292521 = -3308503.363151 nChanged 1 SP:Iteration 63Q (5946.410000 sec): 3 clusters Score: Raw -3313518.835719 + Penalty 5015.292521 = -3308503.543198 nChanged 0 SP:Iteration 64F (5946.510000 sec): 3 clusters Score: Raw -3313518.835719 + Penalty 5015.292521 = -3308503.543198 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 26. Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 5 (12524 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5946.570000 sec): 2 clusters Score: Raw -1786482.521669 + Penalty 2339.979716 = -1784142.541952 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5946.620000 sec): 3 clusters Score: Raw -1779447.828059 + Penalty 4679.959433 = -1774767.868626 nChanged 5350 SP:Iteration 1F (5946.670000 sec): 3 clusters Score: Raw -1782341.284387 + Penalty 4679.959433 = -1777661.324954 nChanged 827 SP:Iteration 2F (5946.720000 sec): 3 clusters Score: Raw -1782709.664921 + Penalty 4679.959433 = -1778029.705488 nChanged 672 SP:Iteration 3F (5946.760000 sec): 3 clusters Score: Raw -1783012.725821 + Penalty 4679.959433 = -1778332.766388 nChanged 544 SP:Iteration 4Q (5946.810000 sec): 3 clusters Score: Raw -1783256.229170 + Penalty 4679.959433 = -1778576.269737 nChanged 479 SP:Iteration 5Q (5946.850000 sec): 3 clusters Score: Raw -1783450.571260 + Penalty 4679.959433 = -1778770.611827 nChanged 405 SP:Iteration 6Q (5946.900000 sec): 3 clusters Score: Raw -1783600.245975 + Penalty 4679.959433 = -1778920.286542 nChanged 336 SP:Iteration 7Q (5946.950000 sec): 3 clusters Score: Raw -1783740.683783 + Penalty 4679.959433 = -1779060.724350 nChanged 337 SP:Iteration 8Q (5946.990000 sec): 3 clusters Score: Raw -1783900.702306 + Penalty 4679.959433 = -1779220.742873 nChanged 361 SP:Iteration 9Q (5947.040000 sec): 3 clusters Score: Raw -1784108.305887 + Penalty 4679.959433 = -1779428.346454 nChanged 400 SP:Iteration 10Q (5947.090000 sec): 3 clusters Score: Raw -1784332.972097 + Penalty 4679.959433 = -1779653.012664 nChanged 384 SP:Iteration 11Q (5947.130000 sec): 3 clusters Score: Raw -1784544.180521 + Penalty 4679.959433 = -1779864.221089 nChanged 394 SP:Iteration 12Q (5947.180000 sec): 3 clusters Score: Raw -1784756.310288 + Penalty 4679.959433 = -1780076.350855 nChanged 384 SP:Iteration 13Q (5947.220000 sec): 3 clusters Score: Raw -1784975.424236 + Penalty 4679.959433 = -1780295.464803 nChanged 387 SP:Iteration 14Q (5947.270000 sec): 3 clusters Score: Raw -1785179.367667 + Penalty 4679.959433 = -1780499.408234 nChanged 366 SP:Iteration 15Q (5947.310000 sec): 3 clusters Score: Raw -1785393.046322 + Penalty 4679.959433 = -1780713.086890 nChanged 339 SP:Iteration 16Q (5947.350000 sec): 3 clusters Score: Raw -1785582.996870 + Penalty 4679.959433 = -1780903.037437 nChanged 312 SP:Iteration 17Q (5947.400000 sec): 3 clusters Score: Raw -1785752.045856 + Penalty 4679.959433 = -1781072.086423 nChanged 271 SP:Iteration 18Q (5947.440000 sec): 3 clusters Score: Raw -1785893.805149 + Penalty 4679.959433 = -1781213.845716 nChanged 244 SP:Iteration 19Q (5947.480000 sec): 3 clusters Score: Raw -1786032.386682 + Penalty 4679.959433 = -1781352.427249 nChanged 241 SP:Iteration 20F (5947.530000 sec): 3 clusters Score: Raw -1786163.665793 + Penalty 4679.959433 = -1781483.706360 nChanged 205 SP:Iteration 21Q (5947.570000 sec): 3 clusters Score: Raw -1786292.189003 + Penalty 4679.959433 = -1781612.229570 nChanged 176 SP:Iteration 22Q (5947.610000 sec): 3 clusters Score: Raw -1786397.249193 + Penalty 4679.959433 = -1781717.289761 nChanged 145 SP:Iteration 23Q (5947.650000 sec): 3 clusters Score: Raw -1786474.379792 + Penalty 4679.959433 = -1781794.420359 nChanged 120 SP:Iteration 24Q (5947.680000 sec): 3 clusters Score: Raw -1786547.812149 + Penalty 4679.959433 = -1781867.852716 nChanged 99 SP:Iteration 25Q (5947.720000 sec): 3 clusters Score: Raw -1786611.427448 + Penalty 4679.959433 = -1781931.468015 nChanged 72 SP:Iteration 26Q (5947.760000 sec): 3 clusters Score: Raw -1786649.587006 + Penalty 4679.959433 = -1781969.627573 nChanged 53 SP:Iteration 27Q (5947.800000 sec): 3 clusters Score: Raw -1786682.263439 + Penalty 4679.959433 = -1782002.304006 nChanged 47 SP:Iteration 28Q (5947.840000 sec): 3 clusters Score: Raw -1786708.291557 + Penalty 4679.959433 = -1782028.332124 nChanged 40 SP:Iteration 29Q (5947.880000 sec): 3 clusters Score: Raw -1786728.159753 + Penalty 4679.959433 = -1782048.200320 nChanged 30 SP:Iteration 30Q (5947.920000 sec): 3 clusters Score: Raw -1786747.091990 + Penalty 4679.959433 = -1782067.132557 nChanged 31 SP:Iteration 31Q (5947.960000 sec): 3 clusters Score: Raw -1786766.739299 + Penalty 4679.959433 = -1782086.779866 nChanged 36 SP:Iteration 32Q (5947.990000 sec): 3 clusters Score: Raw -1786787.129547 + Penalty 4679.959433 = -1782107.170114 nChanged 26 SP:Iteration 33Q (5948.030000 sec): 3 clusters Score: Raw -1786800.357077 + Penalty 4679.959433 = -1782120.397644 nChanged 12 SP:Iteration 34Q (5948.070000 sec): 3 clusters Score: Raw -1786807.397408 + Penalty 4679.959433 = -1782127.437975 nChanged 18 SP:Iteration 35Q (5948.110000 sec): 3 clusters Score: Raw -1786816.050896 + Penalty 4679.959433 = -1782136.091463 nChanged 10 SP:Iteration 36Q (5948.150000 sec): 3 clusters Score: Raw -1786821.303443 + Penalty 4679.959433 = -1782141.344010 nChanged 7 SP:Iteration 37Q (5948.190000 sec): 3 clusters Score: Raw -1786824.387791 + Penalty 4679.959433 = -1782144.428358 nChanged 8 SP:Iteration 38Q (5948.230000 sec): 3 clusters Score: Raw -1786826.997250 + Penalty 4679.959433 = -1782147.037817 nChanged 5 SP:Iteration 39Q (5948.270000 sec): 3 clusters Score: Raw -1786829.093157 + Penalty 4679.959433 = -1782149.133724 nChanged 6 SP:Iteration 40F (5948.320000 sec): 3 clusters Score: Raw -1786831.710108 + Penalty 4679.959433 = -1782151.750675 nChanged 5 SP:Iteration 41Q (5948.360000 sec): 3 clusters Score: Raw -1786835.187089 + Penalty 4679.959433 = -1782155.227656 nChanged 7 SP:Iteration 42Q (5948.400000 sec): 3 clusters Score: Raw -1786839.393717 + Penalty 4679.959433 = -1782159.434284 nChanged 3 SP:Iteration 43Q (5948.430000 sec): 3 clusters Score: Raw -1786840.381342 + Penalty 4679.959433 = -1782160.421909 nChanged 2 SP:Iteration 44Q (5948.470000 sec): 3 clusters Score: Raw -1786841.101075 + Penalty 4679.959433 = -1782161.141643 nChanged 1 SP:Iteration 45Q (5948.520000 sec): 3 clusters Score: Raw -1786841.855728 + Penalty 4679.959433 = -1782161.896295 nChanged 3 SP:Iteration 46Q (5948.560000 sec): 3 clusters Score: Raw -1786843.192634 + Penalty 4679.959433 = -1782163.233202 nChanged 0 SP:Iteration 47F (5948.610000 sec): 3 clusters Score: Raw -1786843.192634 + Penalty 4679.959433 = -1782163.233202 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 6 (101787 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5948.970000 sec): 2 clusters Score: Raw -14660438.592859 + Penalty 2859.598143 = -14657578.994716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5949.380000 sec): 3 clusters Score: Raw -14595272.407088 + Penalty 5719.196286 = -14589553.210802 nChanged 48167 SP:Iteration 1F (5949.810000 sec): 3 clusters Score: Raw -14623456.993782 + Penalty 5719.196286 = -14617737.797496 nChanged 4033 SP:Iteration 2Q (5950.260000 sec): 3 clusters Score: Raw -14624692.750318 + Penalty 5719.196286 = -14618973.554032 nChanged 4561 SP:Iteration 3Q (5950.680000 sec): 3 clusters Score: Raw -14626414.803650 + Penalty 5719.196286 = -14620695.607364 nChanged 5367 SP:Iteration 4F (5951.100000 sec): 3 clusters Score: Raw -14628867.854832 + Penalty 5719.196286 = -14623148.658545 nChanged 6129 SP:Iteration 5F (5951.520000 sec): 3 clusters Score: Raw -14632055.436345 + Penalty 5719.196286 = -14626336.240058 nChanged 6468 SP:Iteration 6F (5951.950000 sec): 3 clusters Score: Raw -14635771.204882 + Penalty 5719.196286 = -14630052.008596 nChanged 6613 SP:Iteration 7F (5952.390000 sec): 3 clusters Score: Raw -14640043.871501 + Penalty 5719.196286 = -14634324.675215 nChanged 6452 SP:Iteration 8F (5952.780000 sec): 3 clusters Score: Raw -14644581.015319 + Penalty 5719.196286 = -14638861.819033 nChanged 5882 SP:Iteration 9F (5953.180000 sec): 3 clusters Score: Raw -14649064.798187 + Penalty 5719.196286 = -14643345.601901 nChanged 4976 SP:Iteration 10Q (5953.600000 sec): 3 clusters Score: Raw -14653139.965612 + Penalty 5719.196286 = -14647420.769326 nChanged 3843 SP:Iteration 11Q (5954.000000 sec): 3 clusters Score: Raw -14656391.130233 + Penalty 5719.196286 = -14650671.933947 nChanged 2515 SP:Iteration 12Q (5954.370000 sec): 3 clusters Score: Raw -14658549.448847 + Penalty 5719.196286 = -14652830.252561 nChanged 1432 SP:Iteration 13Q (5954.720000 sec): 3 clusters Score: Raw -14659782.454817 + Penalty 5719.196286 = -14654063.258531 nChanged 725 SP:Iteration 14Q (5955.050000 sec): 3 clusters Score: Raw -14660376.925971 + Penalty 5719.196286 = -14654657.729685 nChanged 388 SP:Iteration 15Q (5955.370000 sec): 3 clusters Score: Raw -14660661.110321 + Penalty 5719.196286 = -14654941.914035 nChanged 248 SP:Iteration 16Q (5955.660000 sec): 3 clusters Score: Raw -14660835.643229 + Penalty 5719.196286 = -14655116.446943 nChanged 162 SP:Iteration 17Q (5955.940000 sec): 3 clusters Score: Raw -14660925.870456 + Penalty 5719.196286 = -14655206.674170 nChanged 96 SP:Iteration 18Q (5956.290000 sec): 3 clusters Score: Raw -14660982.792629 + Penalty 5719.196286 = -14655263.596342 nChanged 63 SP:Iteration 19Q (5956.590000 sec): 3 clusters Score: Raw -14661017.351588 + Penalty 5719.196286 = -14655298.155302 nChanged 66 SP:Iteration 20F (5956.990000 sec): 3 clusters Score: Raw -14661053.933855 + Penalty 5719.196286 = -14655334.737568 nChanged 53 SP:Iteration 21Q (5957.310000 sec): 3 clusters Score: Raw -14661084.788163 + Penalty 5719.196286 = -14655365.591877 nChanged 45 SP:Iteration 22Q (5957.840000 sec): 3 clusters Score: Raw -14661107.208394 + Penalty 5719.196286 = -14655388.012108 nChanged 27 SP:Iteration 23Q (5959.500000 sec): 3 clusters Score: Raw -14661118.477363 + Penalty 5719.196286 = -14655399.281077 nChanged 15 SP:Iteration 24Q (5961.640000 sec): 3 clusters Score: Raw -14661124.014806 + Penalty 5719.196286 = -14655404.818520 nChanged 11 SP:Iteration 25Q (5963.720000 sec): 3 clusters Score: Raw -14661128.948517 + Penalty 5719.196286 = -14655409.752230 nChanged 11 SP:Iteration 26Q (5965.560000 sec): 3 clusters Score: Raw -14661132.476950 + Penalty 5719.196286 = -14655413.280664 nChanged 7 SP:Iteration 27Q (5967.390000 sec): 3 clusters Score: Raw -14661134.909059 + Penalty 5719.196286 = -14655415.712773 nChanged 4 SP:Iteration 28Q (5968.030000 sec): 3 clusters Score: Raw -14661135.905061 + Penalty 5719.196286 = -14655416.708775 nChanged 3 SP:Iteration 29Q (5968.330000 sec): 3 clusters Score: Raw -14661136.928014 + Penalty 5719.196286 = -14655417.731728 nChanged 2 SP:Iteration 30Q (5968.610000 sec): 3 clusters Score: Raw -14661137.575404 + Penalty 5719.196286 = -14655418.379118 nChanged 2 SP:Iteration 31Q (5968.910000 sec): 3 clusters Score: Raw -14661138.144544 + Penalty 5719.196286 = -14655418.948258 nChanged 1 SP:Iteration 32Q (5969.190000 sec): 3 clusters Score: Raw -14661138.597801 + Penalty 5719.196286 = -14655419.401515 nChanged 2 SP:Iteration 33Q (5969.480000 sec): 3 clusters Score: Raw -14661139.144938 + Penalty 5719.196286 = -14655419.948652 nChanged 2 SP:Iteration 34Q (5969.770000 sec): 3 clusters Score: Raw -14661139.406348 + Penalty 5719.196286 = -14655420.210061 nChanged 1 SP:Iteration 35Q (5970.040000 sec): 3 clusters Score: Raw -14661139.786686 + Penalty 5719.196286 = -14655420.590400 nChanged 0 SP:Iteration 36F (5970.440000 sec): 3 clusters Score: Raw -14661139.786686 + Penalty 5719.196286 = -14655420.590400 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 7 (41749 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5970.840000 sec): 2 clusters Score: Raw -6050888.727956 + Penalty 2638.578833 = -6048250.149123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5971.000000 sec): 3 clusters Score: Raw -6025415.351768 + Penalty 5277.157666 = -6020138.194102 nChanged 19101 SP:Iteration 1F (5971.160000 sec): 3 clusters Score: Raw -6035748.248595 + Penalty 5277.157666 = -6030471.090929 nChanged 1770 SP:Iteration 2Q (5971.330000 sec): 3 clusters Score: Raw -6036315.948741 + Penalty 5277.157666 = -6031038.791075 nChanged 1719 SP:Iteration 3Q (5971.510000 sec): 3 clusters Score: Raw -6036905.503083 + Penalty 5277.157666 = -6031628.345417 nChanged 1732 SP:Iteration 4Q (5971.680000 sec): 3 clusters Score: Raw -6037578.092951 + Penalty 5277.157666 = -6032300.935286 nChanged 1828 SP:Iteration 5Q (5971.850000 sec): 3 clusters Score: Raw -6038455.065523 + Penalty 5277.157666 = -6033177.907857 nChanged 2032 SP:Iteration 6Q (5972.030000 sec): 3 clusters Score: Raw -6039549.968761 + Penalty 5277.157666 = -6034272.811095 nChanged 2139 SP:Iteration 7F (5972.200000 sec): 3 clusters Score: Raw -6040880.159837 + Penalty 5277.157666 = -6035603.002172 nChanged 2416 SP:Iteration 8F (5972.380000 sec): 3 clusters Score: Raw -6042475.946436 + Penalty 5277.157666 = -6037198.788770 nChanged 2380 SP:Iteration 9F (5972.550000 sec): 3 clusters Score: Raw -6044060.981386 + Penalty 5277.157666 = -6038783.823720 nChanged 2237 SP:Iteration 10F (5972.710000 sec): 3 clusters Score: Raw -6045498.372259 + Penalty 5277.157666 = -6040221.214593 nChanged 1870 SP:Iteration 11Q (5972.870000 sec): 3 clusters Score: Raw -6046554.860609 + Penalty 5277.157666 = -6041277.702943 nChanged 1488 SP:Iteration 12Q (5973.030000 sec): 3 clusters Score: Raw -6047266.256626 + Penalty 5277.157666 = -6041989.098960 nChanged 1187 SP:Iteration 13Q (5973.190000 sec): 3 clusters Score: Raw -6047752.965300 + Penalty 5277.157666 = -6042475.807635 nChanged 974 SP:Iteration 14Q (5973.350000 sec): 3 clusters Score: Raw -6048130.687287 + Penalty 5277.157666 = -6042853.529621 nChanged 892 SP:Iteration 15Q (5973.490000 sec): 3 clusters Score: Raw -6048473.759394 + Penalty 5277.157666 = -6043196.601728 nChanged 850 SP:Iteration 16Q (5973.630000 sec): 3 clusters Score: Raw -6048806.015443 + Penalty 5277.157666 = -6043528.857777 nChanged 824 SP:Iteration 17Q (5973.780000 sec): 3 clusters Score: Raw -6049154.311830 + Penalty 5277.157666 = -6043877.154164 nChanged 784 SP:Iteration 18Q (5973.930000 sec): 3 clusters Score: Raw -6049496.554055 + Penalty 5277.157666 = -6044219.396390 nChanged 683 SP:Iteration 19Q (5974.070000 sec): 3 clusters Score: Raw -6049793.154456 + Penalty 5277.157666 = -6044515.996791 nChanged 629 SP:Iteration 20F (5974.230000 sec): 3 clusters Score: Raw -6050091.041727 + Penalty 5277.157666 = -6044813.884061 nChanged 603 SP:Iteration 21Q (5974.360000 sec): 3 clusters Score: Raw -6050380.447602 + Penalty 5277.157666 = -6045103.289937 nChanged 528 SP:Iteration 22Q (5974.500000 sec): 3 clusters Score: Raw -6050616.577258 + Penalty 5277.157666 = -6045339.419592 nChanged 479 SP:Iteration 23Q (5974.640000 sec): 3 clusters Score: Raw -6050830.612527 + Penalty 5277.157666 = -6045553.454861 nChanged 438 SP:Iteration 24Q (5974.770000 sec): 3 clusters Score: Raw -6051016.238022 + Penalty 5277.157666 = -6045739.080356 nChanged 374 SP:Iteration 25Q (5974.900000 sec): 3 clusters Score: Raw -6051165.442575 + Penalty 5277.157666 = -6045888.284909 nChanged 300 SP:Iteration 26Q (5975.030000 sec): 3 clusters Score: Raw -6051274.487172 + Penalty 5277.157666 = -6045997.329506 nChanged 270 SP:Iteration 27Q (5975.160000 sec): 3 clusters Score: Raw -6051363.631219 + Penalty 5277.157666 = -6046086.473554 nChanged 223 SP:Iteration 28Q (5975.290000 sec): 3 clusters Score: Raw -6051424.971729 + Penalty 5277.157666 = -6046147.814063 nChanged 181 SP:Iteration 29Q (5975.410000 sec): 3 clusters Score: Raw -6051475.089014 + Penalty 5277.157666 = -6046197.931349 nChanged 147 SP:Iteration 30Q (5975.560000 sec): 3 clusters Score: Raw -6051518.292494 + Penalty 5277.157666 = -6046241.134828 nChanged 126 SP:Iteration 31Q (5975.680000 sec): 3 clusters Score: Raw -6051553.432957 + Penalty 5277.157666 = -6046276.275291 nChanged 127 SP:Iteration 32Q (5975.810000 sec): 3 clusters Score: Raw -6051586.642261 + Penalty 5277.157666 = -6046309.484595 nChanged 102 SP:Iteration 33Q (5975.930000 sec): 3 clusters Score: Raw -6051611.522438 + Penalty 5277.157666 = -6046334.364772 nChanged 80 SP:Iteration 34Q (5976.060000 sec): 3 clusters Score: Raw -6051629.173279 + Penalty 5277.157666 = -6046352.015613 nChanged 64 SP:Iteration 35Q (5976.190000 sec): 3 clusters Score: Raw -6051642.730666 + Penalty 5277.157666 = -6046365.573000 nChanged 40 SP:Iteration 36Q (5976.310000 sec): 3 clusters Score: Raw -6051649.780514 + Penalty 5277.157666 = -6046372.622848 nChanged 28 SP:Iteration 37Q (5976.440000 sec): 3 clusters Score: Raw -6051654.787015 + Penalty 5277.157666 = -6046377.629349 nChanged 23 SP:Iteration 38Q (5976.570000 sec): 3 clusters Score: Raw -6051658.465106 + Penalty 5277.157666 = -6046381.307440 nChanged 24 SP:Iteration 39Q (5976.690000 sec): 3 clusters Score: Raw -6051662.381224 + Penalty 5277.157666 = -6046385.223558 nChanged 30 SP:Iteration 40F (5976.860000 sec): 3 clusters Score: Raw -6051667.558634 + Penalty 5277.157666 = -6046390.400968 nChanged 25 SP:Iteration 41Q (5976.990000 sec): 3 clusters Score: Raw -6051671.214593 + Penalty 5277.157666 = -6046394.056927 nChanged 26 SP:Iteration 42Q (5977.110000 sec): 3 clusters Score: Raw -6051675.325665 + Penalty 5277.157666 = -6046398.167999 nChanged 22 SP:Iteration 43Q (5977.230000 sec): 3 clusters Score: Raw -6051679.542904 + Penalty 5277.157666 = -6046402.385239 nChanged 25 SP:Iteration 44Q (5977.350000 sec): 3 clusters Score: Raw -6051683.598687 + Penalty 5277.157666 = -6046406.441021 nChanged 23 SP:Iteration 45Q (5977.470000 sec): 3 clusters Score: Raw -6051687.219654 + Penalty 5277.157666 = -6046410.061988 nChanged 16 SP:Iteration 46Q (5977.600000 sec): 3 clusters Score: Raw -6051689.240718 + Penalty 5277.157666 = -6046412.083052 nChanged 9 SP:Iteration 47Q (5977.720000 sec): 3 clusters Score: Raw -6051690.487554 + Penalty 5277.157666 = -6046413.329888 nChanged 11 SP:Iteration 48Q (5977.840000 sec): 3 clusters Score: Raw -6051691.986801 + Penalty 5277.157666 = -6046414.829135 nChanged 11 SP:Iteration 49Q (5977.960000 sec): 3 clusters Score: Raw -6051693.680071 + Penalty 5277.157666 = -6046416.522405 nChanged 9 SP:Iteration 50Q (5978.090000 sec): 3 clusters Score: Raw -6051695.071430 + Penalty 5277.157666 = -6046417.913764 nChanged 13 SP:Iteration 51Q (5978.210000 sec): 3 clusters Score: Raw -6051696.903197 + Penalty 5277.157666 = -6046419.745531 nChanged 8 SP:Iteration 52Q (5978.330000 sec): 3 clusters Score: Raw -6051698.306853 + Penalty 5277.157666 = -6046421.149188 nChanged 11 SP:Iteration 53Q (5978.450000 sec): 3 clusters Score: Raw -6051699.637413 + Penalty 5277.157666 = -6046422.479748 nChanged 6 SP:Iteration 54Q (5978.580000 sec): 3 clusters Score: Raw -6051701.037471 + Penalty 5277.157666 = -6046423.879805 nChanged 10 SP:Iteration 55Q (5978.700000 sec): 3 clusters Score: Raw -6051702.853736 + Penalty 5277.157666 = -6046425.696070 nChanged 13 SP:Iteration 56Q (5978.830000 sec): 3 clusters Score: Raw -6051704.735037 + Penalty 5277.157666 = -6046427.577371 nChanged 11 SP:Iteration 57Q (5978.960000 sec): 3 clusters Score: Raw -6051706.123199 + Penalty 5277.157666 = -6046428.965533 nChanged 5 SP:Iteration 58Q (5979.090000 sec): 3 clusters Score: Raw -6051706.688466 + Penalty 5277.157666 = -6046429.530801 nChanged 1 SP:Iteration 59Q (5979.210000 sec): 3 clusters Score: Raw -6051706.796333 + Penalty 5277.157666 = -6046429.638667 nChanged 2 SP:Iteration 60F (5979.390000 sec): 3 clusters Score: Raw -6051706.965029 + Penalty 5277.157666 = -6046429.807364 nChanged 3 SP:Iteration 61Q (5979.510000 sec): 3 clusters Score: Raw -6051707.432052 + Penalty 5277.157666 = -6046430.274386 nChanged 2 SP:Iteration 62Q (5979.640000 sec): 3 clusters Score: Raw -6051707.643910 + Penalty 5277.157666 = -6046430.486244 nChanged 2 SP:Iteration 63Q (5979.760000 sec): 3 clusters Score: Raw -6051708.219841 + Penalty 5277.157666 = -6046431.062175 nChanged 3 SP:Iteration 64Q (5979.880000 sec): 3 clusters Score: Raw -6051708.717303 + Penalty 5277.157666 = -6046431.559637 nChanged 5 SP:Iteration 65Q (5980.000000 sec): 3 clusters Score: Raw -6051709.231886 + Penalty 5277.157666 = -6046432.074221 nChanged 6 SP:Iteration 66Q (5980.120000 sec): 3 clusters Score: Raw -6051709.942356 + Penalty 5277.157666 = -6046432.784690 nChanged 4 SP:Iteration 67Q (5980.240000 sec): 3 clusters Score: Raw -6051710.719024 + Penalty 5277.157666 = -6046433.561358 nChanged 5 SP:Iteration 68Q (5980.360000 sec): 3 clusters Score: Raw -6051712.093217 + Penalty 5277.157666 = -6046434.935551 nChanged 8 SP:Iteration 69Q (5980.490000 sec): 3 clusters Score: Raw -6051714.036919 + Penalty 5277.157666 = -6046436.879253 nChanged 9 SP:Iteration 70Q (5980.610000 sec): 3 clusters Score: Raw -6051715.204674 + Penalty 5277.157666 = -6046438.047009 nChanged 5 SP:Iteration 71Q (5980.730000 sec): 3 clusters Score: Raw -6051715.883508 + Penalty 5277.157666 = -6046438.725842 nChanged 6 SP:Iteration 72Q (5980.850000 sec): 3 clusters Score: Raw -6051716.983046 + Penalty 5277.157666 = -6046439.825380 nChanged 10 SP:Iteration 73Q (5980.970000 sec): 3 clusters Score: Raw -6051719.124298 + Penalty 5277.157666 = -6046441.966632 nChanged 10 SP:Iteration 74Q (5981.090000 sec): 3 clusters Score: Raw -6051721.008778 + Penalty 5277.157666 = -6046443.851112 nChanged 6 SP:Iteration 75Q (5981.210000 sec): 3 clusters Score: Raw -6051722.028649 + Penalty 5277.157666 = -6046444.870983 nChanged 8 SP:Iteration 76Q (5981.330000 sec): 3 clusters Score: Raw -6051723.823883 + Penalty 5277.157666 = -6046446.666217 nChanged 4 SP:Iteration 77Q (5981.450000 sec): 3 clusters Score: Raw -6051724.608856 + Penalty 5277.157666 = -6046447.451191 nChanged 7 SP:Iteration 78Q (5981.570000 sec): 3 clusters Score: Raw -6051725.911641 + Penalty 5277.157666 = -6046448.753975 nChanged 7 SP:Iteration 79Q (5981.700000 sec): 3 clusters Score: Raw -6051726.780541 + Penalty 5277.157666 = -6046449.622875 nChanged 5 SP:Iteration 80F (5981.870000 sec): 3 clusters Score: Raw -6051727.518714 + Penalty 5277.157666 = -6046450.361048 nChanged 3 SP:Iteration 81Q (5981.990000 sec): 3 clusters Score: Raw -6051728.192796 + Penalty 5277.157666 = -6046451.035131 nChanged 5 SP:Iteration 82Q (5982.110000 sec): 3 clusters Score: Raw -6051728.764519 + Penalty 5277.157666 = -6046451.606853 nChanged 1 SP:Iteration 83Q (5982.230000 sec): 3 clusters Score: Raw -6051728.915578 + Penalty 5277.157666 = -6046451.757912 nChanged 1 SP:Iteration 84Q (5982.350000 sec): 3 clusters Score: Raw -6051729.059404 + Penalty 5277.157666 = -6046451.901738 nChanged 2 SP:Iteration 85Q (5982.470000 sec): 3 clusters Score: Raw -6051729.390781 + Penalty 5277.157666 = -6046452.233115 nChanged 2 SP:Iteration 86Q (5982.600000 sec): 3 clusters Score: Raw -6051729.688760 + Penalty 5277.157666 = -6046452.531095 nChanged 2 SP:Iteration 87Q (5982.720000 sec): 3 clusters Score: Raw -6051730.031768 + Penalty 5277.157666 = -6046452.874102 nChanged 1 SP:Iteration 88Q (5983.150000 sec): 3 clusters Score: Raw -6051730.142062 + Penalty 5277.157666 = -6046452.984396 nChanged 0 SP:Iteration 89F (5983.330000 sec): 3 clusters Score: Raw -6051730.142062 + Penalty 5277.157666 = -6046452.984396 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 8 (24418 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5983.410000 sec): 2 clusters Score: Raw -3366117.262497 + Penalty 2505.562809 = -3363611.699687 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5983.500000 sec): 3 clusters Score: Raw -3351587.079260 + Penalty 5011.125619 = -3346575.953641 nChanged 11091 SP:Iteration 1F (5983.600000 sec): 3 clusters Score: Raw -3357900.551974 + Penalty 5011.125619 = -3352889.426355 nChanged 1568 SP:Iteration 2F (5983.690000 sec): 3 clusters Score: Raw -3358966.230176 + Penalty 5011.125619 = -3353955.104558 nChanged 1752 SP:Iteration 3F (5983.790000 sec): 3 clusters Score: Raw -3360428.453763 + Penalty 5011.125619 = -3355417.328145 nChanged 1806 SP:Iteration 4F (5983.880000 sec): 3 clusters Score: Raw -3361852.814456 + Penalty 5011.125619 = -3356841.688838 nChanged 1670 SP:Iteration 5F (5983.980000 sec): 3 clusters Score: Raw -3362937.080011 + Penalty 5011.125619 = -3357925.954392 nChanged 1368 SP:Iteration 6F (5984.080000 sec): 3 clusters Score: Raw -3363605.964644 + Penalty 5011.125619 = -3358594.839026 nChanged 1043 SP:Iteration 7Q (5984.180000 sec): 3 clusters Score: Raw -3364055.620787 + Penalty 5011.125619 = -3359044.495168 nChanged 812 SP:Iteration 8Q (5984.270000 sec): 3 clusters Score: Raw -3364356.779070 + Penalty 5011.125619 = -3359345.653452 nChanged 670 SP:Iteration 9Q (5984.370000 sec): 3 clusters Score: Raw -3364566.408277 + Penalty 5011.125619 = -3359555.282658 nChanged 542 SP:Iteration 10Q (5984.470000 sec): 3 clusters Score: Raw -3364732.456813 + Penalty 5011.125619 = -3359721.331194 nChanged 532 SP:Iteration 11Q (5984.560000 sec): 3 clusters Score: Raw -3364908.452665 + Penalty 5011.125619 = -3359897.327046 nChanged 502 SP:Iteration 12Q (5984.660000 sec): 3 clusters Score: Raw -3365064.857206 + Penalty 5011.125619 = -3360053.731587 nChanged 457 SP:Iteration 13Q (5984.760000 sec): 3 clusters Score: Raw -3365208.427477 + Penalty 5011.125619 = -3360197.301859 nChanged 504 SP:Iteration 14Q (5984.850000 sec): 3 clusters Score: Raw -3365377.474340 + Penalty 5011.125619 = -3360366.348722 nChanged 506 SP:Iteration 15Q (5984.950000 sec): 3 clusters Score: Raw -3365572.307900 + Penalty 5011.125619 = -3360561.182281 nChanged 565 SP:Iteration 16Q (5985.040000 sec): 3 clusters Score: Raw -3365842.992607 + Penalty 5011.125619 = -3360831.866988 nChanged 613 SP:Iteration 17Q (5985.140000 sec): 3 clusters Score: Raw -3366182.335093 + Penalty 5011.125619 = -3361171.209474 nChanged 626 SP:Iteration 18Q (5985.240000 sec): 3 clusters Score: Raw -3366548.338780 + Penalty 5011.125619 = -3361537.213162 nChanged 610 SP:Iteration 19Q (5985.330000 sec): 3 clusters Score: Raw -3366904.541276 + Penalty 5011.125619 = -3361893.415658 nChanged 520 SP:Iteration 20F (5985.430000 sec): 3 clusters Score: Raw -3367199.027537 + Penalty 5011.125619 = -3362187.901919 nChanged 452 SP:Iteration 21Q (5985.520000 sec): 3 clusters Score: Raw -3367429.865069 + Penalty 5011.125619 = -3362418.739450 nChanged 392 SP:Iteration 22Q (5985.610000 sec): 3 clusters Score: Raw -3367635.820324 + Penalty 5011.125619 = -3362624.694705 nChanged 363 SP:Iteration 23Q (5985.710000 sec): 3 clusters Score: Raw -3367824.841495 + Penalty 5011.125619 = -3362813.715876 nChanged 323 SP:Iteration 24Q (5985.800000 sec): 3 clusters Score: Raw -3367980.043380 + Penalty 5011.125619 = -3362968.917761 nChanged 289 SP:Iteration 25Q (5985.890000 sec): 3 clusters Score: Raw -3368095.291222 + Penalty 5011.125619 = -3363084.165603 nChanged 235 SP:Iteration 26Q (5985.970000 sec): 3 clusters Score: Raw -3368172.470699 + Penalty 5011.125619 = -3363161.345080 nChanged 213 SP:Iteration 27Q (5986.050000 sec): 3 clusters Score: Raw -3368233.872112 + Penalty 5011.125619 = -3363222.746493 nChanged 185 SP:Iteration 28Q (5986.140000 sec): 3 clusters Score: Raw -3368287.190783 + Penalty 5011.125619 = -3363276.065164 nChanged 173 SP:Iteration 29Q (5986.230000 sec): 3 clusters Score: Raw -3368334.228418 + Penalty 5011.125619 = -3363323.102800 nChanged 150 SP:Iteration 30Q (5986.310000 sec): 3 clusters Score: Raw -3368372.325885 + Penalty 5011.125619 = -3363361.200266 nChanged 129 SP:Iteration 31Q (5986.390000 sec): 3 clusters Score: Raw -3368400.549746 + Penalty 5011.125619 = -3363389.424127 nChanged 96 SP:Iteration 32Q (5986.480000 sec): 3 clusters Score: Raw -3368418.908709 + Penalty 5011.125619 = -3363407.783091 nChanged 79 SP:Iteration 33Q (5986.560000 sec): 3 clusters Score: Raw -3368434.894300 + Penalty 5011.125619 = -3363423.768681 nChanged 59 SP:Iteration 34Q (5986.640000 sec): 3 clusters Score: Raw -3368445.777795 + Penalty 5011.125619 = -3363434.652176 nChanged 65 SP:Iteration 35Q (5986.730000 sec): 3 clusters Score: Raw -3368460.833360 + Penalty 5011.125619 = -3363449.707742 nChanged 68 SP:Iteration 36Q (5986.810000 sec): 3 clusters Score: Raw -3368476.180905 + Penalty 5011.125619 = -3363465.055286 nChanged 67 SP:Iteration 37Q (5986.890000 sec): 3 clusters Score: Raw -3368493.049088 + Penalty 5011.125619 = -3363481.923470 nChanged 63 SP:Iteration 38Q (5986.970000 sec): 3 clusters Score: Raw -3368508.416457 + Penalty 5011.125619 = -3363497.290838 nChanged 55 SP:Iteration 39Q (5987.050000 sec): 3 clusters Score: Raw -3368519.834562 + Penalty 5011.125619 = -3363508.708944 nChanged 43 SP:Iteration 40F (5987.140000 sec): 3 clusters Score: Raw -3368526.935779 + Penalty 5011.125619 = -3363515.810160 nChanged 28 SP:Iteration 41Q (5987.220000 sec): 3 clusters Score: Raw -3368531.391816 + Penalty 5011.125619 = -3363520.266197 nChanged 30 SP:Iteration 42Q (5987.300000 sec): 3 clusters Score: Raw -3368535.267755 + Penalty 5011.125619 = -3363524.142136 nChanged 30 SP:Iteration 43Q (5987.380000 sec): 3 clusters Score: Raw -3368539.336643 + Penalty 5011.125619 = -3363528.211024 nChanged 23 SP:Iteration 44Q (5987.460000 sec): 3 clusters Score: Raw -3368542.657320 + Penalty 5011.125619 = -3363531.531701 nChanged 24 SP:Iteration 45Q (5987.540000 sec): 3 clusters Score: Raw -3368546.738715 + Penalty 5011.125619 = -3363535.613096 nChanged 31 SP:Iteration 46Q (5987.630000 sec): 3 clusters Score: Raw -3368551.479313 + Penalty 5011.125619 = -3363540.353694 nChanged 25 SP:Iteration 47Q (5987.710000 sec): 3 clusters Score: Raw -3368555.033270 + Penalty 5011.125619 = -3363543.907651 nChanged 22 SP:Iteration 48Q (5987.800000 sec): 3 clusters Score: Raw -3368558.024388 + Penalty 5011.125619 = -3363546.898770 nChanged 22 SP:Iteration 49Q (5987.890000 sec): 3 clusters Score: Raw -3368561.415827 + Penalty 5011.125619 = -3363550.290208 nChanged 23 SP:Iteration 50Q (5988.020000 sec): 3 clusters Score: Raw -3368564.226525 + Penalty 5011.125619 = -3363553.100906 nChanged 18 SP:Iteration 51Q (5988.110000 sec): 3 clusters Score: Raw -3368567.057647 + Penalty 5011.125619 = -3363555.932029 nChanged 16 SP:Iteration 52Q (5988.190000 sec): 3 clusters Score: Raw -3368568.895467 + Penalty 5011.125619 = -3363557.769848 nChanged 9 SP:Iteration 53Q (5988.270000 sec): 3 clusters Score: Raw -3368569.553679 + Penalty 5011.125619 = -3363558.428060 nChanged 7 SP:Iteration 54Q (5988.360000 sec): 3 clusters Score: Raw -3368570.180374 + Penalty 5011.125619 = -3363559.054755 nChanged 2 SP:Iteration 55Q (5988.440000 sec): 3 clusters Score: Raw -3368570.395442 + Penalty 5011.125619 = -3363559.269824 nChanged 4 SP:Iteration 56Q (5988.520000 sec): 3 clusters Score: Raw -3368570.741838 + Penalty 5011.125619 = -3363559.616219 nChanged 7 SP:Iteration 57Q (5988.610000 sec): 3 clusters Score: Raw -3368571.394144 + Penalty 5011.125619 = -3363560.268525 nChanged 4 SP:Iteration 58Q (5988.690000 sec): 3 clusters Score: Raw -3368571.766616 + Penalty 5011.125619 = -3363560.640997 nChanged 4 SP:Iteration 59Q (5988.780000 sec): 3 clusters Score: Raw -3368572.198221 + Penalty 5011.125619 = -3363561.072602 nChanged 4 SP:Iteration 60F (5988.880000 sec): 3 clusters Score: Raw -3368572.956333 + Penalty 5011.125619 = -3363561.830714 nChanged 4 SP:Iteration 61Q (5988.960000 sec): 3 clusters Score: Raw -3368573.526343 + Penalty 5011.125619 = -3363562.400724 nChanged 7 SP:Iteration 62Q (5989.050000 sec): 3 clusters Score: Raw -3368574.167322 + Penalty 5011.125619 = -3363563.041703 nChanged 6 SP:Iteration 63Q (5989.130000 sec): 3 clusters Score: Raw -3368574.710213 + Penalty 5011.125619 = -3363563.584595 nChanged 4 SP:Iteration 64Q (5989.210000 sec): 3 clusters Score: Raw -3368574.868001 + Penalty 5011.125619 = -3363563.742382 nChanged 1 SP:Iteration 65Q (5989.290000 sec): 3 clusters Score: Raw -3368574.964234 + Penalty 5011.125619 = -3363563.838615 nChanged 0 SP:Iteration 66F (5989.390000 sec): 3 clusters Score: Raw -3368574.964234 + Penalty 5011.125619 = -3363563.838615 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 9 (4780 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5989.420000 sec): 2 clusters Score: Raw -690726.614368 + Penalty 2101.104565 = -688625.509803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5989.440000 sec): 3 clusters Score: Raw -688469.830572 + Penalty 4202.209129 = -684267.621442 nChanged 1792 SP:Iteration 1F (5989.460000 sec): 3 clusters Score: Raw -689469.284092 + Penalty 4202.209129 = -685267.074963 nChanged 366 SP:Iteration 2F (5989.480000 sec): 3 clusters Score: Raw -689697.838401 + Penalty 4202.209129 = -685495.629272 nChanged 288 SP:Iteration 3F (5989.490000 sec): 3 clusters Score: Raw -689874.576700 + Penalty 4202.209129 = -685672.367571 nChanged 196 SP:Iteration 4Q (5989.510000 sec): 3 clusters Score: Raw -690001.631021 + Penalty 4202.209129 = -685799.421891 nChanged 165 SP:Iteration 5Q (5989.530000 sec): 3 clusters Score: Raw -690121.835133 + Penalty 4202.209129 = -685919.626004 nChanged 162 SP:Iteration 6Q (5989.550000 sec): 3 clusters Score: Raw -690252.492418 + Penalty 4202.209129 = -686050.283289 nChanged 179 SP:Iteration 7Q (5989.570000 sec): 3 clusters Score: Raw -690392.367414 + Penalty 4202.209129 = -686190.158285 nChanged 210 SP:Iteration 8Q (5989.590000 sec): 3 clusters Score: Raw -690534.720175 + Penalty 4202.209129 = -686332.511045 nChanged 193 SP:Iteration 9Q (5989.610000 sec): 3 clusters Score: Raw -690672.471704 + Penalty 4202.209129 = -686470.262575 nChanged 214 SP:Iteration 10Q (5989.630000 sec): 3 clusters Score: Raw -690848.923114 + Penalty 4202.209129 = -686646.713984 nChanged 194 SP:Iteration 11Q (5989.650000 sec): 3 clusters Score: Raw -691008.582276 + Penalty 4202.209129 = -686806.373146 nChanged 185 SP:Iteration 12Q (5989.670000 sec): 3 clusters Score: Raw -691163.248658 + Penalty 4202.209129 = -686961.039529 nChanged 155 SP:Iteration 13Q (5989.690000 sec): 3 clusters Score: Raw -691299.219427 + Penalty 4202.209129 = -687097.010297 nChanged 128 SP:Iteration 14Q (5989.710000 sec): 3 clusters Score: Raw -691392.580522 + Penalty 4202.209129 = -687190.371392 nChanged 82 SP:Iteration 15Q (5989.730000 sec): 3 clusters Score: Raw -691450.970208 + Penalty 4202.209129 = -687248.761078 nChanged 62 SP:Iteration 16Q (5989.750000 sec): 3 clusters Score: Raw -691497.284965 + Penalty 4202.209129 = -687295.075835 nChanged 45 SP:Iteration 17Q (5989.760000 sec): 3 clusters Score: Raw -691527.590069 + Penalty 4202.209129 = -687325.380940 nChanged 44 SP:Iteration 18Q (5989.780000 sec): 3 clusters Score: Raw -691556.121672 + Penalty 4202.209129 = -687353.912543 nChanged 30 SP:Iteration 19Q (5989.800000 sec): 3 clusters Score: Raw -691573.851917 + Penalty 4202.209129 = -687371.642788 nChanged 24 SP:Iteration 20F (5989.810000 sec): 3 clusters Score: Raw -691590.231857 + Penalty 4202.209129 = -687388.022728 nChanged 18 SP:Iteration 21Q (5989.830000 sec): 3 clusters Score: Raw -691600.513355 + Penalty 4202.209129 = -687398.304225 nChanged 14 SP:Iteration 22Q (5989.850000 sec): 3 clusters Score: Raw -691608.321558 + Penalty 4202.209129 = -687406.112429 nChanged 9 SP:Iteration 23Q (5989.870000 sec): 3 clusters Score: Raw -691613.445455 + Penalty 4202.209129 = -687411.236325 nChanged 6 SP:Iteration 24Q (5989.890000 sec): 3 clusters Score: Raw -691616.816073 + Penalty 4202.209129 = -687414.606944 nChanged 4 SP:Iteration 25Q (5989.910000 sec): 3 clusters Score: Raw -691619.894359 + Penalty 4202.209129 = -687417.685230 nChanged 5 SP:Iteration 26Q (5989.920000 sec): 3 clusters Score: Raw -691622.298898 + Penalty 4202.209129 = -687420.089769 nChanged 2 SP:Iteration 27Q (5989.940000 sec): 3 clusters Score: Raw -691623.217680 + Penalty 4202.209129 = -687421.008550 nChanged 2 SP:Iteration 28Q (5989.960000 sec): 3 clusters Score: Raw -691623.913266 + Penalty 4202.209129 = -687421.704136 nChanged 0 SP:Iteration 29F (5989.980000 sec): 3 clusters Score: Raw -691623.913266 + Penalty 4202.209129 = -687421.704136 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 10 (46573 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5990.140000 sec): 2 clusters Score: Raw -6890052.801117 + Penalty 2665.696511 = -6887387.104606 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5990.320000 sec): 3 clusters Score: Raw -6861254.231400 + Penalty 5331.393022 = -6855922.838379 nChanged 21615 SP:Iteration 1F (5990.500000 sec): 3 clusters Score: Raw -6873384.308874 + Penalty 5331.393022 = -6868052.915853 nChanged 2044 SP:Iteration 2Q (5990.680000 sec): 3 clusters Score: Raw -6874176.668731 + Penalty 5331.393022 = -6868845.275710 nChanged 2093 SP:Iteration 3Q (5990.860000 sec): 3 clusters Score: Raw -6875084.555448 + Penalty 5331.393022 = -6869753.162426 nChanged 2276 SP:Iteration 4Q (5991.040000 sec): 3 clusters Score: Raw -6876189.096931 + Penalty 5331.393022 = -6870857.703909 nChanged 2525 SP:Iteration 5F (5991.240000 sec): 3 clusters Score: Raw -6877621.024027 + Penalty 5331.393022 = -6872289.631005 nChanged 2742 SP:Iteration 6F (5991.420000 sec): 3 clusters Score: Raw -6879530.116880 + Penalty 5331.393022 = -6874198.723859 nChanged 3010 SP:Iteration 7F (5991.590000 sec): 3 clusters Score: Raw -6881955.850159 + Penalty 5331.393022 = -6876624.457138 nChanged 2963 SP:Iteration 8F (5991.770000 sec): 3 clusters Score: Raw -6884695.851349 + Penalty 5331.393022 = -6879364.458328 nChanged 2582 SP:Iteration 9F (5991.960000 sec): 3 clusters Score: Raw -6887139.612300 + Penalty 5331.393022 = -6881808.219278 nChanged 1930 SP:Iteration 10Q (5992.130000 sec): 3 clusters Score: Raw -6888571.116424 + Penalty 5331.393022 = -6883239.723402 nChanged 1434 SP:Iteration 11Q (5992.310000 sec): 3 clusters Score: Raw -6889354.191199 + Penalty 5331.393022 = -6884022.798177 nChanged 1073 SP:Iteration 12Q (5992.480000 sec): 3 clusters Score: Raw -6889875.138216 + Penalty 5331.393022 = -6884543.745195 nChanged 853 SP:Iteration 13Q (5992.640000 sec): 3 clusters Score: Raw -6890221.981050 + Penalty 5331.393022 = -6884890.588029 nChanged 669 SP:Iteration 14Q (5992.800000 sec): 3 clusters Score: Raw -6890472.830264 + Penalty 5331.393022 = -6885141.437243 nChanged 589 SP:Iteration 15Q (5992.960000 sec): 3 clusters Score: Raw -6890677.486675 + Penalty 5331.393022 = -6885346.093654 nChanged 515 SP:Iteration 16Q (5993.110000 sec): 3 clusters Score: Raw -6890839.403131 + Penalty 5331.393022 = -6885508.010109 nChanged 418 SP:Iteration 17Q (5993.260000 sec): 3 clusters Score: Raw -6890966.226735 + Penalty 5331.393022 = -6885634.833713 nChanged 373 SP:Iteration 18Q (5993.410000 sec): 3 clusters Score: Raw -6891074.244898 + Penalty 5331.393022 = -6885742.851876 nChanged 336 SP:Iteration 19Q (5993.560000 sec): 3 clusters Score: Raw -6891163.479294 + Penalty 5331.393022 = -6885832.086272 nChanged 303 SP:Iteration 20F (5993.730000 sec): 3 clusters Score: Raw -6891247.226581 + Penalty 5331.393022 = -6885915.833559 nChanged 277 SP:Iteration 21Q (5993.880000 sec): 3 clusters Score: Raw -6891326.747133 + Penalty 5331.393022 = -6885995.354112 nChanged 251 SP:Iteration 22Q (5994.030000 sec): 3 clusters Score: Raw -6891398.991728 + Penalty 5331.393022 = -6886067.598707 nChanged 223 SP:Iteration 23Q (5994.170000 sec): 3 clusters Score: Raw -6891457.899635 + Penalty 5331.393022 = -6886126.506613 nChanged 193 SP:Iteration 24Q (5994.330000 sec): 3 clusters Score: Raw -6891509.023633 + Penalty 5331.393022 = -6886177.630611 nChanged 193 SP:Iteration 25Q (5994.500000 sec): 3 clusters Score: Raw -6891562.100279 + Penalty 5331.393022 = -6886230.707257 nChanged 162 SP:Iteration 26Q (5994.650000 sec): 3 clusters Score: Raw -6891601.797031 + Penalty 5331.393022 = -6886270.404010 nChanged 136 SP:Iteration 27Q (5994.800000 sec): 3 clusters Score: Raw -6891630.906527 + Penalty 5331.393022 = -6886299.513506 nChanged 109 SP:Iteration 28Q (5994.950000 sec): 3 clusters Score: Raw -6891652.990844 + Penalty 5331.393022 = -6886321.597822 nChanged 83 SP:Iteration 29Q (5995.100000 sec): 3 clusters Score: Raw -6891667.429220 + Penalty 5331.393022 = -6886336.036199 nChanged 58 SP:Iteration 30Q (5995.230000 sec): 3 clusters Score: Raw -6891677.791630 + Penalty 5331.393022 = -6886346.398608 nChanged 61 SP:Iteration 31Q (5995.370000 sec): 3 clusters Score: Raw -6891688.702863 + Penalty 5331.393022 = -6886357.309842 nChanged 45 SP:Iteration 32Q (5995.510000 sec): 3 clusters Score: Raw -6891696.704762 + Penalty 5331.393022 = -6886365.311741 nChanged 46 SP:Iteration 33Q (5995.650000 sec): 3 clusters Score: Raw -6891704.803321 + Penalty 5331.393022 = -6886373.410300 nChanged 44 SP:Iteration 34Q (5995.800000 sec): 3 clusters Score: Raw -6891712.889504 + Penalty 5331.393022 = -6886381.496483 nChanged 35 SP:Iteration 35Q (5995.950000 sec): 3 clusters Score: Raw -6891718.846143 + Penalty 5331.393022 = -6886387.453121 nChanged 30 SP:Iteration 36Q (5996.160000 sec): 3 clusters Score: Raw -6891723.102880 + Penalty 5331.393022 = -6886391.709858 nChanged 21 SP:Iteration 37Q (5996.310000 sec): 3 clusters Score: Raw -6891725.845263 + Penalty 5331.393022 = -6886394.452241 nChanged 22 SP:Iteration 38Q (5996.450000 sec): 3 clusters Score: Raw -6891728.975344 + Penalty 5331.393022 = -6886397.582322 nChanged 17 SP:Iteration 39Q (5996.600000 sec): 3 clusters Score: Raw -6891731.226439 + Penalty 5331.393022 = -6886399.833418 nChanged 18 SP:Iteration 40F (5996.790000 sec): 3 clusters Score: Raw -6891733.375332 + Penalty 5331.393022 = -6886401.982311 nChanged 15 SP:Iteration 41Q (5996.930000 sec): 3 clusters Score: Raw -6891735.541616 + Penalty 5331.393022 = -6886404.148595 nChanged 11 SP:Iteration 42Q (5997.280000 sec): 3 clusters Score: Raw -6891737.020584 + Penalty 5331.393022 = -6886405.627562 nChanged 12 SP:Iteration 43Q (5998.180000 sec): 3 clusters Score: Raw -6891738.543325 + Penalty 5331.393022 = -6886407.150304 nChanged 9 SP:Iteration 44Q (5999.110000 sec): 3 clusters Score: Raw -6891739.518154 + Penalty 5331.393022 = -6886408.125132 nChanged 9 SP:Iteration 45Q (6000.080000 sec): 3 clusters Score: Raw -6891740.255265 + Penalty 5331.393022 = -6886408.862244 nChanged 5 SP:Iteration 46Q (6000.950000 sec): 3 clusters Score: Raw -6891740.855190 + Penalty 5331.393022 = -6886409.462168 nChanged 5 SP:Iteration 47Q (6001.790000 sec): 3 clusters Score: Raw -6891741.395359 + Penalty 5331.393022 = -6886410.002337 nChanged 8 SP:Iteration 48Q (6002.820000 sec): 3 clusters Score: Raw -6891742.253383 + Penalty 5331.393022 = -6886410.860361 nChanged 2 SP:Iteration 49Q (6003.740000 sec): 3 clusters Score: Raw -6891742.512817 + Penalty 5331.393022 = -6886411.119796 nChanged 0 SP:Iteration 50F (6004.660000 sec): 3 clusters Score: Raw -6891742.512817 + Penalty 5331.393022 = -6886411.119796 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 11 (3007 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6005.100000 sec): 2 clusters Score: Raw -397703.099135 + Penalty 1986.157149 = -395716.941986 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6005.120000 sec): 3 clusters Score: Raw -396501.825588 + Penalty 3972.314299 = -392529.511289 nChanged 1076 SP:Iteration 1F (6005.170000 sec): 3 clusters Score: Raw -397891.909156 + Penalty 3972.314299 = -393919.594857 nChanged 447 SP:Iteration 2F (6005.200000 sec): 3 clusters Score: Raw -399260.321001 + Penalty 3972.314299 = -395288.006702 nChanged 377 SP:Iteration 3F (6005.220000 sec): 3 clusters Score: Raw -401129.139718 + Penalty 3972.314299 = -397156.825419 nChanged 225 SP:Iteration 4F (6005.280000 sec): 3 clusters Score: Raw -402219.163124 + Penalty 3972.314299 = -398246.848825 nChanged 83 SP:Iteration 5Q (6005.300000 sec): 3 clusters Score: Raw -402593.124301 + Penalty 3972.314299 = -398620.810002 nChanged 67 SP:Iteration 6Q (6005.310000 sec): 3 clusters Score: Raw -403020.574807 + Penalty 3972.314299 = -399048.260508 nChanged 61 SP:Iteration 7Q (6005.320000 sec): 3 clusters Score: Raw -403620.574066 + Penalty 3972.314299 = -399648.259767 nChanged 57 SP:Iteration 8Q (6005.330000 sec): 3 clusters Score: Raw -403998.503858 + Penalty 3972.314299 = -400026.189559 nChanged 23 SP:Iteration 9Q (6005.340000 sec): 3 clusters Score: Raw -404096.023418 + Penalty 3972.314299 = -400123.709119 nChanged 16 SP:Iteration 10Q (6005.350000 sec): 3 clusters Score: Raw -404159.400977 + Penalty 3972.314299 = -400187.086678 nChanged 16 SP:Iteration 11Q (6005.360000 sec): 3 clusters Score: Raw -404254.640005 + Penalty 3972.314299 = -400282.325707 nChanged 14 SP:Iteration 12Q (6005.370000 sec): 3 clusters Score: Raw -404358.526813 + Penalty 3972.314299 = -400386.212514 nChanged 8 SP:Iteration 13Q (6005.380000 sec): 3 clusters Score: Raw -404398.592673 + Penalty 3972.314299 = -400426.278375 nChanged 3 SP:Iteration 14Q (6005.390000 sec): 3 clusters Score: Raw -404402.291002 + Penalty 3972.314299 = -400429.976704 nChanged 0 SP:Iteration 15F (6005.410000 sec): 3 clusters Score: Raw -404402.291002 + Penalty 3972.314299 = -400429.976704 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 27. Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 12 (870 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6005.590000 sec): 2 clusters Score: Raw -116850.214696 + Penalty 1678.586316 = -115171.628379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6005.590000 sec): 3 clusters Score: Raw -116794.055264 + Penalty 3357.172633 = -113436.882631 nChanged 220 SP:Iteration 1F (6005.600000 sec): 3 clusters Score: Raw -117233.248987 + Penalty 3357.172633 = -113876.076354 nChanged 89 SP:Iteration 2F (6005.600000 sec): 3 clusters Score: Raw -117624.764309 + Penalty 3357.172633 = -114267.591676 nChanged 84 SP:Iteration 3F (6005.610000 sec): 3 clusters Score: Raw -117987.766479 + Penalty 3357.172633 = -114630.593846 nChanged 46 SP:Iteration 4F (6005.620000 sec): 3 clusters Score: Raw -118159.337433 + Penalty 3357.172633 = -114802.164800 nChanged 28 SP:Iteration 5Q (6005.620000 sec): 3 clusters Score: Raw -118277.133681 + Penalty 3357.172633 = -114919.961048 nChanged 19 SP:Iteration 6Q (6005.620000 sec): 3 clusters Score: Raw -118364.792561 + Penalty 3357.172633 = -115007.619928 nChanged 17 SP:Iteration 7Q (6005.620000 sec): 3 clusters Score: Raw -118427.083230 + Penalty 3357.172633 = -115069.910597 nChanged 21 SP:Iteration 8Q (6005.620000 sec): 3 clusters Score: Raw -118479.007999 + Penalty 3357.172633 = -115121.835366 nChanged 18 SP:Iteration 9Q (6005.630000 sec): 3 clusters Score: Raw -118563.068963 + Penalty 3357.172633 = -115205.896330 nChanged 16 SP:Iteration 10Q (6005.630000 sec): 3 clusters Score: Raw -118639.461716 + Penalty 3357.172633 = -115282.289083 nChanged 16 SP:Iteration 11Q (6005.640000 sec): 3 clusters Score: Raw -118740.782005 + Penalty 3357.172633 = -115383.609372 nChanged 12 SP:Iteration 12Q (6005.640000 sec): 3 clusters Score: Raw -118849.724039 + Penalty 3357.172633 = -115492.551406 nChanged 9 SP:Iteration 13Q (6005.640000 sec): 3 clusters Score: Raw -118965.108836 + Penalty 3357.172633 = -115607.936203 nChanged 11 SP:Iteration 14Q (6005.640000 sec): 3 clusters Score: Raw -119029.933629 + Penalty 3357.172633 = -115672.760997 nChanged 4 SP:Iteration 15Q (6005.650000 sec): 3 clusters Score: Raw -119041.370820 + Penalty 3357.172633 = -115684.198187 nChanged 1 SP:Iteration 16Q (6005.650000 sec): 3 clusters Score: Raw -119044.540585 + Penalty 3357.172633 = -115687.367952 nChanged 0 SP:Iteration 17F (6005.660000 sec): 3 clusters Score: Raw -119044.540585 + Penalty 3357.172633 = -115687.367952 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 28. Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 13 (51498 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6007.470000 sec): 2 clusters Score: Raw -7587709.851016 + Penalty 2690.625966 = -7585019.225050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6007.670000 sec): 3 clusters Score: Raw -7555770.874507 + Penalty 5381.251932 = -7550389.622575 nChanged 23675 SP:Iteration 1F (6007.860000 sec): 3 clusters Score: Raw -7569021.590751 + Penalty 5381.251932 = -7563640.338818 nChanged 2030 SP:Iteration 2Q (6008.070000 sec): 3 clusters Score: Raw -7569670.825374 + Penalty 5381.251932 = -7564289.573441 nChanged 2127 SP:Iteration 3Q (6008.270000 sec): 3 clusters Score: Raw -7570494.259089 + Penalty 5381.251932 = -7565113.007156 nChanged 2442 SP:Iteration 4Q (6008.480000 sec): 3 clusters Score: Raw -7571792.732235 + Penalty 5381.251932 = -7566411.480303 nChanged 2923 SP:Iteration 5F (6008.680000 sec): 3 clusters Score: Raw -7573675.996340 + Penalty 5381.251932 = -7568294.744408 nChanged 3399 SP:Iteration 6F (6008.880000 sec): 3 clusters Score: Raw -7576037.147168 + Penalty 5381.251932 = -7570655.895235 nChanged 3461 SP:Iteration 7F (6009.090000 sec): 3 clusters Score: Raw -7578367.891328 + Penalty 5381.251932 = -7572986.639395 nChanged 3190 SP:Iteration 8F (6009.280000 sec): 3 clusters Score: Raw -7580490.125784 + Penalty 5381.251932 = -7575108.873852 nChanged 2745 SP:Iteration 9F (6009.490000 sec): 3 clusters Score: Raw -7582403.342176 + Penalty 5381.251932 = -7577022.090243 nChanged 2255 SP:Iteration 10Q (6009.680000 sec): 3 clusters Score: Raw -7584074.417928 + Penalty 5381.251932 = -7578693.165995 nChanged 1763 SP:Iteration 11Q (6009.880000 sec): 3 clusters Score: Raw -7585489.009612 + Penalty 5381.251932 = -7580107.757680 nChanged 1423 SP:Iteration 12Q (6010.080000 sec): 3 clusters Score: Raw -7586609.691024 + Penalty 5381.251932 = -7581228.439091 nChanged 1109 SP:Iteration 13Q (6010.270000 sec): 3 clusters Score: Raw -7587319.740232 + Penalty 5381.251932 = -7581938.488299 nChanged 844 SP:Iteration 14Q (6010.440000 sec): 3 clusters Score: Raw -7587768.056691 + Penalty 5381.251932 = -7582386.804759 nChanged 683 SP:Iteration 15Q (6010.610000 sec): 3 clusters Score: Raw -7588094.398547 + Penalty 5381.251932 = -7582713.146615 nChanged 590 SP:Iteration 16Q (6010.780000 sec): 3 clusters Score: Raw -7588381.887097 + Penalty 5381.251932 = -7583000.635165 nChanged 520 SP:Iteration 17Q (6010.950000 sec): 3 clusters Score: Raw -7588614.596721 + Penalty 5381.251932 = -7583233.344789 nChanged 448 SP:Iteration 18Q (6011.120000 sec): 3 clusters Score: Raw -7588806.088531 + Penalty 5381.251932 = -7583424.836599 nChanged 399 SP:Iteration 19Q (6011.290000 sec): 3 clusters Score: Raw -7588964.182456 + Penalty 5381.251932 = -7583582.930524 nChanged 357 SP:Iteration 20F (6011.490000 sec): 3 clusters Score: Raw -7589094.852728 + Penalty 5381.251932 = -7583713.600796 nChanged 309 SP:Iteration 21Q (6011.650000 sec): 3 clusters Score: Raw -7589191.444181 + Penalty 5381.251932 = -7583810.192249 nChanged 260 SP:Iteration 22Q (6011.810000 sec): 3 clusters Score: Raw -7589265.818702 + Penalty 5381.251932 = -7583884.566769 nChanged 228 SP:Iteration 23Q (6011.980000 sec): 3 clusters Score: Raw -7589336.562601 + Penalty 5381.251932 = -7583955.310668 nChanged 199 SP:Iteration 24Q (6012.140000 sec): 3 clusters Score: Raw -7589391.766281 + Penalty 5381.251932 = -7584010.514349 nChanged 179 SP:Iteration 25Q (6012.300000 sec): 3 clusters Score: Raw -7589438.746064 + Penalty 5381.251932 = -7584057.494132 nChanged 149 SP:Iteration 26Q (6012.460000 sec): 3 clusters Score: Raw -7589471.410599 + Penalty 5381.251932 = -7584090.158666 nChanged 128 SP:Iteration 27Q (6012.630000 sec): 3 clusters Score: Raw -7589497.095138 + Penalty 5381.251932 = -7584115.843206 nChanged 110 SP:Iteration 28Q (6012.800000 sec): 3 clusters Score: Raw -7589522.779736 + Penalty 5381.251932 = -7584141.527804 nChanged 117 SP:Iteration 29Q (6012.970000 sec): 3 clusters Score: Raw -7589547.356623 + Penalty 5381.251932 = -7584166.104691 nChanged 105 SP:Iteration 30Q (6013.130000 sec): 3 clusters Score: Raw -7589573.041373 + Penalty 5381.251932 = -7584191.789440 nChanged 101 SP:Iteration 31Q (6013.290000 sec): 3 clusters Score: Raw -7589595.429950 + Penalty 5381.251932 = -7584214.178018 nChanged 76 SP:Iteration 32Q (6013.450000 sec): 3 clusters Score: Raw -7589607.630411 + Penalty 5381.251932 = -7584226.378478 nChanged 59 SP:Iteration 33Q (6013.610000 sec): 3 clusters Score: Raw -7589616.871239 + Penalty 5381.251932 = -7584235.619307 nChanged 52 SP:Iteration 34Q (6013.770000 sec): 3 clusters Score: Raw -7589624.947709 + Penalty 5381.251932 = -7584243.695776 nChanged 41 SP:Iteration 35Q (6013.920000 sec): 3 clusters Score: Raw -7589630.104710 + Penalty 5381.251932 = -7584248.852778 nChanged 35 SP:Iteration 36Q (6014.080000 sec): 3 clusters Score: Raw -7589633.967711 + Penalty 5381.251932 = -7584252.715779 nChanged 33 SP:Iteration 37Q (6014.240000 sec): 3 clusters Score: Raw -7589638.201053 + Penalty 5381.251932 = -7584256.949120 nChanged 33 SP:Iteration 38Q (6014.390000 sec): 3 clusters Score: Raw -7589643.065736 + Penalty 5381.251932 = -7584261.813803 nChanged 32 SP:Iteration 39Q (6014.550000 sec): 3 clusters Score: Raw -7589647.860023 + Penalty 5381.251932 = -7584266.608090 nChanged 28 SP:Iteration 40F (6014.750000 sec): 3 clusters Score: Raw -7589651.751536 + Penalty 5381.251932 = -7584270.499604 nChanged 25 SP:Iteration 41Q (6014.910000 sec): 3 clusters Score: Raw -7589654.610799 + Penalty 5381.251932 = -7584273.358866 nChanged 14 SP:Iteration 42Q (6015.070000 sec): 3 clusters Score: Raw -7589656.833749 + Penalty 5381.251932 = -7584275.581816 nChanged 22 SP:Iteration 43Q (6015.210000 sec): 3 clusters Score: Raw -7589659.407725 + Penalty 5381.251932 = -7584278.155792 nChanged 13 SP:Iteration 44Q (6015.370000 sec): 3 clusters Score: Raw -7589660.851487 + Penalty 5381.251932 = -7584279.599555 nChanged 14 SP:Iteration 45Q (6015.520000 sec): 3 clusters Score: Raw -7589662.263479 + Penalty 5381.251932 = -7584281.011547 nChanged 12 SP:Iteration 46Q (6015.670000 sec): 3 clusters Score: Raw -7589663.718976 + Penalty 5381.251932 = -7584282.467044 nChanged 13 SP:Iteration 47Q (6015.820000 sec): 3 clusters Score: Raw -7589664.852115 + Penalty 5381.251932 = -7584283.600183 nChanged 13 SP:Iteration 48Q (6015.970000 sec): 3 clusters Score: Raw -7589665.942653 + Penalty 5381.251932 = -7584284.690721 nChanged 5 SP:Iteration 49Q (6016.120000 sec): 3 clusters Score: Raw -7589666.235635 + Penalty 5381.251932 = -7584284.983703 nChanged 0 SP:Iteration 50F (6016.320000 sec): 3 clusters Score: Raw -7589666.235635 + Penalty 5381.251932 = -7584284.983703 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 14 (10419 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6016.370000 sec): 2 clusters Score: Raw -1477039.750969 + Penalty 2294.343813 = -1474745.407156 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6016.410000 sec): 3 clusters Score: Raw -1471326.438316 + Penalty 4588.687625 = -1466737.750690 nChanged 4412 SP:Iteration 1F (6016.450000 sec): 3 clusters Score: Raw -1473858.356589 + Penalty 4588.687625 = -1469269.668963 nChanged 808 SP:Iteration 2F (6016.490000 sec): 3 clusters Score: Raw -1474549.072377 + Penalty 4588.687625 = -1469960.384752 nChanged 878 SP:Iteration 3F (6016.530000 sec): 3 clusters Score: Raw -1475522.015430 + Penalty 4588.687625 = -1470933.327804 nChanged 967 SP:Iteration 4F (6016.570000 sec): 3 clusters Score: Raw -1476709.456729 + Penalty 4588.687625 = -1472120.769103 nChanged 983 SP:Iteration 5F (6016.610000 sec): 3 clusters Score: Raw -1477940.957078 + Penalty 4588.687625 = -1473352.269453 nChanged 825 SP:Iteration 6F (6016.650000 sec): 3 clusters Score: Raw -1478930.802864 + Penalty 4588.687625 = -1474342.115239 nChanged 643 SP:Iteration 7F (6016.690000 sec): 3 clusters Score: Raw -1479617.323018 + Penalty 4588.687625 = -1475028.635392 nChanged 449 SP:Iteration 8Q (6016.720000 sec): 3 clusters Score: Raw -1480061.829210 + Penalty 4588.687625 = -1475473.141584 nChanged 325 SP:Iteration 9Q (6016.760000 sec): 3 clusters Score: Raw -1480307.747652 + Penalty 4588.687625 = -1475719.060027 nChanged 214 SP:Iteration 10Q (6016.800000 sec): 3 clusters Score: Raw -1480451.098843 + Penalty 4588.687625 = -1475862.411218 nChanged 152 SP:Iteration 11Q (6016.830000 sec): 3 clusters Score: Raw -1480519.724500 + Penalty 4588.687625 = -1475931.036874 nChanged 92 SP:Iteration 12Q (6016.870000 sec): 3 clusters Score: Raw -1480553.191971 + Penalty 4588.687625 = -1475964.504345 nChanged 61 SP:Iteration 13Q (6016.900000 sec): 3 clusters Score: Raw -1480572.524284 + Penalty 4588.687625 = -1475983.836659 nChanged 50 SP:Iteration 14Q (6016.930000 sec): 3 clusters Score: Raw -1480585.460035 + Penalty 4588.687625 = -1475996.772410 nChanged 42 SP:Iteration 15Q (6016.970000 sec): 3 clusters Score: Raw -1480594.669849 + Penalty 4588.687625 = -1476005.982223 nChanged 36 SP:Iteration 16Q (6017.000000 sec): 3 clusters Score: Raw -1480602.117117 + Penalty 4588.687625 = -1476013.429492 nChanged 24 SP:Iteration 17Q (6017.040000 sec): 3 clusters Score: Raw -1480606.424462 + Penalty 4588.687625 = -1476017.736837 nChanged 17 SP:Iteration 18Q (6017.070000 sec): 3 clusters Score: Raw -1480609.695286 + Penalty 4588.687625 = -1476021.007661 nChanged 15 SP:Iteration 19Q (6017.110000 sec): 3 clusters Score: Raw -1480612.153933 + Penalty 4588.687625 = -1476023.466308 nChanged 11 SP:Iteration 20F (6017.150000 sec): 3 clusters Score: Raw -1480613.443261 + Penalty 4588.687625 = -1476024.755635 nChanged 7 SP:Iteration 21Q (6017.180000 sec): 3 clusters Score: Raw -1480614.426111 + Penalty 4588.687625 = -1476025.738485 nChanged 3 SP:Iteration 22Q (6017.210000 sec): 3 clusters Score: Raw -1480614.672894 + Penalty 4588.687625 = -1476025.985268 nChanged 3 SP:Iteration 23Q (6017.240000 sec): 3 clusters Score: Raw -1480615.010062 + Penalty 4588.687625 = -1476026.322437 nChanged 3 SP:Iteration 24Q (6017.270000 sec): 3 clusters Score: Raw -1480615.330007 + Penalty 4588.687625 = -1476026.642382 nChanged 4 SP:Iteration 25Q (6017.310000 sec): 3 clusters Score: Raw -1480616.017388 + Penalty 4588.687625 = -1476027.329763 nChanged 3 SP:Iteration 26Q (6017.340000 sec): 3 clusters Score: Raw -1480616.410754 + Penalty 4588.687625 = -1476027.723129 nChanged 1 SP:Iteration 27Q (6017.380000 sec): 3 clusters Score: Raw -1480616.483556 + Penalty 4588.687625 = -1476027.795931 nChanged 0 SP:Iteration 28F (6017.420000 sec): 3 clusters Score: Raw -1480616.483556 + Penalty 4588.687625 = -1476027.795931 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 29. Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 15 (370142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6018.660000 sec): 2 clusters Score: Raw -54309850.838885 + Penalty 3179.767215 = -54306671.071670 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6020.100000 sec): 3 clusters Score: Raw -54063401.973909 + Penalty 6359.534429 = -54057042.439480 nChanged 180267 SP:Iteration 1F (6021.560000 sec): 3 clusters Score: Raw -54172817.443341 + Penalty 6359.534429 = -54166457.908912 nChanged 11339 SP:Iteration 2Q (6026.160000 sec): 3 clusters Score: Raw -54175952.832126 + Penalty 6359.534429 = -54169593.297697 nChanged 14132 SP:Iteration 3Q (6027.680000 sec): 3 clusters Score: Raw -54181135.514536 + Penalty 6359.534429 = -54174775.980106 nChanged 18757 SP:Iteration 4F (6029.140000 sec): 3 clusters Score: Raw -54190399.781309 + Penalty 6359.534429 = -54184040.246879 nChanged 24871 SP:Iteration 5F (6030.650000 sec): 3 clusters Score: Raw -54206665.702842 + Penalty 6359.534429 = -54200306.168412 nChanged 30431 SP:Iteration 6F (6032.130000 sec): 3 clusters Score: Raw -54231277.408993 + Penalty 6359.534429 = -54224917.874564 nChanged 31103 SP:Iteration 7F (6033.580000 sec): 3 clusters Score: Raw -54259554.624265 + Penalty 6359.534429 = -54253195.089836 nChanged 25016 SP:Iteration 8F (6035.020000 sec): 3 clusters Score: Raw -54283237.677753 + Penalty 6359.534429 = -54276878.143324 nChanged 15510 SP:Iteration 9Q (6036.370000 sec): 3 clusters Score: Raw -54297777.486066 + Penalty 6359.534429 = -54291417.951637 nChanged 7905 SP:Iteration 10Q (6037.590000 sec): 3 clusters Score: Raw -54304917.298235 + Penalty 6359.534429 = -54298557.763806 nChanged 3513 SP:Iteration 11Q (6038.710000 sec): 3 clusters Score: Raw -54307910.185763 + Penalty 6359.534429 = -54301550.651333 nChanged 1461 SP:Iteration 12Q (6039.800000 sec): 3 clusters Score: Raw -54309114.314078 + Penalty 6359.534429 = -54302754.779648 nChanged 627 SP:Iteration 13Q (6040.850000 sec): 3 clusters Score: Raw -54309617.127907 + Penalty 6359.534429 = -54303257.593478 nChanged 324 SP:Iteration 14Q (6041.870000 sec): 3 clusters Score: Raw -54309907.350431 + Penalty 6359.534429 = -54303547.816001 nChanged 195 SP:Iteration 15Q (6042.870000 sec): 3 clusters Score: Raw -54310084.305227 + Penalty 6359.534429 = -54303724.770797 nChanged 114 SP:Iteration 16Q (6043.900000 sec): 3 clusters Score: Raw -54310176.223237 + Penalty 6359.534429 = -54303816.688808 nChanged 88 SP:Iteration 17Q (6045.060000 sec): 3 clusters Score: Raw -54310230.358463 + Penalty 6359.534429 = -54303870.824034 nChanged 54 SP:Iteration 18Q (6046.100000 sec): 3 clusters Score: Raw -54310261.168001 + Penalty 6359.534429 = -54303901.633572 nChanged 37 SP:Iteration 19Q (6047.090000 sec): 3 clusters Score: Raw -54310283.760197 + Penalty 6359.534429 = -54303924.225767 nChanged 30 SP:Iteration 20F (6048.520000 sec): 3 clusters Score: Raw -54310304.006146 + Penalty 6359.534429 = -54303944.471716 nChanged 22 SP:Iteration 21Q (6049.550000 sec): 3 clusters Score: Raw -54310319.244187 + Penalty 6359.534429 = -54303959.709757 nChanged 27 SP:Iteration 22Q (6050.620000 sec): 3 clusters Score: Raw -54310334.610506 + Penalty 6359.534429 = -54303975.076077 nChanged 15 SP:Iteration 23Q (6051.730000 sec): 3 clusters Score: Raw -54310345.159466 + Penalty 6359.534429 = -54303985.625036 nChanged 13 SP:Iteration 24Q (6052.820000 sec): 3 clusters Score: Raw -54310352.794899 + Penalty 6359.534429 = -54303993.260469 nChanged 14 SP:Iteration 25Q (6053.880000 sec): 3 clusters Score: Raw -54310360.116975 + Penalty 6359.534429 = -54304000.582545 nChanged 12 SP:Iteration 26Q (6054.940000 sec): 3 clusters Score: Raw -54310365.696529 + Penalty 6359.534429 = -54304006.162099 nChanged 8 SP:Iteration 27Q (6055.960000 sec): 3 clusters Score: Raw -54310371.347274 + Penalty 6359.534429 = -54304011.812845 nChanged 6 SP:Iteration 28Q (6056.960000 sec): 3 clusters Score: Raw -54310374.710130 + Penalty 6359.534429 = -54304015.175701 nChanged 6 SP:Iteration 29Q (6057.980000 sec): 3 clusters Score: Raw -54310377.121810 + Penalty 6359.534429 = -54304017.587381 nChanged 5 SP:Iteration 30Q (6059.030000 sec): 3 clusters Score: Raw -54310380.098363 + Penalty 6359.534429 = -54304020.563933 nChanged 4 SP:Iteration 31Q (6060.040000 sec): 3 clusters Score: Raw -54310381.862421 + Penalty 6359.534429 = -54304022.327991 nChanged 6 SP:Iteration 32Q (6061.120000 sec): 3 clusters Score: Raw -54310383.883406 + Penalty 6359.534429 = -54304024.348976 nChanged 5 SP:Iteration 33Q (6062.210000 sec): 3 clusters Score: Raw -54310386.098878 + Penalty 6359.534429 = -54304026.564449 nChanged 3 SP:Iteration 34Q (6063.230000 sec): 3 clusters Score: Raw -54310387.092246 + Penalty 6359.534429 = -54304027.557817 nChanged 1 SP:Iteration 35Q (6064.310000 sec): 3 clusters Score: Raw -54310387.856892 + Penalty 6359.534429 = -54304028.322463 nChanged 4 SP:Iteration 36Q (6065.340000 sec): 3 clusters Score: Raw -54310389.276589 + Penalty 6359.534429 = -54304029.742160 nChanged 3 SP:Iteration 37Q (6066.330000 sec): 3 clusters Score: Raw -54310392.060005 + Penalty 6359.534429 = -54304032.525575 nChanged 6 SP:Iteration 38Q (6067.340000 sec): 3 clusters Score: Raw -54310397.130636 + Penalty 6359.534429 = -54304037.596207 nChanged 6 SP:Iteration 39Q (6068.370000 sec): 3 clusters Score: Raw -54310400.736267 + Penalty 6359.534429 = -54304041.201837 nChanged 6 SP:Iteration 40F (6069.840000 sec): 3 clusters Score: Raw -54310406.963997 + Penalty 6359.534429 = -54304047.429567 nChanged 11 SP:Iteration 41Q (6070.860000 sec): 3 clusters Score: Raw -54310411.319414 + Penalty 6359.534429 = -54304051.784984 nChanged 5 SP:Iteration 42Q (6071.920000 sec): 3 clusters Score: Raw -54310414.689365 + Penalty 6359.534429 = -54304055.154936 nChanged 6 SP:Iteration 43Q (6072.950000 sec): 3 clusters Score: Raw -54310418.234005 + Penalty 6359.534429 = -54304058.699576 nChanged 8 SP:Iteration 44Q (6073.950000 sec): 3 clusters Score: Raw -54310422.914963 + Penalty 6359.534429 = -54304063.380534 nChanged 9 SP:Iteration 45Q (6074.990000 sec): 3 clusters Score: Raw -54310427.478818 + Penalty 6359.534429 = -54304067.944388 nChanged 7 SP:Iteration 46Q (6076.100000 sec): 3 clusters Score: Raw -54310430.519223 + Penalty 6359.534429 = -54304070.984793 nChanged 2 SP:Iteration 47Q (6077.210000 sec): 3 clusters Score: Raw -54310431.523288 + Penalty 6359.534429 = -54304071.988859 nChanged 4 SP:Iteration 48Q (6078.220000 sec): 3 clusters Score: Raw -54310433.578150 + Penalty 6359.534429 = -54304074.043720 nChanged 3 SP:Iteration 49Q (6079.230000 sec): 3 clusters Score: Raw -54310434.635044 + Penalty 6359.534429 = -54304075.100614 nChanged 2 SP:Iteration 50Q (6080.280000 sec): 3 clusters Score: Raw -54310435.096500 + Penalty 6359.534429 = -54304075.562070 nChanged 0 SP:Iteration 51F (6081.690000 sec): 3 clusters Score: Raw -54310435.096500 + Penalty 6359.534429 = -54304075.562070 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 16 (20825 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6081.920000 sec): 2 clusters Score: Raw -3023470.842384 + Penalty 2466.089548 = -3021004.752836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6082.010000 sec): 3 clusters Score: Raw -3011410.246759 + Penalty 4932.179096 = -3006478.067663 nChanged 9180 SP:Iteration 1F (6082.100000 sec): 3 clusters Score: Raw -3016388.543785 + Penalty 4932.179096 = -3011456.364689 nChanged 1233 SP:Iteration 2F (6082.190000 sec): 3 clusters Score: Raw -3016955.249265 + Penalty 4932.179096 = -3012023.070169 nChanged 1141 SP:Iteration 3F (6082.270000 sec): 3 clusters Score: Raw -3017516.867866 + Penalty 4932.179096 = -3012584.688770 nChanged 1147 SP:Iteration 4F (6082.350000 sec): 3 clusters Score: Raw -3018109.403271 + Penalty 4932.179096 = -3013177.224175 nChanged 1138 SP:Iteration 5F (6082.430000 sec): 3 clusters Score: Raw -3018727.072640 + Penalty 4932.179096 = -3013794.893545 nChanged 1080 SP:Iteration 6F (6082.510000 sec): 3 clusters Score: Raw -3019255.345325 + Penalty 4932.179096 = -3014323.166229 nChanged 954 SP:Iteration 7Q (6082.590000 sec): 3 clusters Score: Raw -3019677.113197 + Penalty 4932.179096 = -3014744.934101 nChanged 836 SP:Iteration 8Q (6082.670000 sec): 3 clusters Score: Raw -3019994.761305 + Penalty 4932.179096 = -3015062.582209 nChanged 672 SP:Iteration 9Q (6082.750000 sec): 3 clusters Score: Raw -3020217.004372 + Penalty 4932.179096 = -3015284.825277 nChanged 561 SP:Iteration 10Q (6082.850000 sec): 3 clusters Score: Raw -3020392.467465 + Penalty 4932.179096 = -3015460.288370 nChanged 489 SP:Iteration 11Q (6082.930000 sec): 3 clusters Score: Raw -3020531.716233 + Penalty 4932.179096 = -3015599.537137 nChanged 402 SP:Iteration 12Q (6083.030000 sec): 3 clusters Score: Raw -3020640.274554 + Penalty 4932.179096 = -3015708.095458 nChanged 373 SP:Iteration 13Q (6083.110000 sec): 3 clusters Score: Raw -3020728.462509 + Penalty 4932.179096 = -3015796.283413 nChanged 319 SP:Iteration 14Q (6083.190000 sec): 3 clusters Score: Raw -3020796.800792 + Penalty 4932.179096 = -3015864.621696 nChanged 273 SP:Iteration 15Q (6083.270000 sec): 3 clusters Score: Raw -3020854.942722 + Penalty 4932.179096 = -3015922.763627 nChanged 234 SP:Iteration 16Q (6083.360000 sec): 3 clusters Score: Raw -3020908.979323 + Penalty 4932.179096 = -3015976.800227 nChanged 228 SP:Iteration 17Q (6083.440000 sec): 3 clusters Score: Raw -3020963.323106 + Penalty 4932.179096 = -3016031.144011 nChanged 229 SP:Iteration 18Q (6083.530000 sec): 3 clusters Score: Raw -3021020.735418 + Penalty 4932.179096 = -3016088.556322 nChanged 234 SP:Iteration 19Q (6083.610000 sec): 3 clusters Score: Raw -3021088.035517 + Penalty 4932.179096 = -3016155.856422 nChanged 247 SP:Iteration 20F (6083.690000 sec): 3 clusters Score: Raw -3021170.975404 + Penalty 4932.179096 = -3016238.796308 nChanged 271 SP:Iteration 21Q (6083.780000 sec): 3 clusters Score: Raw -3021270.823468 + Penalty 4932.179096 = -3016338.644372 nChanged 301 SP:Iteration 22Q (6083.870000 sec): 3 clusters Score: Raw -3021398.460682 + Penalty 4932.179096 = -3016466.281586 nChanged 354 SP:Iteration 23Q (6083.950000 sec): 3 clusters Score: Raw -3021574.470212 + Penalty 4932.179096 = -3016642.291116 nChanged 385 SP:Iteration 24Q (6084.030000 sec): 3 clusters Score: Raw -3021745.343405 + Penalty 4932.179096 = -3016813.164310 nChanged 395 SP:Iteration 25Q (6084.110000 sec): 3 clusters Score: Raw -3021948.824118 + Penalty 4932.179096 = -3017016.645022 nChanged 387 SP:Iteration 26Q (6084.190000 sec): 3 clusters Score: Raw -3022141.108806 + Penalty 4932.179096 = -3017208.929710 nChanged 349 SP:Iteration 27Q (6084.270000 sec): 3 clusters Score: Raw -3022301.435764 + Penalty 4932.179096 = -3017369.256669 nChanged 343 SP:Iteration 28Q (6084.360000 sec): 3 clusters Score: Raw -3022452.105933 + Penalty 4932.179096 = -3017519.926837 nChanged 314 SP:Iteration 29Q (6084.430000 sec): 3 clusters Score: Raw -3022586.199682 + Penalty 4932.179096 = -3017654.020587 nChanged 292 SP:Iteration 30Q (6084.510000 sec): 3 clusters Score: Raw -3022708.444544 + Penalty 4932.179096 = -3017776.265449 nChanged 241 SP:Iteration 31Q (6084.590000 sec): 3 clusters Score: Raw -3022796.429491 + Penalty 4932.179096 = -3017864.250395 nChanged 199 SP:Iteration 32Q (6084.660000 sec): 3 clusters Score: Raw -3022865.178542 + Penalty 4932.179096 = -3017932.999446 nChanged 189 SP:Iteration 33Q (6084.730000 sec): 3 clusters Score: Raw -3022921.180158 + Penalty 4932.179096 = -3017989.001063 nChanged 155 SP:Iteration 34Q (6084.820000 sec): 3 clusters Score: Raw -3022965.570473 + Penalty 4932.179096 = -3018033.391377 nChanged 151 SP:Iteration 35Q (6084.890000 sec): 3 clusters Score: Raw -3023012.499447 + Penalty 4932.179096 = -3018080.320351 nChanged 143 SP:Iteration 36Q (6084.970000 sec): 3 clusters Score: Raw -3023055.323878 + Penalty 4932.179096 = -3018123.144783 nChanged 122 SP:Iteration 37Q (6085.050000 sec): 3 clusters Score: Raw -3023089.232872 + Penalty 4932.179096 = -3018157.053776 nChanged 126 SP:Iteration 38Q (6085.120000 sec): 3 clusters Score: Raw -3023121.045932 + Penalty 4932.179096 = -3018188.866837 nChanged 104 SP:Iteration 39Q (6085.190000 sec): 3 clusters Score: Raw -3023145.077451 + Penalty 4932.179096 = -3018212.898355 nChanged 101 SP:Iteration 40F (6085.270000 sec): 3 clusters Score: Raw -3023170.105297 + Penalty 4932.179096 = -3018237.926201 nChanged 87 SP:Iteration 41Q (6085.340000 sec): 3 clusters Score: Raw -3023190.216102 + Penalty 4932.179096 = -3018258.037006 nChanged 86 SP:Iteration 42Q (6085.410000 sec): 3 clusters Score: Raw -3023209.930621 + Penalty 4932.179096 = -3018277.751526 nChanged 97 SP:Iteration 43Q (6085.480000 sec): 3 clusters Score: Raw -3023234.165848 + Penalty 4932.179096 = -3018301.986752 nChanged 80 SP:Iteration 44Q (6085.550000 sec): 3 clusters Score: Raw -3023255.815649 + Penalty 4932.179096 = -3018323.636553 nChanged 95 SP:Iteration 45Q (6085.620000 sec): 3 clusters Score: Raw -3023283.036969 + Penalty 4932.179096 = -3018350.857874 nChanged 72 SP:Iteration 46Q (6085.690000 sec): 3 clusters Score: Raw -3023298.741382 + Penalty 4932.179096 = -3018366.562286 nChanged 61 SP:Iteration 47Q (6085.760000 sec): 3 clusters Score: Raw -3023310.702459 + Penalty 4932.179096 = -3018378.523364 nChanged 54 SP:Iteration 48Q (6085.830000 sec): 3 clusters Score: Raw -3023321.547664 + Penalty 4932.179096 = -3018389.368568 nChanged 63 SP:Iteration 49Q (6085.900000 sec): 3 clusters Score: Raw -3023334.284890 + Penalty 4932.179096 = -3018402.105794 nChanged 63 SP:Iteration 50Q (6085.970000 sec): 3 clusters Score: Raw -3023347.827773 + Penalty 4932.179096 = -3018415.648677 nChanged 58 SP:Iteration 51Q (6086.040000 sec): 3 clusters Score: Raw -3023360.969878 + Penalty 4932.179096 = -3018428.790783 nChanged 47 SP:Iteration 52Q (6086.110000 sec): 3 clusters Score: Raw -3023370.467283 + Penalty 4932.179096 = -3018438.288187 nChanged 47 SP:Iteration 53Q (6086.170000 sec): 3 clusters Score: Raw -3023380.696471 + Penalty 4932.179096 = -3018448.517375 nChanged 53 SP:Iteration 54Q (6086.250000 sec): 3 clusters Score: Raw -3023393.645855 + Penalty 4932.179096 = -3018461.466759 nChanged 50 SP:Iteration 55Q (6086.310000 sec): 3 clusters Score: Raw -3023405.583638 + Penalty 4932.179096 = -3018473.404543 nChanged 41 SP:Iteration 56Q (6086.390000 sec): 3 clusters Score: Raw -3023413.063378 + Penalty 4932.179096 = -3018480.884282 nChanged 47 SP:Iteration 57Q (6086.450000 sec): 3 clusters Score: Raw -3023421.283134 + Penalty 4932.179096 = -3018489.104038 nChanged 57 SP:Iteration 58Q (6086.520000 sec): 3 clusters Score: Raw -3023433.424020 + Penalty 4932.179096 = -3018501.244924 nChanged 48 SP:Iteration 59Q (6086.590000 sec): 3 clusters Score: Raw -3023444.450784 + Penalty 4932.179096 = -3018512.271689 nChanged 52 SP:Iteration 60F (6086.670000 sec): 3 clusters Score: Raw -3023455.502131 + Penalty 4932.179096 = -3018523.323036 nChanged 46 SP:Iteration 61Q (6086.740000 sec): 3 clusters Score: Raw -3023464.823955 + Penalty 4932.179096 = -3018532.644860 nChanged 36 SP:Iteration 62Q (6086.810000 sec): 3 clusters Score: Raw -3023473.229107 + Penalty 4932.179096 = -3018541.050011 nChanged 40 SP:Iteration 63Q (6086.870000 sec): 3 clusters Score: Raw -3023481.446968 + Penalty 4932.179096 = -3018549.267872 nChanged 37 SP:Iteration 64Q (6086.940000 sec): 3 clusters Score: Raw -3023488.654576 + Penalty 4932.179096 = -3018556.475480 nChanged 31 SP:Iteration 65Q (6087.010000 sec): 3 clusters Score: Raw -3023494.549830 + Penalty 4932.179096 = -3018562.370734 nChanged 27 SP:Iteration 66Q (6087.070000 sec): 3 clusters Score: Raw -3023500.221643 + Penalty 4932.179096 = -3018568.042547 nChanged 34 SP:Iteration 67Q (6087.150000 sec): 3 clusters Score: Raw -3023507.306538 + Penalty 4932.179096 = -3018575.127443 nChanged 36 SP:Iteration 68Q (6087.210000 sec): 3 clusters Score: Raw -3023514.424922 + Penalty 4932.179096 = -3018582.245826 nChanged 34 SP:Iteration 69Q (6087.270000 sec): 3 clusters Score: Raw -3023520.727517 + Penalty 4932.179096 = -3018588.548422 nChanged 19 SP:Iteration 70Q (6087.340000 sec): 3 clusters Score: Raw -3023524.352273 + Penalty 4932.179096 = -3018592.173177 nChanged 30 SP:Iteration 71Q (6087.410000 sec): 3 clusters Score: Raw -3023530.334441 + Penalty 4932.179096 = -3018598.155345 nChanged 29 SP:Iteration 72Q (6087.470000 sec): 3 clusters Score: Raw -3023538.265068 + Penalty 4932.179096 = -3018606.085972 nChanged 31 SP:Iteration 73Q (6087.540000 sec): 3 clusters Score: Raw -3023544.675655 + Penalty 4932.179096 = -3018612.496560 nChanged 30 SP:Iteration 74Q (6087.600000 sec): 3 clusters Score: Raw -3023550.839533 + Penalty 4932.179096 = -3018618.660437 nChanged 23 SP:Iteration 75Q (6087.670000 sec): 3 clusters Score: Raw -3023555.645451 + Penalty 4932.179096 = -3018623.466355 nChanged 24 SP:Iteration 76Q (6087.730000 sec): 3 clusters Score: Raw -3023559.954477 + Penalty 4932.179096 = -3018627.775381 nChanged 15 SP:Iteration 77Q (6087.800000 sec): 3 clusters Score: Raw -3023561.801073 + Penalty 4932.179096 = -3018629.621977 nChanged 13 SP:Iteration 78Q (6087.860000 sec): 3 clusters Score: Raw -3023564.211003 + Penalty 4932.179096 = -3018632.031907 nChanged 9 SP:Iteration 79Q (6087.930000 sec): 3 clusters Score: Raw -3023565.712563 + Penalty 4932.179096 = -3018633.533467 nChanged 8 SP:Iteration 80F (6088.010000 sec): 3 clusters Score: Raw -3023566.923127 + Penalty 4932.179096 = -3018634.744031 nChanged 11 SP:Iteration 81Q (6088.070000 sec): 3 clusters Score: Raw -3023568.619932 + Penalty 4932.179096 = -3018636.440836 nChanged 14 SP:Iteration 82Q (6088.140000 sec): 3 clusters Score: Raw -3023571.160094 + Penalty 4932.179096 = -3018638.980999 nChanged 21 SP:Iteration 83Q (6088.210000 sec): 3 clusters Score: Raw -3023575.081987 + Penalty 4932.179096 = -3018642.902891 nChanged 24 SP:Iteration 84Q (6088.270000 sec): 3 clusters Score: Raw -3023579.812075 + Penalty 4932.179096 = -3018647.632979 nChanged 19 SP:Iteration 85Q (6088.340000 sec): 3 clusters Score: Raw -3023583.531925 + Penalty 4932.179096 = -3018651.352830 nChanged 25 SP:Iteration 86Q (6088.400000 sec): 3 clusters Score: Raw -3023588.560345 + Penalty 4932.179096 = -3018656.381249 nChanged 36 SP:Iteration 87Q (6088.460000 sec): 3 clusters Score: Raw -3023595.089889 + Penalty 4932.179096 = -3018662.910793 nChanged 25 SP:Iteration 88Q (6088.530000 sec): 3 clusters Score: Raw -3023599.561636 + Penalty 4932.179096 = -3018667.382540 nChanged 17 SP:Iteration 89Q (6088.590000 sec): 3 clusters Score: Raw -3023602.211986 + Penalty 4932.179096 = -3018670.032890 nChanged 15 SP:Iteration 90Q (6088.650000 sec): 3 clusters Score: Raw -3023604.526516 + Penalty 4932.179096 = -3018672.347421 nChanged 14 SP:Iteration 91Q (6088.720000 sec): 3 clusters Score: Raw -3023607.178171 + Penalty 4932.179096 = -3018674.999075 nChanged 15 SP:Iteration 92Q (6088.790000 sec): 3 clusters Score: Raw -3023610.500529 + Penalty 4932.179096 = -3018678.321434 nChanged 19 SP:Iteration 93Q (6088.850000 sec): 3 clusters Score: Raw -3023613.677516 + Penalty 4932.179096 = -3018681.498421 nChanged 15 SP:Iteration 94Q (6088.910000 sec): 3 clusters Score: Raw -3023616.679400 + Penalty 4932.179096 = -3018684.500304 nChanged 16 SP:Iteration 95Q (6088.980000 sec): 3 clusters Score: Raw -3023619.683944 + Penalty 4932.179096 = -3018687.504849 nChanged 17 SP:Iteration 96Q (6089.040000 sec): 3 clusters Score: Raw -3023623.564551 + Penalty 4932.179096 = -3018691.385455 nChanged 24 SP:Iteration 97Q (6089.100000 sec): 3 clusters Score: Raw -3023630.138761 + Penalty 4932.179096 = -3018697.959665 nChanged 26 SP:Iteration 98Q (6089.170000 sec): 3 clusters Score: Raw -3023635.406953 + Penalty 4932.179096 = -3018703.227857 nChanged 28 SP:Iteration 99Q (6089.230000 sec): 3 clusters Score: Raw -3023640.638482 + Penalty 4932.179096 = -3018708.459386 nChanged 28 SP:Iteration 100F (6089.300000 sec): 3 clusters Score: Raw -3023646.798945 + Penalty 4932.179096 = -3018714.619849 nChanged 31 SP:Iteration 101Q (6089.360000 sec): 3 clusters Score: Raw -3023654.844825 + Penalty 4932.179096 = -3018722.665729 nChanged 25 SP:Iteration 102Q (6089.430000 sec): 3 clusters Score: Raw -3023660.675207 + Penalty 4932.179096 = -3018728.496111 nChanged 24 SP:Iteration 103Q (6089.490000 sec): 3 clusters Score: Raw -3023666.524914 + Penalty 4932.179096 = -3018734.345819 nChanged 29 SP:Iteration 104Q (6089.550000 sec): 3 clusters Score: Raw -3023674.178883 + Penalty 4932.179096 = -3018741.999787 nChanged 34 SP:Iteration 105Q (6089.610000 sec): 3 clusters Score: Raw -3023684.925663 + Penalty 4932.179096 = -3018752.746567 nChanged 37 SP:Iteration 106Q (6089.670000 sec): 3 clusters Score: Raw -3023697.317762 + Penalty 4932.179096 = -3018765.138667 nChanged 40 SP:Iteration 107Q (6089.740000 sec): 3 clusters Score: Raw -3023710.270605 + Penalty 4932.179096 = -3018778.091509 nChanged 51 SP:Iteration 108Q (6089.800000 sec): 3 clusters Score: Raw -3023727.407908 + Penalty 4932.179096 = -3018795.228812 nChanged 35 SP:Iteration 109Q (6089.860000 sec): 3 clusters Score: Raw -3023739.198711 + Penalty 4932.179096 = -3018807.019615 nChanged 42 SP:Iteration 110Q (6089.920000 sec): 3 clusters Score: Raw -3023754.803496 + Penalty 4932.179096 = -3018822.624400 nChanged 56 SP:Iteration 111Q (6089.980000 sec): 3 clusters Score: Raw -3023780.252486 + Penalty 4932.179096 = -3018848.073391 nChanged 66 SP:Iteration 112Q (6090.040000 sec): 3 clusters Score: Raw -3023799.732867 + Penalty 4932.179096 = -3018867.553771 nChanged 52 SP:Iteration 113Q (6090.100000 sec): 3 clusters Score: Raw -3023822.385164 + Penalty 4932.179096 = -3018890.206069 nChanged 61 SP:Iteration 114Q (6090.160000 sec): 3 clusters Score: Raw -3023851.387151 + Penalty 4932.179096 = -3018919.208056 nChanged 76 SP:Iteration 115Q (6090.220000 sec): 3 clusters Score: Raw -3023885.608023 + Penalty 4932.179096 = -3018953.428927 nChanged 65 SP:Iteration 116Q (6090.280000 sec): 3 clusters Score: Raw -3023916.709634 + Penalty 4932.179096 = -3018984.530539 nChanged 67 SP:Iteration 117Q (6090.340000 sec): 3 clusters Score: Raw -3023945.244015 + Penalty 4932.179096 = -3019013.064919 nChanged 62 SP:Iteration 118Q (6090.390000 sec): 3 clusters Score: Raw -3023970.418517 + Penalty 4932.179096 = -3019038.239422 nChanged 57 SP:Iteration 119Q (6090.450000 sec): 3 clusters Score: Raw -3023992.305951 + Penalty 4932.179096 = -3019060.126856 nChanged 50 SP:Iteration 120F (6090.530000 sec): 3 clusters Score: Raw -3024011.042990 + Penalty 4932.179096 = -3019078.863895 nChanged 40 SP:Iteration 121Q (6090.590000 sec): 3 clusters Score: Raw -3024027.821143 + Penalty 4932.179096 = -3019095.642047 nChanged 50 SP:Iteration 122Q (6090.640000 sec): 3 clusters Score: Raw -3024052.332928 + Penalty 4932.179096 = -3019120.153832 nChanged 46 SP:Iteration 123Q (6090.700000 sec): 3 clusters Score: Raw -3024072.492154 + Penalty 4932.179096 = -3019140.313058 nChanged 32 SP:Iteration 124Q (6090.760000 sec): 3 clusters Score: Raw -3024086.111092 + Penalty 4932.179096 = -3019153.931996 nChanged 37 SP:Iteration 125Q (6090.820000 sec): 3 clusters Score: Raw -3024099.429043 + Penalty 4932.179096 = -3019167.249947 nChanged 25 SP:Iteration 126Q (6090.870000 sec): 3 clusters Score: Raw -3024111.798366 + Penalty 4932.179096 = -3019179.619270 nChanged 34 SP:Iteration 127Q (6090.930000 sec): 3 clusters Score: Raw -3024128.214692 + Penalty 4932.179096 = -3019196.035596 nChanged 27 SP:Iteration 128Q (6090.990000 sec): 3 clusters Score: Raw -3024140.505404 + Penalty 4932.179096 = -3019208.326309 nChanged 23 SP:Iteration 129Q (6091.050000 sec): 3 clusters Score: Raw -3024150.216036 + Penalty 4932.179096 = -3019218.036940 nChanged 24 SP:Iteration 130Q (6091.100000 sec): 3 clusters Score: Raw -3024158.407274 + Penalty 4932.179096 = -3019226.228179 nChanged 23 SP:Iteration 131Q (6091.160000 sec): 3 clusters Score: Raw -3024166.705561 + Penalty 4932.179096 = -3019234.526466 nChanged 14 SP:Iteration 132Q (6091.210000 sec): 3 clusters Score: Raw -3024172.600382 + Penalty 4932.179096 = -3019240.421287 nChanged 14 SP:Iteration 133Q (6091.270000 sec): 3 clusters Score: Raw -3024180.275528 + Penalty 4932.179096 = -3019248.096433 nChanged 10 SP:Iteration 134Q (6091.320000 sec): 3 clusters Score: Raw -3024185.673795 + Penalty 4932.179096 = -3019253.494700 nChanged 11 SP:Iteration 135Q (6091.380000 sec): 3 clusters Score: Raw -3024190.626663 + Penalty 4932.179096 = -3019258.447568 nChanged 7 SP:Iteration 136Q (6091.440000 sec): 3 clusters Score: Raw -3024193.013405 + Penalty 4932.179096 = -3019260.834309 nChanged 7 SP:Iteration 137Q (6091.490000 sec): 3 clusters Score: Raw -3024194.951099 + Penalty 4932.179096 = -3019262.772004 nChanged 6 SP:Iteration 138Q (6091.550000 sec): 3 clusters Score: Raw -3024197.676211 + Penalty 4932.179096 = -3019265.497115 nChanged 4 SP:Iteration 139Q (6091.600000 sec): 3 clusters Score: Raw -3024200.269096 + Penalty 4932.179096 = -3019268.090000 nChanged 7 SP:Iteration 140F (6091.680000 sec): 3 clusters Score: Raw -3024202.365774 + Penalty 4932.179096 = -3019270.186679 nChanged 2 SP:Iteration 141Q (6091.730000 sec): 3 clusters Score: Raw -3024202.919326 + Penalty 4932.179096 = -3019270.740231 nChanged 3 SP:Iteration 142Q (6091.790000 sec): 3 clusters Score: Raw -3024204.276758 + Penalty 4932.179096 = -3019272.097663 nChanged 4 SP:Iteration 143Q (6091.850000 sec): 3 clusters Score: Raw -3024206.357875 + Penalty 4932.179096 = -3019274.178779 nChanged 5 SP:Iteration 144Q (6091.910000 sec): 3 clusters Score: Raw -3024208.052598 + Penalty 4932.179096 = -3019275.873503 nChanged 5 SP:Iteration 145Q (6091.960000 sec): 3 clusters Score: Raw -3024209.765278 + Penalty 4932.179096 = -3019277.586182 nChanged 5 SP:Iteration 146Q (6092.020000 sec): 3 clusters Score: Raw -3024211.151925 + Penalty 4932.179096 = -3019278.972829 nChanged 3 SP:Iteration 147Q (6092.080000 sec): 3 clusters Score: Raw -3024212.381440 + Penalty 4932.179096 = -3019280.202344 nChanged 3 SP:Iteration 148Q (6092.130000 sec): 3 clusters Score: Raw -3024213.579412 + Penalty 4932.179096 = -3019281.400316 nChanged 4 SP:Iteration 149Q (6092.180000 sec): 3 clusters Score: Raw -3024214.712924 + Penalty 4932.179096 = -3019282.533828 nChanged 3 SP:Iteration 150Q (6092.240000 sec): 3 clusters Score: Raw -3024216.416306 + Penalty 4932.179096 = -3019284.237211 nChanged 2 SP:Iteration 151Q (6092.300000 sec): 3 clusters Score: Raw -3024217.343999 + Penalty 4932.179096 = -3019285.164904 nChanged 2 SP:Iteration 152Q (6092.350000 sec): 3 clusters Score: Raw -3024217.946562 + Penalty 4932.179096 = -3019285.767466 nChanged 1 SP:Iteration 153Q (6092.400000 sec): 3 clusters Score: Raw -3024218.425436 + Penalty 4932.179096 = -3019286.246340 nChanged 0 SP:Iteration 154F (6092.480000 sec): 3 clusters Score: Raw -3024218.425436 + Penalty 4932.179096 = -3019286.246340 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 17 (1076 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6092.500000 sec): 2 clusters Score: Raw -125809.797882 + Penalty 1731.289424 = -124078.508458 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6092.500000 sec): 3 clusters Score: Raw -125734.086228 + Penalty 3462.578847 = -122271.507381 nChanged 321 SP:Iteration 1F (6092.510000 sec): 3 clusters Score: Raw -126390.682594 + Penalty 3462.578847 = -122928.103747 nChanged 129 SP:Iteration 2F (6092.510000 sec): 3 clusters Score: Raw -126891.457863 + Penalty 3462.578847 = -123428.879015 nChanged 115 SP:Iteration 3F (6092.520000 sec): 3 clusters Score: Raw -127487.531389 + Penalty 3462.578847 = -124024.952542 nChanged 125 SP:Iteration 4F (6092.520000 sec): 3 clusters Score: Raw -128291.134112 + Penalty 3462.578847 = -124828.555264 nChanged 51 SP:Iteration 5Q (6092.520000 sec): 3 clusters Score: Raw -128802.941165 + Penalty 3462.578847 = -125340.362317 nChanged 22 SP:Iteration 6Q (6092.520000 sec): 3 clusters Score: Raw -129012.743037 + Penalty 3462.578847 = -125550.164190 nChanged 20 SP:Iteration 7Q (6092.530000 sec): 3 clusters Score: Raw -129309.078057 + Penalty 3462.578847 = -125846.499209 nChanged 12 SP:Iteration 8Q (6092.530000 sec): 3 clusters Score: Raw -129420.819732 + Penalty 3462.578847 = -125958.240884 nChanged 13 SP:Iteration 9Q (6092.540000 sec): 3 clusters Score: Raw -129522.536010 + Penalty 3462.578847 = -126059.957162 nChanged 13 SP:Iteration 10Q (6092.540000 sec): 3 clusters Score: Raw -129545.596893 + Penalty 3462.578847 = -126083.018046 nChanged 5 SP:Iteration 11Q (6092.540000 sec): 3 clusters Score: Raw -129554.923451 + Penalty 3462.578847 = -126092.344604 nChanged 3 SP:Iteration 12Q (6092.540000 sec): 3 clusters Score: Raw -129558.209868 + Penalty 3462.578847 = -126095.631021 nChanged 1 SP:Iteration 13Q (6092.540000 sec): 3 clusters Score: Raw -129559.322170 + Penalty 3462.578847 = -126096.743322 nChanged 0 SP:Iteration 14F (6092.550000 sec): 3 clusters Score: Raw -129619.471444 + Penalty 3462.578847 = -126156.892597 nChanged 2 SP:Iteration 15Q (6092.550000 sec): 3 clusters Score: Raw -129734.365720 + Penalty 3462.578847 = -126271.786873 nChanged 11 SP:Iteration 16Q (6092.560000 sec): 3 clusters Score: Raw -129847.312997 + Penalty 3462.578847 = -126384.734150 nChanged 9 SP:Iteration 17Q (6092.560000 sec): 3 clusters Score: Raw -130041.003378 + Penalty 3462.578847 = -126578.424531 nChanged 11 SP:Iteration 18Q (6092.560000 sec): 3 clusters Score: Raw -130263.261556 + Penalty 3462.578847 = -126800.682708 nChanged 10 SP:Iteration 19Q (6092.560000 sec): 3 clusters Score: Raw -130323.913132 + Penalty 3462.578847 = -126861.334285 nChanged 8 SP:Iteration 20F (6092.570000 sec): 3 clusters Score: Raw -130340.404756 + Penalty 3462.578847 = -126877.825909 nChanged 5 SP:Iteration 21Q (6092.570000 sec): 3 clusters Score: Raw -130385.371610 + Penalty 3462.578847 = -126922.792762 nChanged 1 SP:Iteration 22Q (6092.580000 sec): 3 clusters Score: Raw -130387.246027 + Penalty 3462.578847 = -126924.667179 nChanged 0 SP:Iteration 23F (6092.580000 sec): 3 clusters Score: Raw -130387.246027 + Penalty 3462.578847 = -126924.667179 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 30. Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 18 (11425 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6092.620000 sec): 2 clusters Score: Raw -1673051.648779 + Penalty 2317.202686 = -1670734.446093 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6092.660000 sec): 3 clusters Score: Raw -1666710.985619 + Penalty 4634.405371 = -1662076.580248 nChanged 4857 SP:Iteration 1F (6092.710000 sec): 3 clusters Score: Raw -1669302.427394 + Penalty 4634.405371 = -1664668.022023 nChanged 749 SP:Iteration 2F (6092.740000 sec): 3 clusters Score: Raw -1669662.353945 + Penalty 4634.405371 = -1665027.948574 nChanged 609 SP:Iteration 3F (6092.780000 sec): 3 clusters Score: Raw -1669953.303673 + Penalty 4634.405371 = -1665318.898302 nChanged 507 SP:Iteration 4Q (6092.830000 sec): 3 clusters Score: Raw -1670206.046287 + Penalty 4634.405371 = -1665571.640916 nChanged 473 SP:Iteration 5Q (6092.870000 sec): 3 clusters Score: Raw -1670432.747207 + Penalty 4634.405371 = -1665798.341836 nChanged 444 SP:Iteration 6Q (6092.920000 sec): 3 clusters Score: Raw -1670643.289989 + Penalty 4634.405371 = -1666008.884618 nChanged 430 SP:Iteration 7Q (6092.960000 sec): 3 clusters Score: Raw -1670851.703662 + Penalty 4634.405371 = -1666217.298290 nChanged 428 SP:Iteration 8Q (6093.000000 sec): 3 clusters Score: Raw -1671077.543253 + Penalty 4634.405371 = -1666443.137882 nChanged 473 SP:Iteration 9Q (6093.040000 sec): 3 clusters Score: Raw -1671353.420565 + Penalty 4634.405371 = -1666719.015194 nChanged 493 SP:Iteration 10Q (6093.080000 sec): 3 clusters Score: Raw -1671688.440102 + Penalty 4634.405371 = -1667054.034731 nChanged 521 SP:Iteration 11Q (6093.120000 sec): 3 clusters Score: Raw -1672098.617539 + Penalty 4634.405371 = -1667464.212168 nChanged 523 SP:Iteration 12Q (6093.170000 sec): 3 clusters Score: Raw -1672570.809851 + Penalty 4634.405371 = -1667936.404480 nChanged 437 SP:Iteration 13Q (6093.200000 sec): 3 clusters Score: Raw -1672970.581220 + Penalty 4634.405371 = -1668336.175849 nChanged 320 SP:Iteration 14Q (6093.240000 sec): 3 clusters Score: Raw -1673254.806574 + Penalty 4634.405371 = -1668620.401203 nChanged 224 SP:Iteration 15Q (6093.280000 sec): 3 clusters Score: Raw -1673436.280176 + Penalty 4634.405371 = -1668801.874805 nChanged 164 SP:Iteration 16Q (6093.310000 sec): 3 clusters Score: Raw -1673566.310467 + Penalty 4634.405371 = -1668931.905096 nChanged 148 SP:Iteration 17Q (6093.350000 sec): 3 clusters Score: Raw -1673667.675395 + Penalty 4634.405371 = -1669033.270024 nChanged 106 SP:Iteration 18Q (6093.380000 sec): 3 clusters Score: Raw -1673737.105040 + Penalty 4634.405371 = -1669102.699669 nChanged 96 SP:Iteration 19Q (6093.420000 sec): 3 clusters Score: Raw -1673799.213776 + Penalty 4634.405371 = -1669164.808405 nChanged 76 SP:Iteration 20F (6093.460000 sec): 3 clusters Score: Raw -1673847.876787 + Penalty 4634.405371 = -1669213.471416 nChanged 65 SP:Iteration 21Q (6093.500000 sec): 3 clusters Score: Raw -1673888.614599 + Penalty 4634.405371 = -1669254.209228 nChanged 56 SP:Iteration 22Q (6093.530000 sec): 3 clusters Score: Raw -1673928.299404 + Penalty 4634.405371 = -1669293.894033 nChanged 50 SP:Iteration 23Q (6093.560000 sec): 3 clusters Score: Raw -1673958.938137 + Penalty 4634.405371 = -1669324.532766 nChanged 45 SP:Iteration 24Q (6093.600000 sec): 3 clusters Score: Raw -1673990.442281 + Penalty 4634.405371 = -1669356.036910 nChanged 48 SP:Iteration 25Q (6093.630000 sec): 3 clusters Score: Raw -1674020.726681 + Penalty 4634.405371 = -1669386.321310 nChanged 32 SP:Iteration 26Q (6093.660000 sec): 3 clusters Score: Raw -1674039.823275 + Penalty 4634.405371 = -1669405.417904 nChanged 28 SP:Iteration 27Q (6093.700000 sec): 3 clusters Score: Raw -1674057.970552 + Penalty 4634.405371 = -1669423.565181 nChanged 26 SP:Iteration 28Q (6093.720000 sec): 3 clusters Score: Raw -1674069.878153 + Penalty 4634.405371 = -1669435.472782 nChanged 14 SP:Iteration 29Q (6093.760000 sec): 3 clusters Score: Raw -1674076.020074 + Penalty 4634.405371 = -1669441.614703 nChanged 7 SP:Iteration 30Q (6093.780000 sec): 3 clusters Score: Raw -1674079.653915 + Penalty 4634.405371 = -1669445.248544 nChanged 6 SP:Iteration 31Q (6093.810000 sec): 3 clusters Score: Raw -1674082.129682 + Penalty 4634.405371 = -1669447.724311 nChanged 6 SP:Iteration 32Q (6093.840000 sec): 3 clusters Score: Raw -1674084.224509 + Penalty 4634.405371 = -1669449.819138 nChanged 1 SP:Iteration 33Q (6093.880000 sec): 3 clusters Score: Raw -1674084.421844 + Penalty 4634.405371 = -1669450.016473 nChanged 0 SP:Iteration 34F (6093.920000 sec): 3 clusters Score: Raw -1674084.421844 + Penalty 4634.405371 = -1669450.016473 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 19 (6320 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6093.940000 sec): 2 clusters Score: Raw -897521.305247 + Penalty 2170.365673 = -895350.939574 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6093.960000 sec): 3 clusters Score: Raw -894385.638423 + Penalty 4340.731346 = -890044.907078 nChanged 2472 SP:Iteration 1F (6093.990000 sec): 3 clusters Score: Raw -895863.726107 + Penalty 4340.731346 = -891522.994762 nChanged 514 SP:Iteration 2F (6094.010000 sec): 3 clusters Score: Raw -896280.136791 + Penalty 4340.731346 = -891939.405445 nChanged 430 SP:Iteration 3F (6094.040000 sec): 3 clusters Score: Raw -896634.828377 + Penalty 4340.731346 = -892294.097032 nChanged 371 SP:Iteration 4F (6094.060000 sec): 3 clusters Score: Raw -896957.590456 + Penalty 4340.731346 = -892616.859111 nChanged 377 SP:Iteration 5F (6094.080000 sec): 3 clusters Score: Raw -897264.143994 + Penalty 4340.731346 = -892923.412649 nChanged 303 SP:Iteration 6Q (6094.100000 sec): 3 clusters Score: Raw -897544.254733 + Penalty 4340.731346 = -893203.523387 nChanged 312 SP:Iteration 7Q (6094.120000 sec): 3 clusters Score: Raw -897817.470169 + Penalty 4340.731346 = -893476.738823 nChanged 274 SP:Iteration 8Q (6094.150000 sec): 3 clusters Score: Raw -898054.468898 + Penalty 4340.731346 = -893713.737553 nChanged 204 SP:Iteration 9Q (6094.170000 sec): 3 clusters Score: Raw -898225.258056 + Penalty 4340.731346 = -893884.526711 nChanged 208 SP:Iteration 10Q (6094.190000 sec): 3 clusters Score: Raw -898386.892875 + Penalty 4340.731346 = -894046.161530 nChanged 172 SP:Iteration 11Q (6094.210000 sec): 3 clusters Score: Raw -898504.766086 + Penalty 4340.731346 = -894164.034741 nChanged 114 SP:Iteration 12Q (6094.240000 sec): 3 clusters Score: Raw -898567.806064 + Penalty 4340.731346 = -894227.074718 nChanged 88 SP:Iteration 13Q (6094.260000 sec): 3 clusters Score: Raw -898610.234990 + Penalty 4340.731346 = -894269.503645 nChanged 59 SP:Iteration 14Q (6094.280000 sec): 3 clusters Score: Raw -898639.598166 + Penalty 4340.731346 = -894298.866820 nChanged 38 SP:Iteration 15Q (6094.300000 sec): 3 clusters Score: Raw -898655.431281 + Penalty 4340.731346 = -894314.699935 nChanged 34 SP:Iteration 16Q (6094.320000 sec): 3 clusters Score: Raw -898666.448027 + Penalty 4340.731346 = -894325.716681 nChanged 17 SP:Iteration 17Q (6094.350000 sec): 3 clusters Score: Raw -898673.541357 + Penalty 4340.731346 = -894332.810012 nChanged 18 SP:Iteration 18Q (6094.370000 sec): 3 clusters Score: Raw -898679.980721 + Penalty 4340.731346 = -894339.249375 nChanged 11 SP:Iteration 19Q (6094.390000 sec): 3 clusters Score: Raw -898683.540915 + Penalty 4340.731346 = -894342.809569 nChanged 7 SP:Iteration 20F (6094.410000 sec): 3 clusters Score: Raw -898685.517786 + Penalty 4340.731346 = -894344.786440 nChanged 9 SP:Iteration 21Q (6094.430000 sec): 3 clusters Score: Raw -898687.443345 + Penalty 4340.731346 = -894346.712000 nChanged 7 SP:Iteration 22Q (6094.450000 sec): 3 clusters Score: Raw -898689.569693 + Penalty 4340.731346 = -894348.838348 nChanged 3 SP:Iteration 23Q (6094.470000 sec): 3 clusters Score: Raw -898690.460225 + Penalty 4340.731346 = -894349.728880 nChanged 4 SP:Iteration 24Q (6094.490000 sec): 3 clusters Score: Raw -898691.393078 + Penalty 4340.731346 = -894350.661732 nChanged 4 SP:Iteration 25Q (6094.520000 sec): 3 clusters Score: Raw -898692.222434 + Penalty 4340.731346 = -894351.491088 nChanged 0 SP:Iteration 26F (6094.540000 sec): 3 clusters Score: Raw -898692.222434 + Penalty 4340.731346 = -894351.491088 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 20 (54999 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6094.740000 sec): 2 clusters Score: Raw -8006974.259207 + Penalty 2706.937430 = -8004267.321777 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6094.940000 sec): 3 clusters Score: Raw -7972803.943479 + Penalty 5413.874860 = -7967390.068619 nChanged 25536 SP:Iteration 1F (6095.150000 sec): 3 clusters Score: Raw -7987267.731374 + Penalty 5413.874860 = -7981853.856514 nChanged 2465 SP:Iteration 2Q (6095.370000 sec): 3 clusters Score: Raw -7988158.421596 + Penalty 5413.874860 = -7982744.546736 nChanged 2578 SP:Iteration 3Q (6095.580000 sec): 3 clusters Score: Raw -7989307.630425 + Penalty 5413.874860 = -7983893.755565 nChanged 2883 SP:Iteration 4F (6095.800000 sec): 3 clusters Score: Raw -7990699.966183 + Penalty 5413.874860 = -7985286.091323 nChanged 3106 SP:Iteration 5F (6096.000000 sec): 3 clusters Score: Raw -7992366.012317 + Penalty 5413.874860 = -7986952.137457 nChanged 3058 SP:Iteration 6F (6096.220000 sec): 3 clusters Score: Raw -7993944.279519 + Penalty 5413.874860 = -7988530.404659 nChanged 2867 SP:Iteration 7F (6096.430000 sec): 3 clusters Score: Raw -7995358.849962 + Penalty 5413.874860 = -7989944.975102 nChanged 2606 SP:Iteration 8Q (6096.650000 sec): 3 clusters Score: Raw -7996561.146176 + Penalty 5413.874860 = -7991147.271316 nChanged 2339 SP:Iteration 9Q (6096.860000 sec): 3 clusters Score: Raw -7997553.027235 + Penalty 5413.874860 = -7992139.152375 nChanged 2015 SP:Iteration 10Q (6097.080000 sec): 3 clusters Score: Raw -7998349.468462 + Penalty 5413.874860 = -7992935.593602 nChanged 1848 SP:Iteration 11Q (6097.300000 sec): 3 clusters Score: Raw -7999070.476624 + Penalty 5413.874860 = -7993656.601764 nChanged 1754 SP:Iteration 12Q (6097.560000 sec): 3 clusters Score: Raw -7999753.152044 + Penalty 5413.874860 = -7994339.277184 nChanged 1875 SP:Iteration 13Q (6097.770000 sec): 3 clusters Score: Raw -8000513.396541 + Penalty 5413.874860 = -7995099.521681 nChanged 1975 SP:Iteration 14Q (6097.980000 sec): 3 clusters Score: Raw -8001373.089188 + Penalty 5413.874860 = -7995959.214328 nChanged 2066 SP:Iteration 15Q (6098.200000 sec): 3 clusters Score: Raw -8002328.994974 + Penalty 5413.874860 = -7996915.120114 nChanged 2028 SP:Iteration 16Q (6098.410000 sec): 3 clusters Score: Raw -8003287.513560 + Penalty 5413.874860 = -7997873.638700 nChanged 1906 SP:Iteration 17Q (6098.620000 sec): 3 clusters Score: Raw -8004238.836605 + Penalty 5413.874860 = -7998824.961745 nChanged 1734 SP:Iteration 18Q (6098.820000 sec): 3 clusters Score: Raw -8005146.862498 + Penalty 5413.874860 = -7999732.987638 nChanged 1388 SP:Iteration 19Q (6099.020000 sec): 3 clusters Score: Raw -8005895.190958 + Penalty 5413.874860 = -8000481.316098 nChanged 1148 SP:Iteration 20F (6099.230000 sec): 3 clusters Score: Raw -8006627.934462 + Penalty 5413.874860 = -8001214.059602 nChanged 843 SP:Iteration 21Q (6099.420000 sec): 3 clusters Score: Raw -8007318.329239 + Penalty 5413.874860 = -8001904.454379 nChanged 576 SP:Iteration 22Q (6099.600000 sec): 3 clusters Score: Raw -8007819.872413 + Penalty 5413.874860 = -8002405.997553 nChanged 380 SP:Iteration 23Q (6099.770000 sec): 3 clusters Score: Raw -8008060.846064 + Penalty 5413.874860 = -8002646.971204 nChanged 284 SP:Iteration 24Q (6099.940000 sec): 3 clusters Score: Raw -8008179.211852 + Penalty 5413.874860 = -8002765.336992 nChanged 184 SP:Iteration 25Q (6100.100000 sec): 3 clusters Score: Raw -8008239.506022 + Penalty 5413.874860 = -8002825.631162 nChanged 144 SP:Iteration 26Q (6100.270000 sec): 3 clusters Score: Raw -8008277.817434 + Penalty 5413.874860 = -8002863.942574 nChanged 109 SP:Iteration 27Q (6100.430000 sec): 3 clusters Score: Raw -8008306.058612 + Penalty 5413.874860 = -8002892.183752 nChanged 81 SP:Iteration 28Q (6100.600000 sec): 3 clusters Score: Raw -8008324.666667 + Penalty 5413.874860 = -8002910.791807 nChanged 68 SP:Iteration 29Q (6100.770000 sec): 3 clusters Score: Raw -8008335.404035 + Penalty 5413.874860 = -8002921.529175 nChanged 35 SP:Iteration 30Q (6100.930000 sec): 3 clusters Score: Raw -8008342.076286 + Penalty 5413.874860 = -8002928.201426 nChanged 27 SP:Iteration 31Q (6101.100000 sec): 3 clusters Score: Raw -8008345.797398 + Penalty 5413.874860 = -8002931.922538 nChanged 18 SP:Iteration 32Q (6101.260000 sec): 3 clusters Score: Raw -8008348.247834 + Penalty 5413.874860 = -8002934.372974 nChanged 12 SP:Iteration 33Q (6101.430000 sec): 3 clusters Score: Raw -8008349.657401 + Penalty 5413.874860 = -8002935.782541 nChanged 8 SP:Iteration 34Q (6101.590000 sec): 3 clusters Score: Raw -8008350.779593 + Penalty 5413.874860 = -8002936.904733 nChanged 13 SP:Iteration 35Q (6101.760000 sec): 3 clusters Score: Raw -8008352.758921 + Penalty 5413.874860 = -8002938.884061 nChanged 9 SP:Iteration 36Q (6101.930000 sec): 3 clusters Score: Raw -8008354.189919 + Penalty 5413.874860 = -8002940.315059 nChanged 8 SP:Iteration 37Q (6102.150000 sec): 3 clusters Score: Raw -8008355.307335 + Penalty 5413.874860 = -8002941.432475 nChanged 5 SP:Iteration 38Q (6102.350000 sec): 3 clusters Score: Raw -8008356.164111 + Penalty 5413.874860 = -8002942.289251 nChanged 5 SP:Iteration 39Q (6102.540000 sec): 3 clusters Score: Raw -8008356.737665 + Penalty 5413.874860 = -8002942.862805 nChanged 3 SP:Iteration 40F (6102.810000 sec): 3 clusters Score: Raw -8008357.186744 + Penalty 5413.874860 = -8002943.311884 nChanged 4 SP:Iteration 41Q (6103.000000 sec): 3 clusters Score: Raw -8008357.867266 + Penalty 5413.874860 = -8002943.992406 nChanged 4 SP:Iteration 42Q (6103.200000 sec): 3 clusters Score: Raw -8008358.433855 + Penalty 5413.874860 = -8002944.558995 nChanged 4 SP:Iteration 43Q (6103.400000 sec): 3 clusters Score: Raw -8008358.914940 + Penalty 5413.874860 = -8002945.040080 nChanged 4 SP:Iteration 44Q (6103.590000 sec): 3 clusters Score: Raw -8008359.533833 + Penalty 5413.874860 = -8002945.658973 nChanged 7 SP:Iteration 45Q (6103.800000 sec): 3 clusters Score: Raw -8008360.567095 + Penalty 5413.874860 = -8002946.692236 nChanged 9 SP:Iteration 46Q (6103.980000 sec): 3 clusters Score: Raw -8008361.788943 + Penalty 5413.874860 = -8002947.914083 nChanged 6 SP:Iteration 47Q (6104.170000 sec): 3 clusters Score: Raw -8008362.584770 + Penalty 5413.874860 = -8002948.709910 nChanged 7 SP:Iteration 48Q (6104.350000 sec): 3 clusters Score: Raw -8008363.564309 + Penalty 5413.874860 = -8002949.689449 nChanged 8 SP:Iteration 49Q (6104.560000 sec): 3 clusters Score: Raw -8008364.500952 + Penalty 5413.874860 = -8002950.626092 nChanged 7 SP:Iteration 50Q (6104.720000 sec): 3 clusters Score: Raw -8008365.419222 + Penalty 5413.874860 = -8002951.544362 nChanged 11 SP:Iteration 51Q (6104.890000 sec): 3 clusters Score: Raw -8008367.079646 + Penalty 5413.874860 = -8002953.204786 nChanged 9 SP:Iteration 52Q (6105.060000 sec): 3 clusters Score: Raw -8008368.289660 + Penalty 5413.874860 = -8002954.414800 nChanged 5 SP:Iteration 53Q (6105.240000 sec): 3 clusters Score: Raw -8008368.947187 + Penalty 5413.874860 = -8002955.072327 nChanged 5 SP:Iteration 54Q (6105.400000 sec): 3 clusters Score: Raw -8008369.676739 + Penalty 5413.874860 = -8002955.801879 nChanged 0 SP:Iteration 55F (6105.630000 sec): 3 clusters Score: Raw -8008369.676739 + Penalty 5413.874860 = -8002955.801879 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 21 (913 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6105.660000 sec): 2 clusters Score: Raw -108902.326713 + Penalty 1690.550498 = -107211.776214 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6105.670000 sec): 3 clusters Score: Raw -109089.564373 + Penalty 3381.100997 = -105708.463377 nChanged 298 SP:Iteration 1F (6105.670000 sec): 3 clusters Score: Raw -110366.262309 + Penalty 3381.100997 = -106985.161312 nChanged 121 SP:Iteration 2F (6105.680000 sec): 3 clusters Score: Raw -110954.361543 + Penalty 3381.100997 = -107573.260546 nChanged 70 SP:Iteration 3F (6105.680000 sec): 3 clusters Score: Raw -111508.855644 + Penalty 3381.100997 = -108127.754647 nChanged 46 SP:Iteration 4F (6105.680000 sec): 3 clusters Score: Raw -111986.513816 + Penalty 3381.100997 = -108605.412819 nChanged 25 SP:Iteration 5Q (6105.680000 sec): 3 clusters Score: Raw -112180.275695 + Penalty 3381.100997 = -108799.174699 nChanged 13 SP:Iteration 6Q (6105.690000 sec): 3 clusters Score: Raw -112288.360948 + Penalty 3381.100997 = -108907.259951 nChanged 8 SP:Iteration 7Q (6105.690000 sec): 3 clusters Score: Raw -112322.182799 + Penalty 3381.100997 = -108941.081802 nChanged 5 SP:Iteration 8Q (6105.690000 sec): 3 clusters Score: Raw -112367.963438 + Penalty 3381.100997 = -108986.862441 nChanged 6 SP:Iteration 9Q (6105.700000 sec): 3 clusters Score: Raw -112434.855852 + Penalty 3381.100997 = -109053.754855 nChanged 6 SP:Iteration 10Q (6105.700000 sec): 3 clusters Score: Raw -112448.746881 + Penalty 3381.100997 = -109067.645884 nChanged 6 SP:Iteration 11Q (6105.700000 sec): 3 clusters Score: Raw -112467.844254 + Penalty 3381.100997 = -109086.743257 nChanged 6 SP:Iteration 12Q (6105.700000 sec): 3 clusters Score: Raw -112503.575853 + Penalty 3381.100997 = -109122.474856 nChanged 5 SP:Iteration 13Q (6105.700000 sec): 3 clusters Score: Raw -112546.102031 + Penalty 3381.100997 = -109165.001034 nChanged 4 SP:Iteration 14Q (6105.710000 sec): 3 clusters Score: Raw -112559.583277 + Penalty 3381.100997 = -109178.482280 nChanged 3 SP:Iteration 15Q (6105.710000 sec): 3 clusters Score: Raw -112563.547459 + Penalty 3381.100997 = -109182.446463 nChanged 1 SP:Iteration 16Q (6105.710000 sec): 3 clusters Score: Raw -112564.477721 + Penalty 3381.100997 = -109183.376724 nChanged 0 SP:Iteration 17F (6105.720000 sec): 3 clusters Score: Raw -112573.649302 + Penalty 3381.100997 = -109192.548305 nChanged 3 SP:Iteration 18Q (6105.720000 sec): 3 clusters Score: Raw -112600.928394 + Penalty 3381.100997 = -109219.827398 nChanged 1 SP:Iteration 19Q (6105.720000 sec): 3 clusters Score: Raw -112601.596088 + Penalty 3381.100997 = -109220.495091 nChanged 0 SP:Iteration 20F (6105.720000 sec): 3 clusters Score: Raw -112601.596088 + Penalty 3381.100997 = -109220.495091 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 31. Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 22 (1364 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6105.740000 sec): 2 clusters Score: Raw -196183.238394 + Penalty 1790.107856 = -194393.130538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6105.740000 sec): 3 clusters Score: Raw -195792.804204 + Penalty 3580.215712 = -192212.588492 nChanged 392 SP:Iteration 1F (6105.750000 sec): 3 clusters Score: Raw -196210.415896 + Penalty 3580.215712 = -192630.200184 nChanged 131 SP:Iteration 2F (6105.750000 sec): 3 clusters Score: Raw -196529.725184 + Penalty 3580.215712 = -192949.509472 nChanged 84 SP:Iteration 3F (6105.760000 sec): 3 clusters Score: Raw -196854.753681 + Penalty 3580.215712 = -193274.537969 nChanged 77 SP:Iteration 4F (6105.760000 sec): 3 clusters Score: Raw -197013.722473 + Penalty 3580.215712 = -193433.506761 nChanged 56 SP:Iteration 5Q (6105.770000 sec): 3 clusters Score: Raw -197094.050662 + Penalty 3580.215712 = -193513.834950 nChanged 30 SP:Iteration 6Q (6105.770000 sec): 3 clusters Score: Raw -197137.394896 + Penalty 3580.215712 = -193557.179184 nChanged 27 SP:Iteration 7Q (6105.780000 sec): 3 clusters Score: Raw -197178.186464 + Penalty 3580.215712 = -193597.970752 nChanged 25 SP:Iteration 8Q (6105.780000 sec): 3 clusters Score: Raw -197213.561226 + Penalty 3580.215712 = -193633.345514 nChanged 19 SP:Iteration 9Q (6105.780000 sec): 3 clusters Score: Raw -197229.871311 + Penalty 3580.215712 = -193649.655599 nChanged 12 SP:Iteration 10Q (6105.790000 sec): 3 clusters Score: Raw -197238.005260 + Penalty 3580.215712 = -193657.789548 nChanged 3 SP:Iteration 11Q (6105.800000 sec): 3 clusters Score: Raw -197240.595504 + Penalty 3580.215712 = -193660.379792 nChanged 1 SP:Iteration 12Q (6105.800000 sec): 3 clusters Score: Raw -197241.108277 + Penalty 3580.215712 = -193660.892565 nChanged 1 SP:Iteration 13Q (6105.800000 sec): 3 clusters Score: Raw -197241.698218 + Penalty 3580.215712 = -193661.482506 nChanged 0 SP:Iteration 14F (6105.810000 sec): 3 clusters Score: Raw -197241.698218 + Penalty 3580.215712 = -193661.482506 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 23 (21299 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6105.890000 sec): 2 clusters Score: Raw -3108906.375009 + Penalty 2471.671020 = -3106434.703989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6105.980000 sec): 3 clusters Score: Raw -3096447.656685 + Penalty 4943.342040 = -3091504.314645 nChanged 9430 SP:Iteration 1F (6106.060000 sec): 3 clusters Score: Raw -3101481.976838 + Penalty 4943.342040 = -3096538.634798 nChanged 1189 SP:Iteration 2F (6106.140000 sec): 3 clusters Score: Raw -3101941.043122 + Penalty 4943.342040 = -3096997.701083 nChanged 1041 SP:Iteration 3Q (6106.230000 sec): 3 clusters Score: Raw -3102342.952772 + Penalty 4943.342040 = -3097399.610733 nChanged 981 SP:Iteration 4Q (6106.320000 sec): 3 clusters Score: Raw -3102763.166808 + Penalty 4943.342040 = -3097819.824769 nChanged 1047 SP:Iteration 5Q (6106.400000 sec): 3 clusters Score: Raw -3103302.343515 + Penalty 4943.342040 = -3098359.001475 nChanged 1186 SP:Iteration 6F (6106.490000 sec): 3 clusters Score: Raw -3104020.420357 + Penalty 4943.342040 = -3099077.078317 nChanged 1336 SP:Iteration 7F (6106.570000 sec): 3 clusters Score: Raw -3104939.021518 + Penalty 4943.342040 = -3099995.679478 nChanged 1364 SP:Iteration 8F (6106.650000 sec): 3 clusters Score: Raw -3105991.917110 + Penalty 4943.342040 = -3101048.575070 nChanged 1257 SP:Iteration 9F (6106.740000 sec): 3 clusters Score: Raw -3106995.976547 + Penalty 4943.342040 = -3102052.634508 nChanged 996 SP:Iteration 10Q (6106.820000 sec): 3 clusters Score: Raw -3107806.192235 + Penalty 4943.342040 = -3102862.850195 nChanged 694 SP:Iteration 11Q (6106.910000 sec): 3 clusters Score: Raw -3108425.412634 + Penalty 4943.342040 = -3103482.070595 nChanged 429 SP:Iteration 12Q (6106.990000 sec): 3 clusters Score: Raw -3108854.751072 + Penalty 4943.342040 = -3103911.409032 nChanged 264 SP:Iteration 13Q (6107.060000 sec): 3 clusters Score: Raw -3109164.495427 + Penalty 4943.342040 = -3104221.153388 nChanged 189 SP:Iteration 14Q (6107.130000 sec): 3 clusters Score: Raw -3109389.014125 + Penalty 4943.342040 = -3104445.672085 nChanged 149 SP:Iteration 15Q (6107.190000 sec): 3 clusters Score: Raw -3109551.293828 + Penalty 4943.342040 = -3104607.951788 nChanged 106 SP:Iteration 16Q (6107.250000 sec): 3 clusters Score: Raw -3109683.283898 + Penalty 4943.342040 = -3104739.941858 nChanged 93 SP:Iteration 17Q (6107.310000 sec): 3 clusters Score: Raw -3109782.599015 + Penalty 4943.342040 = -3104839.256975 nChanged 53 SP:Iteration 18Q (6107.370000 sec): 3 clusters Score: Raw -3109836.661524 + Penalty 4943.342040 = -3104893.319485 nChanged 45 SP:Iteration 19Q (6107.430000 sec): 3 clusters Score: Raw -3109868.349410 + Penalty 4943.342040 = -3104925.007371 nChanged 26 SP:Iteration 20F (6107.520000 sec): 3 clusters Score: Raw -3109883.296340 + Penalty 4943.342040 = -3104939.954301 nChanged 17 SP:Iteration 21Q (6107.580000 sec): 3 clusters Score: Raw -3109893.113446 + Penalty 4943.342040 = -3104949.771406 nChanged 14 SP:Iteration 22Q (6107.640000 sec): 3 clusters Score: Raw -3109900.705661 + Penalty 4943.342040 = -3104957.363622 nChanged 9 SP:Iteration 23Q (6107.700000 sec): 3 clusters Score: Raw -3109904.866864 + Penalty 4943.342040 = -3104961.524825 nChanged 6 SP:Iteration 24Q (6107.760000 sec): 3 clusters Score: Raw -3109907.371833 + Penalty 4943.342040 = -3104964.029793 nChanged 5 SP:Iteration 25Q (6107.810000 sec): 3 clusters Score: Raw -3109909.503975 + Penalty 4943.342040 = -3104966.161936 nChanged 6 SP:Iteration 26Q (6107.870000 sec): 3 clusters Score: Raw -3109912.541851 + Penalty 4943.342040 = -3104969.199811 nChanged 7 SP:Iteration 27Q (6107.940000 sec): 3 clusters Score: Raw -3109916.447168 + Penalty 4943.342040 = -3104973.105129 nChanged 6 SP:Iteration 28Q (6108.000000 sec): 3 clusters Score: Raw -3109919.384683 + Penalty 4943.342040 = -3104976.042643 nChanged 6 SP:Iteration 29Q (6108.060000 sec): 3 clusters Score: Raw -3109922.049576 + Penalty 4943.342040 = -3104978.707537 nChanged 3 SP:Iteration 30Q (6108.120000 sec): 3 clusters Score: Raw -3109923.162669 + Penalty 4943.342040 = -3104979.820630 nChanged 4 SP:Iteration 31Q (6108.180000 sec): 3 clusters Score: Raw -3109925.199865 + Penalty 4943.342040 = -3104981.857826 nChanged 4 SP:Iteration 32Q (6108.250000 sec): 3 clusters Score: Raw -3109926.835949 + Penalty 4943.342040 = -3104983.493910 nChanged 3 SP:Iteration 33Q (6108.310000 sec): 3 clusters Score: Raw -3109928.334013 + Penalty 4943.342040 = -3104984.991973 nChanged 3 SP:Iteration 34Q (6108.380000 sec): 3 clusters Score: Raw -3109929.582144 + Penalty 4943.342040 = -3104986.240104 nChanged 4 SP:Iteration 35Q (6108.440000 sec): 3 clusters Score: Raw -3109930.794768 + Penalty 4943.342040 = -3104987.452729 nChanged 2 SP:Iteration 36Q (6108.500000 sec): 3 clusters Score: Raw -3109931.887143 + Penalty 4943.342040 = -3104988.545103 nChanged 0 SP:Iteration 37F (6108.580000 sec): 3 clusters Score: Raw -3109931.887143 + Penalty 4943.342040 = -3104988.545103 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 24 (14415 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6108.630000 sec): 2 clusters Score: Raw -1954710.134650 + Penalty 2374.854103 = -1952335.280547 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6108.690000 sec): 3 clusters Score: Raw -1946679.132211 + Penalty 4749.708207 = -1941929.424005 nChanged 6207 SP:Iteration 1F (6108.740000 sec): 3 clusters Score: Raw -1950985.182541 + Penalty 4749.708207 = -1946235.474335 nChanged 1481 SP:Iteration 2F (6108.800000 sec): 3 clusters Score: Raw -1952966.771851 + Penalty 4749.708207 = -1948217.063644 nChanged 1507 SP:Iteration 3F (6108.860000 sec): 3 clusters Score: Raw -1954858.244721 + Penalty 4749.708207 = -1950108.536515 nChanged 1245 SP:Iteration 4F (6108.910000 sec): 3 clusters Score: Raw -1956088.978188 + Penalty 4749.708207 = -1951339.269982 nChanged 913 SP:Iteration 5F (6108.970000 sec): 3 clusters Score: Raw -1956852.671215 + Penalty 4749.708207 = -1952102.963009 nChanged 608 SP:Iteration 6Q (6109.020000 sec): 3 clusters Score: Raw -1957245.902408 + Penalty 4749.708207 = -1952496.194201 nChanged 417 SP:Iteration 7Q (6109.070000 sec): 3 clusters Score: Raw -1957453.957494 + Penalty 4749.708207 = -1952704.249287 nChanged 273 SP:Iteration 8Q (6109.120000 sec): 3 clusters Score: Raw -1957569.083213 + Penalty 4749.708207 = -1952819.375007 nChanged 204 SP:Iteration 9Q (6109.180000 sec): 3 clusters Score: Raw -1957636.276205 + Penalty 4749.708207 = -1952886.567998 nChanged 152 SP:Iteration 10Q (6109.230000 sec): 3 clusters Score: Raw -1957681.905020 + Penalty 4749.708207 = -1952932.196814 nChanged 138 SP:Iteration 11Q (6109.280000 sec): 3 clusters Score: Raw -1957734.701113 + Penalty 4749.708207 = -1952984.992907 nChanged 138 SP:Iteration 12Q (6109.330000 sec): 3 clusters Score: Raw -1957792.843815 + Penalty 4749.708207 = -1953043.135608 nChanged 125 SP:Iteration 13Q (6109.380000 sec): 3 clusters Score: Raw -1957838.257398 + Penalty 4749.708207 = -1953088.549191 nChanged 112 SP:Iteration 14Q (6109.430000 sec): 3 clusters Score: Raw -1957877.028281 + Penalty 4749.708207 = -1953127.320075 nChanged 96 SP:Iteration 15Q (6109.480000 sec): 3 clusters Score: Raw -1957906.931093 + Penalty 4749.708207 = -1953157.222887 nChanged 92 SP:Iteration 16Q (6109.530000 sec): 3 clusters Score: Raw -1957937.332255 + Penalty 4749.708207 = -1953187.624049 nChanged 85 SP:Iteration 17Q (6109.580000 sec): 3 clusters Score: Raw -1957963.946565 + Penalty 4749.708207 = -1953214.238358 nChanged 94 SP:Iteration 18Q (6109.630000 sec): 3 clusters Score: Raw -1957998.968259 + Penalty 4749.708207 = -1953249.260052 nChanged 92 SP:Iteration 19Q (6109.680000 sec): 3 clusters Score: Raw -1958029.330801 + Penalty 4749.708207 = -1953279.622594 nChanged 95 SP:Iteration 20F (6109.740000 sec): 3 clusters Score: Raw -1958065.462234 + Penalty 4749.708207 = -1953315.754028 nChanged 93 SP:Iteration 21Q (6109.790000 sec): 3 clusters Score: Raw -1958101.083318 + Penalty 4749.708207 = -1953351.375112 nChanged 84 SP:Iteration 22Q (6109.840000 sec): 3 clusters Score: Raw -1958136.221905 + Penalty 4749.708207 = -1953386.513698 nChanged 80 SP:Iteration 23Q (6109.890000 sec): 3 clusters Score: Raw -1958168.932448 + Penalty 4749.708207 = -1953419.224242 nChanged 74 SP:Iteration 24Q (6109.940000 sec): 3 clusters Score: Raw -1958196.067230 + Penalty 4749.708207 = -1953446.359023 nChanged 77 SP:Iteration 25Q (6109.990000 sec): 3 clusters Score: Raw -1958224.047712 + Penalty 4749.708207 = -1953474.339505 nChanged 67 SP:Iteration 26Q (6110.040000 sec): 3 clusters Score: Raw -1958249.271518 + Penalty 4749.708207 = -1953499.563311 nChanged 67 SP:Iteration 27Q (6110.080000 sec): 3 clusters Score: Raw -1958268.244407 + Penalty 4749.708207 = -1953518.536200 nChanged 55 SP:Iteration 28Q (6110.130000 sec): 3 clusters Score: Raw -1958285.138017 + Penalty 4749.708207 = -1953535.429810 nChanged 50 SP:Iteration 29Q (6110.180000 sec): 3 clusters Score: Raw -1958300.662198 + Penalty 4749.708207 = -1953550.953991 nChanged 42 SP:Iteration 30Q (6110.230000 sec): 3 clusters Score: Raw -1958313.980239 + Penalty 4749.708207 = -1953564.272033 nChanged 41 SP:Iteration 31Q (6110.280000 sec): 3 clusters Score: Raw -1958325.215683 + Penalty 4749.708207 = -1953575.507477 nChanged 27 SP:Iteration 32Q (6110.320000 sec): 3 clusters Score: Raw -1958334.463758 + Penalty 4749.708207 = -1953584.755551 nChanged 25 SP:Iteration 33Q (6110.370000 sec): 3 clusters Score: Raw -1958340.115049 + Penalty 4749.708207 = -1953590.406842 nChanged 30 SP:Iteration 34Q (6110.420000 sec): 3 clusters Score: Raw -1958348.660494 + Penalty 4749.708207 = -1953598.952288 nChanged 20 SP:Iteration 35Q (6110.470000 sec): 3 clusters Score: Raw -1958354.300475 + Penalty 4749.708207 = -1953604.592269 nChanged 19 SP:Iteration 36Q (6110.510000 sec): 3 clusters Score: Raw -1958359.597604 + Penalty 4749.708207 = -1953609.889397 nChanged 25 SP:Iteration 37Q (6110.560000 sec): 3 clusters Score: Raw -1958366.470992 + Penalty 4749.708207 = -1953616.762785 nChanged 27 SP:Iteration 38Q (6110.610000 sec): 3 clusters Score: Raw -1958373.829510 + Penalty 4749.708207 = -1953624.121303 nChanged 24 SP:Iteration 39Q (6110.650000 sec): 3 clusters Score: Raw -1958380.025838 + Penalty 4749.708207 = -1953630.317632 nChanged 20 SP:Iteration 40F (6110.700000 sec): 3 clusters Score: Raw -1958387.294211 + Penalty 4749.708207 = -1953637.586004 nChanged 25 SP:Iteration 41Q (6110.750000 sec): 3 clusters Score: Raw -1958393.978207 + Penalty 4749.708207 = -1953644.270000 nChanged 27 SP:Iteration 42Q (6110.800000 sec): 3 clusters Score: Raw -1958402.512995 + Penalty 4749.708207 = -1953652.804789 nChanged 31 SP:Iteration 43Q (6110.850000 sec): 3 clusters Score: Raw -1958412.203385 + Penalty 4749.708207 = -1953662.495178 nChanged 24 SP:Iteration 44Q (6110.900000 sec): 3 clusters Score: Raw -1958418.502920 + Penalty 4749.708207 = -1953668.794713 nChanged 19 SP:Iteration 45Q (6110.940000 sec): 3 clusters Score: Raw -1958424.380793 + Penalty 4749.708207 = -1953674.672587 nChanged 24 SP:Iteration 46Q (6110.990000 sec): 3 clusters Score: Raw -1958433.059171 + Penalty 4749.708207 = -1953683.350965 nChanged 30 SP:Iteration 47Q (6111.040000 sec): 3 clusters Score: Raw -1958441.279828 + Penalty 4749.708207 = -1953691.571621 nChanged 31 SP:Iteration 48Q (6111.080000 sec): 3 clusters Score: Raw -1958453.622361 + Penalty 4749.708207 = -1953703.914155 nChanged 42 SP:Iteration 49Q (6111.130000 sec): 3 clusters Score: Raw -1958477.456582 + Penalty 4749.708207 = -1953727.748376 nChanged 49 SP:Iteration 50Q (6111.180000 sec): 3 clusters Score: Raw -1958502.411847 + Penalty 4749.708207 = -1953752.703640 nChanged 51 SP:Iteration 51Q (6111.220000 sec): 3 clusters Score: Raw -1958533.591128 + Penalty 4749.708207 = -1953783.882921 nChanged 58 SP:Iteration 52Q (6111.270000 sec): 3 clusters Score: Raw -1958569.242631 + Penalty 4749.708207 = -1953819.534424 nChanged 66 SP:Iteration 53Q (6111.320000 sec): 3 clusters Score: Raw -1958606.577262 + Penalty 4749.708207 = -1953856.869055 nChanged 64 SP:Iteration 54Q (6111.360000 sec): 3 clusters Score: Raw -1958630.201892 + Penalty 4749.708207 = -1953880.493685 nChanged 39 SP:Iteration 55Q (6111.410000 sec): 3 clusters Score: Raw -1958648.663417 + Penalty 4749.708207 = -1953898.955210 nChanged 45 SP:Iteration 56Q (6111.460000 sec): 3 clusters Score: Raw -1958674.971816 + Penalty 4749.708207 = -1953925.263610 nChanged 55 SP:Iteration 57Q (6111.500000 sec): 3 clusters Score: Raw -1958700.651082 + Penalty 4749.708207 = -1953950.942875 nChanged 48 SP:Iteration 58Q (6111.550000 sec): 3 clusters Score: Raw -1958724.093382 + Penalty 4749.708207 = -1953974.385175 nChanged 41 SP:Iteration 59Q (6111.600000 sec): 3 clusters Score: Raw -1958746.959321 + Penalty 4749.708207 = -1953997.251115 nChanged 41 SP:Iteration 60F (6111.650000 sec): 3 clusters Score: Raw -1958768.596631 + Penalty 4749.708207 = -1954018.888424 nChanged 35 SP:Iteration 61Q (6111.690000 sec): 3 clusters Score: Raw -1958795.066889 + Penalty 4749.708207 = -1954045.358683 nChanged 37 SP:Iteration 62Q (6111.740000 sec): 3 clusters Score: Raw -1958812.697073 + Penalty 4749.708207 = -1954062.988866 nChanged 20 SP:Iteration 63Q (6111.780000 sec): 3 clusters Score: Raw -1958822.086285 + Penalty 4749.708207 = -1954072.378078 nChanged 28 SP:Iteration 64Q (6111.830000 sec): 3 clusters Score: Raw -1958833.022628 + Penalty 4749.708207 = -1954083.314421 nChanged 18 SP:Iteration 65Q (6111.880000 sec): 3 clusters Score: Raw -1958838.343149 + Penalty 4749.708207 = -1954088.634943 nChanged 16 SP:Iteration 66Q (6111.920000 sec): 3 clusters Score: Raw -1958843.255098 + Penalty 4749.708207 = -1954093.546892 nChanged 17 SP:Iteration 67Q (6111.960000 sec): 3 clusters Score: Raw -1958847.863046 + Penalty 4749.708207 = -1954098.154839 nChanged 7 SP:Iteration 68Q (6112.010000 sec): 3 clusters Score: Raw -1958849.503926 + Penalty 4749.708207 = -1954099.795720 nChanged 8 SP:Iteration 69Q (6112.050000 sec): 3 clusters Score: Raw -1958851.646334 + Penalty 4749.708207 = -1954101.938128 nChanged 9 SP:Iteration 70Q (6112.100000 sec): 3 clusters Score: Raw -1958853.916413 + Penalty 4749.708207 = -1954104.208207 nChanged 7 SP:Iteration 71Q (6112.140000 sec): 3 clusters Score: Raw -1958855.752066 + Penalty 4749.708207 = -1954106.043859 nChanged 6 SP:Iteration 72Q (6112.180000 sec): 3 clusters Score: Raw -1958857.323878 + Penalty 4749.708207 = -1954107.615672 nChanged 5 SP:Iteration 73Q (6112.230000 sec): 3 clusters Score: Raw -1958859.003191 + Penalty 4749.708207 = -1954109.294984 nChanged 5 SP:Iteration 74Q (6112.270000 sec): 3 clusters Score: Raw -1958860.037886 + Penalty 4749.708207 = -1954110.329680 nChanged 3 SP:Iteration 75Q (6112.320000 sec): 3 clusters Score: Raw -1958860.473552 + Penalty 4749.708207 = -1954110.765345 nChanged 1 SP:Iteration 76Q (6112.360000 sec): 3 clusters Score: Raw -1958860.620869 + Penalty 4749.708207 = -1954110.912662 nChanged 1 SP:Iteration 77Q (6112.400000 sec): 3 clusters Score: Raw -1958860.911531 + Penalty 4749.708207 = -1954111.203324 nChanged 2 SP:Iteration 78Q (6112.450000 sec): 3 clusters Score: Raw -1958863.621657 + Penalty 4749.708207 = -1954113.913451 nChanged 6 SP:Iteration 79Q (6112.500000 sec): 3 clusters Score: Raw -1958865.077202 + Penalty 4749.708207 = -1954115.368995 nChanged 3 SP:Iteration 80F (6112.550000 sec): 3 clusters Score: Raw -1958865.824777 + Penalty 4749.708207 = -1954116.116571 nChanged 5 SP:Iteration 81Q (6112.610000 sec): 3 clusters Score: Raw -1958866.756161 + Penalty 4749.708207 = -1954117.047954 nChanged 3 SP:Iteration 82Q (6112.650000 sec): 3 clusters Score: Raw -1958867.394143 + Penalty 4749.708207 = -1954117.685937 nChanged 0 SP:Iteration 83F (6112.710000 sec): 3 clusters Score: Raw -1958867.394143 + Penalty 4749.708207 = -1954117.685937 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 32. Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 25 (2403 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6112.730000 sec): 2 clusters Score: Raw -319243.365958 + Penalty 1930.549362 = -317312.816596 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6112.740000 sec): 3 clusters Score: Raw -318381.931959 + Penalty 3861.098725 = -314520.833234 nChanged 822 SP:Iteration 1F (6112.750000 sec): 3 clusters Score: Raw -319287.838145 + Penalty 3861.098725 = -315426.739420 nChanged 267 SP:Iteration 2F (6112.760000 sec): 3 clusters Score: Raw -319953.846716 + Penalty 3861.098725 = -316092.747991 nChanged 204 SP:Iteration 3F (6112.770000 sec): 3 clusters Score: Raw -320746.501670 + Penalty 3861.098725 = -316885.402945 nChanged 177 SP:Iteration 4F (6112.780000 sec): 3 clusters Score: Raw -321399.753613 + Penalty 3861.098725 = -317538.654888 nChanged 154 SP:Iteration 5F (6112.790000 sec): 3 clusters Score: Raw -321727.632026 + Penalty 3861.098725 = -317866.533301 nChanged 119 SP:Iteration 6Q (6112.790000 sec): 3 clusters Score: Raw -321949.052803 + Penalty 3861.098725 = -318087.954078 nChanged 101 SP:Iteration 7Q (6112.800000 sec): 3 clusters Score: Raw -322159.866214 + Penalty 3861.098725 = -318298.767489 nChanged 80 SP:Iteration 8Q (6112.810000 sec): 3 clusters Score: Raw -322335.849190 + Penalty 3861.098725 = -318474.750465 nChanged 90 SP:Iteration 9Q (6112.820000 sec): 3 clusters Score: Raw -322557.598675 + Penalty 3861.098725 = -318696.499950 nChanged 100 SP:Iteration 10Q (6112.830000 sec): 3 clusters Score: Raw -322952.591185 + Penalty 3861.098725 = -319091.492460 nChanged 103 SP:Iteration 11Q (6112.830000 sec): 3 clusters Score: Raw -323605.285751 + Penalty 3861.098725 = -319744.187026 nChanged 64 SP:Iteration 12Q (6112.840000 sec): 3 clusters Score: Raw -324442.544831 + Penalty 3861.098725 = -320581.446106 nChanged 59 SP:Iteration 13Q (6112.850000 sec): 3 clusters Score: Raw -325936.366279 + Penalty 3861.098725 = -322075.267554 nChanged 62 SP:Iteration 14Q (6112.850000 sec): 3 clusters Score: Raw -326558.507823 + Penalty 3861.098725 = -322697.409098 nChanged 28 SP:Iteration 15Q (6112.860000 sec): 3 clusters Score: Raw -327098.182228 + Penalty 3861.098725 = -323237.083503 nChanged 0 SP:Iteration 16F (6112.870000 sec): 3 clusters Score: Raw -327098.182228 + Penalty 3861.098725 = -323237.083503 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 33. Iteration 59Q (6126.470000 sec): 34 clusters Score: Raw -139296430.656949 + Penalty 112858.811557 = -139183571.845392 nChanged 3566 Iteration 60F (6171.790000 sec): 34 clusters Score: Raw -139299613.150001 + Penalty 112858.811557 = -139186754.338444 nChanged 3529 Iteration 61Q (6182.240000 sec): 34 clusters Score: Raw -139301547.899635 + Penalty 112858.811557 = -139188689.088078 nChanged 2491 Iteration 62Q (6192.670000 sec): 34 clusters Score: Raw -139302599.604163 + Penalty 112858.811557 = -139189740.792606 nChanged 2034 Iteration 63Q (6203.660000 sec): 34 clusters Score: Raw -139303250.267553 + Penalty 112858.811557 = -139190391.455995 nChanged 1589 Iteration 64Q (6215.780000 sec): 34 clusters Score: Raw -139303769.148662 + Penalty 112858.811557 = -139190910.337105 nChanged 1303 Iteration 65Q (6226.960000 sec): 34 clusters Score: Raw -139304250.733174 + Penalty 112858.811557 = -139191391.921617 nChanged 1041 Iteration 66Q (6244.400000 sec): 34 clusters Score: Raw -139304350.257218 + Penalty 112858.811557 = -139191491.445661 nChanged 862 Iteration 67Q (6258.480000 sec): 34 clusters Score: Raw -139304424.102447 + Penalty 112858.811557 = -139191565.290890 nChanged 721 Iteration 68Q (6271.250000 sec): 34 clusters Score: Raw -139304478.493509 + Penalty 112858.811557 = -139191619.681952 nChanged 599 Iteration 69Q (6284.350000 sec): 34 clusters Score: Raw -139304520.556517 + Penalty 112858.811557 = -139191661.744960 nChanged 495 Iteration 70Q (6301.490000 sec): 34 clusters Score: Raw -139304562.924079 + Penalty 112858.811557 = -139191704.112522 nChanged 515 Iteration 71Q (6318.910000 sec): 34 clusters Score: Raw -139304598.388519 + Penalty 112858.811557 = -139191739.576962 nChanged 435 Iteration 72Q (6332.070000 sec): 34 clusters Score: Raw -139304629.093246 + Penalty 112858.811557 = -139191770.281689 nChanged 394 Iteration 73Q (6342.430000 sec): 34 clusters Score: Raw -139304654.862785 + Penalty 112858.811557 = -139191796.051228 nChanged 381 Iteration 74Q (6352.750000 sec): 34 clusters Score: Raw -139304681.407040 + Penalty 112858.811557 = -139191822.595483 nChanged 356 Iteration 75Q (6368.810000 sec): 34 clusters Score: Raw -139304700.573009 + Penalty 112858.811557 = -139191841.761452 nChanged 317 Iteration 76Q (6383.530000 sec): 34 clusters Score: Raw -139304718.651352 + Penalty 112858.811557 = -139191859.839794 nChanged 289 Iteration 77Q (6393.890000 sec): 34 clusters Score: Raw -139304733.573192 + Penalty 112858.811557 = -139191874.761634 nChanged 237 Iteration 78Q (6404.320000 sec): 34 clusters Score: Raw -139304745.323467 + Penalty 112858.811557 = -139191886.511910 nChanged 221 Iteration 79Q (6416.820000 sec): 34 clusters Score: Raw -139304755.970009 + Penalty 112858.811557 = -139191897.158452 nChanged 220 Iteration 80F (6471.860000 sec): 34 clusters Score: Raw -139304792.080064 + Penalty 112858.811557 = -139191933.268507 nChanged 222 Iteration 81Q (6482.510000 sec): 34 clusters Score: Raw -139304820.064062 + Penalty 112858.811557 = -139191961.252505 nChanged 235 Iteration 82Q (6493.670000 sec): 34 clusters Score: Raw -139304845.512799 + Penalty 112858.811557 = -139191986.701241 nChanged 196 Iteration 83Q (6505.200000 sec): 34 clusters Score: Raw -139304872.145834 + Penalty 112858.811557 = -139192013.334277 nChanged 167 Iteration 84Q (6518.550000 sec): 34 clusters Score: Raw -139304886.034428 + Penalty 112858.811557 = -139192027.222871 nChanged 150 Iteration 85Q (6529.430000 sec): 34 clusters Score: Raw -139304899.491084 + Penalty 112858.811557 = -139192040.679527 nChanged 152 Iteration 86Q (6539.780000 sec): 34 clusters Score: Raw -139304910.486269 + Penalty 112858.811557 = -139192051.674712 nChanged 140 Iteration 87Q (6550.100000 sec): 34 clusters Score: Raw -139304920.397858 + Penalty 112858.811557 = -139192061.586301 nChanged 159 Iteration 88Q (6560.570000 sec): 34 clusters Score: Raw -139304933.131025 + Penalty 112858.811557 = -139192074.319468 nChanged 160 Iteration 89Q (6571.000000 sec): 34 clusters Score: Raw -139304946.834598 + Penalty 112858.811557 = -139192088.023041 nChanged 173 Iteration 90Q (6581.360000 sec): 34 clusters Score: Raw -139304960.148987 + Penalty 112858.811557 = -139192101.337430 nChanged 163 Iteration 91Q (6592.330000 sec): 34 clusters Score: Raw -139304972.962766 + Penalty 112858.811557 = -139192114.151209 nChanged 152 Iteration 92Q (6603.100000 sec): 34 clusters Score: Raw -139304987.658845 + Penalty 112858.811557 = -139192128.847288 nChanged 168 Iteration 93Q (6618.690000 sec): 34 clusters Score: Raw -139305003.895479 + Penalty 112858.811557 = -139192145.083921 nChanged 193 Iteration 94Q (6631.430000 sec): 34 clusters Score: Raw -139305024.132178 + Penalty 112858.811557 = -139192165.320621 nChanged 230 Iteration 95Q (6645.810000 sec): 34 clusters Score: Raw -139305053.586539 + Penalty 112858.811557 = -139192194.774982 nChanged 255 Iteration 96Q (6658.600000 sec): 34 clusters Score: Raw -139305091.153755 + Penalty 112858.811557 = -139192232.342198 nChanged 346 Iteration 97Q (6680.880000 sec): 34 clusters Score: Raw -139305139.437403 + Penalty 112858.811557 = -139192280.625846 nChanged 404 Iteration 98Q (6691.980000 sec): 34 clusters Score: Raw -139305205.284862 + Penalty 112858.811557 = -139192346.473304 nChanged 477 Writing temp clu file Because OldScore, -139192280.625846, is greater than current (better) Score,-139192346.473304 Compute initial score before splitting: Score: Raw -139305205.284862 + Penalty 112858.811557 = -139192346.473304 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 1 (3114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6692.170000 sec): 2 clusters Score: Raw -435183.075578 + Penalty 1994.828511 = -433188.247066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6692.190000 sec): 3 clusters Score: Raw -433892.784588 + Penalty 3989.657023 = -429903.127565 nChanged 1094 SP:Iteration 1F (6692.200000 sec): 3 clusters Score: Raw -434743.965497 + Penalty 3989.657023 = -430754.308475 nChanged 270 SP:Iteration 2F (6692.210000 sec): 3 clusters Score: Raw -435053.580824 + Penalty 3989.657023 = -431063.923802 nChanged 219 SP:Iteration 3F (6692.220000 sec): 3 clusters Score: Raw -435323.787864 + Penalty 3989.657023 = -431334.130841 nChanged 180 SP:Iteration 4F (6692.230000 sec): 3 clusters Score: Raw -435548.537582 + Penalty 3989.657023 = -431558.880560 nChanged 189 SP:Iteration 5F (6692.250000 sec): 3 clusters Score: Raw -435773.202590 + Penalty 3989.657023 = -431783.545567 nChanged 168 SP:Iteration 6F (6692.260000 sec): 3 clusters Score: Raw -435937.265375 + Penalty 3989.657023 = -431947.608352 nChanged 144 SP:Iteration 7Q (6692.270000 sec): 3 clusters Score: Raw -436071.779323 + Penalty 3989.657023 = -432082.122300 nChanged 94 SP:Iteration 8Q (6692.280000 sec): 3 clusters Score: Raw -436153.606725 + Penalty 3989.657023 = -432163.949702 nChanged 59 SP:Iteration 9Q (6692.290000 sec): 3 clusters Score: Raw -436209.092034 + Penalty 3989.657023 = -432219.435011 nChanged 47 SP:Iteration 10Q (6692.300000 sec): 3 clusters Score: Raw -436248.796867 + Penalty 3989.657023 = -432259.139844 nChanged 38 SP:Iteration 11Q (6692.310000 sec): 3 clusters Score: Raw -436278.947198 + Penalty 3989.657023 = -432289.290175 nChanged 26 SP:Iteration 12Q (6692.330000 sec): 3 clusters Score: Raw -436295.956950 + Penalty 3989.657023 = -432306.299927 nChanged 17 SP:Iteration 13Q (6692.340000 sec): 3 clusters Score: Raw -436305.785516 + Penalty 3989.657023 = -432316.128494 nChanged 11 SP:Iteration 14Q (6692.350000 sec): 3 clusters Score: Raw -436313.222274 + Penalty 3989.657023 = -432323.565251 nChanged 10 SP:Iteration 15Q (6692.360000 sec): 3 clusters Score: Raw -436320.599977 + Penalty 3989.657023 = -432330.942954 nChanged 9 SP:Iteration 16Q (6692.370000 sec): 3 clusters Score: Raw -436325.206892 + Penalty 3989.657023 = -432335.549870 nChanged 3 SP:Iteration 17Q (6692.390000 sec): 3 clusters Score: Raw -436326.510930 + Penalty 3989.657023 = -432336.853907 nChanged 1 SP:Iteration 18Q (6692.400000 sec): 3 clusters Score: Raw -436327.013529 + Penalty 3989.657023 = -432337.356506 nChanged 1 SP:Iteration 19Q (6692.410000 sec): 3 clusters Score: Raw -436327.390450 + Penalty 3989.657023 = -432337.733427 nChanged 0 SP:Iteration 20F (6692.420000 sec): 3 clusters Score: Raw -436327.390450 + Penalty 3989.657023 = -432337.733427 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 2 (138994 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6692.910000 sec): 2 clusters Score: Raw -20145358.104299 + Penalty 2936.862139 = -20142421.242160 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6693.480000 sec): 3 clusters Score: Raw -20055379.210176 + Penalty 5873.724279 = -20049505.485898 nChanged 66314 SP:Iteration 1F (6694.030000 sec): 3 clusters Score: Raw -20094634.889069 + Penalty 5873.724279 = -20088761.164790 nChanged 6070 SP:Iteration 2Q (6694.590000 sec): 3 clusters Score: Raw -20096917.938395 + Penalty 5873.724279 = -20091044.214116 nChanged 7577 SP:Iteration 3F (6695.140000 sec): 3 clusters Score: Raw -20100722.224195 + Penalty 5873.724279 = -20094848.499916 nChanged 9488 SP:Iteration 4F (6695.700000 sec): 3 clusters Score: Raw -20106841.532016 + Penalty 5873.724279 = -20100967.807737 nChanged 10816 SP:Iteration 5F (6696.250000 sec): 3 clusters Score: Raw -20115021.873512 + Penalty 5873.724279 = -20109148.149233 nChanged 10656 SP:Iteration 6F (6696.800000 sec): 3 clusters Score: Raw -20123852.800222 + Penalty 5873.724279 = -20117979.075944 nChanged 9133 SP:Iteration 7F (6697.340000 sec): 3 clusters Score: Raw -20131728.546419 + Penalty 5873.724279 = -20125854.822140 nChanged 6719 SP:Iteration 8Q (6697.900000 sec): 3 clusters Score: Raw -20137555.222742 + Penalty 5873.724279 = -20131681.498464 nChanged 4386 SP:Iteration 9Q (6698.440000 sec): 3 clusters Score: Raw -20141368.842933 + Penalty 5873.724279 = -20135495.118654 nChanged 2546 SP:Iteration 10Q (6698.960000 sec): 3 clusters Score: Raw -20143565.123472 + Penalty 5873.724279 = -20137691.399193 nChanged 1301 SP:Iteration 11Q (6699.470000 sec): 3 clusters Score: Raw -20144661.603111 + Penalty 5873.724279 = -20138787.878833 nChanged 551 SP:Iteration 12Q (6699.940000 sec): 3 clusters Score: Raw -20145102.208276 + Penalty 5873.724279 = -20139228.483998 nChanged 266 SP:Iteration 13Q (6700.380000 sec): 3 clusters Score: Raw -20145339.191974 + Penalty 5873.724279 = -20139465.467695 nChanged 141 SP:Iteration 14Q (6700.820000 sec): 3 clusters Score: Raw -20145460.288704 + Penalty 5873.724279 = -20139586.564425 nChanged 77 SP:Iteration 15Q (6701.250000 sec): 3 clusters Score: Raw -20145537.733323 + Penalty 5873.724279 = -20139664.009044 nChanged 46 SP:Iteration 16Q (6701.660000 sec): 3 clusters Score: Raw -20145577.836043 + Penalty 5873.724279 = -20139704.111764 nChanged 33 SP:Iteration 17Q (6702.110000 sec): 3 clusters Score: Raw -20145604.370263 + Penalty 5873.724279 = -20139730.645984 nChanged 19 SP:Iteration 18Q (6702.490000 sec): 3 clusters Score: Raw -20145624.605735 + Penalty 5873.724279 = -20139750.881457 nChanged 22 SP:Iteration 19Q (6702.910000 sec): 3 clusters Score: Raw -20145644.976697 + Penalty 5873.724279 = -20139771.252419 nChanged 12 SP:Iteration 20F (6703.440000 sec): 3 clusters Score: Raw -20145656.146840 + Penalty 5873.724279 = -20139782.422561 nChanged 12 SP:Iteration 21Q (6703.860000 sec): 3 clusters Score: Raw -20145667.749635 + Penalty 5873.724279 = -20139794.025356 nChanged 7 SP:Iteration 22Q (6704.260000 sec): 3 clusters Score: Raw -20145673.897633 + Penalty 5873.724279 = -20139800.173354 nChanged 5 SP:Iteration 23Q (6704.690000 sec): 3 clusters Score: Raw -20145678.426511 + Penalty 5873.724279 = -20139804.702232 nChanged 1 SP:Iteration 24Q (6705.130000 sec): 3 clusters Score: Raw -20145679.469259 + Penalty 5873.724279 = -20139805.744981 nChanged 3 SP:Iteration 25Q (6705.540000 sec): 3 clusters Score: Raw -20145683.645652 + Penalty 5873.724279 = -20139809.921373 nChanged 4 SP:Iteration 26Q (6705.920000 sec): 3 clusters Score: Raw -20145687.414733 + Penalty 5873.724279 = -20139813.690455 nChanged 5 SP:Iteration 27Q (6706.320000 sec): 3 clusters Score: Raw -20145690.764685 + Penalty 5873.724279 = -20139817.040407 nChanged 3 SP:Iteration 28Q (6706.700000 sec): 3 clusters Score: Raw -20145693.378756 + Penalty 5873.724279 = -20139819.654477 nChanged 1 SP:Iteration 29Q (6707.390000 sec): 3 clusters Score: Raw -20145694.220302 + Penalty 5873.724279 = -20139820.496023 nChanged 0 SP:Iteration 30F (6708.690000 sec): 3 clusters Score: Raw -20145694.220302 + Penalty 5873.724279 = -20139820.496023 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 3 (3429 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6708.950000 sec): 2 clusters Score: Raw -496423.878525 + Penalty 2018.725940 = -494405.152584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6708.960000 sec): 3 clusters Score: Raw -494896.111805 + Penalty 4037.451880 = -490858.659924 nChanged 1234 SP:Iteration 1F (6708.970000 sec): 3 clusters Score: Raw -495674.033078 + Penalty 4037.451880 = -491636.581197 nChanged 239 SP:Iteration 2F (6708.990000 sec): 3 clusters Score: Raw -495841.201529 + Penalty 4037.451880 = -491803.749649 nChanged 171 SP:Iteration 3Q (6709.010000 sec): 3 clusters Score: Raw -495957.737720 + Penalty 4037.451880 = -491920.285839 nChanged 123 SP:Iteration 4Q (6709.050000 sec): 3 clusters Score: Raw -496036.844390 + Penalty 4037.451880 = -491999.392510 nChanged 121 SP:Iteration 5Q (6709.080000 sec): 3 clusters Score: Raw -496124.025409 + Penalty 4037.451880 = -492086.573529 nChanged 120 SP:Iteration 6Q (6709.140000 sec): 3 clusters Score: Raw -496205.959700 + Penalty 4037.451880 = -492168.507819 nChanged 99 SP:Iteration 7Q (6709.170000 sec): 3 clusters Score: Raw -496270.476660 + Penalty 4037.451880 = -492233.024780 nChanged 78 SP:Iteration 8Q (6709.190000 sec): 3 clusters Score: Raw -496318.996165 + Penalty 4037.451880 = -492281.544284 nChanged 71 SP:Iteration 9Q (6709.200000 sec): 3 clusters Score: Raw -496365.387766 + Penalty 4037.451880 = -492327.935886 nChanged 66 SP:Iteration 10Q (6709.210000 sec): 3 clusters Score: Raw -496408.160688 + Penalty 4037.451880 = -492370.708807 nChanged 77 SP:Iteration 11Q (6709.230000 sec): 3 clusters Score: Raw -496454.982021 + Penalty 4037.451880 = -492417.530140 nChanged 62 SP:Iteration 12Q (6709.250000 sec): 3 clusters Score: Raw -496496.444885 + Penalty 4037.451880 = -492458.993005 nChanged 63 SP:Iteration 13Q (6709.280000 sec): 3 clusters Score: Raw -496535.406479 + Penalty 4037.451880 = -492497.954598 nChanged 49 SP:Iteration 14Q (6709.320000 sec): 3 clusters Score: Raw -496564.330761 + Penalty 4037.451880 = -492526.878880 nChanged 43 SP:Iteration 15Q (6709.350000 sec): 3 clusters Score: Raw -496591.745028 + Penalty 4037.451880 = -492554.293148 nChanged 38 SP:Iteration 16Q (6709.400000 sec): 3 clusters Score: Raw -496614.177323 + Penalty 4037.451880 = -492576.725442 nChanged 30 SP:Iteration 17Q (6709.410000 sec): 3 clusters Score: Raw -496630.956481 + Penalty 4037.451880 = -492593.504601 nChanged 27 SP:Iteration 18Q (6709.430000 sec): 3 clusters Score: Raw -496643.785654 + Penalty 4037.451880 = -492606.333773 nChanged 21 SP:Iteration 19Q (6709.440000 sec): 3 clusters Score: Raw -496654.890708 + Penalty 4037.451880 = -492617.438828 nChanged 15 SP:Iteration 20F (6709.450000 sec): 3 clusters Score: Raw -496664.437120 + Penalty 4037.451880 = -492626.985240 nChanged 12 SP:Iteration 21Q (6709.470000 sec): 3 clusters Score: Raw -496670.665612 + Penalty 4037.451880 = -492633.213732 nChanged 5 SP:Iteration 22Q (6709.500000 sec): 3 clusters Score: Raw -496672.511594 + Penalty 4037.451880 = -492635.059713 nChanged 4 SP:Iteration 23Q (6709.520000 sec): 3 clusters Score: Raw -496674.459779 + Penalty 4037.451880 = -492637.007899 nChanged 5 SP:Iteration 24Q (6709.560000 sec): 3 clusters Score: Raw -496678.044264 + Penalty 4037.451880 = -492640.592383 nChanged 13 SP:Iteration 25Q (6709.590000 sec): 3 clusters Score: Raw -496685.095153 + Penalty 4037.451880 = -492647.643273 nChanged 9 SP:Iteration 26Q (6709.630000 sec): 3 clusters Score: Raw -496689.152435 + Penalty 4037.451880 = -492651.700554 nChanged 7 SP:Iteration 27Q (6709.640000 sec): 3 clusters Score: Raw -496692.828314 + Penalty 4037.451880 = -492655.376434 nChanged 7 SP:Iteration 28Q (6709.650000 sec): 3 clusters Score: Raw -496696.222223 + Penalty 4037.451880 = -492658.770342 nChanged 1 SP:Iteration 29Q (6709.670000 sec): 3 clusters Score: Raw -496696.629559 + Penalty 4037.451880 = -492659.177678 nChanged 1 SP:Iteration 30Q (6709.680000 sec): 3 clusters Score: Raw -496697.675622 + Penalty 4037.451880 = -492660.223742 nChanged 1 SP:Iteration 31Q (6709.690000 sec): 3 clusters Score: Raw -496698.447219 + Penalty 4037.451880 = -492660.995339 nChanged 3 SP:Iteration 32Q (6709.710000 sec): 3 clusters Score: Raw -496699.794463 + Penalty 4037.451880 = -492662.342582 nChanged 3 SP:Iteration 33Q (6709.730000 sec): 3 clusters Score: Raw -496700.665585 + Penalty 4037.451880 = -492663.213705 nChanged 0 SP:Iteration 34F (6709.760000 sec): 3 clusters Score: Raw -496700.665585 + Penalty 4037.451880 = -492663.213705 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 4 (1983 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6709.890000 sec): 2 clusters Score: Raw -247245.424959 + Penalty 1882.906800 = -245362.518159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6709.890000 sec): 3 clusters Score: Raw -246583.987107 + Penalty 3765.813600 = -242818.173507 nChanged 624 SP:Iteration 1F (6709.900000 sec): 3 clusters Score: Raw -247128.626824 + Penalty 3765.813600 = -243362.813224 nChanged 159 SP:Iteration 2F (6709.910000 sec): 3 clusters Score: Raw -247302.923285 + Penalty 3765.813600 = -243537.109685 nChanged 106 SP:Iteration 3F (6709.910000 sec): 3 clusters Score: Raw -247428.050522 + Penalty 3765.813600 = -243662.236922 nChanged 74 SP:Iteration 4Q (6709.920000 sec): 3 clusters Score: Raw -247524.761571 + Penalty 3765.813600 = -243758.947971 nChanged 69 SP:Iteration 5Q (6709.930000 sec): 3 clusters Score: Raw -247605.885719 + Penalty 3765.813600 = -243840.072119 nChanged 60 SP:Iteration 6Q (6709.940000 sec): 3 clusters Score: Raw -247668.778165 + Penalty 3765.813600 = -243902.964565 nChanged 52 SP:Iteration 7Q (6709.950000 sec): 3 clusters Score: Raw -247728.285082 + Penalty 3765.813600 = -243962.471482 nChanged 38 SP:Iteration 8Q (6709.960000 sec): 3 clusters Score: Raw -247771.934338 + Penalty 3765.813600 = -244006.120738 nChanged 37 SP:Iteration 9Q (6710.010000 sec): 3 clusters Score: Raw -247808.018394 + Penalty 3765.813600 = -244042.204794 nChanged 32 SP:Iteration 10Q (6710.050000 sec): 3 clusters Score: Raw -247840.883779 + Penalty 3765.813600 = -244075.070179 nChanged 30 SP:Iteration 11Q (6710.080000 sec): 3 clusters Score: Raw -247866.259491 + Penalty 3765.813600 = -244100.445891 nChanged 30 SP:Iteration 12Q (6710.100000 sec): 3 clusters Score: Raw -247892.025828 + Penalty 3765.813600 = -244126.212228 nChanged 17 SP:Iteration 13Q (6710.110000 sec): 3 clusters Score: Raw -247907.831644 + Penalty 3765.813600 = -244142.018044 nChanged 23 SP:Iteration 14Q (6710.130000 sec): 3 clusters Score: Raw -247925.188438 + Penalty 3765.813600 = -244159.374838 nChanged 17 SP:Iteration 15Q (6710.140000 sec): 3 clusters Score: Raw -247935.637648 + Penalty 3765.813600 = -244169.824048 nChanged 11 SP:Iteration 16Q (6710.150000 sec): 3 clusters Score: Raw -247941.130566 + Penalty 3765.813600 = -244175.316966 nChanged 8 SP:Iteration 17Q (6710.160000 sec): 3 clusters Score: Raw -247948.191515 + Penalty 3765.813600 = -244182.377915 nChanged 10 SP:Iteration 18Q (6710.160000 sec): 3 clusters Score: Raw -247956.719358 + Penalty 3765.813600 = -244190.905758 nChanged 9 SP:Iteration 19Q (6710.170000 sec): 3 clusters Score: Raw -247961.784453 + Penalty 3765.813600 = -244195.970853 nChanged 5 SP:Iteration 20F (6710.180000 sec): 3 clusters Score: Raw -247964.120144 + Penalty 3765.813600 = -244198.306544 nChanged 3 SP:Iteration 21Q (6710.180000 sec): 3 clusters Score: Raw -247966.434763 + Penalty 3765.813600 = -244200.621163 nChanged 5 SP:Iteration 22Q (6710.190000 sec): 3 clusters Score: Raw -247969.824809 + Penalty 3765.813600 = -244204.011209 nChanged 2 SP:Iteration 23Q (6710.200000 sec): 3 clusters Score: Raw -247970.596075 + Penalty 3765.813600 = -244204.782475 nChanged 3 SP:Iteration 24Q (6710.200000 sec): 3 clusters Score: Raw -247971.516276 + Penalty 3765.813600 = -244205.702676 nChanged 0 SP:Iteration 25F (6710.210000 sec): 3 clusters Score: Raw -247971.516276 + Penalty 3765.813600 = -244205.702676 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 5 (12666 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6710.260000 sec): 2 clusters Score: Raw -1805145.300140 + Penalty 2342.775776 = -1802802.524363 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6710.310000 sec): 3 clusters Score: Raw -1798178.083294 + Penalty 4685.551552 = -1793492.531741 nChanged 5349 SP:Iteration 1F (6710.360000 sec): 3 clusters Score: Raw -1801012.271748 + Penalty 4685.551552 = -1796326.720196 nChanged 811 SP:Iteration 2F (6710.410000 sec): 3 clusters Score: Raw -1801425.693264 + Penalty 4685.551552 = -1796740.141712 nChanged 736 SP:Iteration 3F (6710.460000 sec): 3 clusters Score: Raw -1801817.468853 + Penalty 4685.551552 = -1797131.917301 nChanged 709 SP:Iteration 4F (6710.510000 sec): 3 clusters Score: Raw -1802233.171250 + Penalty 4685.551552 = -1797547.619697 nChanged 704 SP:Iteration 5F (6710.560000 sec): 3 clusters Score: Raw -1802695.491789 + Penalty 4685.551552 = -1798009.940237 nChanged 732 SP:Iteration 6F (6710.610000 sec): 3 clusters Score: Raw -1803204.933740 + Penalty 4685.551552 = -1798519.382188 nChanged 665 SP:Iteration 7F (6710.670000 sec): 3 clusters Score: Raw -1803668.210651 + Penalty 4685.551552 = -1798982.659098 nChanged 586 SP:Iteration 8Q (6710.720000 sec): 3 clusters Score: Raw -1804107.185330 + Penalty 4685.551552 = -1799421.633777 nChanged 488 SP:Iteration 9Q (6710.760000 sec): 3 clusters Score: Raw -1804483.409533 + Penalty 4685.551552 = -1799797.857981 nChanged 373 SP:Iteration 10Q (6710.810000 sec): 3 clusters Score: Raw -1804785.099909 + Penalty 4685.551552 = -1800099.548356 nChanged 275 SP:Iteration 11Q (6710.860000 sec): 3 clusters Score: Raw -1804989.437471 + Penalty 4685.551552 = -1800303.885918 nChanged 211 SP:Iteration 12Q (6710.910000 sec): 3 clusters Score: Raw -1805150.428146 + Penalty 4685.551552 = -1800464.876593 nChanged 139 SP:Iteration 13Q (6710.960000 sec): 3 clusters Score: Raw -1805244.672728 + Penalty 4685.551552 = -1800559.121176 nChanged 101 SP:Iteration 14Q (6711.010000 sec): 3 clusters Score: Raw -1805304.035125 + Penalty 4685.551552 = -1800618.483572 nChanged 80 SP:Iteration 15Q (6711.050000 sec): 3 clusters Score: Raw -1805347.275045 + Penalty 4685.551552 = -1800661.723493 nChanged 56 SP:Iteration 16Q (6711.090000 sec): 3 clusters Score: Raw -1805372.984032 + Penalty 4685.551552 = -1800687.432480 nChanged 34 SP:Iteration 17Q (6711.140000 sec): 3 clusters Score: Raw -1805391.583345 + Penalty 4685.551552 = -1800706.031793 nChanged 30 SP:Iteration 18Q (6711.180000 sec): 3 clusters Score: Raw -1805410.289711 + Penalty 4685.551552 = -1800724.738159 nChanged 39 SP:Iteration 19Q (6711.230000 sec): 3 clusters Score: Raw -1805430.077579 + Penalty 4685.551552 = -1800744.526027 nChanged 33 SP:Iteration 20F (6711.280000 sec): 3 clusters Score: Raw -1805446.410097 + Penalty 4685.551552 = -1800760.858545 nChanged 23 SP:Iteration 21Q (6711.320000 sec): 3 clusters Score: Raw -1805456.745795 + Penalty 4685.551552 = -1800771.194242 nChanged 24 SP:Iteration 22Q (6711.360000 sec): 3 clusters Score: Raw -1805471.209919 + Penalty 4685.551552 = -1800785.658367 nChanged 20 SP:Iteration 23Q (6711.400000 sec): 3 clusters Score: Raw -1805480.127627 + Penalty 4685.551552 = -1800794.576074 nChanged 12 SP:Iteration 24Q (6711.450000 sec): 3 clusters Score: Raw -1805484.798790 + Penalty 4685.551552 = -1800799.247237 nChanged 5 SP:Iteration 25Q (6711.480000 sec): 3 clusters Score: Raw -1805486.863092 + Penalty 4685.551552 = -1800801.311540 nChanged 5 SP:Iteration 26Q (6711.520000 sec): 3 clusters Score: Raw -1805488.318909 + Penalty 4685.551552 = -1800802.767356 nChanged 6 SP:Iteration 27Q (6711.570000 sec): 3 clusters Score: Raw -1805489.984342 + Penalty 4685.551552 = -1800804.432790 nChanged 2 SP:Iteration 28Q (6711.610000 sec): 3 clusters Score: Raw -1805491.222289 + Penalty 4685.551552 = -1800805.670737 nChanged 3 SP:Iteration 29Q (6711.640000 sec): 3 clusters Score: Raw -1805492.012214 + Penalty 4685.551552 = -1800806.460662 nChanged 2 SP:Iteration 30Q (6711.690000 sec): 3 clusters Score: Raw -1805492.708030 + Penalty 4685.551552 = -1800807.156478 nChanged 4 SP:Iteration 31Q (6711.740000 sec): 3 clusters Score: Raw -1805495.012434 + Penalty 4685.551552 = -1800809.460882 nChanged 2 SP:Iteration 32Q (6711.910000 sec): 3 clusters Score: Raw -1805496.168313 + Penalty 4685.551552 = -1800810.616761 nChanged 2 SP:Iteration 33Q (6711.950000 sec): 3 clusters Score: Raw -1805496.541416 + Penalty 4685.551552 = -1800810.989864 nChanged 0 SP:Iteration 34F (6712.040000 sec): 3 clusters Score: Raw -1805496.541416 + Penalty 4685.551552 = -1800810.989864 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 6 (102859 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6712.690000 sec): 2 clusters Score: Raw -14816825.487794 + Penalty 2862.196371 = -14813963.291423 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6713.110000 sec): 3 clusters Score: Raw -14751126.159750 + Penalty 5724.392741 = -14745401.767009 nChanged 48528 SP:Iteration 1F (6713.510000 sec): 3 clusters Score: Raw -14778845.976833 + Penalty 5724.392741 = -14773121.584092 nChanged 3610 SP:Iteration 2Q (6713.930000 sec): 3 clusters Score: Raw -14779829.419825 + Penalty 5724.392741 = -14774105.027084 nChanged 3766 SP:Iteration 3Q (6714.350000 sec): 3 clusters Score: Raw -14781097.752463 + Penalty 5724.392741 = -14775373.359722 nChanged 4303 SP:Iteration 4Q (6714.760000 sec): 3 clusters Score: Raw -14782960.830440 + Penalty 5724.392741 = -14777236.437699 nChanged 5124 SP:Iteration 5Q (6715.170000 sec): 3 clusters Score: Raw -14785767.652296 + Penalty 5724.392741 = -14780043.259555 nChanged 6189 SP:Iteration 6F (6715.580000 sec): 3 clusters Score: Raw -14789697.097696 + Penalty 5724.392741 = -14783972.704955 nChanged 6982 SP:Iteration 7F (6715.990000 sec): 3 clusters Score: Raw -14794794.644952 + Penalty 5724.392741 = -14789070.252211 nChanged 7453 SP:Iteration 8F (6716.400000 sec): 3 clusters Score: Raw -14800872.832712 + Penalty 5724.392741 = -14795148.439971 nChanged 7021 SP:Iteration 9F (6716.790000 sec): 3 clusters Score: Raw -14807036.017415 + Penalty 5724.392741 = -14801311.624674 nChanged 5480 SP:Iteration 10F (6717.190000 sec): 3 clusters Score: Raw -14811892.754822 + Penalty 5724.392741 = -14806168.362081 nChanged 3375 SP:Iteration 11Q (6717.550000 sec): 3 clusters Score: Raw -14814805.242892 + Penalty 5724.392741 = -14809080.850151 nChanged 1658 SP:Iteration 12Q (6717.890000 sec): 3 clusters Score: Raw -14816213.027796 + Penalty 5724.392741 = -14810488.635055 nChanged 701 SP:Iteration 13Q (6718.310000 sec): 3 clusters Score: Raw -14816802.190817 + Penalty 5724.392741 = -14811077.798075 nChanged 245 SP:Iteration 14Q (6718.620000 sec): 3 clusters Score: Raw -14817020.225102 + Penalty 5724.392741 = -14811295.832361 nChanged 122 SP:Iteration 15Q (6718.920000 sec): 3 clusters Score: Raw -14817139.334654 + Penalty 5724.392741 = -14811414.941913 nChanged 69 SP:Iteration 16Q (6719.210000 sec): 3 clusters Score: Raw -14817206.550941 + Penalty 5724.392741 = -14811482.158200 nChanged 47 SP:Iteration 17Q (6719.490000 sec): 3 clusters Score: Raw -14817247.892113 + Penalty 5724.392741 = -14811523.499372 nChanged 34 SP:Iteration 18Q (6719.780000 sec): 3 clusters Score: Raw -14817278.341983 + Penalty 5724.392741 = -14811553.949242 nChanged 19 SP:Iteration 19Q (6720.060000 sec): 3 clusters Score: Raw -14817292.270629 + Penalty 5724.392741 = -14811567.877888 nChanged 14 SP:Iteration 20F (6720.460000 sec): 3 clusters Score: Raw -14817304.292799 + Penalty 5724.392741 = -14811579.900058 nChanged 14 SP:Iteration 21Q (6721.200000 sec): 3 clusters Score: Raw -14817318.946241 + Penalty 5724.392741 = -14811594.553499 nChanged 10 SP:Iteration 22Q (6721.920000 sec): 3 clusters Score: Raw -14817328.305262 + Penalty 5724.392741 = -14811603.912521 nChanged 11 SP:Iteration 23Q (6722.680000 sec): 3 clusters Score: Raw -14817338.646091 + Penalty 5724.392741 = -14811614.253350 nChanged 9 SP:Iteration 24Q (6723.190000 sec): 3 clusters Score: Raw -14817345.946316 + Penalty 5724.392741 = -14811621.553575 nChanged 7 SP:Iteration 25Q (6723.520000 sec): 3 clusters Score: Raw -14817349.436689 + Penalty 5724.392741 = -14811625.043948 nChanged 4 SP:Iteration 26Q (6723.860000 sec): 3 clusters Score: Raw -14817353.362303 + Penalty 5724.392741 = -14811628.969562 nChanged 2 SP:Iteration 27Q (6724.180000 sec): 3 clusters Score: Raw -14817354.410279 + Penalty 5724.392741 = -14811630.017538 nChanged 2 SP:Iteration 28Q (6724.470000 sec): 3 clusters Score: Raw -14817357.010218 + Penalty 5724.392741 = -14811632.617477 nChanged 1 SP:Iteration 29Q (6724.770000 sec): 3 clusters Score: Raw -14817357.621344 + Penalty 5724.392741 = -14811633.228603 nChanged 2 SP:Iteration 30Q (6725.050000 sec): 3 clusters Score: Raw -14817358.687385 + Penalty 5724.392741 = -14811634.294644 nChanged 1 SP:Iteration 31Q (6725.340000 sec): 3 clusters Score: Raw -14817360.410883 + Penalty 5724.392741 = -14811636.018142 nChanged 2 SP:Iteration 32Q (6725.630000 sec): 3 clusters Score: Raw -14817361.980403 + Penalty 5724.392741 = -14811637.587662 nChanged 2 SP:Iteration 33Q (6725.920000 sec): 3 clusters Score: Raw -14817363.776606 + Penalty 5724.392741 = -14811639.383865 nChanged 3 SP:Iteration 34Q (6726.200000 sec): 3 clusters Score: Raw -14817367.275608 + Penalty 5724.392741 = -14811642.882867 nChanged 4 SP:Iteration 35Q (6726.480000 sec): 3 clusters Score: Raw -14817370.486857 + Penalty 5724.392741 = -14811646.094116 nChanged 3 SP:Iteration 36Q (6726.770000 sec): 3 clusters Score: Raw -14817371.688397 + Penalty 5724.392741 = -14811647.295656 nChanged 0 SP:Iteration 37F (6727.170000 sec): 3 clusters Score: Raw -14817371.688397 + Penalty 5724.392741 = -14811647.295656 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 7 (41603 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6727.330000 sec): 2 clusters Score: Raw -6028485.706255 + Penalty 2637.710035 = -6025847.996221 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6727.490000 sec): 3 clusters Score: Raw -6002971.236045 + Penalty 5275.420069 = -5997695.815976 nChanged 18995 SP:Iteration 1F (6727.660000 sec): 3 clusters Score: Raw -6013512.320347 + Penalty 5275.420069 = -6008236.900278 nChanged 1858 SP:Iteration 2Q (6727.830000 sec): 3 clusters Score: Raw -6014167.630412 + Penalty 5275.420069 = -6008892.210343 nChanged 1936 SP:Iteration 3Q (6728.000000 sec): 3 clusters Score: Raw -6014978.699895 + Penalty 5275.420069 = -6009703.279826 nChanged 2233 SP:Iteration 4F (6728.160000 sec): 3 clusters Score: Raw -6016125.370127 + Penalty 5275.420069 = -6010849.950057 nChanged 2578 SP:Iteration 5F (6728.330000 sec): 3 clusters Score: Raw -6017773.600773 + Penalty 5275.420069 = -6012498.180703 nChanged 2865 SP:Iteration 6F (6728.490000 sec): 3 clusters Score: Raw -6019901.773160 + Penalty 5275.420069 = -6014626.353091 nChanged 2739 SP:Iteration 7F (6728.660000 sec): 3 clusters Score: Raw -6021942.259747 + Penalty 5275.420069 = -6016666.839678 nChanged 2234 SP:Iteration 8F (6728.950000 sec): 3 clusters Score: Raw -6023442.676179 + Penalty 5275.420069 = -6018167.256110 nChanged 1704 SP:Iteration 9Q (6729.390000 sec): 3 clusters Score: Raw -6024531.457021 + Penalty 5275.420069 = -6019256.036952 nChanged 1338 SP:Iteration 10Q (6729.870000 sec): 3 clusters Score: Raw -6025450.431708 + Penalty 5275.420069 = -6020175.011639 nChanged 1111 SP:Iteration 11Q (6730.340000 sec): 3 clusters Score: Raw -6026296.944503 + Penalty 5275.420069 = -6021021.524433 nChanged 804 SP:Iteration 12Q (6730.570000 sec): 3 clusters Score: Raw -6027116.243721 + Penalty 5275.420069 = -6021840.823651 nChanged 540 SP:Iteration 13Q (6730.710000 sec): 3 clusters Score: Raw -6027923.405679 + Penalty 5275.420069 = -6022647.985609 nChanged 354 SP:Iteration 14Q (6730.840000 sec): 3 clusters Score: Raw -6028412.551011 + Penalty 5275.420069 = -6023137.130942 nChanged 287 SP:Iteration 15Q (6730.970000 sec): 3 clusters Score: Raw -6028618.454390 + Penalty 5275.420069 = -6023343.034321 nChanged 201 SP:Iteration 16Q (6731.090000 sec): 3 clusters Score: Raw -6028739.601824 + Penalty 5275.420069 = -6023464.181754 nChanged 144 SP:Iteration 17Q (6731.210000 sec): 3 clusters Score: Raw -6028809.019743 + Penalty 5275.420069 = -6023533.599674 nChanged 97 SP:Iteration 18Q (6731.330000 sec): 3 clusters Score: Raw -6028850.415051 + Penalty 5275.420069 = -6023574.994982 nChanged 77 SP:Iteration 19Q (6731.450000 sec): 3 clusters Score: Raw -6028882.651778 + Penalty 5275.420069 = -6023607.231709 nChanged 68 SP:Iteration 20F (6731.620000 sec): 3 clusters Score: Raw -6028908.117296 + Penalty 5275.420069 = -6023632.697227 nChanged 64 SP:Iteration 21Q (6731.730000 sec): 3 clusters Score: Raw -6028928.392666 + Penalty 5275.420069 = -6023652.972596 nChanged 51 SP:Iteration 22Q (6731.850000 sec): 3 clusters Score: Raw -6028946.850770 + Penalty 5275.420069 = -6023671.430700 nChanged 49 SP:Iteration 23Q (6731.970000 sec): 3 clusters Score: Raw -6028963.022898 + Penalty 5275.420069 = -6023687.602829 nChanged 53 SP:Iteration 24Q (6732.100000 sec): 3 clusters Score: Raw -6028980.674675 + Penalty 5275.420069 = -6023705.254605 nChanged 47 SP:Iteration 25Q (6732.220000 sec): 3 clusters Score: Raw -6028996.187634 + Penalty 5275.420069 = -6023720.767565 nChanged 32 SP:Iteration 26Q (6732.340000 sec): 3 clusters Score: Raw -6029005.687733 + Penalty 5275.420069 = -6023730.267664 nChanged 27 SP:Iteration 27Q (6732.460000 sec): 3 clusters Score: Raw -6029014.065078 + Penalty 5275.420069 = -6023738.645008 nChanged 31 SP:Iteration 28Q (6732.580000 sec): 3 clusters Score: Raw -6029024.890870 + Penalty 5275.420069 = -6023749.470800 nChanged 34 SP:Iteration 29Q (6732.700000 sec): 3 clusters Score: Raw -6029034.645772 + Penalty 5275.420069 = -6023759.225703 nChanged 19 SP:Iteration 30Q (6732.830000 sec): 3 clusters Score: Raw -6029039.396401 + Penalty 5275.420069 = -6023763.976332 nChanged 18 SP:Iteration 31Q (6732.940000 sec): 3 clusters Score: Raw -6029044.128537 + Penalty 5275.420069 = -6023768.708468 nChanged 18 SP:Iteration 32Q (6733.060000 sec): 3 clusters Score: Raw -6029048.719984 + Penalty 5275.420069 = -6023773.299915 nChanged 18 SP:Iteration 33Q (6733.190000 sec): 3 clusters Score: Raw -6029053.367024 + Penalty 5275.420069 = -6023777.946955 nChanged 14 SP:Iteration 34Q (6733.310000 sec): 3 clusters Score: Raw -6029058.047413 + Penalty 5275.420069 = -6023782.627344 nChanged 13 SP:Iteration 35Q (6733.430000 sec): 3 clusters Score: Raw -6029061.095555 + Penalty 5275.420069 = -6023785.675486 nChanged 9 SP:Iteration 36Q (6733.550000 sec): 3 clusters Score: Raw -6029062.407778 + Penalty 5275.420069 = -6023786.987709 nChanged 8 SP:Iteration 37Q (6733.680000 sec): 3 clusters Score: Raw -6029063.483850 + Penalty 5275.420069 = -6023788.063780 nChanged 5 SP:Iteration 38Q (6733.790000 sec): 3 clusters Score: Raw -6029064.260190 + Penalty 5275.420069 = -6023788.840121 nChanged 2 SP:Iteration 39Q (6733.920000 sec): 3 clusters Score: Raw -6029064.704478 + Penalty 5275.420069 = -6023789.284409 nChanged 2 SP:Iteration 40F (6734.080000 sec): 3 clusters Score: Raw -6029064.986275 + Penalty 5275.420069 = -6023789.566206 nChanged 1 SP:Iteration 41Q (6734.210000 sec): 3 clusters Score: Raw -6029065.275080 + Penalty 5275.420069 = -6023789.855010 nChanged 1 SP:Iteration 42Q (6734.330000 sec): 3 clusters Score: Raw -6029065.422803 + Penalty 5275.420069 = -6023790.002734 nChanged 0 SP:Iteration 43F (6734.500000 sec): 3 clusters Score: Raw -6029065.422803 + Penalty 5275.420069 = -6023790.002734 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 8 (24895 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6734.600000 sec): 2 clusters Score: Raw -3431744.026607 + Penalty 2510.360720 = -3429233.665887 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6734.700000 sec): 3 clusters Score: Raw -3416991.393683 + Penalty 5020.721441 = -3411970.672243 nChanged 11117 SP:Iteration 1F (6734.810000 sec): 3 clusters Score: Raw -3423248.481100 + Penalty 5020.721441 = -3418227.759659 nChanged 1561 SP:Iteration 2F (6734.910000 sec): 3 clusters Score: Raw -3424085.645400 + Penalty 5020.721441 = -3419064.923960 nChanged 1510 SP:Iteration 3F (6735.010000 sec): 3 clusters Score: Raw -3425006.432221 + Penalty 5020.721441 = -3419985.710781 nChanged 1615 SP:Iteration 4F (6735.110000 sec): 3 clusters Score: Raw -3426103.269230 + Penalty 5020.721441 = -3421082.547789 nChanged 1654 SP:Iteration 5F (6735.210000 sec): 3 clusters Score: Raw -3427229.834416 + Penalty 5020.721441 = -3422209.112976 nChanged 1521 SP:Iteration 6F (6735.320000 sec): 3 clusters Score: Raw -3428271.455480 + Penalty 5020.721441 = -3423250.734039 nChanged 1349 SP:Iteration 7F (6735.420000 sec): 3 clusters Score: Raw -3429219.443208 + Penalty 5020.721441 = -3424198.721767 nChanged 1095 SP:Iteration 8Q (6735.520000 sec): 3 clusters Score: Raw -3430023.441800 + Penalty 5020.721441 = -3425002.720359 nChanged 949 SP:Iteration 9Q (6735.630000 sec): 3 clusters Score: Raw -3430653.111813 + Penalty 5020.721441 = -3425632.390373 nChanged 778 SP:Iteration 10Q (6735.730000 sec): 3 clusters Score: Raw -3431106.149685 + Penalty 5020.721441 = -3426085.428244 nChanged 589 SP:Iteration 11Q (6735.820000 sec): 3 clusters Score: Raw -3431387.879596 + Penalty 5020.721441 = -3426367.158155 nChanged 438 SP:Iteration 12Q (6735.920000 sec): 3 clusters Score: Raw -3431548.643142 + Penalty 5020.721441 = -3426527.921702 nChanged 293 SP:Iteration 13Q (6736.010000 sec): 3 clusters Score: Raw -3431638.831447 + Penalty 5020.721441 = -3426618.110006 nChanged 261 SP:Iteration 14Q (6736.110000 sec): 3 clusters Score: Raw -3431713.137376 + Penalty 5020.721441 = -3426692.415935 nChanged 208 SP:Iteration 15Q (6736.200000 sec): 3 clusters Score: Raw -3431769.931465 + Penalty 5020.721441 = -3426749.210025 nChanged 190 SP:Iteration 16Q (6736.290000 sec): 3 clusters Score: Raw -3431818.788650 + Penalty 5020.721441 = -3426798.067209 nChanged 188 SP:Iteration 17Q (6736.390000 sec): 3 clusters Score: Raw -3431860.059315 + Penalty 5020.721441 = -3426839.337875 nChanged 149 SP:Iteration 18Q (6736.520000 sec): 3 clusters Score: Raw -3431890.924676 + Penalty 5020.721441 = -3426870.203236 nChanged 135 SP:Iteration 19Q (6736.640000 sec): 3 clusters Score: Raw -3431923.132009 + Penalty 5020.721441 = -3426902.410569 nChanged 135 SP:Iteration 20F (6736.750000 sec): 3 clusters Score: Raw -3431956.527850 + Penalty 5020.721441 = -3426935.806410 nChanged 137 SP:Iteration 21Q (6736.870000 sec): 3 clusters Score: Raw -3431989.886939 + Penalty 5020.721441 = -3426969.165498 nChanged 136 SP:Iteration 22Q (6736.980000 sec): 3 clusters Score: Raw -3432018.589083 + Penalty 5020.721441 = -3426997.867643 nChanged 133 SP:Iteration 23Q (6737.080000 sec): 3 clusters Score: Raw -3432048.830591 + Penalty 5020.721441 = -3427028.109150 nChanged 153 SP:Iteration 24Q (6737.180000 sec): 3 clusters Score: Raw -3432083.576880 + Penalty 5020.721441 = -3427062.855439 nChanged 136 SP:Iteration 25Q (6737.280000 sec): 3 clusters Score: Raw -3432118.134429 + Penalty 5020.721441 = -3427097.412989 nChanged 146 SP:Iteration 26Q (6737.350000 sec): 3 clusters Score: Raw -3432156.595726 + Penalty 5020.721441 = -3427135.874285 nChanged 137 SP:Iteration 27Q (6737.450000 sec): 3 clusters Score: Raw -3432197.911249 + Penalty 5020.721441 = -3427177.189809 nChanged 157 SP:Iteration 28Q (6737.540000 sec): 3 clusters Score: Raw -3432244.950328 + Penalty 5020.721441 = -3427224.228887 nChanged 155 SP:Iteration 29Q (6737.650000 sec): 3 clusters Score: Raw -3432290.196721 + Penalty 5020.721441 = -3427269.475280 nChanged 168 SP:Iteration 30Q (6737.730000 sec): 3 clusters Score: Raw -3432351.313015 + Penalty 5020.721441 = -3427330.591574 nChanged 177 SP:Iteration 31Q (6737.820000 sec): 3 clusters Score: Raw -3432433.152184 + Penalty 5020.721441 = -3427412.430744 nChanged 193 SP:Iteration 32Q (6737.900000 sec): 3 clusters Score: Raw -3432546.109003 + Penalty 5020.721441 = -3427525.387563 nChanged 202 SP:Iteration 33Q (6737.980000 sec): 3 clusters Score: Raw -3432687.292981 + Penalty 5020.721441 = -3427666.571541 nChanged 191 SP:Iteration 34Q (6738.080000 sec): 3 clusters Score: Raw -3432839.673249 + Penalty 5020.721441 = -3427818.951808 nChanged 177 SP:Iteration 35Q (6738.160000 sec): 3 clusters Score: Raw -3432937.672981 + Penalty 5020.721441 = -3427916.951541 nChanged 124 SP:Iteration 36Q (6738.250000 sec): 3 clusters Score: Raw -3432991.559827 + Penalty 5020.721441 = -3427970.838386 nChanged 92 SP:Iteration 37Q (6738.330000 sec): 3 clusters Score: Raw -3433022.466619 + Penalty 5020.721441 = -3428001.745178 nChanged 71 SP:Iteration 38Q (6738.410000 sec): 3 clusters Score: Raw -3433040.569029 + Penalty 5020.721441 = -3428019.847589 nChanged 48 SP:Iteration 39Q (6738.490000 sec): 3 clusters Score: Raw -3433050.757740 + Penalty 5020.721441 = -3428030.036299 nChanged 33 SP:Iteration 40F (6738.590000 sec): 3 clusters Score: Raw -3433057.125799 + Penalty 5020.721441 = -3428036.404359 nChanged 36 SP:Iteration 41Q (6738.670000 sec): 3 clusters Score: Raw -3433064.320971 + Penalty 5020.721441 = -3428043.599531 nChanged 25 SP:Iteration 42Q (6738.750000 sec): 3 clusters Score: Raw -3433069.150090 + Penalty 5020.721441 = -3428048.428649 nChanged 27 SP:Iteration 43Q (6738.840000 sec): 3 clusters Score: Raw -3433074.323503 + Penalty 5020.721441 = -3428053.602063 nChanged 17 SP:Iteration 44Q (6738.920000 sec): 3 clusters Score: Raw -3433077.477420 + Penalty 5020.721441 = -3428056.755980 nChanged 19 SP:Iteration 45Q (6739.000000 sec): 3 clusters Score: Raw -3433081.187704 + Penalty 5020.721441 = -3428060.466264 nChanged 16 SP:Iteration 46Q (6739.080000 sec): 3 clusters Score: Raw -3433083.649288 + Penalty 5020.721441 = -3428062.927847 nChanged 10 SP:Iteration 47Q (6739.160000 sec): 3 clusters Score: Raw -3433085.240055 + Penalty 5020.721441 = -3428064.518614 nChanged 10 SP:Iteration 48Q (6739.240000 sec): 3 clusters Score: Raw -3433086.806351 + Penalty 5020.721441 = -3428066.084910 nChanged 3 SP:Iteration 49Q (6739.320000 sec): 3 clusters Score: Raw -3433087.019776 + Penalty 5020.721441 = -3428066.298335 nChanged 2 SP:Iteration 50Q (6739.400000 sec): 3 clusters Score: Raw -3433087.226693 + Penalty 5020.721441 = -3428066.505252 nChanged 3 SP:Iteration 51Q (6739.490000 sec): 3 clusters Score: Raw -3433087.620068 + Penalty 5020.721441 = -3428066.898627 nChanged 5 SP:Iteration 52Q (6739.560000 sec): 3 clusters Score: Raw -3433088.214701 + Penalty 5020.721441 = -3428067.493261 nChanged 5 SP:Iteration 53Q (6739.650000 sec): 3 clusters Score: Raw -3433088.782926 + Penalty 5020.721441 = -3428068.061486 nChanged 2 SP:Iteration 54Q (6739.730000 sec): 3 clusters Score: Raw -3433089.087620 + Penalty 5020.721441 = -3428068.366180 nChanged 2 SP:Iteration 55Q (6739.810000 sec): 3 clusters Score: Raw -3433089.255135 + Penalty 5020.721441 = -3428068.533695 nChanged 0 SP:Iteration 56F (6739.910000 sec): 3 clusters Score: Raw -3433089.255135 + Penalty 5020.721441 = -3428068.533695 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 9 (5066 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6739.950000 sec): 2 clusters Score: Raw -732021.867083 + Penalty 2115.516094 = -729906.350989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6739.960000 sec): 3 clusters Score: Raw -729611.085528 + Penalty 4231.032188 = -725380.053340 nChanged 1947 SP:Iteration 1F (6739.990000 sec): 3 clusters Score: Raw -730569.948474 + Penalty 4231.032188 = -726338.916286 nChanged 356 SP:Iteration 2F (6740.010000 sec): 3 clusters Score: Raw -730776.320456 + Penalty 4231.032188 = -726545.288268 nChanged 271 SP:Iteration 3F (6740.020000 sec): 3 clusters Score: Raw -730978.820164 + Penalty 4231.032188 = -726747.787976 nChanged 244 SP:Iteration 4Q (6740.040000 sec): 3 clusters Score: Raw -731166.207035 + Penalty 4231.032188 = -726935.174847 nChanged 242 SP:Iteration 5Q (6740.060000 sec): 3 clusters Score: Raw -731338.272619 + Penalty 4231.032188 = -727107.240431 nChanged 240 SP:Iteration 6Q (6740.080000 sec): 3 clusters Score: Raw -731495.462395 + Penalty 4231.032188 = -727264.430207 nChanged 241 SP:Iteration 7Q (6740.100000 sec): 3 clusters Score: Raw -731669.170516 + Penalty 4231.032188 = -727438.138328 nChanged 243 SP:Iteration 8Q (6740.130000 sec): 3 clusters Score: Raw -731861.480182 + Penalty 4231.032188 = -727630.447994 nChanged 247 SP:Iteration 9Q (6740.140000 sec): 3 clusters Score: Raw -732046.173158 + Penalty 4231.032188 = -727815.140970 nChanged 217 SP:Iteration 10Q (6740.160000 sec): 3 clusters Score: Raw -732216.110515 + Penalty 4231.032188 = -727985.078327 nChanged 211 SP:Iteration 11Q (6740.180000 sec): 3 clusters Score: Raw -732379.790729 + Penalty 4231.032188 = -728148.758541 nChanged 176 SP:Iteration 12Q (6740.200000 sec): 3 clusters Score: Raw -732512.882629 + Penalty 4231.032188 = -728281.850441 nChanged 154 SP:Iteration 13Q (6740.220000 sec): 3 clusters Score: Raw -732621.582054 + Penalty 4231.032188 = -728390.549866 nChanged 111 SP:Iteration 14Q (6740.240000 sec): 3 clusters Score: Raw -732696.897478 + Penalty 4231.032188 = -728465.865290 nChanged 93 SP:Iteration 15Q (6740.260000 sec): 3 clusters Score: Raw -732749.412067 + Penalty 4231.032188 = -728518.379879 nChanged 57 SP:Iteration 16Q (6740.280000 sec): 3 clusters Score: Raw -732786.232636 + Penalty 4231.032188 = -728555.200448 nChanged 50 SP:Iteration 17Q (6740.300000 sec): 3 clusters Score: Raw -732815.631020 + Penalty 4231.032188 = -728584.598832 nChanged 34 SP:Iteration 18Q (6740.320000 sec): 3 clusters Score: Raw -732833.106233 + Penalty 4231.032188 = -728602.074045 nChanged 28 SP:Iteration 19Q (6740.340000 sec): 3 clusters Score: Raw -732845.919513 + Penalty 4231.032188 = -728614.887325 nChanged 15 SP:Iteration 20F (6740.350000 sec): 3 clusters Score: Raw -732855.736459 + Penalty 4231.032188 = -728624.704271 nChanged 9 SP:Iteration 21Q (6740.370000 sec): 3 clusters Score: Raw -732861.029495 + Penalty 4231.032188 = -728629.997307 nChanged 5 SP:Iteration 22Q (6740.390000 sec): 3 clusters Score: Raw -732863.287076 + Penalty 4231.032188 = -728632.254888 nChanged 4 SP:Iteration 23Q (6740.410000 sec): 3 clusters Score: Raw -732864.433779 + Penalty 4231.032188 = -728633.401591 nChanged 3 SP:Iteration 24Q (6740.430000 sec): 3 clusters Score: Raw -732865.322369 + Penalty 4231.032188 = -728634.290181 nChanged 2 SP:Iteration 25Q (6740.450000 sec): 3 clusters Score: Raw -732865.880745 + Penalty 4231.032188 = -728634.848557 nChanged 3 SP:Iteration 26Q (6740.460000 sec): 3 clusters Score: Raw -732867.094351 + Penalty 4231.032188 = -728636.062163 nChanged 3 SP:Iteration 27Q (6740.480000 sec): 3 clusters Score: Raw -732868.023925 + Penalty 4231.032188 = -728636.991737 nChanged 2 SP:Iteration 28Q (6740.500000 sec): 3 clusters Score: Raw -732868.853780 + Penalty 4231.032188 = -728637.821593 nChanged 1 SP:Iteration 29Q (6740.520000 sec): 3 clusters Score: Raw -732869.121176 + Penalty 4231.032188 = -728638.088988 nChanged 0 SP:Iteration 30F (6740.540000 sec): 3 clusters Score: Raw -732869.121176 + Penalty 4231.032188 = -728638.088988 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 10 (46306 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6740.710000 sec): 2 clusters Score: Raw -6853060.590493 + Penalty 2664.270652 = -6850396.319841 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6740.900000 sec): 3 clusters Score: Raw -6824572.503415 + Penalty 5328.541303 = -6819243.962112 nChanged 21238 SP:Iteration 1F (6741.080000 sec): 3 clusters Score: Raw -6836422.386665 + Penalty 5328.541303 = -6831093.845362 nChanged 2112 SP:Iteration 2Q (6741.280000 sec): 3 clusters Score: Raw -6837225.517326 + Penalty 5328.541303 = -6831896.976023 nChanged 2223 SP:Iteration 3Q (6741.460000 sec): 3 clusters Score: Raw -6838251.277461 + Penalty 5328.541303 = -6832922.736158 nChanged 2464 SP:Iteration 4F (6741.640000 sec): 3 clusters Score: Raw -6839628.864273 + Penalty 5328.541303 = -6834300.322969 nChanged 2694 SP:Iteration 5F (6741.830000 sec): 3 clusters Score: Raw -6841408.253725 + Penalty 5328.541303 = -6836079.712421 nChanged 2935 SP:Iteration 6F (6742.010000 sec): 3 clusters Score: Raw -6843498.557594 + Penalty 5328.541303 = -6838170.016290 nChanged 2952 SP:Iteration 7F (6742.190000 sec): 3 clusters Score: Raw -6845663.583374 + Penalty 5328.541303 = -6840335.042071 nChanged 2768 SP:Iteration 8F (6742.370000 sec): 3 clusters Score: Raw -6847412.791360 + Penalty 5328.541303 = -6842084.250057 nChanged 2193 SP:Iteration 9Q (6742.560000 sec): 3 clusters Score: Raw -6848558.973608 + Penalty 5328.541303 = -6843230.432304 nChanged 1759 SP:Iteration 10Q (6742.740000 sec): 3 clusters Score: Raw -6849288.781113 + Penalty 5328.541303 = -6843960.239810 nChanged 1371 SP:Iteration 11Q (6742.920000 sec): 3 clusters Score: Raw -6849765.481400 + Penalty 5328.541303 = -6844436.940096 nChanged 1091 SP:Iteration 12Q (6743.100000 sec): 3 clusters Score: Raw -6850087.232578 + Penalty 5328.541303 = -6844758.691274 nChanged 897 SP:Iteration 13Q (6743.270000 sec): 3 clusters Score: Raw -6850327.098785 + Penalty 5328.541303 = -6844998.557482 nChanged 766 SP:Iteration 14Q (6743.450000 sec): 3 clusters Score: Raw -6850535.925345 + Penalty 5328.541303 = -6845207.384042 nChanged 729 SP:Iteration 15Q (6743.620000 sec): 3 clusters Score: Raw -6850726.649294 + Penalty 5328.541303 = -6845398.107991 nChanged 711 SP:Iteration 16Q (6743.800000 sec): 3 clusters Score: Raw -6850902.649179 + Penalty 5328.541303 = -6845574.107876 nChanged 691 SP:Iteration 17Q (6743.970000 sec): 3 clusters Score: Raw -6851080.202025 + Penalty 5328.541303 = -6845751.660722 nChanged 718 SP:Iteration 18Q (6744.140000 sec): 3 clusters Score: Raw -6851273.993680 + Penalty 5328.541303 = -6845945.452376 nChanged 763 SP:Iteration 19Q (6744.320000 sec): 3 clusters Score: Raw -6851486.853977 + Penalty 5328.541303 = -6846158.312674 nChanged 734 SP:Iteration 20F (6744.500000 sec): 3 clusters Score: Raw -6851708.527391 + Penalty 5328.541303 = -6846379.986087 nChanged 768 SP:Iteration 21Q (6744.680000 sec): 3 clusters Score: Raw -6851966.693995 + Penalty 5328.541303 = -6846638.152692 nChanged 818 SP:Iteration 22Q (6744.840000 sec): 3 clusters Score: Raw -6852264.052234 + Penalty 5328.541303 = -6846935.510931 nChanged 822 SP:Iteration 23Q (6745.020000 sec): 3 clusters Score: Raw -6852587.211535 + Penalty 5328.541303 = -6847258.670232 nChanged 799 SP:Iteration 24Q (6745.180000 sec): 3 clusters Score: Raw -6852897.338302 + Penalty 5328.541303 = -6847568.796999 nChanged 727 SP:Iteration 25Q (6745.350000 sec): 3 clusters Score: Raw -6853199.348802 + Penalty 5328.541303 = -6847870.807499 nChanged 658 SP:Iteration 26Q (6745.520000 sec): 3 clusters Score: Raw -6853479.762212 + Penalty 5328.541303 = -6848151.220909 nChanged 606 SP:Iteration 27Q (6745.680000 sec): 3 clusters Score: Raw -6853735.344953 + Penalty 5328.541303 = -6848406.803650 nChanged 535 SP:Iteration 28Q (6745.830000 sec): 3 clusters Score: Raw -6853950.139203 + Penalty 5328.541303 = -6848621.597900 nChanged 459 SP:Iteration 29Q (6745.980000 sec): 3 clusters Score: Raw -6854119.426693 + Penalty 5328.541303 = -6848790.885389 nChanged 421 SP:Iteration 30Q (6746.140000 sec): 3 clusters Score: Raw -6854271.898641 + Penalty 5328.541303 = -6848943.357338 nChanged 329 SP:Iteration 31Q (6746.290000 sec): 3 clusters Score: Raw -6854381.079007 + Penalty 5328.541303 = -6849052.537704 nChanged 295 SP:Iteration 32Q (6746.440000 sec): 3 clusters Score: Raw -6854471.387952 + Penalty 5328.541303 = -6849142.846649 nChanged 229 SP:Iteration 33Q (6746.580000 sec): 3 clusters Score: Raw -6854533.524659 + Penalty 5328.541303 = -6849204.983355 nChanged 193 SP:Iteration 34Q (6746.730000 sec): 3 clusters Score: Raw -6854581.098522 + Penalty 5328.541303 = -6849252.557219 nChanged 157 SP:Iteration 35Q (6746.880000 sec): 3 clusters Score: Raw -6854619.514320 + Penalty 5328.541303 = -6849290.973016 nChanged 140 SP:Iteration 36Q (6747.020000 sec): 3 clusters Score: Raw -6854648.223469 + Penalty 5328.541303 = -6849319.682166 nChanged 112 SP:Iteration 37Q (6747.170000 sec): 3 clusters Score: Raw -6854670.457754 + Penalty 5328.541303 = -6849341.916450 nChanged 89 SP:Iteration 38Q (6747.310000 sec): 3 clusters Score: Raw -6854687.148398 + Penalty 5328.541303 = -6849358.607095 nChanged 69 SP:Iteration 39Q (6747.460000 sec): 3 clusters Score: Raw -6854698.744079 + Penalty 5328.541303 = -6849370.202776 nChanged 50 SP:Iteration 40F (6747.630000 sec): 3 clusters Score: Raw -6854705.848231 + Penalty 5328.541303 = -6849377.306928 nChanged 35 SP:Iteration 41Q (6747.780000 sec): 3 clusters Score: Raw -6854711.101532 + Penalty 5328.541303 = -6849382.560229 nChanged 39 SP:Iteration 42Q (6747.920000 sec): 3 clusters Score: Raw -6854717.091510 + Penalty 5328.541303 = -6849388.550206 nChanged 38 SP:Iteration 43Q (6748.050000 sec): 3 clusters Score: Raw -6854723.528246 + Penalty 5328.541303 = -6849394.986943 nChanged 38 SP:Iteration 44Q (6748.190000 sec): 3 clusters Score: Raw -6854729.728489 + Penalty 5328.541303 = -6849401.187186 nChanged 42 SP:Iteration 45Q (6748.340000 sec): 3 clusters Score: Raw -6854737.680310 + Penalty 5328.541303 = -6849409.139006 nChanged 37 SP:Iteration 46Q (6748.480000 sec): 3 clusters Score: Raw -6854743.619932 + Penalty 5328.541303 = -6849415.078628 nChanged 29 SP:Iteration 47Q (6748.630000 sec): 3 clusters Score: Raw -6854748.196388 + Penalty 5328.541303 = -6849419.655084 nChanged 28 SP:Iteration 48Q (6748.770000 sec): 3 clusters Score: Raw -6854752.108040 + Penalty 5328.541303 = -6849423.566736 nChanged 28 SP:Iteration 49Q (6748.910000 sec): 3 clusters Score: Raw -6854755.639121 + Penalty 5328.541303 = -6849427.097817 nChanged 14 SP:Iteration 50Q (6749.050000 sec): 3 clusters Score: Raw -6854758.023089 + Penalty 5328.541303 = -6849429.481786 nChanged 12 SP:Iteration 51Q (6749.200000 sec): 3 clusters Score: Raw -6854759.643096 + Penalty 5328.541303 = -6849431.101793 nChanged 7 SP:Iteration 52Q (6749.340000 sec): 3 clusters Score: Raw -6854760.214695 + Penalty 5328.541303 = -6849431.673392 nChanged 6 SP:Iteration 53Q (6749.480000 sec): 3 clusters Score: Raw -6854760.733640 + Penalty 5328.541303 = -6849432.192337 nChanged 7 SP:Iteration 54Q (6749.620000 sec): 3 clusters Score: Raw -6854761.488419 + Penalty 5328.541303 = -6849432.947115 nChanged 12 SP:Iteration 55Q (6749.760000 sec): 3 clusters Score: Raw -6854762.712773 + Penalty 5328.541303 = -6849434.171470 nChanged 12 SP:Iteration 56Q (6749.900000 sec): 3 clusters Score: Raw -6854764.120893 + Penalty 5328.541303 = -6849435.579589 nChanged 7 SP:Iteration 57Q (6750.050000 sec): 3 clusters Score: Raw -6854764.913707 + Penalty 5328.541303 = -6849436.372404 nChanged 6 SP:Iteration 58Q (6750.190000 sec): 3 clusters Score: Raw -6854765.453403 + Penalty 5328.541303 = -6849436.912100 nChanged 8 SP:Iteration 59Q (6750.330000 sec): 3 clusters Score: Raw -6854766.259719 + Penalty 5328.541303 = -6849437.718416 nChanged 8 SP:Iteration 60F (6750.510000 sec): 3 clusters Score: Raw -6854767.105162 + Penalty 5328.541303 = -6849438.563859 nChanged 4 SP:Iteration 61Q (6750.650000 sec): 3 clusters Score: Raw -6854767.502912 + Penalty 5328.541303 = -6849438.961609 nChanged 4 SP:Iteration 62Q (6750.800000 sec): 3 clusters Score: Raw -6854768.023060 + Penalty 5328.541303 = -6849439.481757 nChanged 6 SP:Iteration 63Q (6750.930000 sec): 3 clusters Score: Raw -6854768.824924 + Penalty 5328.541303 = -6849440.283620 nChanged 9 SP:Iteration 64Q (6751.070000 sec): 3 clusters Score: Raw -6854770.165803 + Penalty 5328.541303 = -6849441.624500 nChanged 6 SP:Iteration 65Q (6751.210000 sec): 3 clusters Score: Raw -6854770.976679 + Penalty 5328.541303 = -6849442.435376 nChanged 5 SP:Iteration 66Q (6751.350000 sec): 3 clusters Score: Raw -6854771.619999 + Penalty 5328.541303 = -6849443.078695 nChanged 6 SP:Iteration 67Q (6751.500000 sec): 3 clusters Score: Raw -6854772.486797 + Penalty 5328.541303 = -6849443.945494 nChanged 5 SP:Iteration 68Q (6751.640000 sec): 3 clusters Score: Raw -6854772.914468 + Penalty 5328.541303 = -6849444.373165 nChanged 2 SP:Iteration 69Q (6751.790000 sec): 3 clusters Score: Raw -6854773.105915 + Penalty 5328.541303 = -6849444.564612 nChanged 1 SP:Iteration 70Q (6751.930000 sec): 3 clusters Score: Raw -6854773.179268 + Penalty 5328.541303 = -6849444.637965 nChanged 0 SP:Iteration 71F (6752.110000 sec): 3 clusters Score: Raw -6854773.179268 + Penalty 5328.541303 = -6849444.637965 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 11 (1323 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6752.130000 sec): 2 clusters Score: Raw -178845.378777 + Penalty 1782.538977 = -177062.839801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6752.140000 sec): 3 clusters Score: Raw -178470.255271 + Penalty 3565.077953 = -174905.177318 nChanged 384 SP:Iteration 1F (6752.140000 sec): 3 clusters Score: Raw -178878.285765 + Penalty 3565.077953 = -175313.207812 nChanged 101 SP:Iteration 2F (6752.150000 sec): 3 clusters Score: Raw -179061.927528 + Penalty 3565.077953 = -175496.849575 nChanged 80 SP:Iteration 3F (6752.160000 sec): 3 clusters Score: Raw -179252.124578 + Penalty 3565.077953 = -175687.046624 nChanged 68 SP:Iteration 4F (6752.160000 sec): 3 clusters Score: Raw -179388.148675 + Penalty 3565.077953 = -175823.070722 nChanged 59 SP:Iteration 5Q (6752.170000 sec): 3 clusters Score: Raw -179529.173871 + Penalty 3565.077953 = -175964.095917 nChanged 78 SP:Iteration 6F (6752.170000 sec): 3 clusters Score: Raw -179756.909601 + Penalty 3565.077953 = -176191.831648 nChanged 90 SP:Iteration 7F (6752.180000 sec): 3 clusters Score: Raw -180147.915346 + Penalty 3565.077953 = -176582.837393 nChanged 80 SP:Iteration 8F (6752.180000 sec): 3 clusters Score: Raw -180888.025721 + Penalty 3565.077953 = -177322.947768 nChanged 77 SP:Iteration 9F (6752.190000 sec): 3 clusters Score: Raw -181223.031921 + Penalty 3565.077953 = -177657.953968 nChanged 47 SP:Iteration 10Q (6752.190000 sec): 3 clusters Score: Raw -181483.933057 + Penalty 3565.077953 = -177918.855104 nChanged 22 SP:Iteration 11Q (6752.200000 sec): 3 clusters Score: Raw -181727.131637 + Penalty 3565.077953 = -178162.053683 nChanged 5 SP:Iteration 12Q (6752.200000 sec): 3 clusters Score: Raw -181769.859448 + Penalty 3565.077953 = -178204.781494 nChanged 6 SP:Iteration 13Q (6752.200000 sec): 3 clusters Score: Raw -181778.371585 + Penalty 3565.077953 = -178213.293632 nChanged 2 SP:Iteration 14Q (6752.210000 sec): 3 clusters Score: Raw -181780.123706 + Penalty 3565.077953 = -178215.045752 nChanged 1 SP:Iteration 15Q (6752.210000 sec): 3 clusters Score: Raw -181780.883643 + Penalty 3565.077953 = -178215.805690 nChanged 0 SP:Iteration 16F (6752.220000 sec): 3 clusters Score: Raw -181780.883643 + Penalty 3565.077953 = -178215.805690 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 34. Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 12 (422 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6752.220000 sec): 2 clusters Score: Raw -60273.234328 + Penalty 1499.161318 = -58774.073010 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6752.230000 sec): 3 clusters Score: Raw -60405.964670 + Penalty 2998.322636 = -57407.642034 nChanged 84 SP:Iteration 1F (6752.230000 sec): 3 clusters Score: Raw -60623.169272 + Penalty 2998.322636 = -57624.846637 nChanged 48 SP:Iteration 2F (6752.230000 sec): 3 clusters Score: Raw -60852.806543 + Penalty 2998.322636 = -57854.483907 nChanged 37 SP:Iteration 3F (6752.230000 sec): 3 clusters Score: Raw -61104.259335 + Penalty 2998.322636 = -58105.936699 nChanged 29 SP:Iteration 4F (6752.230000 sec): 3 clusters Score: Raw -61321.415968 + Penalty 2998.322636 = -58323.093332 nChanged 21 SP:Iteration 5Q (6752.240000 sec): 3 clusters Score: Raw -61503.363618 + Penalty 2998.322636 = -58505.040982 nChanged 19 SP:Iteration 6Q (6752.240000 sec): 3 clusters Score: Raw -61766.757723 + Penalty 2998.322636 = -58768.435087 nChanged 12 SP:Iteration 7Q (6752.240000 sec): 3 clusters Score: Raw -61963.174790 + Penalty 2998.322636 = -58964.852154 nChanged 5 SP:Iteration 8Q (6752.240000 sec): 3 clusters Score: Raw -62066.839753 + Penalty 2998.322636 = -59068.517118 nChanged 3 SP:Iteration 9Q (6752.240000 sec): 3 clusters Score: Raw -62095.764008 + Penalty 2998.322636 = -59097.441372 nChanged 1 SP:Iteration 10Q (6752.240000 sec): 3 clusters Score: Raw -62099.293083 + Penalty 2998.322636 = -59100.970447 nChanged 1 SP:Iteration 11Q (6752.240000 sec): 3 clusters Score: Raw -62122.532561 + Penalty 2998.322636 = -59124.209926 nChanged 0 SP:Iteration 12F (6752.240000 sec): 3 clusters Score: Raw -62122.532561 + Penalty 2998.322636 = -59124.209926 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 35. Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 13 (50681 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6752.440000 sec): 2 clusters Score: Raw -7472622.846930 + Penalty 2686.659979 = -7469936.186951 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6752.650000 sec): 3 clusters Score: Raw -7441166.038834 + Penalty 5373.319957 = -7435792.718877 nChanged 23369 SP:Iteration 1F (6752.850000 sec): 3 clusters Score: Raw -7454649.900360 + Penalty 5373.319957 = -7449276.580402 nChanged 2603 SP:Iteration 2F (6753.050000 sec): 3 clusters Score: Raw -7455926.931667 + Penalty 5373.319957 = -7450553.611710 nChanged 2948 SP:Iteration 3F (6753.260000 sec): 3 clusters Score: Raw -7457588.731543 + Penalty 5373.319957 = -7452215.411585 nChanged 3312 SP:Iteration 4F (6753.460000 sec): 3 clusters Score: Raw -7459568.308111 + Penalty 5373.319957 = -7454194.988154 nChanged 3428 SP:Iteration 5F (6753.680000 sec): 3 clusters Score: Raw -7461636.771224 + Penalty 5373.319957 = -7456263.451267 nChanged 3236 SP:Iteration 6F (6753.890000 sec): 3 clusters Score: Raw -7463430.923605 + Penalty 5373.319957 = -7458057.603647 nChanged 2782 SP:Iteration 7F (6754.090000 sec): 3 clusters Score: Raw -7464708.157879 + Penalty 5373.319957 = -7459334.837922 nChanged 2165 SP:Iteration 8Q (6754.300000 sec): 3 clusters Score: Raw -7465500.570753 + Penalty 5373.319957 = -7460127.250796 nChanged 1562 SP:Iteration 9Q (6754.510000 sec): 3 clusters Score: Raw -7465931.788898 + Penalty 5373.319957 = -7460558.468940 nChanged 1105 SP:Iteration 10Q (6754.730000 sec): 3 clusters Score: Raw -7466173.137410 + Penalty 5373.319957 = -7460799.817453 nChanged 901 SP:Iteration 11Q (6754.940000 sec): 3 clusters Score: Raw -7466371.161874 + Penalty 5373.319957 = -7460997.841917 nChanged 768 SP:Iteration 12Q (6755.140000 sec): 3 clusters Score: Raw -7466533.556919 + Penalty 5373.319957 = -7461160.236962 nChanged 681 SP:Iteration 13Q (6755.350000 sec): 3 clusters Score: Raw -7466685.313797 + Penalty 5373.319957 = -7461311.993840 nChanged 724 SP:Iteration 14Q (6755.560000 sec): 3 clusters Score: Raw -7466868.621949 + Penalty 5373.319957 = -7461495.301991 nChanged 795 SP:Iteration 15Q (6755.770000 sec): 3 clusters Score: Raw -7467077.474055 + Penalty 5373.319957 = -7461704.154097 nChanged 787 SP:Iteration 16Q (6755.980000 sec): 3 clusters Score: Raw -7467322.711729 + Penalty 5373.319957 = -7461949.391772 nChanged 878 SP:Iteration 17Q (6756.180000 sec): 3 clusters Score: Raw -7467603.743574 + Penalty 5373.319957 = -7462230.423616 nChanged 905 SP:Iteration 18Q (6756.390000 sec): 3 clusters Score: Raw -7467910.938057 + Penalty 5373.319957 = -7462537.618099 nChanged 965 SP:Iteration 19Q (6756.600000 sec): 3 clusters Score: Raw -7468269.040159 + Penalty 5373.319957 = -7462895.720202 nChanged 952 SP:Iteration 20F (6756.800000 sec): 3 clusters Score: Raw -7468596.695391 + Penalty 5373.319957 = -7463223.375434 nChanged 813 SP:Iteration 21Q (6757.010000 sec): 3 clusters Score: Raw -7468863.379267 + Penalty 5373.319957 = -7463490.059310 nChanged 699 SP:Iteration 22Q (6757.200000 sec): 3 clusters Score: Raw -7469080.356905 + Penalty 5373.319957 = -7463707.036947 nChanged 624 SP:Iteration 23Q (6757.400000 sec): 3 clusters Score: Raw -7469261.041981 + Penalty 5373.319957 = -7463887.722024 nChanged 566 SP:Iteration 24Q (6757.620000 sec): 3 clusters Score: Raw -7469414.703474 + Penalty 5373.319957 = -7464041.383516 nChanged 501 SP:Iteration 25Q (6757.820000 sec): 3 clusters Score: Raw -7469542.702472 + Penalty 5373.319957 = -7464169.382514 nChanged 455 SP:Iteration 26Q (6758.010000 sec): 3 clusters Score: Raw -7469647.449372 + Penalty 5373.319957 = -7464274.129415 nChanged 408 SP:Iteration 27Q (6758.210000 sec): 3 clusters Score: Raw -7469746.225156 + Penalty 5373.319957 = -7464372.905199 nChanged 420 SP:Iteration 28Q (6758.410000 sec): 3 clusters Score: Raw -7469840.848079 + Penalty 5373.319957 = -7464467.528122 nChanged 395 SP:Iteration 29Q (6758.600000 sec): 3 clusters Score: Raw -7469929.477150 + Penalty 5373.319957 = -7464556.157192 nChanged 392 SP:Iteration 30Q (6758.800000 sec): 3 clusters Score: Raw -7470016.475155 + Penalty 5373.319957 = -7464643.155198 nChanged 361 SP:Iteration 31Q (6758.990000 sec): 3 clusters Score: Raw -7470088.255110 + Penalty 5373.319957 = -7464714.935152 nChanged 343 SP:Iteration 32Q (6759.190000 sec): 3 clusters Score: Raw -7470156.185339 + Penalty 5373.319957 = -7464782.865382 nChanged 358 SP:Iteration 33Q (6759.380000 sec): 3 clusters Score: Raw -7470227.837077 + Penalty 5373.319957 = -7464854.517119 nChanged 362 SP:Iteration 34Q (6759.570000 sec): 3 clusters Score: Raw -7470301.664927 + Penalty 5373.319957 = -7464928.344970 nChanged 363 SP:Iteration 35Q (6759.760000 sec): 3 clusters Score: Raw -7470374.476620 + Penalty 5373.319957 = -7465001.156663 nChanged 342 SP:Iteration 36Q (6759.960000 sec): 3 clusters Score: Raw -7470441.409284 + Penalty 5373.319957 = -7465068.089327 nChanged 331 SP:Iteration 37Q (6760.150000 sec): 3 clusters Score: Raw -7470504.052234 + Penalty 5373.319957 = -7465130.732276 nChanged 316 SP:Iteration 38Q (6760.340000 sec): 3 clusters Score: Raw -7470562.144722 + Penalty 5373.319957 = -7465188.824765 nChanged 299 SP:Iteration 39Q (6760.540000 sec): 3 clusters Score: Raw -7470614.522647 + Penalty 5373.319957 = -7465241.202690 nChanged 323 SP:Iteration 40F (6760.750000 sec): 3 clusters Score: Raw -7470671.705660 + Penalty 5373.319957 = -7465298.385703 nChanged 319 SP:Iteration 41Q (6760.930000 sec): 3 clusters Score: Raw -7470731.766311 + Penalty 5373.319957 = -7465358.446353 nChanged 331 SP:Iteration 42Q (6761.120000 sec): 3 clusters Score: Raw -7470793.811790 + Penalty 5373.319957 = -7465420.491832 nChanged 354 SP:Iteration 43Q (6761.310000 sec): 3 clusters Score: Raw -7470865.090985 + Penalty 5373.319957 = -7465491.771027 nChanged 375 SP:Iteration 44Q (6761.500000 sec): 3 clusters Score: Raw -7470940.585412 + Penalty 5373.319957 = -7465567.265455 nChanged 395 SP:Iteration 45Q (6761.680000 sec): 3 clusters Score: Raw -7471031.274241 + Penalty 5373.319957 = -7465657.954283 nChanged 400 SP:Iteration 46Q (6761.880000 sec): 3 clusters Score: Raw -7471127.193326 + Penalty 5373.319957 = -7465753.873369 nChanged 415 SP:Iteration 47Q (6762.070000 sec): 3 clusters Score: Raw -7471235.264422 + Penalty 5373.319957 = -7465861.944464 nChanged 429 SP:Iteration 48Q (6762.250000 sec): 3 clusters Score: Raw -7471346.787068 + Penalty 5373.319957 = -7465973.467111 nChanged 388 SP:Iteration 49Q (6762.420000 sec): 3 clusters Score: Raw -7471442.607721 + Penalty 5373.319957 = -7466069.287764 nChanged 350 SP:Iteration 50Q (6762.600000 sec): 3 clusters Score: Raw -7471517.603079 + Penalty 5373.319957 = -7466144.283122 nChanged 318 SP:Iteration 51Q (6762.770000 sec): 3 clusters Score: Raw -7471582.876825 + Penalty 5373.319957 = -7466209.556867 nChanged 313 SP:Iteration 52Q (6762.950000 sec): 3 clusters Score: Raw -7471649.426821 + Penalty 5373.319957 = -7466276.106864 nChanged 312 SP:Iteration 53Q (6763.120000 sec): 3 clusters Score: Raw -7471713.256077 + Penalty 5373.319957 = -7466339.936119 nChanged 282 SP:Iteration 54Q (6763.290000 sec): 3 clusters Score: Raw -7471770.641761 + Penalty 5373.319957 = -7466397.321804 nChanged 281 SP:Iteration 55Q (6763.470000 sec): 3 clusters Score: Raw -7471825.349171 + Penalty 5373.319957 = -7466452.029213 nChanged 258 SP:Iteration 56Q (6763.640000 sec): 3 clusters Score: Raw -7471878.204878 + Penalty 5373.319957 = -7466504.884921 nChanged 259 SP:Iteration 57Q (6763.810000 sec): 3 clusters Score: Raw -7471933.336227 + Penalty 5373.319957 = -7466560.016270 nChanged 257 SP:Iteration 58Q (6763.980000 sec): 3 clusters Score: Raw -7471990.220563 + Penalty 5373.319957 = -7466616.900605 nChanged 255 SP:Iteration 59Q (6764.150000 sec): 3 clusters Score: Raw -7472041.009621 + Penalty 5373.319957 = -7466667.689663 nChanged 243 SP:Iteration 60F (6764.350000 sec): 3 clusters Score: Raw -7472088.432016 + Penalty 5373.319957 = -7466715.112058 nChanged 210 SP:Iteration 61Q (6764.520000 sec): 3 clusters Score: Raw -7472127.671497 + Penalty 5373.319957 = -7466754.351539 nChanged 201 SP:Iteration 62Q (6764.690000 sec): 3 clusters Score: Raw -7472163.863822 + Penalty 5373.319957 = -7466790.543864 nChanged 178 SP:Iteration 63Q (6764.860000 sec): 3 clusters Score: Raw -7472196.132921 + Penalty 5373.319957 = -7466822.812964 nChanged 182 SP:Iteration 64Q (6765.040000 sec): 3 clusters Score: Raw -7472230.416326 + Penalty 5373.319957 = -7466857.096369 nChanged 187 SP:Iteration 65Q (6765.210000 sec): 3 clusters Score: Raw -7472261.575131 + Penalty 5373.319957 = -7466888.255173 nChanged 148 SP:Iteration 66Q (6765.390000 sec): 3 clusters Score: Raw -7472284.639677 + Penalty 5373.319957 = -7466911.319720 nChanged 138 SP:Iteration 67Q (6765.560000 sec): 3 clusters Score: Raw -7472309.426680 + Penalty 5373.319957 = -7466936.106723 nChanged 152 SP:Iteration 68Q (6765.720000 sec): 3 clusters Score: Raw -7472336.558063 + Penalty 5373.319957 = -7466963.238106 nChanged 130 SP:Iteration 69Q (6765.900000 sec): 3 clusters Score: Raw -7472359.222428 + Penalty 5373.319957 = -7466985.902471 nChanged 131 SP:Iteration 70Q (6766.070000 sec): 3 clusters Score: Raw -7472380.824739 + Penalty 5373.319957 = -7467007.504782 nChanged 132 SP:Iteration 71Q (6766.240000 sec): 3 clusters Score: Raw -7472401.852091 + Penalty 5373.319957 = -7467028.532133 nChanged 128 SP:Iteration 72Q (6766.410000 sec): 3 clusters Score: Raw -7472423.854606 + Penalty 5373.319957 = -7467050.534648 nChanged 133 SP:Iteration 73Q (6766.580000 sec): 3 clusters Score: Raw -7472447.614860 + Penalty 5373.319957 = -7467074.294903 nChanged 133 SP:Iteration 74Q (6766.750000 sec): 3 clusters Score: Raw -7472471.002765 + Penalty 5373.319957 = -7467097.682808 nChanged 110 SP:Iteration 75Q (6766.900000 sec): 3 clusters Score: Raw -7472488.906063 + Penalty 5373.319957 = -7467115.586105 nChanged 104 SP:Iteration 76Q (6767.070000 sec): 3 clusters Score: Raw -7472507.337369 + Penalty 5373.319957 = -7467134.017412 nChanged 88 SP:Iteration 77Q (6767.230000 sec): 3 clusters Score: Raw -7472520.264448 + Penalty 5373.319957 = -7467146.944491 nChanged 72 SP:Iteration 78Q (6767.400000 sec): 3 clusters Score: Raw -7472529.989616 + Penalty 5373.319957 = -7467156.669658 nChanged 70 SP:Iteration 79Q (6767.560000 sec): 3 clusters Score: Raw -7472539.808643 + Penalty 5373.319957 = -7467166.488685 nChanged 61 SP:Iteration 80F (6767.760000 sec): 3 clusters Score: Raw -7472548.504336 + Penalty 5373.319957 = -7467175.184378 nChanged 64 SP:Iteration 81Q (6767.930000 sec): 3 clusters Score: Raw -7472557.790820 + Penalty 5373.319957 = -7467184.470863 nChanged 64 SP:Iteration 82Q (6768.090000 sec): 3 clusters Score: Raw -7472566.739513 + Penalty 5373.319957 = -7467193.419556 nChanged 62 SP:Iteration 83Q (6768.260000 sec): 3 clusters Score: Raw -7472574.805252 + Penalty 5373.319957 = -7467201.485294 nChanged 50 SP:Iteration 84Q (6768.420000 sec): 3 clusters Score: Raw -7472581.391200 + Penalty 5373.319957 = -7467208.071243 nChanged 48 SP:Iteration 85Q (6768.580000 sec): 3 clusters Score: Raw -7472586.884485 + Penalty 5373.319957 = -7467213.564527 nChanged 41 SP:Iteration 86Q (6768.750000 sec): 3 clusters Score: Raw -7472592.017836 + Penalty 5373.319957 = -7467218.697879 nChanged 48 SP:Iteration 87Q (6768.910000 sec): 3 clusters Score: Raw -7472598.028939 + Penalty 5373.319957 = -7467224.708981 nChanged 42 SP:Iteration 88Q (6769.070000 sec): 3 clusters Score: Raw -7472603.718759 + Penalty 5373.319957 = -7467230.398801 nChanged 47 SP:Iteration 89Q (6769.230000 sec): 3 clusters Score: Raw -7472609.125564 + Penalty 5373.319957 = -7467235.805606 nChanged 42 SP:Iteration 90Q (6769.390000 sec): 3 clusters Score: Raw -7472615.290304 + Penalty 5373.319957 = -7467241.970347 nChanged 36 SP:Iteration 91Q (6769.550000 sec): 3 clusters Score: Raw -7472620.513182 + Penalty 5373.319957 = -7467247.193224 nChanged 44 SP:Iteration 92Q (6769.710000 sec): 3 clusters Score: Raw -7472626.616741 + Penalty 5373.319957 = -7467253.296783 nChanged 45 SP:Iteration 93Q (6769.880000 sec): 3 clusters Score: Raw -7472632.058270 + Penalty 5373.319957 = -7467258.738312 nChanged 36 SP:Iteration 94Q (6770.040000 sec): 3 clusters Score: Raw -7472636.767110 + Penalty 5373.319957 = -7467263.447152 nChanged 45 SP:Iteration 95Q (6770.210000 sec): 3 clusters Score: Raw -7472642.642537 + Penalty 5373.319957 = -7467269.322579 nChanged 41 SP:Iteration 96Q (6770.370000 sec): 3 clusters Score: Raw -7472647.801651 + Penalty 5373.319957 = -7467274.481693 nChanged 42 SP:Iteration 97Q (6770.520000 sec): 3 clusters Score: Raw -7472653.455598 + Penalty 5373.319957 = -7467280.135640 nChanged 40 SP:Iteration 98Q (6770.680000 sec): 3 clusters Score: Raw -7472659.761112 + Penalty 5373.319957 = -7467286.441155 nChanged 40 SP:Iteration 99Q (6770.840000 sec): 3 clusters Score: Raw -7472665.289055 + Penalty 5373.319957 = -7467291.969097 nChanged 49 SP:Iteration 100F (6771.040000 sec): 3 clusters Score: Raw -7472672.537759 + Penalty 5373.319957 = -7467299.217802 nChanged 39 SP:Iteration 101Q (6771.200000 sec): 3 clusters Score: Raw -7472677.654598 + Penalty 5373.319957 = -7467304.334640 nChanged 41 SP:Iteration 102Q (6771.360000 sec): 3 clusters Score: Raw -7472683.330101 + Penalty 5373.319957 = -7467310.010144 nChanged 41 SP:Iteration 103Q (6771.510000 sec): 3 clusters Score: Raw -7472688.951612 + Penalty 5373.319957 = -7467315.631654 nChanged 43 SP:Iteration 104Q (6771.670000 sec): 3 clusters Score: Raw -7472695.010737 + Penalty 5373.319957 = -7467321.690779 nChanged 32 SP:Iteration 105Q (6771.820000 sec): 3 clusters Score: Raw -7472699.818797 + Penalty 5373.319957 = -7467326.498839 nChanged 33 SP:Iteration 106Q (6771.980000 sec): 3 clusters Score: Raw -7472704.403265 + Penalty 5373.319957 = -7467331.083307 nChanged 31 SP:Iteration 107Q (6772.130000 sec): 3 clusters Score: Raw -7472708.626057 + Penalty 5373.319957 = -7467335.306100 nChanged 36 SP:Iteration 108Q (6772.290000 sec): 3 clusters Score: Raw -7472714.239574 + Penalty 5373.319957 = -7467340.919617 nChanged 46 SP:Iteration 109Q (6772.450000 sec): 3 clusters Score: Raw -7472721.029706 + Penalty 5373.319957 = -7467347.709749 nChanged 46 SP:Iteration 110Q (6772.610000 sec): 3 clusters Score: Raw -7472728.246289 + Penalty 5373.319957 = -7467354.926331 nChanged 36 SP:Iteration 111Q (6772.750000 sec): 3 clusters Score: Raw -7472734.201056 + Penalty 5373.319957 = -7467360.881098 nChanged 40 SP:Iteration 112Q (6772.910000 sec): 3 clusters Score: Raw -7472740.130913 + Penalty 5373.319957 = -7467366.810956 nChanged 39 SP:Iteration 113Q (6773.070000 sec): 3 clusters Score: Raw -7472745.287312 + Penalty 5373.319957 = -7467371.967354 nChanged 28 SP:Iteration 114Q (6773.230000 sec): 3 clusters Score: Raw -7472749.630733 + Penalty 5373.319957 = -7467376.310776 nChanged 27 SP:Iteration 115Q (6773.390000 sec): 3 clusters Score: Raw -7472754.531509 + Penalty 5373.319957 = -7467381.211551 nChanged 30 SP:Iteration 116Q (6773.550000 sec): 3 clusters Score: Raw -7472758.869093 + Penalty 5373.319957 = -7467385.549135 nChanged 26 SP:Iteration 117Q (6773.710000 sec): 3 clusters Score: Raw -7472762.857793 + Penalty 5373.319957 = -7467389.537835 nChanged 34 SP:Iteration 118Q (6773.870000 sec): 3 clusters Score: Raw -7472768.397640 + Penalty 5373.319957 = -7467395.077682 nChanged 30 SP:Iteration 119Q (6774.030000 sec): 3 clusters Score: Raw -7472773.052143 + Penalty 5373.319957 = -7467399.732185 nChanged 25 SP:Iteration 120F (6774.230000 sec): 3 clusters Score: Raw -7472776.466409 + Penalty 5373.319957 = -7467403.146451 nChanged 20 SP:Iteration 121Q (6774.390000 sec): 3 clusters Score: Raw -7472780.689282 + Penalty 5373.319957 = -7467407.369325 nChanged 34 SP:Iteration 122Q (6774.540000 sec): 3 clusters Score: Raw -7472787.237056 + Penalty 5373.319957 = -7467413.917099 nChanged 28 SP:Iteration 123Q (6774.690000 sec): 3 clusters Score: Raw -7472792.386344 + Penalty 5373.319957 = -7467419.066387 nChanged 31 SP:Iteration 124Q (6774.850000 sec): 3 clusters Score: Raw -7472796.574932 + Penalty 5373.319957 = -7467423.254975 nChanged 29 SP:Iteration 125Q (6775.000000 sec): 3 clusters Score: Raw -7472800.276351 + Penalty 5373.319957 = -7467426.956394 nChanged 28 SP:Iteration 126Q (6775.150000 sec): 3 clusters Score: Raw -7472804.755281 + Penalty 5373.319957 = -7467431.435324 nChanged 27 SP:Iteration 127Q (6775.300000 sec): 3 clusters Score: Raw -7472809.401297 + Penalty 5373.319957 = -7467436.081339 nChanged 24 SP:Iteration 128Q (6775.470000 sec): 3 clusters Score: Raw -7472812.963190 + Penalty 5373.319957 = -7467439.643232 nChanged 28 SP:Iteration 129Q (6775.610000 sec): 3 clusters Score: Raw -7472817.906711 + Penalty 5373.319957 = -7467444.586753 nChanged 25 SP:Iteration 130Q (6775.760000 sec): 3 clusters Score: Raw -7472823.146839 + Penalty 5373.319957 = -7467449.826882 nChanged 30 SP:Iteration 131Q (6775.910000 sec): 3 clusters Score: Raw -7472828.304269 + Penalty 5373.319957 = -7467454.984312 nChanged 33 SP:Iteration 132Q (6776.060000 sec): 3 clusters Score: Raw -7472833.005439 + Penalty 5373.319957 = -7467459.685482 nChanged 32 SP:Iteration 133Q (6776.210000 sec): 3 clusters Score: Raw -7472837.737728 + Penalty 5373.319957 = -7467464.417770 nChanged 32 SP:Iteration 134Q (6776.360000 sec): 3 clusters Score: Raw -7472843.855832 + Penalty 5373.319957 = -7467470.535874 nChanged 37 SP:Iteration 135Q (6776.510000 sec): 3 clusters Score: Raw -7472850.264879 + Penalty 5373.319957 = -7467476.944922 nChanged 34 SP:Iteration 136Q (6776.670000 sec): 3 clusters Score: Raw -7472857.252290 + Penalty 5373.319957 = -7467483.932332 nChanged 40 SP:Iteration 137Q (6776.820000 sec): 3 clusters Score: Raw -7472865.971464 + Penalty 5373.319957 = -7467492.651506 nChanged 32 SP:Iteration 138Q (6776.970000 sec): 3 clusters Score: Raw -7472871.769080 + Penalty 5373.319957 = -7467498.449122 nChanged 30 SP:Iteration 139Q (6777.130000 sec): 3 clusters Score: Raw -7472876.786439 + Penalty 5373.319957 = -7467503.466482 nChanged 23 SP:Iteration 140F (6777.330000 sec): 3 clusters Score: Raw -7472880.400558 + Penalty 5373.319957 = -7467507.080601 nChanged 20 SP:Iteration 141Q (6777.490000 sec): 3 clusters Score: Raw -7472883.271268 + Penalty 5373.319957 = -7467509.951310 nChanged 24 SP:Iteration 142Q (6777.640000 sec): 3 clusters Score: Raw -7472886.640505 + Penalty 5373.319957 = -7467513.320547 nChanged 20 SP:Iteration 143Q (6777.800000 sec): 3 clusters Score: Raw -7472889.385259 + Penalty 5373.319957 = -7467516.065301 nChanged 19 SP:Iteration 144Q (6777.950000 sec): 3 clusters Score: Raw -7472891.994604 + Penalty 5373.319957 = -7467518.674646 nChanged 23 SP:Iteration 145Q (6778.110000 sec): 3 clusters Score: Raw -7472895.841936 + Penalty 5373.319957 = -7467522.521979 nChanged 22 SP:Iteration 146Q (6778.270000 sec): 3 clusters Score: Raw -7472899.065613 + Penalty 5373.319957 = -7467525.745655 nChanged 18 SP:Iteration 147Q (6778.420000 sec): 3 clusters Score: Raw -7472901.661874 + Penalty 5373.319957 = -7467528.341916 nChanged 8 SP:Iteration 148Q (6778.570000 sec): 3 clusters Score: Raw -7472903.035123 + Penalty 5373.319957 = -7467529.715165 nChanged 14 SP:Iteration 149Q (6778.720000 sec): 3 clusters Score: Raw -7472904.914556 + Penalty 5373.319957 = -7467531.594599 nChanged 19 SP:Iteration 150Q (6779.230000 sec): 3 clusters Score: Raw -7472907.583654 + Penalty 5373.319957 = -7467534.263696 nChanged 17 SP:Iteration 151Q (6780.270000 sec): 3 clusters Score: Raw -7472910.365358 + Penalty 5373.319957 = -7467537.045401 nChanged 20 SP:Iteration 152Q (6781.380000 sec): 3 clusters Score: Raw -7472913.725114 + Penalty 5373.319957 = -7467540.405157 nChanged 18 SP:Iteration 153Q (6782.390000 sec): 3 clusters Score: Raw -7472916.411051 + Penalty 5373.319957 = -7467543.091094 nChanged 19 SP:Iteration 154Q (6783.420000 sec): 3 clusters Score: Raw -7472919.612962 + Penalty 5373.319957 = -7467546.293004 nChanged 15 SP:Iteration 155Q (6784.520000 sec): 3 clusters Score: Raw -7472922.577378 + Penalty 5373.319957 = -7467549.257421 nChanged 14 SP:Iteration 156Q (6785.620000 sec): 3 clusters Score: Raw -7472925.463251 + Penalty 5373.319957 = -7467552.143294 nChanged 20 SP:Iteration 157Q (6786.720000 sec): 3 clusters Score: Raw -7472929.473381 + Penalty 5373.319957 = -7467556.153424 nChanged 17 SP:Iteration 158Q (6787.730000 sec): 3 clusters Score: Raw -7472933.295977 + Penalty 5373.319957 = -7467559.976019 nChanged 27 SP:Iteration 159Q (6788.650000 sec): 3 clusters Score: Raw -7472939.402230 + Penalty 5373.319957 = -7467566.082272 nChanged 22 SP:Iteration 160F (6788.840000 sec): 3 clusters Score: Raw -7472943.560819 + Penalty 5373.319957 = -7467570.240861 nChanged 23 SP:Iteration 161Q (6788.990000 sec): 3 clusters Score: Raw -7472948.259734 + Penalty 5373.319957 = -7467574.939776 nChanged 22 SP:Iteration 162Q (6789.140000 sec): 3 clusters Score: Raw -7472951.623399 + Penalty 5373.319957 = -7467578.303441 nChanged 15 SP:Iteration 163Q (6789.290000 sec): 3 clusters Score: Raw -7472953.521552 + Penalty 5373.319957 = -7467580.201595 nChanged 9 SP:Iteration 164Q (6789.430000 sec): 3 clusters Score: Raw -7472954.965317 + Penalty 5373.319957 = -7467581.645360 nChanged 9 SP:Iteration 165Q (6789.580000 sec): 3 clusters Score: Raw -7472956.366521 + Penalty 5373.319957 = -7467583.046563 nChanged 14 SP:Iteration 166Q (6789.730000 sec): 3 clusters Score: Raw -7472958.572087 + Penalty 5373.319957 = -7467585.252130 nChanged 14 SP:Iteration 167Q (6789.870000 sec): 3 clusters Score: Raw -7472960.485230 + Penalty 5373.319957 = -7467587.165273 nChanged 10 SP:Iteration 168Q (6790.030000 sec): 3 clusters Score: Raw -7472961.869496 + Penalty 5373.319957 = -7467588.549538 nChanged 6 SP:Iteration 169Q (6790.170000 sec): 3 clusters Score: Raw -7472962.753146 + Penalty 5373.319957 = -7467589.433189 nChanged 7 SP:Iteration 170Q (6790.320000 sec): 3 clusters Score: Raw -7472963.800040 + Penalty 5373.319957 = -7467590.480083 nChanged 5 SP:Iteration 171Q (6790.460000 sec): 3 clusters Score: Raw -7472964.417897 + Penalty 5373.319957 = -7467591.097939 nChanged 4 SP:Iteration 172Q (6790.610000 sec): 3 clusters Score: Raw -7472965.161267 + Penalty 5373.319957 = -7467591.841309 nChanged 8 SP:Iteration 173Q (6790.760000 sec): 3 clusters Score: Raw -7472966.451178 + Penalty 5373.319957 = -7467593.131221 nChanged 11 SP:Iteration 174Q (6790.910000 sec): 3 clusters Score: Raw -7472968.806807 + Penalty 5373.319957 = -7467595.486850 nChanged 13 SP:Iteration 175Q (6791.060000 sec): 3 clusters Score: Raw -7472971.237873 + Penalty 5373.319957 = -7467597.917916 nChanged 8 SP:Iteration 176Q (6791.210000 sec): 3 clusters Score: Raw -7472972.372082 + Penalty 5373.319957 = -7467599.052125 nChanged 7 SP:Iteration 177Q (6791.360000 sec): 3 clusters Score: Raw -7472973.823098 + Penalty 5373.319957 = -7467600.503141 nChanged 9 SP:Iteration 178Q (6791.500000 sec): 3 clusters Score: Raw -7472975.259605 + Penalty 5373.319957 = -7467601.939648 nChanged 5 SP:Iteration 179Q (6791.650000 sec): 3 clusters Score: Raw -7472976.577308 + Penalty 5373.319957 = -7467603.257351 nChanged 8 SP:Iteration 180F (6791.840000 sec): 3 clusters Score: Raw -7472978.156648 + Penalty 5373.319957 = -7467604.836690 nChanged 11 SP:Iteration 181Q (6791.990000 sec): 3 clusters Score: Raw -7472980.356033 + Penalty 5373.319957 = -7467607.036076 nChanged 13 SP:Iteration 182Q (6792.130000 sec): 3 clusters Score: Raw -7472982.546788 + Penalty 5373.319957 = -7467609.226831 nChanged 14 SP:Iteration 183Q (6792.280000 sec): 3 clusters Score: Raw -7472985.596343 + Penalty 5373.319957 = -7467612.276385 nChanged 10 SP:Iteration 184Q (6792.420000 sec): 3 clusters Score: Raw -7472987.097901 + Penalty 5373.319957 = -7467613.777943 nChanged 9 SP:Iteration 185Q (6792.570000 sec): 3 clusters Score: Raw -7472988.937596 + Penalty 5373.319957 = -7467615.617639 nChanged 12 SP:Iteration 186Q (6792.710000 sec): 3 clusters Score: Raw -7472991.379757 + Penalty 5373.319957 = -7467618.059799 nChanged 12 SP:Iteration 187Q (6792.860000 sec): 3 clusters Score: Raw -7472993.353865 + Penalty 5373.319957 = -7467620.033907 nChanged 5 SP:Iteration 188Q (6793.000000 sec): 3 clusters Score: Raw -7472994.252893 + Penalty 5373.319957 = -7467620.932936 nChanged 7 SP:Iteration 189Q (6793.140000 sec): 3 clusters Score: Raw -7472995.554737 + Penalty 5373.319957 = -7467622.234780 nChanged 5 SP:Iteration 190Q (6793.290000 sec): 3 clusters Score: Raw -7472996.477636 + Penalty 5373.319957 = -7467623.157678 nChanged 3 SP:Iteration 191Q (6793.430000 sec): 3 clusters Score: Raw -7472997.107005 + Penalty 5373.319957 = -7467623.787048 nChanged 3 SP:Iteration 192Q (6793.570000 sec): 3 clusters Score: Raw -7472997.647033 + Penalty 5373.319957 = -7467624.327075 nChanged 2 SP:Iteration 193Q (6793.710000 sec): 3 clusters Score: Raw -7472997.856210 + Penalty 5373.319957 = -7467624.536252 nChanged 0 SP:Iteration 194F (6793.900000 sec): 3 clusters Score: Raw -7472997.856210 + Penalty 5373.319957 = -7467624.536252 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 14 (6875 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6793.940000 sec): 2 clusters Score: Raw -989243.262421 + Penalty 2191.240437 = -987052.021984 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6793.970000 sec): 3 clusters Score: Raw -985709.031494 + Penalty 4382.480874 = -981326.550620 nChanged 2773 SP:Iteration 1F (6793.990000 sec): 3 clusters Score: Raw -987261.924123 + Penalty 4382.480874 = -982879.443249 nChanged 470 SP:Iteration 2F (6794.020000 sec): 3 clusters Score: Raw -987477.643732 + Penalty 4382.480874 = -983095.162858 nChanged 322 SP:Iteration 3Q (6794.040000 sec): 3 clusters Score: Raw -987618.618125 + Penalty 4382.480874 = -983236.137252 nChanged 242 SP:Iteration 4Q (6794.070000 sec): 3 clusters Score: Raw -987707.969118 + Penalty 4382.480874 = -983325.488244 nChanged 204 SP:Iteration 5Q (6794.090000 sec): 3 clusters Score: Raw -987789.582088 + Penalty 4382.480874 = -983407.101215 nChanged 159 SP:Iteration 6Q (6794.120000 sec): 3 clusters Score: Raw -987844.955738 + Penalty 4382.480874 = -983462.474864 nChanged 134 SP:Iteration 7Q (6794.140000 sec): 3 clusters Score: Raw -987895.935208 + Penalty 4382.480874 = -983513.454335 nChanged 145 SP:Iteration 8Q (6794.170000 sec): 3 clusters Score: Raw -987950.092078 + Penalty 4382.480874 = -983567.611205 nChanged 163 SP:Iteration 9Q (6794.190000 sec): 3 clusters Score: Raw -988015.646522 + Penalty 4382.480874 = -983633.165649 nChanged 173 SP:Iteration 10Q (6794.210000 sec): 3 clusters Score: Raw -988093.365705 + Penalty 4382.480874 = -983710.884831 nChanged 180 SP:Iteration 11Q (6794.240000 sec): 3 clusters Score: Raw -988183.901050 + Penalty 4382.480874 = -983801.420177 nChanged 203 SP:Iteration 12Q (6794.270000 sec): 3 clusters Score: Raw -988283.929891 + Penalty 4382.480874 = -983901.449017 nChanged 203 SP:Iteration 13Q (6794.290000 sec): 3 clusters Score: Raw -988395.393977 + Penalty 4382.480874 = -984012.913103 nChanged 205 SP:Iteration 14Q (6794.320000 sec): 3 clusters Score: Raw -988518.400941 + Penalty 4382.480874 = -984135.920068 nChanged 211 SP:Iteration 15Q (6794.340000 sec): 3 clusters Score: Raw -988640.588945 + Penalty 4382.480874 = -984258.108072 nChanged 192 SP:Iteration 16Q (6794.370000 sec): 3 clusters Score: Raw -988751.209320 + Penalty 4382.480874 = -984368.728446 nChanged 159 SP:Iteration 17Q (6794.390000 sec): 3 clusters Score: Raw -988849.368922 + Penalty 4382.480874 = -984466.888048 nChanged 155 SP:Iteration 18Q (6794.420000 sec): 3 clusters Score: Raw -988942.046578 + Penalty 4382.480874 = -984559.565704 nChanged 162 SP:Iteration 19Q (6794.440000 sec): 3 clusters Score: Raw -989053.798568 + Penalty 4382.480874 = -984671.317695 nChanged 159 SP:Iteration 20F (6794.470000 sec): 3 clusters Score: Raw -989166.762683 + Penalty 4382.480874 = -984784.281809 nChanged 134 SP:Iteration 21Q (6794.500000 sec): 3 clusters Score: Raw -989261.790759 + Penalty 4382.480874 = -984879.309886 nChanged 109 SP:Iteration 22Q (6794.520000 sec): 3 clusters Score: Raw -989332.195155 + Penalty 4382.480874 = -984949.714281 nChanged 87 SP:Iteration 23Q (6794.550000 sec): 3 clusters Score: Raw -989396.473381 + Penalty 4382.480874 = -985013.992508 nChanged 97 SP:Iteration 24Q (6794.570000 sec): 3 clusters Score: Raw -989472.596290 + Penalty 4382.480874 = -985090.115417 nChanged 66 SP:Iteration 25Q (6794.590000 sec): 3 clusters Score: Raw -989518.727412 + Penalty 4382.480874 = -985136.246539 nChanged 47 SP:Iteration 26Q (6794.620000 sec): 3 clusters Score: Raw -989546.134669 + Penalty 4382.480874 = -985163.653796 nChanged 32 SP:Iteration 27Q (6794.640000 sec): 3 clusters Score: Raw -989564.630952 + Penalty 4382.480874 = -985182.150078 nChanged 24 SP:Iteration 28Q (6794.670000 sec): 3 clusters Score: Raw -989577.975777 + Penalty 4382.480874 = -985195.494903 nChanged 19 SP:Iteration 29Q (6794.690000 sec): 3 clusters Score: Raw -989591.449452 + Penalty 4382.480874 = -985208.968579 nChanged 12 SP:Iteration 30Q (6794.710000 sec): 3 clusters Score: Raw -989598.259347 + Penalty 4382.480874 = -985215.778473 nChanged 10 SP:Iteration 31Q (6794.730000 sec): 3 clusters Score: Raw -989602.823595 + Penalty 4382.480874 = -985220.342722 nChanged 6 SP:Iteration 32Q (6794.750000 sec): 3 clusters Score: Raw -989605.676006 + Penalty 4382.480874 = -985223.195133 nChanged 7 SP:Iteration 33Q (6794.770000 sec): 3 clusters Score: Raw -989608.345189 + Penalty 4382.480874 = -985225.864316 nChanged 8 SP:Iteration 34Q (6794.790000 sec): 3 clusters Score: Raw -989613.971179 + Penalty 4382.480874 = -985231.490305 nChanged 7 SP:Iteration 35Q (6794.810000 sec): 3 clusters Score: Raw -989617.500346 + Penalty 4382.480874 = -985235.019472 nChanged 7 SP:Iteration 36Q (6794.830000 sec): 3 clusters Score: Raw -989621.102532 + Penalty 4382.480874 = -985238.621658 nChanged 8 SP:Iteration 37Q (6794.860000 sec): 3 clusters Score: Raw -989626.307100 + Penalty 4382.480874 = -985243.826227 nChanged 8 SP:Iteration 38Q (6794.880000 sec): 3 clusters Score: Raw -989630.647141 + Penalty 4382.480874 = -985248.166267 nChanged 3 SP:Iteration 39Q (6794.900000 sec): 3 clusters Score: Raw -989632.034269 + Penalty 4382.480874 = -985249.553395 nChanged 2 SP:Iteration 40F (6794.930000 sec): 3 clusters Score: Raw -989632.721224 + Penalty 4382.480874 = -985250.240350 nChanged 1 SP:Iteration 41Q (6794.950000 sec): 3 clusters Score: Raw -989633.058580 + Penalty 4382.480874 = -985250.577706 nChanged 1 SP:Iteration 42Q (6794.970000 sec): 3 clusters Score: Raw -989633.328317 + Penalty 4382.480874 = -985250.847444 nChanged 4 SP:Iteration 43Q (6794.990000 sec): 3 clusters Score: Raw -989635.043249 + Penalty 4382.480874 = -985252.562375 nChanged 4 SP:Iteration 44Q (6795.010000 sec): 3 clusters Score: Raw -989637.182012 + Penalty 4382.480874 = -985254.701138 nChanged 5 SP:Iteration 45Q (6795.030000 sec): 3 clusters Score: Raw -989641.042803 + Penalty 4382.480874 = -985258.561930 nChanged 7 SP:Iteration 46Q (6795.060000 sec): 3 clusters Score: Raw -989644.499678 + Penalty 4382.480874 = -985262.018804 nChanged 4 SP:Iteration 47Q (6795.090000 sec): 3 clusters Score: Raw -989646.974962 + Penalty 4382.480874 = -985264.494089 nChanged 6 SP:Iteration 48Q (6795.110000 sec): 3 clusters Score: Raw -989650.071092 + Penalty 4382.480874 = -985267.590218 nChanged 7 SP:Iteration 49Q (6795.130000 sec): 3 clusters Score: Raw -989653.465203 + Penalty 4382.480874 = -985270.984330 nChanged 4 SP:Iteration 50Q (6795.150000 sec): 3 clusters Score: Raw -989655.917613 + Penalty 4382.480874 = -985273.436739 nChanged 4 SP:Iteration 51Q (6795.180000 sec): 3 clusters Score: Raw -989657.674383 + Penalty 4382.480874 = -985275.193509 nChanged 6 SP:Iteration 52Q (6795.200000 sec): 3 clusters Score: Raw -989659.903469 + Penalty 4382.480874 = -985277.422595 nChanged 3 SP:Iteration 53Q (6795.220000 sec): 3 clusters Score: Raw -989661.245181 + Penalty 4382.480874 = -985278.764307 nChanged 0 SP:Iteration 54F (6795.250000 sec): 3 clusters Score: Raw -989661.245181 + Penalty 4382.480874 = -985278.764307 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 15 (369378 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6796.540000 sec): 2 clusters Score: Raw -54202751.444307 + Penalty 3179.254796 = -54199572.189511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6798.060000 sec): 3 clusters Score: Raw -53957284.634676 + Penalty 6358.509591 = -53950926.125084 nChanged 179377 SP:Iteration 1F (6799.530000 sec): 3 clusters Score: Raw -54063324.452984 + Penalty 6358.509591 = -54056965.943392 nChanged 8358 SP:Iteration 2Q (6801.030000 sec): 3 clusters Score: Raw -54064823.095389 + Penalty 6358.509591 = -54058464.585797 nChanged 9846 SP:Iteration 3Q (6802.510000 sec): 3 clusters Score: Raw -54067166.225434 + Penalty 6358.509591 = -54060807.715843 nChanged 13140 SP:Iteration 4Q (6804.020000 sec): 3 clusters Score: Raw -54071599.816296 + Penalty 6358.509591 = -54065241.306705 nChanged 18810 SP:Iteration 5F (6805.480000 sec): 3 clusters Score: Raw -54080653.370231 + Penalty 6358.509591 = -54074294.860640 nChanged 26609 SP:Iteration 6F (6806.950000 sec): 3 clusters Score: Raw -54098378.495696 + Penalty 6358.509591 = -54092019.986104 nChanged 34067 SP:Iteration 7F (6808.390000 sec): 3 clusters Score: Raw -54127834.783731 + Penalty 6358.509591 = -54121476.274140 nChanged 34847 SP:Iteration 8F (6809.820000 sec): 3 clusters Score: Raw -54162759.140326 + Penalty 6358.509591 = -54156400.630735 nChanged 24646 SP:Iteration 9F (6811.270000 sec): 3 clusters Score: Raw -54188151.416954 + Penalty 6358.509591 = -54181792.907363 nChanged 11099 SP:Iteration 10Q (6812.660000 sec): 3 clusters Score: Raw -54199055.500531 + Penalty 6358.509591 = -54192696.990940 nChanged 3207 SP:Iteration 11Q (6813.870000 sec): 3 clusters Score: Raw -54202031.046303 + Penalty 6358.509591 = -54195672.536711 nChanged 735 SP:Iteration 12Q (6814.960000 sec): 3 clusters Score: Raw -54202740.547614 + Penalty 6358.509591 = -54196382.038022 nChanged 173 SP:Iteration 13Q (6816.000000 sec): 3 clusters Score: Raw -54202953.103345 + Penalty 6358.509591 = -54196594.593754 nChanged 61 SP:Iteration 14Q (6817.030000 sec): 3 clusters Score: Raw -54203039.179285 + Penalty 6358.509591 = -54196680.669694 nChanged 29 SP:Iteration 15Q (6818.040000 sec): 3 clusters Score: Raw -54203083.130544 + Penalty 6358.509591 = -54196724.620953 nChanged 17 SP:Iteration 16Q (6819.370000 sec): 3 clusters Score: Raw -54203116.750986 + Penalty 6358.509591 = -54196758.241395 nChanged 15 SP:Iteration 17Q (6820.540000 sec): 3 clusters Score: Raw -54203134.514909 + Penalty 6358.509591 = -54196776.005317 nChanged 9 SP:Iteration 18Q (6821.580000 sec): 3 clusters Score: Raw -54203150.812751 + Penalty 6358.509591 = -54196792.303159 nChanged 11 SP:Iteration 19Q (6822.580000 sec): 3 clusters Score: Raw -54203165.049027 + Penalty 6358.509591 = -54196806.539435 nChanged 8 SP:Iteration 20F (6823.990000 sec): 3 clusters Score: Raw -54203177.469368 + Penalty 6358.509591 = -54196818.959777 nChanged 6 SP:Iteration 21Q (6827.640000 sec): 3 clusters Score: Raw -54203186.667454 + Penalty 6358.509591 = -54196828.157862 nChanged 7 SP:Iteration 22Q (6829.910000 sec): 3 clusters Score: Raw -54203192.487677 + Penalty 6358.509591 = -54196833.978086 nChanged 5 SP:Iteration 23Q (6830.980000 sec): 3 clusters Score: Raw -54203197.418596 + Penalty 6358.509591 = -54196838.909005 nChanged 2 SP:Iteration 24Q (6831.970000 sec): 3 clusters Score: Raw -54203199.255919 + Penalty 6358.509591 = -54196840.746327 nChanged 0 SP:Iteration 25F (6833.350000 sec): 3 clusters Score: Raw -54203199.255919 + Penalty 6358.509591 = -54196840.746327 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 16 (21343 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6833.570000 sec): 2 clusters Score: Raw -3102099.380641 + Penalty 2472.182816 = -3099627.197826 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6833.650000 sec): 3 clusters Score: Raw -3089660.837388 + Penalty 4944.365632 = -3084716.471756 nChanged 9407 SP:Iteration 1F (6833.730000 sec): 3 clusters Score: Raw -3094792.945423 + Penalty 4944.365632 = -3089848.579791 nChanged 1193 SP:Iteration 2F (6833.810000 sec): 3 clusters Score: Raw -3095328.301955 + Penalty 4944.365632 = -3090383.936323 nChanged 1183 SP:Iteration 3F (6833.890000 sec): 3 clusters Score: Raw -3095897.797907 + Penalty 4944.365632 = -3090953.432276 nChanged 1164 SP:Iteration 4F (6833.970000 sec): 3 clusters Score: Raw -3096545.873539 + Penalty 4944.365632 = -3091601.507908 nChanged 1238 SP:Iteration 5F (6834.050000 sec): 3 clusters Score: Raw -3097223.240031 + Penalty 4944.365632 = -3092278.874400 nChanged 1160 SP:Iteration 6F (6834.140000 sec): 3 clusters Score: Raw -3097852.517755 + Penalty 4944.365632 = -3092908.152123 nChanged 1037 SP:Iteration 7Q (6834.220000 sec): 3 clusters Score: Raw -3098353.900400 + Penalty 4944.365632 = -3093409.534769 nChanged 871 SP:Iteration 8Q (6834.300000 sec): 3 clusters Score: Raw -3098713.396885 + Penalty 4944.365632 = -3093769.031253 nChanged 735 SP:Iteration 9Q (6834.380000 sec): 3 clusters Score: Raw -3098992.703465 + Penalty 4944.365632 = -3094048.337833 nChanged 590 SP:Iteration 10Q (6834.470000 sec): 3 clusters Score: Raw -3099204.853529 + Penalty 4944.365632 = -3094260.487897 nChanged 527 SP:Iteration 11Q (6834.550000 sec): 3 clusters Score: Raw -3099371.732206 + Penalty 4944.365632 = -3094427.366575 nChanged 426 SP:Iteration 12Q (6834.630000 sec): 3 clusters Score: Raw -3099497.850088 + Penalty 4944.365632 = -3094553.484456 nChanged 378 SP:Iteration 13Q (6834.710000 sec): 3 clusters Score: Raw -3099604.098556 + Penalty 4944.365632 = -3094659.732924 nChanged 332 SP:Iteration 14Q (6834.790000 sec): 3 clusters Score: Raw -3099722.874641 + Penalty 4944.365632 = -3094778.509010 nChanged 368 SP:Iteration 15Q (6834.870000 sec): 3 clusters Score: Raw -3099865.825178 + Penalty 4944.365632 = -3094921.459546 nChanged 393 SP:Iteration 16Q (6834.950000 sec): 3 clusters Score: Raw -3100018.470971 + Penalty 4944.365632 = -3095074.105340 nChanged 374 SP:Iteration 17Q (6835.030000 sec): 3 clusters Score: Raw -3100181.036444 + Penalty 4944.365632 = -3095236.670812 nChanged 404 SP:Iteration 18Q (6835.120000 sec): 3 clusters Score: Raw -3100337.495613 + Penalty 4944.365632 = -3095393.129981 nChanged 395 SP:Iteration 19Q (6835.200000 sec): 3 clusters Score: Raw -3100505.498271 + Penalty 4944.365632 = -3095561.132639 nChanged 368 SP:Iteration 20F (6835.280000 sec): 3 clusters Score: Raw -3100661.216852 + Penalty 4944.365632 = -3095716.851220 nChanged 340 SP:Iteration 21Q (6835.360000 sec): 3 clusters Score: Raw -3100792.994967 + Penalty 4944.365632 = -3095848.629335 nChanged 269 SP:Iteration 22Q (6835.430000 sec): 3 clusters Score: Raw -3100888.058274 + Penalty 4944.365632 = -3095943.692642 nChanged 280 SP:Iteration 23Q (6835.510000 sec): 3 clusters Score: Raw -3100975.212703 + Penalty 4944.365632 = -3096030.847071 nChanged 211 SP:Iteration 24Q (6835.590000 sec): 3 clusters Score: Raw -3101044.421689 + Penalty 4944.365632 = -3096100.056057 nChanged 192 SP:Iteration 25Q (6835.670000 sec): 3 clusters Score: Raw -3101101.276071 + Penalty 4944.365632 = -3096156.910439 nChanged 207 SP:Iteration 26Q (6835.750000 sec): 3 clusters Score: Raw -3101160.170875 + Penalty 4944.365632 = -3096215.805243 nChanged 187 SP:Iteration 27Q (6835.830000 sec): 3 clusters Score: Raw -3101216.416508 + Penalty 4944.365632 = -3096272.050876 nChanged 201 SP:Iteration 28Q (6835.900000 sec): 3 clusters Score: Raw -3101282.074564 + Penalty 4944.365632 = -3096337.708932 nChanged 191 SP:Iteration 29Q (6835.980000 sec): 3 clusters Score: Raw -3101337.304769 + Penalty 4944.365632 = -3096392.939137 nChanged 169 SP:Iteration 30Q (6836.060000 sec): 3 clusters Score: Raw -3101388.972465 + Penalty 4944.365632 = -3096444.606834 nChanged 171 SP:Iteration 31Q (6836.140000 sec): 3 clusters Score: Raw -3101439.958739 + Penalty 4944.365632 = -3096495.593107 nChanged 168 SP:Iteration 32Q (6836.220000 sec): 3 clusters Score: Raw -3101485.852549 + Penalty 4944.365632 = -3096541.486917 nChanged 163 SP:Iteration 33Q (6836.290000 sec): 3 clusters Score: Raw -3101532.279209 + Penalty 4944.365632 = -3096587.913577 nChanged 150 SP:Iteration 34Q (6836.360000 sec): 3 clusters Score: Raw -3101575.433841 + Penalty 4944.365632 = -3096631.068209 nChanged 160 SP:Iteration 35Q (6836.440000 sec): 3 clusters Score: Raw -3101618.809396 + Penalty 4944.365632 = -3096674.443764 nChanged 134 SP:Iteration 36Q (6836.510000 sec): 3 clusters Score: Raw -3101654.536425 + Penalty 4944.365632 = -3096710.170793 nChanged 129 SP:Iteration 37Q (6836.580000 sec): 3 clusters Score: Raw -3101686.147811 + Penalty 4944.365632 = -3096741.782179 nChanged 133 SP:Iteration 38Q (6836.650000 sec): 3 clusters Score: Raw -3101721.582043 + Penalty 4944.365632 = -3096777.216411 nChanged 120 SP:Iteration 39Q (6836.720000 sec): 3 clusters Score: Raw -3101751.555948 + Penalty 4944.365632 = -3096807.190316 nChanged 118 SP:Iteration 40F (6836.800000 sec): 3 clusters Score: Raw -3101782.045382 + Penalty 4944.365632 = -3096837.679750 nChanged 107 SP:Iteration 41Q (6836.880000 sec): 3 clusters Score: Raw -3101808.431043 + Penalty 4944.365632 = -3096864.065411 nChanged 106 SP:Iteration 42Q (6836.950000 sec): 3 clusters Score: Raw -3101834.187866 + Penalty 4944.365632 = -3096889.822235 nChanged 113 SP:Iteration 43Q (6837.020000 sec): 3 clusters Score: Raw -3101865.009631 + Penalty 4944.365632 = -3096920.644000 nChanged 110 SP:Iteration 44Q (6837.090000 sec): 3 clusters Score: Raw -3101894.955888 + Penalty 4944.365632 = -3096950.590256 nChanged 94 SP:Iteration 45Q (6837.160000 sec): 3 clusters Score: Raw -3101918.742731 + Penalty 4944.365632 = -3096974.377099 nChanged 79 SP:Iteration 46Q (6837.240000 sec): 3 clusters Score: Raw -3101940.655997 + Penalty 4944.365632 = -3096996.290365 nChanged 80 SP:Iteration 47Q (6837.310000 sec): 3 clusters Score: Raw -3101966.092044 + Penalty 4944.365632 = -3097021.726412 nChanged 93 SP:Iteration 48Q (6837.380000 sec): 3 clusters Score: Raw -3101991.088961 + Penalty 4944.365632 = -3097046.723330 nChanged 67 SP:Iteration 49Q (6837.460000 sec): 3 clusters Score: Raw -3102013.807595 + Penalty 4944.365632 = -3097069.441964 nChanged 80 SP:Iteration 50Q (6837.530000 sec): 3 clusters Score: Raw -3102043.016332 + Penalty 4944.365632 = -3097098.650701 nChanged 82 SP:Iteration 51Q (6837.600000 sec): 3 clusters Score: Raw -3102069.357741 + Penalty 4944.365632 = -3097124.992110 nChanged 81 SP:Iteration 52Q (6837.670000 sec): 3 clusters Score: Raw -3102095.612301 + Penalty 4944.365632 = -3097151.246670 nChanged 73 SP:Iteration 53Q (6837.740000 sec): 3 clusters Score: Raw -3102116.553108 + Penalty 4944.365632 = -3097172.187476 nChanged 65 SP:Iteration 54Q (6837.810000 sec): 3 clusters Score: Raw -3102137.495899 + Penalty 4944.365632 = -3097193.130267 nChanged 73 SP:Iteration 55Q (6837.880000 sec): 3 clusters Score: Raw -3102165.679515 + Penalty 4944.365632 = -3097221.313883 nChanged 70 SP:Iteration 56Q (6837.960000 sec): 3 clusters Score: Raw -3102189.141217 + Penalty 4944.365632 = -3097244.775585 nChanged 71 SP:Iteration 57Q (6838.030000 sec): 3 clusters Score: Raw -3102210.892602 + Penalty 4944.365632 = -3097266.526970 nChanged 56 SP:Iteration 58Q (6838.100000 sec): 3 clusters Score: Raw -3102229.932724 + Penalty 4944.365632 = -3097285.567092 nChanged 61 SP:Iteration 59Q (6838.170000 sec): 3 clusters Score: Raw -3102253.797296 + Penalty 4944.365632 = -3097309.431664 nChanged 63 SP:Iteration 60F (6838.260000 sec): 3 clusters Score: Raw -3102276.718621 + Penalty 4944.365632 = -3097332.352989 nChanged 46 SP:Iteration 61Q (6838.320000 sec): 3 clusters Score: Raw -3102292.362323 + Penalty 4944.365632 = -3097347.996691 nChanged 61 SP:Iteration 62Q (6838.380000 sec): 3 clusters Score: Raw -3102317.689583 + Penalty 4944.365632 = -3097373.323952 nChanged 59 SP:Iteration 63Q (6838.440000 sec): 3 clusters Score: Raw -3102339.254026 + Penalty 4944.365632 = -3097394.888395 nChanged 49 SP:Iteration 64Q (6838.510000 sec): 3 clusters Score: Raw -3102354.693658 + Penalty 4944.365632 = -3097410.328027 nChanged 59 SP:Iteration 65Q (6838.570000 sec): 3 clusters Score: Raw -3102376.396570 + Penalty 4944.365632 = -3097432.030938 nChanged 64 SP:Iteration 66Q (6838.640000 sec): 3 clusters Score: Raw -3102397.416745 + Penalty 4944.365632 = -3097453.051113 nChanged 42 SP:Iteration 67Q (6838.710000 sec): 3 clusters Score: Raw -3102411.938994 + Penalty 4944.365632 = -3097467.573362 nChanged 44 SP:Iteration 68Q (6838.780000 sec): 3 clusters Score: Raw -3102425.994692 + Penalty 4944.365632 = -3097481.629060 nChanged 41 SP:Iteration 69Q (6838.840000 sec): 3 clusters Score: Raw -3102439.590175 + Penalty 4944.365632 = -3097495.224544 nChanged 42 SP:Iteration 70Q (6838.910000 sec): 3 clusters Score: Raw -3102449.888926 + Penalty 4944.365632 = -3097505.523295 nChanged 33 SP:Iteration 71Q (6838.980000 sec): 3 clusters Score: Raw -3102457.149238 + Penalty 4944.365632 = -3097512.783607 nChanged 27 SP:Iteration 72Q (6839.040000 sec): 3 clusters Score: Raw -3102462.534094 + Penalty 4944.365632 = -3097518.168462 nChanged 15 SP:Iteration 73Q (6839.100000 sec): 3 clusters Score: Raw -3102466.428466 + Penalty 4944.365632 = -3097522.062835 nChanged 14 SP:Iteration 74Q (6839.170000 sec): 3 clusters Score: Raw -3102470.038241 + Penalty 4944.365632 = -3097525.672609 nChanged 14 SP:Iteration 75Q (6839.230000 sec): 3 clusters Score: Raw -3102473.832854 + Penalty 4944.365632 = -3097529.467222 nChanged 17 SP:Iteration 76Q (6839.300000 sec): 3 clusters Score: Raw -3102478.167277 + Penalty 4944.365632 = -3097533.801645 nChanged 10 SP:Iteration 77Q (6839.360000 sec): 3 clusters Score: Raw -3102480.464704 + Penalty 4944.365632 = -3097536.099072 nChanged 11 SP:Iteration 78Q (6839.420000 sec): 3 clusters Score: Raw -3102482.914013 + Penalty 4944.365632 = -3097538.548381 nChanged 10 SP:Iteration 79Q (6839.480000 sec): 3 clusters Score: Raw -3102484.728130 + Penalty 4944.365632 = -3097540.362498 nChanged 9 SP:Iteration 80F (6839.560000 sec): 3 clusters Score: Raw -3102486.386441 + Penalty 4944.365632 = -3097542.020809 nChanged 10 SP:Iteration 81Q (6839.630000 sec): 3 clusters Score: Raw -3102488.416236 + Penalty 4944.365632 = -3097544.050604 nChanged 12 SP:Iteration 82Q (6839.700000 sec): 3 clusters Score: Raw -3102491.040681 + Penalty 4944.365632 = -3097546.675050 nChanged 11 SP:Iteration 83Q (6839.760000 sec): 3 clusters Score: Raw -3102493.867604 + Penalty 4944.365632 = -3097549.501973 nChanged 12 SP:Iteration 84Q (6839.830000 sec): 3 clusters Score: Raw -3102495.960256 + Penalty 4944.365632 = -3097551.594624 nChanged 9 SP:Iteration 85Q (6839.900000 sec): 3 clusters Score: Raw -3102497.795619 + Penalty 4944.365632 = -3097553.429987 nChanged 7 SP:Iteration 86Q (6839.960000 sec): 3 clusters Score: Raw -3102499.102850 + Penalty 4944.365632 = -3097554.737218 nChanged 10 SP:Iteration 87Q (6840.040000 sec): 3 clusters Score: Raw -3102500.474193 + Penalty 4944.365632 = -3097556.108562 nChanged 4 SP:Iteration 88Q (6840.110000 sec): 3 clusters Score: Raw -3102501.168360 + Penalty 4944.365632 = -3097556.802729 nChanged 4 SP:Iteration 89Q (6840.180000 sec): 3 clusters Score: Raw -3102501.906963 + Penalty 4944.365632 = -3097557.541332 nChanged 4 SP:Iteration 90Q (6840.250000 sec): 3 clusters Score: Raw -3102502.423371 + Penalty 4944.365632 = -3097558.057740 nChanged 5 SP:Iteration 91Q (6840.320000 sec): 3 clusters Score: Raw -3102503.936759 + Penalty 4944.365632 = -3097559.571127 nChanged 6 SP:Iteration 92Q (6840.380000 sec): 3 clusters Score: Raw -3102505.060709 + Penalty 4944.365632 = -3097560.695077 nChanged 3 SP:Iteration 93Q (6840.450000 sec): 3 clusters Score: Raw -3102505.730277 + Penalty 4944.365632 = -3097561.364645 nChanged 3 SP:Iteration 94Q (6840.520000 sec): 3 clusters Score: Raw -3102506.101644 + Penalty 4944.365632 = -3097561.736012 nChanged 0 SP:Iteration 95F (6840.600000 sec): 3 clusters Score: Raw -3102506.101644 + Penalty 4944.365632 = -3097561.736012 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 17 (525 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6840.610000 sec): 2 clusters Score: Raw -68354.761432 + Penalty 1553.322769 = -66801.438663 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6840.620000 sec): 3 clusters Score: Raw -68393.263996 + Penalty 3106.645538 = -65286.618458 nChanged 93 SP:Iteration 1F (6840.620000 sec): 3 clusters Score: Raw -68559.135370 + Penalty 3106.645538 = -65452.489832 nChanged 21 SP:Iteration 2Q (6840.620000 sec): 3 clusters Score: Raw -68602.248462 + Penalty 3106.645538 = -65495.602924 nChanged 8 SP:Iteration 3Q (6840.620000 sec): 3 clusters Score: Raw -68615.747452 + Penalty 3106.645538 = -65509.101914 nChanged 5 SP:Iteration 4Q (6840.620000 sec): 3 clusters Score: Raw -68621.234102 + Penalty 3106.645538 = -65514.588564 nChanged 1 SP:Iteration 5Q (6840.620000 sec): 3 clusters Score: Raw -68626.143650 + Penalty 3106.645538 = -65519.498111 nChanged 1 SP:Iteration 6Q (6840.630000 sec): 3 clusters Score: Raw -68627.796978 + Penalty 3106.645538 = -65521.151439 nChanged 1 SP:Iteration 7Q (6840.630000 sec): 3 clusters Score: Raw -68628.705899 + Penalty 3106.645538 = -65522.060361 nChanged 0 SP:Iteration 8F (6840.630000 sec): 3 clusters Score: Raw -68628.705899 + Penalty 3106.645538 = -65522.060361 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 18 (10715 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6840.670000 sec): 2 clusters Score: Raw -1569824.069226 + Penalty 2301.291177 = -1567522.778049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6840.710000 sec): 3 clusters Score: Raw -1563929.921110 + Penalty 4602.582354 = -1559327.338755 nChanged 4459 SP:Iteration 1F (6840.750000 sec): 3 clusters Score: Raw -1566354.683643 + Penalty 4602.582354 = -1561752.101289 nChanged 770 SP:Iteration 2F (6840.800000 sec): 3 clusters Score: Raw -1566784.016640 + Penalty 4602.582354 = -1562181.434286 nChanged 644 SP:Iteration 3F (6840.840000 sec): 3 clusters Score: Raw -1567171.042560 + Penalty 4602.582354 = -1562568.460206 nChanged 577 SP:Iteration 4F (6840.880000 sec): 3 clusters Score: Raw -1567534.473037 + Penalty 4602.582354 = -1562931.890683 nChanged 581 SP:Iteration 5F (6840.920000 sec): 3 clusters Score: Raw -1567890.566818 + Penalty 4602.582354 = -1563287.984464 nChanged 605 SP:Iteration 6F (6840.960000 sec): 3 clusters Score: Raw -1568277.514217 + Penalty 4602.582354 = -1563674.931863 nChanged 552 SP:Iteration 7F (6841.000000 sec): 3 clusters Score: Raw -1568633.599239 + Penalty 4602.582354 = -1564031.016885 nChanged 524 SP:Iteration 8Q (6841.040000 sec): 3 clusters Score: Raw -1569018.489822 + Penalty 4602.582354 = -1564415.907468 nChanged 516 SP:Iteration 9Q (6841.080000 sec): 3 clusters Score: Raw -1569431.598406 + Penalty 4602.582354 = -1564829.016051 nChanged 425 SP:Iteration 10Q (6841.130000 sec): 3 clusters Score: Raw -1569789.348733 + Penalty 4602.582354 = -1565186.766379 nChanged 317 SP:Iteration 11Q (6841.170000 sec): 3 clusters Score: Raw -1570057.597032 + Penalty 4602.582354 = -1565455.014677 nChanged 247 SP:Iteration 12Q (6841.210000 sec): 3 clusters Score: Raw -1570282.502557 + Penalty 4602.582354 = -1565679.920202 nChanged 220 SP:Iteration 13Q (6841.240000 sec): 3 clusters Score: Raw -1570454.454570 + Penalty 4602.582354 = -1565851.872215 nChanged 167 SP:Iteration 14Q (6841.280000 sec): 3 clusters Score: Raw -1570576.674899 + Penalty 4602.582354 = -1565974.092545 nChanged 114 SP:Iteration 15Q (6841.320000 sec): 3 clusters Score: Raw -1570673.269754 + Penalty 4602.582354 = -1566070.687399 nChanged 92 SP:Iteration 16Q (6841.350000 sec): 3 clusters Score: Raw -1570728.256349 + Penalty 4602.582354 = -1566125.673995 nChanged 75 SP:Iteration 17Q (6841.380000 sec): 3 clusters Score: Raw -1570769.303801 + Penalty 4602.582354 = -1566166.721447 nChanged 55 SP:Iteration 18Q (6841.410000 sec): 3 clusters Score: Raw -1570795.519312 + Penalty 4602.582354 = -1566192.936957 nChanged 40 SP:Iteration 19Q (6841.440000 sec): 3 clusters Score: Raw -1570814.541217 + Penalty 4602.582354 = -1566211.958863 nChanged 35 SP:Iteration 20F (6841.480000 sec): 3 clusters Score: Raw -1570831.257661 + Penalty 4602.582354 = -1566228.675307 nChanged 33 SP:Iteration 21Q (6841.510000 sec): 3 clusters Score: Raw -1570845.985425 + Penalty 4602.582354 = -1566243.403071 nChanged 18 SP:Iteration 22Q (6841.550000 sec): 3 clusters Score: Raw -1570851.917385 + Penalty 4602.582354 = -1566249.335030 nChanged 12 SP:Iteration 23Q (6841.580000 sec): 3 clusters Score: Raw -1570855.233175 + Penalty 4602.582354 = -1566252.650821 nChanged 8 SP:Iteration 24Q (6841.610000 sec): 3 clusters Score: Raw -1570857.789450 + Penalty 4602.582354 = -1566255.207096 nChanged 8 SP:Iteration 25Q (6841.640000 sec): 3 clusters Score: Raw -1570861.273364 + Penalty 4602.582354 = -1566258.691009 nChanged 11 SP:Iteration 26Q (6841.670000 sec): 3 clusters Score: Raw -1570864.651297 + Penalty 4602.582354 = -1566262.068942 nChanged 8 SP:Iteration 27Q (6841.700000 sec): 3 clusters Score: Raw -1570867.499192 + Penalty 4602.582354 = -1566264.916838 nChanged 8 SP:Iteration 28Q (6841.740000 sec): 3 clusters Score: Raw -1570870.274458 + Penalty 4602.582354 = -1566267.692103 nChanged 9 SP:Iteration 29Q (6841.770000 sec): 3 clusters Score: Raw -1570873.212417 + Penalty 4602.582354 = -1566270.630063 nChanged 11 SP:Iteration 30Q (6841.800000 sec): 3 clusters Score: Raw -1570877.809587 + Penalty 4602.582354 = -1566275.227233 nChanged 7 SP:Iteration 31Q (6841.830000 sec): 3 clusters Score: Raw -1570880.008325 + Penalty 4602.582354 = -1566277.425971 nChanged 5 SP:Iteration 32Q (6841.860000 sec): 3 clusters Score: Raw -1570881.634321 + Penalty 4602.582354 = -1566279.051966 nChanged 1 SP:Iteration 33Q (6841.890000 sec): 3 clusters Score: Raw -1570881.894376 + Penalty 4602.582354 = -1566279.312022 nChanged 0 SP:Iteration 34F (6841.930000 sec): 3 clusters Score: Raw -1570881.894376 + Penalty 4602.582354 = -1566279.312022 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 19 (7860 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6841.960000 sec): 2 clusters Score: Raw -1111575.246291 + Penalty 2224.446388 = -1109350.799904 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6841.990000 sec): 3 clusters Score: Raw -1107540.711740 + Penalty 4448.892775 = -1103091.818965 nChanged 3169 SP:Iteration 1F (6842.020000 sec): 3 clusters Score: Raw -1109259.441966 + Penalty 4448.892775 = -1104810.549190 nChanged 528 SP:Iteration 2F (6842.050000 sec): 3 clusters Score: Raw -1109524.302219 + Penalty 4448.892775 = -1105075.409443 nChanged 398 SP:Iteration 3F (6842.080000 sec): 3 clusters Score: Raw -1109702.905907 + Penalty 4448.892775 = -1105254.013132 nChanged 308 SP:Iteration 4Q (6842.110000 sec): 3 clusters Score: Raw -1109837.226247 + Penalty 4448.892775 = -1105388.333472 nChanged 258 SP:Iteration 5Q (6842.140000 sec): 3 clusters Score: Raw -1109941.791733 + Penalty 4448.892775 = -1105492.898958 nChanged 197 SP:Iteration 6Q (6842.170000 sec): 3 clusters Score: Raw -1110016.368115 + Penalty 4448.892775 = -1105567.475340 nChanged 173 SP:Iteration 7Q (6842.200000 sec): 3 clusters Score: Raw -1110096.148003 + Penalty 4448.892775 = -1105647.255228 nChanged 182 SP:Iteration 8Q (6842.230000 sec): 3 clusters Score: Raw -1110170.578334 + Penalty 4448.892775 = -1105721.685559 nChanged 174 SP:Iteration 9Q (6842.260000 sec): 3 clusters Score: Raw -1110233.491829 + Penalty 4448.892775 = -1105784.599054 nChanged 151 SP:Iteration 10Q (6842.290000 sec): 3 clusters Score: Raw -1110301.869925 + Penalty 4448.892775 = -1105852.977150 nChanged 160 SP:Iteration 11Q (6842.320000 sec): 3 clusters Score: Raw -1110382.757645 + Penalty 4448.892775 = -1105933.864870 nChanged 164 SP:Iteration 12Q (6842.360000 sec): 3 clusters Score: Raw -1110467.606965 + Penalty 4448.892775 = -1106018.714190 nChanged 189 SP:Iteration 13Q (6842.390000 sec): 3 clusters Score: Raw -1110587.801573 + Penalty 4448.892775 = -1106138.908798 nChanged 222 SP:Iteration 14Q (6842.420000 sec): 3 clusters Score: Raw -1110736.009484 + Penalty 4448.892775 = -1106287.116709 nChanged 251 SP:Iteration 15Q (6842.440000 sec): 3 clusters Score: Raw -1110908.110253 + Penalty 4448.892775 = -1106459.217478 nChanged 269 SP:Iteration 16Q (6842.470000 sec): 3 clusters Score: Raw -1111093.901242 + Penalty 4448.892775 = -1106645.008467 nChanged 281 SP:Iteration 17Q (6842.500000 sec): 3 clusters Score: Raw -1111289.439862 + Penalty 4448.892775 = -1106840.547087 nChanged 244 SP:Iteration 18Q (6842.530000 sec): 3 clusters Score: Raw -1111436.518937 + Penalty 4448.892775 = -1106987.626162 nChanged 223 SP:Iteration 19Q (6842.560000 sec): 3 clusters Score: Raw -1111566.748281 + Penalty 4448.892775 = -1107117.855505 nChanged 202 SP:Iteration 20F (6842.590000 sec): 3 clusters Score: Raw -1111673.406614 + Penalty 4448.892775 = -1107224.513838 nChanged 197 SP:Iteration 21Q (6842.620000 sec): 3 clusters Score: Raw -1111769.230713 + Penalty 4448.892775 = -1107320.337937 nChanged 170 SP:Iteration 22Q (6842.640000 sec): 3 clusters Score: Raw -1111861.802109 + Penalty 4448.892775 = -1107412.909334 nChanged 169 SP:Iteration 23Q (6842.670000 sec): 3 clusters Score: Raw -1111950.847142 + Penalty 4448.892775 = -1107501.954367 nChanged 155 SP:Iteration 24Q (6842.700000 sec): 3 clusters Score: Raw -1112043.622065 + Penalty 4448.892775 = -1107594.729290 nChanged 167 SP:Iteration 25Q (6842.730000 sec): 3 clusters Score: Raw -1112148.322765 + Penalty 4448.892775 = -1107699.429989 nChanged 156 SP:Iteration 26Q (6842.760000 sec): 3 clusters Score: Raw -1112236.970544 + Penalty 4448.892775 = -1107788.077769 nChanged 136 SP:Iteration 27Q (6842.780000 sec): 3 clusters Score: Raw -1112312.913815 + Penalty 4448.892775 = -1107864.021039 nChanged 139 SP:Iteration 28Q (6842.810000 sec): 3 clusters Score: Raw -1112406.510276 + Penalty 4448.892775 = -1107957.617500 nChanged 142 SP:Iteration 29Q (6842.840000 sec): 3 clusters Score: Raw -1112529.634209 + Penalty 4448.892775 = -1108080.741434 nChanged 152 SP:Iteration 30Q (6842.870000 sec): 3 clusters Score: Raw -1112703.634301 + Penalty 4448.892775 = -1108254.741526 nChanged 148 SP:Iteration 31Q (6842.900000 sec): 3 clusters Score: Raw -1112826.263572 + Penalty 4448.892775 = -1108377.370796 nChanged 115 SP:Iteration 32Q (6842.930000 sec): 3 clusters Score: Raw -1112894.824932 + Penalty 4448.892775 = -1108445.932157 nChanged 82 SP:Iteration 33Q (6842.960000 sec): 3 clusters Score: Raw -1112923.366820 + Penalty 4448.892775 = -1108474.474045 nChanged 49 SP:Iteration 34Q (6842.990000 sec): 3 clusters Score: Raw -1112937.979546 + Penalty 4448.892775 = -1108489.086771 nChanged 34 SP:Iteration 35Q (6843.020000 sec): 3 clusters Score: Raw -1112949.274569 + Penalty 4448.892775 = -1108500.381794 nChanged 22 SP:Iteration 36Q (6843.040000 sec): 3 clusters Score: Raw -1112955.515213 + Penalty 4448.892775 = -1108506.622438 nChanged 20 SP:Iteration 37Q (6843.070000 sec): 3 clusters Score: Raw -1112961.746286 + Penalty 4448.892775 = -1108512.853511 nChanged 24 SP:Iteration 38Q (6843.100000 sec): 3 clusters Score: Raw -1112969.208169 + Penalty 4448.892775 = -1108520.315394 nChanged 26 SP:Iteration 39Q (6843.130000 sec): 3 clusters Score: Raw -1112976.440404 + Penalty 4448.892775 = -1108527.547629 nChanged 26 SP:Iteration 40F (6843.160000 sec): 3 clusters Score: Raw -1112982.725616 + Penalty 4448.892775 = -1108533.832841 nChanged 21 SP:Iteration 41Q (6843.190000 sec): 3 clusters Score: Raw -1112989.745845 + Penalty 4448.892775 = -1108540.853069 nChanged 23 SP:Iteration 42Q (6843.220000 sec): 3 clusters Score: Raw -1112997.186622 + Penalty 4448.892775 = -1108548.293847 nChanged 19 SP:Iteration 43Q (6843.240000 sec): 3 clusters Score: Raw -1113002.263982 + Penalty 4448.892775 = -1108553.371207 nChanged 11 SP:Iteration 44Q (6843.270000 sec): 3 clusters Score: Raw -1113004.782578 + Penalty 4448.892775 = -1108555.889803 nChanged 8 SP:Iteration 45Q (6843.300000 sec): 3 clusters Score: Raw -1113006.913544 + Penalty 4448.892775 = -1108558.020769 nChanged 5 SP:Iteration 46Q (6843.330000 sec): 3 clusters Score: Raw -1113007.794312 + Penalty 4448.892775 = -1108558.901537 nChanged 3 SP:Iteration 47Q (6843.350000 sec): 3 clusters Score: Raw -1113008.418163 + Penalty 4448.892775 = -1108559.525387 nChanged 5 SP:Iteration 48Q (6843.380000 sec): 3 clusters Score: Raw -1113009.525890 + Penalty 4448.892775 = -1108560.633115 nChanged 2 SP:Iteration 49Q (6843.410000 sec): 3 clusters Score: Raw -1113010.047258 + Penalty 4448.892775 = -1108561.154483 nChanged 2 SP:Iteration 50Q (6843.440000 sec): 3 clusters Score: Raw -1113010.282600 + Penalty 4448.892775 = -1108561.389824 nChanged 1 SP:Iteration 51Q (6843.460000 sec): 3 clusters Score: Raw -1113010.488048 + Penalty 4448.892775 = -1108561.595273 nChanged 1 SP:Iteration 52Q (6843.490000 sec): 3 clusters Score: Raw -1113010.789326 + Penalty 4448.892775 = -1108561.896550 nChanged 2 SP:Iteration 53Q (6843.520000 sec): 3 clusters Score: Raw -1113011.074319 + Penalty 4448.892775 = -1108562.181544 nChanged 2 SP:Iteration 54Q (6843.540000 sec): 3 clusters Score: Raw -1113011.454298 + Penalty 4448.892775 = -1108562.561523 nChanged 1 SP:Iteration 55Q (6843.580000 sec): 3 clusters Score: Raw -1113011.525903 + Penalty 4448.892775 = -1108562.633128 nChanged 0 SP:Iteration 56F (6843.600000 sec): 3 clusters Score: Raw -1113011.525903 + Penalty 4448.892775 = -1108562.633128 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 20 (53235 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6843.790000 sec): 2 clusters Score: Raw -7755531.208589 + Penalty 2698.852896 = -7752832.355693 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6844.000000 sec): 3 clusters Score: Raw -7722629.111838 + Penalty 5397.705791 = -7717231.406046 nChanged 24458 SP:Iteration 1F (6844.210000 sec): 3 clusters Score: Raw -7736067.657153 + Penalty 5397.705791 = -7730669.951362 nChanged 2128 SP:Iteration 2Q (6844.420000 sec): 3 clusters Score: Raw -7736664.278656 + Penalty 5397.705791 = -7731266.572865 nChanged 2102 SP:Iteration 3Q (6844.630000 sec): 3 clusters Score: Raw -7737291.831414 + Penalty 5397.705791 = -7731894.125623 nChanged 2175 SP:Iteration 4Q (6844.840000 sec): 3 clusters Score: Raw -7737985.547224 + Penalty 5397.705791 = -7732587.841432 nChanged 2304 SP:Iteration 5Q (6845.060000 sec): 3 clusters Score: Raw -7738823.374137 + Penalty 5397.705791 = -7733425.668346 nChanged 2576 SP:Iteration 6Q (6845.260000 sec): 3 clusters Score: Raw -7739912.108373 + Penalty 5397.705791 = -7734514.402581 nChanged 2827 SP:Iteration 7F (6845.470000 sec): 3 clusters Score: Raw -7741366.754620 + Penalty 5397.705791 = -7735969.048829 nChanged 3268 SP:Iteration 8F (6845.670000 sec): 3 clusters Score: Raw -7743417.121839 + Penalty 5397.705791 = -7738019.416048 nChanged 3539 SP:Iteration 9F (6845.880000 sec): 3 clusters Score: Raw -7746013.724184 + Penalty 5397.705791 = -7740616.018393 nChanged 3562 SP:Iteration 10F (6846.080000 sec): 3 clusters Score: Raw -7748947.777493 + Penalty 5397.705791 = -7743550.071701 nChanged 3053 SP:Iteration 11F (6846.290000 sec): 3 clusters Score: Raw -7751617.794331 + Penalty 5397.705791 = -7746220.088540 nChanged 2121 SP:Iteration 12Q (6846.490000 sec): 3 clusters Score: Raw -7753482.129639 + Penalty 5397.705791 = -7748084.423848 nChanged 1301 SP:Iteration 13Q (6846.700000 sec): 3 clusters Score: Raw -7754620.467547 + Penalty 5397.705791 = -7749222.761756 nChanged 711 SP:Iteration 14Q (6846.880000 sec): 3 clusters Score: Raw -7755224.147223 + Penalty 5397.705791 = -7749826.441432 nChanged 323 SP:Iteration 15Q (6847.060000 sec): 3 clusters Score: Raw -7755502.668813 + Penalty 5397.705791 = -7750104.963021 nChanged 167 SP:Iteration 16Q (6847.220000 sec): 3 clusters Score: Raw -7755655.677536 + Penalty 5397.705791 = -7750257.971745 nChanged 108 SP:Iteration 17Q (6847.370000 sec): 3 clusters Score: Raw -7755760.651756 + Penalty 5397.705791 = -7750362.945965 nChanged 59 SP:Iteration 18Q (6847.520000 sec): 3 clusters Score: Raw -7755816.241979 + Penalty 5397.705791 = -7750418.536187 nChanged 44 SP:Iteration 19Q (6847.670000 sec): 3 clusters Score: Raw -7755859.394607 + Penalty 5397.705791 = -7750461.688815 nChanged 24 SP:Iteration 20F (6847.870000 sec): 3 clusters Score: Raw -7755887.562455 + Penalty 5397.705791 = -7750489.856663 nChanged 21 SP:Iteration 21Q (6848.020000 sec): 3 clusters Score: Raw -7755905.859907 + Penalty 5397.705791 = -7750508.154115 nChanged 8 SP:Iteration 22Q (6848.170000 sec): 3 clusters Score: Raw -7755914.232553 + Penalty 5397.705791 = -7750516.526762 nChanged 7 SP:Iteration 23Q (6848.320000 sec): 3 clusters Score: Raw -7755924.004066 + Penalty 5397.705791 = -7750526.298275 nChanged 9 SP:Iteration 24Q (6848.460000 sec): 3 clusters Score: Raw -7755931.793200 + Penalty 5397.705791 = -7750534.087408 nChanged 3 SP:Iteration 25Q (6848.610000 sec): 3 clusters Score: Raw -7755933.776091 + Penalty 5397.705791 = -7750536.070299 nChanged 5 SP:Iteration 26Q (6848.750000 sec): 3 clusters Score: Raw -7755938.829852 + Penalty 5397.705791 = -7750541.124061 nChanged 3 SP:Iteration 27Q (6848.900000 sec): 3 clusters Score: Raw -7755940.378551 + Penalty 5397.705791 = -7750542.672759 nChanged 0 SP:Iteration 28F (6849.100000 sec): 3 clusters Score: Raw -7755940.378551 + Penalty 5397.705791 = -7750542.672759 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 21 (562 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6849.120000 sec): 2 clusters Score: Raw -70790.256669 + Penalty 1570.212459 = -69220.044211 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6849.130000 sec): 3 clusters Score: Raw -70983.872214 + Penalty 3140.424918 = -67843.447297 nChanged 133 SP:Iteration 1F (6849.130000 sec): 3 clusters Score: Raw -71463.963630 + Penalty 3140.424918 = -68323.538713 nChanged 35 SP:Iteration 2F (6849.130000 sec): 3 clusters Score: Raw -71622.478089 + Penalty 3140.424918 = -68482.053171 nChanged 28 SP:Iteration 3Q (6849.130000 sec): 3 clusters Score: Raw -71789.567117 + Penalty 3140.424918 = -68649.142200 nChanged 22 SP:Iteration 4Q (6849.140000 sec): 3 clusters Score: Raw -71912.531378 + Penalty 3140.424918 = -68772.106461 nChanged 19 SP:Iteration 5Q (6849.140000 sec): 3 clusters Score: Raw -72007.968462 + Penalty 3140.424918 = -68867.543544 nChanged 19 SP:Iteration 6Q (6849.140000 sec): 3 clusters Score: Raw -72115.258932 + Penalty 3140.424918 = -68974.834015 nChanged 17 SP:Iteration 7Q (6849.140000 sec): 3 clusters Score: Raw -72235.813069 + Penalty 3140.424918 = -69095.388151 nChanged 11 SP:Iteration 8Q (6849.140000 sec): 3 clusters Score: Raw -72346.107602 + Penalty 3140.424918 = -69205.682685 nChanged 10 SP:Iteration 9Q (6849.140000 sec): 3 clusters Score: Raw -72410.536680 + Penalty 3140.424918 = -69270.111763 nChanged 5 SP:Iteration 10Q (6849.140000 sec): 3 clusters Score: Raw -72444.988776 + Penalty 3140.424918 = -69304.563859 nChanged 5 SP:Iteration 11Q (6849.150000 sec): 3 clusters Score: Raw -72457.904200 + Penalty 3140.424918 = -69317.479282 nChanged 2 SP:Iteration 12Q (6849.150000 sec): 3 clusters Score: Raw -72463.893186 + Penalty 3140.424918 = -69323.468268 nChanged 2 SP:Iteration 13Q (6849.150000 sec): 3 clusters Score: Raw -72469.438866 + Penalty 3140.424918 = -69329.013948 nChanged 3 SP:Iteration 14Q (6849.150000 sec): 3 clusters Score: Raw -72480.224662 + Penalty 3140.424918 = -69339.799745 nChanged 6 SP:Iteration 15Q (6849.150000 sec): 3 clusters Score: Raw -72507.389127 + Penalty 3140.424918 = -69366.964209 nChanged 6 SP:Iteration 16Q (6849.160000 sec): 3 clusters Score: Raw -72540.567426 + Penalty 3140.424918 = -69400.142509 nChanged 4 SP:Iteration 17Q (6849.160000 sec): 3 clusters Score: Raw -72591.452895 + Penalty 3140.424918 = -69451.027977 nChanged 3 SP:Iteration 18Q (6849.160000 sec): 3 clusters Score: Raw -72631.405804 + Penalty 3140.424918 = -69490.980887 nChanged 3 SP:Iteration 19Q (6849.160000 sec): 3 clusters Score: Raw -72641.119087 + Penalty 3140.424918 = -69500.694170 nChanged 1 SP:Iteration 20F (6849.160000 sec): 3 clusters Score: Raw -72644.316797 + Penalty 3140.424918 = -69503.891879 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 36. Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 22 (1303 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6849.170000 sec): 2 clusters Score: Raw -187576.649867 + Penalty 1778.761295 = -185797.888572 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6849.180000 sec): 3 clusters Score: Raw -187237.299671 + Penalty 3557.522590 = -183679.777080 nChanged 365 SP:Iteration 1F (6849.180000 sec): 3 clusters Score: Raw -187755.871329 + Penalty 3557.522590 = -184198.348738 nChanged 107 SP:Iteration 2F (6849.190000 sec): 3 clusters Score: Raw -187980.601077 + Penalty 3557.522590 = -184423.078487 nChanged 83 SP:Iteration 3F (6849.190000 sec): 3 clusters Score: Raw -188122.418516 + Penalty 3557.522590 = -184564.895926 nChanged 68 SP:Iteration 4F (6849.200000 sec): 3 clusters Score: Raw -188230.159068 + Penalty 3557.522590 = -184672.636478 nChanged 56 SP:Iteration 5Q (6849.200000 sec): 3 clusters Score: Raw -188333.395249 + Penalty 3557.522590 = -184775.872659 nChanged 40 SP:Iteration 6Q (6849.210000 sec): 3 clusters Score: Raw -188401.238469 + Penalty 3557.522590 = -184843.715879 nChanged 36 SP:Iteration 7Q (6849.210000 sec): 3 clusters Score: Raw -188471.672876 + Penalty 3557.522590 = -184914.150286 nChanged 31 SP:Iteration 8Q (6849.220000 sec): 3 clusters Score: Raw -188547.863337 + Penalty 3557.522590 = -184990.340747 nChanged 37 SP:Iteration 9Q (6849.220000 sec): 3 clusters Score: Raw -188642.145526 + Penalty 3557.522590 = -185084.622935 nChanged 35 SP:Iteration 10Q (6849.220000 sec): 3 clusters Score: Raw -188719.309351 + Penalty 3557.522590 = -185161.786761 nChanged 26 SP:Iteration 11Q (6849.230000 sec): 3 clusters Score: Raw -188799.199997 + Penalty 3557.522590 = -185241.677407 nChanged 39 SP:Iteration 12Q (6849.230000 sec): 3 clusters Score: Raw -188918.350040 + Penalty 3557.522590 = -185360.827450 nChanged 31 SP:Iteration 13Q (6849.240000 sec): 3 clusters Score: Raw -189001.245314 + Penalty 3557.522590 = -185443.722724 nChanged 32 SP:Iteration 14Q (6849.240000 sec): 3 clusters Score: Raw -189100.729332 + Penalty 3557.522590 = -185543.206741 nChanged 33 SP:Iteration 15Q (6849.240000 sec): 3 clusters Score: Raw -189187.541705 + Penalty 3557.522590 = -185630.019115 nChanged 25 SP:Iteration 16Q (6849.250000 sec): 3 clusters Score: Raw -189274.740049 + Penalty 3557.522590 = -185717.217458 nChanged 24 SP:Iteration 17Q (6849.250000 sec): 3 clusters Score: Raw -189345.763538 + Penalty 3557.522590 = -185788.240948 nChanged 18 SP:Iteration 18Q (6849.260000 sec): 3 clusters Score: Raw -189409.712341 + Penalty 3557.522590 = -185852.189751 nChanged 18 SP:Iteration 19Q (6849.260000 sec): 3 clusters Score: Raw -189457.047198 + Penalty 3557.522590 = -185899.524607 nChanged 7 SP:Iteration 20F (6849.260000 sec): 3 clusters Score: Raw -189469.014562 + Penalty 3557.522590 = -185911.491972 nChanged 2 SP:Iteration 21Q (6849.270000 sec): 3 clusters Score: Raw -189472.440627 + Penalty 3557.522590 = -185914.918037 nChanged 1 SP:Iteration 22Q (6849.270000 sec): 3 clusters Score: Raw -189473.668131 + Penalty 3557.522590 = -185916.145541 nChanged 0 SP:Iteration 23F (6849.280000 sec): 3 clusters Score: Raw -189473.668131 + Penalty 3557.522590 = -185916.145541 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 37. Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 23 (20933 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6849.360000 sec): 2 clusters Score: Raw -3058086.154961 + Penalty 2467.372371 = -3055618.782590 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6849.440000 sec): 3 clusters Score: Raw -3045944.368128 + Penalty 4934.744741 = -3041009.623387 nChanged 9201 SP:Iteration 1F (6849.520000 sec): 3 clusters Score: Raw -3051139.269009 + Penalty 4934.744741 = -3046204.524267 nChanged 1217 SP:Iteration 2F (6849.600000 sec): 3 clusters Score: Raw -3051671.824133 + Penalty 4934.744741 = -3046737.079391 nChanged 1012 SP:Iteration 3Q (6849.680000 sec): 3 clusters Score: Raw -3052068.305050 + Penalty 4934.744741 = -3047133.560308 nChanged 862 SP:Iteration 4Q (6849.760000 sec): 3 clusters Score: Raw -3052404.167919 + Penalty 4934.744741 = -3047469.423177 nChanged 834 SP:Iteration 5Q (6849.840000 sec): 3 clusters Score: Raw -3052745.475270 + Penalty 4934.744741 = -3047810.730528 nChanged 835 SP:Iteration 6Q (6849.920000 sec): 3 clusters Score: Raw -3053103.360838 + Penalty 4934.744741 = -3048168.616097 nChanged 877 SP:Iteration 7Q (6850.000000 sec): 3 clusters Score: Raw -3053516.100858 + Penalty 4934.744741 = -3048581.356117 nChanged 932 SP:Iteration 8Q (6850.080000 sec): 3 clusters Score: Raw -3054046.206224 + Penalty 4934.744741 = -3049111.461483 nChanged 1036 SP:Iteration 9Q (6850.170000 sec): 3 clusters Score: Raw -3054704.525374 + Penalty 4934.744741 = -3049769.780632 nChanged 1055 SP:Iteration 10F (6850.250000 sec): 3 clusters Score: Raw -3055453.712949 + Penalty 4934.744741 = -3050518.968208 nChanged 1002 SP:Iteration 11Q (6850.330000 sec): 3 clusters Score: Raw -3056199.260620 + Penalty 4934.744741 = -3051264.515879 nChanged 879 SP:Iteration 12Q (6850.410000 sec): 3 clusters Score: Raw -3056880.753987 + Penalty 4934.744741 = -3051946.009246 nChanged 660 SP:Iteration 13Q (6850.480000 sec): 3 clusters Score: Raw -3057388.193671 + Penalty 4934.744741 = -3052453.448930 nChanged 435 SP:Iteration 14Q (6850.550000 sec): 3 clusters Score: Raw -3057706.823609 + Penalty 4934.744741 = -3052772.078868 nChanged 296 SP:Iteration 15Q (6850.620000 sec): 3 clusters Score: Raw -3057939.122433 + Penalty 4934.744741 = -3053004.377692 nChanged 188 SP:Iteration 16Q (6850.680000 sec): 3 clusters Score: Raw -3058084.873748 + Penalty 4934.744741 = -3053150.129007 nChanged 110 SP:Iteration 17Q (6850.740000 sec): 3 clusters Score: Raw -3058179.350339 + Penalty 4934.744741 = -3053244.605598 nChanged 70 SP:Iteration 18Q (6850.810000 sec): 3 clusters Score: Raw -3058247.789617 + Penalty 4934.744741 = -3053313.044876 nChanged 55 SP:Iteration 19Q (6850.870000 sec): 3 clusters Score: Raw -3058307.234985 + Penalty 4934.744741 = -3053372.490243 nChanged 51 SP:Iteration 20F (6850.950000 sec): 3 clusters Score: Raw -3058358.551567 + Penalty 4934.744741 = -3053423.806825 nChanged 34 SP:Iteration 21Q (6851.010000 sec): 3 clusters Score: Raw -3058389.293881 + Penalty 4934.744741 = -3053454.549140 nChanged 21 SP:Iteration 22Q (6851.080000 sec): 3 clusters Score: Raw -3058408.991387 + Penalty 4934.744741 = -3053474.246645 nChanged 18 SP:Iteration 23Q (6851.140000 sec): 3 clusters Score: Raw -3058423.671352 + Penalty 4934.744741 = -3053488.926611 nChanged 8 SP:Iteration 24Q (6851.190000 sec): 3 clusters Score: Raw -3058436.472289 + Penalty 4934.744741 = -3053501.727547 nChanged 11 SP:Iteration 25Q (6851.250000 sec): 3 clusters Score: Raw -3058452.373053 + Penalty 4934.744741 = -3053517.628311 nChanged 8 SP:Iteration 26Q (6851.310000 sec): 3 clusters Score: Raw -3058460.722135 + Penalty 4934.744741 = -3053525.977394 nChanged 1 SP:Iteration 27Q (6851.370000 sec): 3 clusters Score: Raw -3058461.887508 + Penalty 4934.744741 = -3053527.142766 nChanged 3 SP:Iteration 28Q (6851.430000 sec): 3 clusters Score: Raw -3058463.835810 + Penalty 4934.744741 = -3053529.091068 nChanged 2 SP:Iteration 29Q (6851.490000 sec): 3 clusters Score: Raw -3058466.094807 + Penalty 4934.744741 = -3053531.350066 nChanged 1 SP:Iteration 30Q (6851.550000 sec): 3 clusters Score: Raw -3058466.848819 + Penalty 4934.744741 = -3053532.104077 nChanged 1 SP:Iteration 31Q (6851.610000 sec): 3 clusters Score: Raw -3058467.269762 + Penalty 4934.744741 = -3053532.525020 nChanged 0 SP:Iteration 32F (6851.690000 sec): 3 clusters Score: Raw -3058467.269762 + Penalty 4934.744741 = -3053532.525020 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 24 (2502 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6851.700000 sec): 2 clusters Score: Raw -353555.389084 + Penalty 1940.561731 = -351614.827353 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6851.720000 sec): 3 clusters Score: Raw -352551.490232 + Penalty 3881.123463 = -348670.366770 nChanged 845 SP:Iteration 1F (6851.720000 sec): 3 clusters Score: Raw -353158.429772 + Penalty 3881.123463 = -349277.306309 nChanged 216 SP:Iteration 2F (6851.730000 sec): 3 clusters Score: Raw -353381.403486 + Penalty 3881.123463 = -349500.280023 nChanged 155 SP:Iteration 3F (6851.740000 sec): 3 clusters Score: Raw -353582.700091 + Penalty 3881.123463 = -349701.576629 nChanged 156 SP:Iteration 4F (6851.750000 sec): 3 clusters Score: Raw -353798.389968 + Penalty 3881.123463 = -349917.266505 nChanged 133 SP:Iteration 5F (6851.760000 sec): 3 clusters Score: Raw -354008.271375 + Penalty 3881.123463 = -350127.147913 nChanged 131 SP:Iteration 6F (6851.770000 sec): 3 clusters Score: Raw -354181.241091 + Penalty 3881.123463 = -350300.117628 nChanged 121 SP:Iteration 7Q (6851.780000 sec): 3 clusters Score: Raw -354354.840138 + Penalty 3881.123463 = -350473.716675 nChanged 111 SP:Iteration 8Q (6851.790000 sec): 3 clusters Score: Raw -354508.110571 + Penalty 3881.123463 = -350626.987108 nChanged 92 SP:Iteration 9Q (6851.800000 sec): 3 clusters Score: Raw -354640.268626 + Penalty 3881.123463 = -350759.145163 nChanged 65 SP:Iteration 10Q (6851.800000 sec): 3 clusters Score: Raw -354723.222294 + Penalty 3881.123463 = -350842.098832 nChanged 65 SP:Iteration 11Q (6851.810000 sec): 3 clusters Score: Raw -354821.609379 + Penalty 3881.123463 = -350940.485916 nChanged 64 SP:Iteration 12Q (6851.820000 sec): 3 clusters Score: Raw -354934.483162 + Penalty 3881.123463 = -351053.359700 nChanged 81 SP:Iteration 13Q (6851.830000 sec): 3 clusters Score: Raw -355073.164448 + Penalty 3881.123463 = -351192.040986 nChanged 55 SP:Iteration 14Q (6851.840000 sec): 3 clusters Score: Raw -355157.577496 + Penalty 3881.123463 = -351276.454033 nChanged 40 SP:Iteration 15Q (6851.840000 sec): 3 clusters Score: Raw -355206.365344 + Penalty 3881.123463 = -351325.241882 nChanged 34 SP:Iteration 16Q (6851.850000 sec): 3 clusters Score: Raw -355242.071438 + Penalty 3881.123463 = -351360.947975 nChanged 20 SP:Iteration 17Q (6851.860000 sec): 3 clusters Score: Raw -355259.296104 + Penalty 3881.123463 = -351378.172641 nChanged 10 SP:Iteration 18Q (6851.870000 sec): 3 clusters Score: Raw -355266.833164 + Penalty 3881.123463 = -351385.709702 nChanged 6 SP:Iteration 19Q (6851.880000 sec): 3 clusters Score: Raw -355272.802171 + Penalty 3881.123463 = -351391.678709 nChanged 6 SP:Iteration 20F (6851.880000 sec): 3 clusters Score: Raw -355280.002319 + Penalty 3881.123463 = -351398.878856 nChanged 6 SP:Iteration 21Q (6851.890000 sec): 3 clusters Score: Raw -355285.302241 + Penalty 3881.123463 = -351404.178778 nChanged 3 SP:Iteration 22Q (6851.900000 sec): 3 clusters Score: Raw -355287.272896 + Penalty 3881.123463 = -351406.149433 nChanged 0 SP:Iteration 23F (6851.910000 sec): 3 clusters Score: Raw -355287.272896 + Penalty 3881.123463 = -351406.149433 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 25 (1082 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6851.920000 sec): 2 clusters Score: Raw -148090.000588 + Penalty 1732.668482 = -146357.332106 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6851.920000 sec): 3 clusters Score: Raw -147814.190227 + Penalty 3465.336964 = -144348.853263 nChanged 287 SP:Iteration 1F (6851.920000 sec): 3 clusters Score: Raw -148137.184365 + Penalty 3465.336964 = -144671.847401 nChanged 80 SP:Iteration 2F (6851.930000 sec): 3 clusters Score: Raw -148251.700889 + Penalty 3465.336964 = -144786.363926 nChanged 40 SP:Iteration 3Q (6851.930000 sec): 3 clusters Score: Raw -148311.495610 + Penalty 3465.336964 = -144846.158646 nChanged 30 SP:Iteration 4Q (6851.940000 sec): 3 clusters Score: Raw -148364.678878 + Penalty 3465.336964 = -144899.341914 nChanged 30 SP:Iteration 5Q (6851.940000 sec): 3 clusters Score: Raw -148417.358125 + Penalty 3465.336964 = -144952.021161 nChanged 30 SP:Iteration 6Q (6851.940000 sec): 3 clusters Score: Raw -148468.818326 + Penalty 3465.336964 = -145003.481362 nChanged 23 SP:Iteration 7Q (6851.950000 sec): 3 clusters Score: Raw -148506.827559 + Penalty 3465.336964 = -145041.490595 nChanged 19 SP:Iteration 8Q (6851.950000 sec): 3 clusters Score: Raw -148561.754918 + Penalty 3465.336964 = -145096.417954 nChanged 25 SP:Iteration 9Q (6851.960000 sec): 3 clusters Score: Raw -148619.657585 + Penalty 3465.336964 = -145154.320621 nChanged 31 SP:Iteration 10Q (6851.960000 sec): 3 clusters Score: Raw -148684.427649 + Penalty 3465.336964 = -145219.090685 nChanged 21 SP:Iteration 11Q (6851.960000 sec): 3 clusters Score: Raw -148718.290409 + Penalty 3465.336964 = -145252.953445 nChanged 18 SP:Iteration 12Q (6851.970000 sec): 3 clusters Score: Raw -148741.590020 + Penalty 3465.336964 = -145276.253056 nChanged 15 SP:Iteration 13Q (6851.970000 sec): 3 clusters Score: Raw -148764.687969 + Penalty 3465.336964 = -145299.351005 nChanged 11 SP:Iteration 14Q (6851.970000 sec): 3 clusters Score: Raw -148782.123509 + Penalty 3465.336964 = -145316.786545 nChanged 16 SP:Iteration 15Q (6851.980000 sec): 3 clusters Score: Raw -148810.913810 + Penalty 3465.336964 = -145345.576846 nChanged 17 SP:Iteration 16Q (6851.980000 sec): 3 clusters Score: Raw -148845.881704 + Penalty 3465.336964 = -145380.544741 nChanged 21 SP:Iteration 17Q (6851.980000 sec): 3 clusters Score: Raw -148887.896576 + Penalty 3465.336964 = -145422.559612 nChanged 14 SP:Iteration 18Q (6851.990000 sec): 3 clusters Score: Raw -148915.225576 + Penalty 3465.336964 = -145449.888613 nChanged 14 SP:Iteration 19Q (6851.990000 sec): 3 clusters Score: Raw -148937.010733 + Penalty 3465.336964 = -145471.673769 nChanged 7 SP:Iteration 20F (6852.000000 sec): 3 clusters Score: Raw -148948.693387 + Penalty 3465.336964 = -145483.356423 nChanged 6 SP:Iteration 21Q (6852.000000 sec): 3 clusters Score: Raw -148960.664932 + Penalty 3465.336964 = -145495.327968 nChanged 4 SP:Iteration 22Q (6852.000000 sec): 3 clusters Score: Raw -148964.936648 + Penalty 3465.336964 = -145499.599684 nChanged 3 SP:Iteration 23Q (6852.010000 sec): 3 clusters Score: Raw -148968.868511 + Penalty 3465.336964 = -145503.531547 nChanged 5 SP:Iteration 24Q (6852.010000 sec): 3 clusters Score: Raw -148979.572953 + Penalty 3465.336964 = -145514.235990 nChanged 2 SP:Iteration 25Q (6852.010000 sec): 3 clusters Score: Raw -148982.543148 + Penalty 3465.336964 = -145517.206184 nChanged 2 SP:Iteration 26Q (6852.020000 sec): 3 clusters Score: Raw -148984.732873 + Penalty 3465.336964 = -145519.395909 nChanged 0 SP:Iteration 27F (6852.020000 sec): 3 clusters Score: Raw -148984.732873 + Penalty 3465.336964 = -145519.395909 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 26 (25037 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6852.110000 sec): 2 clusters Score: Raw -3394833.084598 + Penalty 2511.771282 = -3392321.313315 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6852.200000 sec): 3 clusters Score: Raw -3380008.300775 + Penalty 5023.542565 = -3374984.758210 nChanged 11105 SP:Iteration 1F (6852.300000 sec): 3 clusters Score: Raw -3386651.396137 + Penalty 5023.542565 = -3381627.853572 nChanged 1951 SP:Iteration 2F (6852.390000 sec): 3 clusters Score: Raw -3388092.024372 + Penalty 5023.542565 = -3383068.481808 nChanged 2025 SP:Iteration 3F (6852.480000 sec): 3 clusters Score: Raw -3389826.419964 + Penalty 5023.542565 = -3384802.877399 nChanged 1993 SP:Iteration 4F (6852.580000 sec): 3 clusters Score: Raw -3391594.442772 + Penalty 5023.542565 = -3386570.900207 nChanged 1739 SP:Iteration 5F (6852.680000 sec): 3 clusters Score: Raw -3393044.357712 + Penalty 5023.542565 = -3388020.815147 nChanged 1275 SP:Iteration 6F (6852.770000 sec): 3 clusters Score: Raw -3394080.724562 + Penalty 5023.542565 = -3389057.181997 nChanged 980 SP:Iteration 7Q (6852.860000 sec): 3 clusters Score: Raw -3394797.013384 + Penalty 5023.542565 = -3389773.470819 nChanged 688 SP:Iteration 8Q (6852.960000 sec): 3 clusters Score: Raw -3395209.222901 + Penalty 5023.542565 = -3390185.680336 nChanged 467 SP:Iteration 9Q (6853.040000 sec): 3 clusters Score: Raw -3395476.270400 + Penalty 5023.542565 = -3390452.727835 nChanged 375 SP:Iteration 10Q (6853.130000 sec): 3 clusters Score: Raw -3395674.095254 + Penalty 5023.542565 = -3390650.552689 nChanged 300 SP:Iteration 11Q (6853.210000 sec): 3 clusters Score: Raw -3395817.778203 + Penalty 5023.542565 = -3390794.235638 nChanged 222 SP:Iteration 12Q (6853.290000 sec): 3 clusters Score: Raw -3395923.354265 + Penalty 5023.542565 = -3390899.811700 nChanged 196 SP:Iteration 13Q (6853.370000 sec): 3 clusters Score: Raw -3396012.356705 + Penalty 5023.542565 = -3390988.814140 nChanged 162 SP:Iteration 14Q (6853.450000 sec): 3 clusters Score: Raw -3396075.873404 + Penalty 5023.542565 = -3391052.330839 nChanged 138 SP:Iteration 15Q (6853.530000 sec): 3 clusters Score: Raw -3396130.717272 + Penalty 5023.542565 = -3391107.174707 nChanged 106 SP:Iteration 16Q (6853.610000 sec): 3 clusters Score: Raw -3396170.535550 + Penalty 5023.542565 = -3391146.992985 nChanged 119 SP:Iteration 17Q (6853.690000 sec): 3 clusters Score: Raw -3396221.254096 + Penalty 5023.542565 = -3391197.711531 nChanged 127 SP:Iteration 18Q (6853.770000 sec): 3 clusters Score: Raw -3396280.677971 + Penalty 5023.542565 = -3391257.135406 nChanged 120 SP:Iteration 19Q (6853.860000 sec): 3 clusters Score: Raw -3396336.641338 + Penalty 5023.542565 = -3391313.098773 nChanged 115 SP:Iteration 20F (6853.960000 sec): 3 clusters Score: Raw -3396395.446779 + Penalty 5023.542565 = -3391371.904214 nChanged 108 SP:Iteration 21Q (6854.040000 sec): 3 clusters Score: Raw -3396444.610471 + Penalty 5023.542565 = -3391421.067906 nChanged 99 SP:Iteration 22Q (6854.110000 sec): 3 clusters Score: Raw -3396492.293237 + Penalty 5023.542565 = -3391468.750672 nChanged 87 SP:Iteration 23Q (6854.190000 sec): 3 clusters Score: Raw -3396539.221649 + Penalty 5023.542565 = -3391515.679084 nChanged 87 SP:Iteration 24Q (6854.260000 sec): 3 clusters Score: Raw -3396579.870679 + Penalty 5023.542565 = -3391556.328114 nChanged 71 SP:Iteration 25Q (6854.340000 sec): 3 clusters Score: Raw -3396609.609499 + Penalty 5023.542565 = -3391586.066934 nChanged 66 SP:Iteration 26Q (6854.410000 sec): 3 clusters Score: Raw -3396638.587904 + Penalty 5023.542565 = -3391615.045339 nChanged 60 SP:Iteration 27Q (6854.490000 sec): 3 clusters Score: Raw -3396667.464002 + Penalty 5023.542565 = -3391643.921437 nChanged 46 SP:Iteration 28Q (6854.560000 sec): 3 clusters Score: Raw -3396688.785723 + Penalty 5023.542565 = -3391665.243158 nChanged 51 SP:Iteration 29Q (6854.630000 sec): 3 clusters Score: Raw -3396708.690650 + Penalty 5023.542565 = -3391685.148086 nChanged 56 SP:Iteration 30Q (6854.700000 sec): 3 clusters Score: Raw -3396731.390886 + Penalty 5023.542565 = -3391707.848321 nChanged 52 SP:Iteration 31Q (6854.780000 sec): 3 clusters Score: Raw -3396748.285067 + Penalty 5023.542565 = -3391724.742502 nChanged 31 SP:Iteration 32Q (6854.850000 sec): 3 clusters Score: Raw -3396757.631676 + Penalty 5023.542565 = -3391734.089111 nChanged 22 SP:Iteration 33Q (6854.920000 sec): 3 clusters Score: Raw -3396763.268319 + Penalty 5023.542565 = -3391739.725755 nChanged 19 SP:Iteration 34Q (6855.000000 sec): 3 clusters Score: Raw -3396769.057230 + Penalty 5023.542565 = -3391745.514665 nChanged 15 SP:Iteration 35Q (6855.070000 sec): 3 clusters Score: Raw -3396772.703985 + Penalty 5023.542565 = -3391749.161420 nChanged 13 SP:Iteration 36Q (6855.140000 sec): 3 clusters Score: Raw -3396776.110067 + Penalty 5023.542565 = -3391752.567502 nChanged 9 SP:Iteration 37Q (6855.220000 sec): 3 clusters Score: Raw -3396779.113529 + Penalty 5023.542565 = -3391755.570964 nChanged 8 SP:Iteration 38Q (6855.290000 sec): 3 clusters Score: Raw -3396781.069368 + Penalty 5023.542565 = -3391757.526803 nChanged 8 SP:Iteration 39Q (6855.370000 sec): 3 clusters Score: Raw -3396782.510320 + Penalty 5023.542565 = -3391758.967755 nChanged 5 SP:Iteration 40F (6855.460000 sec): 3 clusters Score: Raw -3396783.181733 + Penalty 5023.542565 = -3391759.639168 nChanged 4 SP:Iteration 41Q (6855.530000 sec): 3 clusters Score: Raw -3396783.713667 + Penalty 5023.542565 = -3391760.171102 nChanged 5 SP:Iteration 42Q (6855.610000 sec): 3 clusters Score: Raw -3396784.750603 + Penalty 5023.542565 = -3391761.208038 nChanged 2 SP:Iteration 43Q (6855.680000 sec): 3 clusters Score: Raw -3396785.055803 + Penalty 5023.542565 = -3391761.513239 nChanged 1 SP:Iteration 44Q (6855.760000 sec): 3 clusters Score: Raw -3396785.316030 + Penalty 5023.542565 = -3391761.773465 nChanged 1 SP:Iteration 45Q (6855.830000 sec): 3 clusters Score: Raw -3396785.604562 + Penalty 5023.542565 = -3391762.061997 nChanged 0 SP:Iteration 46F (6855.930000 sec): 3 clusters Score: Raw -3396785.604562 + Penalty 5023.542565 = -3391762.061997 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 27 (1685 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6855.940000 sec): 2 clusters Score: Raw -227741.005916 + Penalty 1842.521169 = -225898.484747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6855.950000 sec): 3 clusters Score: Raw -227256.129556 + Penalty 3685.042338 = -223571.087218 nChanged 536 SP:Iteration 1F (6855.960000 sec): 3 clusters Score: Raw -227857.365481 + Penalty 3685.042338 = -224172.323143 nChanged 168 SP:Iteration 2F (6855.960000 sec): 3 clusters Score: Raw -228135.586869 + Penalty 3685.042338 = -224450.544531 nChanged 127 SP:Iteration 3F (6855.970000 sec): 3 clusters Score: Raw -228327.420339 + Penalty 3685.042338 = -224642.378001 nChanged 92 SP:Iteration 4F (6855.980000 sec): 3 clusters Score: Raw -228456.902368 + Penalty 3685.042338 = -224771.860030 nChanged 68 SP:Iteration 5Q (6855.980000 sec): 3 clusters Score: Raw -228549.670462 + Penalty 3685.042338 = -224864.628124 nChanged 52 SP:Iteration 6Q (6855.990000 sec): 3 clusters Score: Raw -228627.189885 + Penalty 3685.042338 = -224942.147547 nChanged 38 SP:Iteration 7Q (6856.000000 sec): 3 clusters Score: Raw -228679.362400 + Penalty 3685.042338 = -224994.320062 nChanged 34 SP:Iteration 8Q (6856.000000 sec): 3 clusters Score: Raw -228739.529506 + Penalty 3685.042338 = -225054.487168 nChanged 24 SP:Iteration 9Q (6856.010000 sec): 3 clusters Score: Raw -228772.768564 + Penalty 3685.042338 = -225087.726226 nChanged 15 SP:Iteration 10Q (6856.010000 sec): 3 clusters Score: Raw -228788.649714 + Penalty 3685.042338 = -225103.607376 nChanged 10 SP:Iteration 11Q (6856.020000 sec): 3 clusters Score: Raw -228801.995846 + Penalty 3685.042338 = -225116.953508 nChanged 4 SP:Iteration 12Q (6856.020000 sec): 3 clusters Score: Raw -228805.650467 + Penalty 3685.042338 = -225120.608129 nChanged 4 SP:Iteration 13Q (6856.030000 sec): 3 clusters Score: Raw -228809.248501 + Penalty 3685.042338 = -225124.206163 nChanged 2 SP:Iteration 14Q (6856.040000 sec): 3 clusters Score: Raw -228811.755109 + Penalty 3685.042338 = -225126.712771 nChanged 3 SP:Iteration 15Q (6856.040000 sec): 3 clusters Score: Raw -228815.083724 + Penalty 3685.042338 = -225130.041386 nChanged 1 SP:Iteration 16Q (6856.050000 sec): 3 clusters Score: Raw -228816.576644 + Penalty 3685.042338 = -225131.534306 nChanged 1 SP:Iteration 17Q (6856.050000 sec): 3 clusters Score: Raw -228818.084415 + Penalty 3685.042338 = -225133.042077 nChanged 2 SP:Iteration 18Q (6856.060000 sec): 3 clusters Score: Raw -228819.339529 + Penalty 3685.042338 = -225134.297191 nChanged 1 SP:Iteration 19Q (6856.060000 sec): 3 clusters Score: Raw -228820.451437 + Penalty 3685.042338 = -225135.409099 nChanged 1 SP:Iteration 20F (6856.070000 sec): 3 clusters Score: Raw -228821.676162 + Penalty 3685.042338 = -225136.633824 nChanged 2 SP:Iteration 21Q (6856.080000 sec): 3 clusters Score: Raw -228823.293140 + Penalty 3685.042338 = -225138.250802 nChanged 3 SP:Iteration 22Q (6856.080000 sec): 3 clusters Score: Raw -228826.933893 + Penalty 3685.042338 = -225141.891555 nChanged 3 SP:Iteration 23Q (6856.090000 sec): 3 clusters Score: Raw -228831.623753 + Penalty 3685.042338 = -225146.581415 nChanged 4 SP:Iteration 24Q (6856.090000 sec): 3 clusters Score: Raw -228835.046538 + Penalty 3685.042338 = -225150.004200 nChanged 4 SP:Iteration 25Q (6856.100000 sec): 3 clusters Score: Raw -228838.685237 + Penalty 3685.042338 = -225153.642899 nChanged 4 SP:Iteration 26Q (6856.100000 sec): 3 clusters Score: Raw -228841.415338 + Penalty 3685.042338 = -225156.373000 nChanged 3 SP:Iteration 27Q (6856.110000 sec): 3 clusters Score: Raw -228844.774736 + Penalty 3685.042338 = -225159.732398 nChanged 2 SP:Iteration 28Q (6856.120000 sec): 3 clusters Score: Raw -228846.214395 + Penalty 3685.042338 = -225161.172057 nChanged 0 SP:Iteration 29F (6856.120000 sec): 3 clusters Score: Raw -228846.214395 + Penalty 3685.042338 = -225161.172057 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 28 (591 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6856.120000 sec): 2 clusters Score: Raw -79966.187465 + Penalty 1582.690372 = -78383.497092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6856.130000 sec): 3 clusters Score: Raw -79999.922641 + Penalty 3165.380745 = -76834.541897 nChanged 124 SP:Iteration 1F (6856.130000 sec): 3 clusters Score: Raw -80273.687615 + Penalty 3165.380745 = -77108.306870 nChanged 50 SP:Iteration 2F (6856.130000 sec): 3 clusters Score: Raw -80426.637276 + Penalty 3165.380745 = -77261.256531 nChanged 26 SP:Iteration 3Q (6856.140000 sec): 3 clusters Score: Raw -80525.863399 + Penalty 3165.380745 = -77360.482655 nChanged 20 SP:Iteration 4Q (6856.140000 sec): 3 clusters Score: Raw -80576.989838 + Penalty 3165.380745 = -77411.609093 nChanged 11 SP:Iteration 5Q (6856.140000 sec): 3 clusters Score: Raw -80605.308735 + Penalty 3165.380745 = -77439.927990 nChanged 7 SP:Iteration 6Q (6856.140000 sec): 3 clusters Score: Raw -80646.022647 + Penalty 3165.380745 = -77480.641903 nChanged 12 SP:Iteration 7Q (6856.140000 sec): 3 clusters Score: Raw -80704.573689 + Penalty 3165.380745 = -77539.192944 nChanged 18 SP:Iteration 8Q (6856.140000 sec): 3 clusters Score: Raw -80762.512102 + Penalty 3165.380745 = -77597.131357 nChanged 13 SP:Iteration 9Q (6856.150000 sec): 3 clusters Score: Raw -80812.991464 + Penalty 3165.380745 = -77647.610719 nChanged 12 SP:Iteration 10Q (6856.150000 sec): 3 clusters Score: Raw -80858.775808 + Penalty 3165.380745 = -77693.395064 nChanged 12 SP:Iteration 11Q (6856.150000 sec): 3 clusters Score: Raw -80901.307323 + Penalty 3165.380745 = -77735.926578 nChanged 7 SP:Iteration 12Q (6856.150000 sec): 3 clusters Score: Raw -80942.749202 + Penalty 3165.380745 = -77777.368458 nChanged 7 SP:Iteration 13Q (6856.160000 sec): 3 clusters Score: Raw -80972.037741 + Penalty 3165.380745 = -77806.656997 nChanged 5 SP:Iteration 14Q (6856.160000 sec): 3 clusters Score: Raw -80993.572916 + Penalty 3165.380745 = -77828.192172 nChanged 4 SP:Iteration 15Q (6856.160000 sec): 3 clusters Score: Raw -81013.321890 + Penalty 3165.380745 = -77847.941146 nChanged 2 SP:Iteration 16Q (6856.160000 sec): 3 clusters Score: Raw -81016.979960 + Penalty 3165.380745 = -77851.599215 nChanged 1 SP:Iteration 17Q (6856.160000 sec): 3 clusters Score: Raw -81022.306962 + Penalty 3165.380745 = -77856.926218 nChanged 0 SP:Iteration 18F (6856.160000 sec): 3 clusters Score: Raw -81030.837849 + Penalty 3165.380745 = -77865.457105 nChanged 3 SP:Iteration 19Q (6856.170000 sec): 3 clusters Score: Raw -81139.192690 + Penalty 3165.380745 = -77973.811945 nChanged 6 SP:Iteration 20F (6856.170000 sec): 3 clusters Score: Raw -81167.525922 + Penalty 3165.380745 = -78002.145177 nChanged 4 SP:Iteration 21Q (6856.170000 sec): 3 clusters Score: Raw -81182.675897 + Penalty 3165.380745 = -78017.295152 nChanged 0 SP:Iteration 22F (6856.170000 sec): 3 clusters Score: Raw -81182.675897 + Penalty 3165.380745 = -78017.295152 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 29 (5424 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6856.200000 sec): 2 clusters Score: Raw -765213.102284 + Penalty 2132.450030 = -763080.652255 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6856.220000 sec): 3 clusters Score: Raw -762488.708730 + Penalty 4264.900059 = -758223.808671 nChanged 2143 SP:Iteration 1F (6856.240000 sec): 3 clusters Score: Raw -763714.987772 + Penalty 4264.900059 = -759450.087712 nChanged 407 SP:Iteration 2F (6856.260000 sec): 3 clusters Score: Raw -763973.477681 + Penalty 4264.900059 = -759708.577622 nChanged 311 SP:Iteration 3F (6856.280000 sec): 3 clusters Score: Raw -764158.071589 + Penalty 4264.900059 = -759893.171530 nChanged 215 SP:Iteration 4Q (6856.300000 sec): 3 clusters Score: Raw -764292.887892 + Penalty 4264.900059 = -760027.987832 nChanged 182 SP:Iteration 5Q (6856.320000 sec): 3 clusters Score: Raw -764407.966242 + Penalty 4264.900059 = -760143.066183 nChanged 160 SP:Iteration 6Q (6856.340000 sec): 3 clusters Score: Raw -764497.816345 + Penalty 4264.900059 = -760232.916286 nChanged 128 SP:Iteration 7Q (6856.360000 sec): 3 clusters Score: Raw -764555.136630 + Penalty 4264.900059 = -760290.236570 nChanged 98 SP:Iteration 8Q (6856.380000 sec): 3 clusters Score: Raw -764596.134713 + Penalty 4264.900059 = -760331.234654 nChanged 101 SP:Iteration 9Q (6856.400000 sec): 3 clusters Score: Raw -764644.137850 + Penalty 4264.900059 = -760379.237790 nChanged 109 SP:Iteration 10Q (6856.420000 sec): 3 clusters Score: Raw -764690.025673 + Penalty 4264.900059 = -760425.125613 nChanged 83 SP:Iteration 11Q (6856.440000 sec): 3 clusters Score: Raw -764723.672568 + Penalty 4264.900059 = -760458.772509 nChanged 65 SP:Iteration 12Q (6856.460000 sec): 3 clusters Score: Raw -764750.754741 + Penalty 4264.900059 = -760485.854681 nChanged 67 SP:Iteration 13Q (6856.480000 sec): 3 clusters Score: Raw -764777.043112 + Penalty 4264.900059 = -760512.143053 nChanged 63 SP:Iteration 14Q (6856.500000 sec): 3 clusters Score: Raw -764801.761778 + Penalty 4264.900059 = -760536.861718 nChanged 60 SP:Iteration 15Q (6856.520000 sec): 3 clusters Score: Raw -764829.202619 + Penalty 4264.900059 = -760564.302559 nChanged 50 SP:Iteration 16Q (6856.540000 sec): 3 clusters Score: Raw -764848.050560 + Penalty 4264.900059 = -760583.150501 nChanged 43 SP:Iteration 17Q (6856.560000 sec): 3 clusters Score: Raw -764863.748752 + Penalty 4264.900059 = -760598.848692 nChanged 36 SP:Iteration 18Q (6856.580000 sec): 3 clusters Score: Raw -764876.837135 + Penalty 4264.900059 = -760611.937076 nChanged 35 SP:Iteration 19Q (6856.590000 sec): 3 clusters Score: Raw -764888.951831 + Penalty 4264.900059 = -760624.051772 nChanged 41 SP:Iteration 20F (6856.610000 sec): 3 clusters Score: Raw -764901.845510 + Penalty 4264.900059 = -760636.945450 nChanged 32 SP:Iteration 21Q (6856.630000 sec): 3 clusters Score: Raw -764912.136250 + Penalty 4264.900059 = -760647.236191 nChanged 26 SP:Iteration 22Q (6856.650000 sec): 3 clusters Score: Raw -764920.614574 + Penalty 4264.900059 = -760655.714515 nChanged 20 SP:Iteration 23Q (6856.670000 sec): 3 clusters Score: Raw -764929.027602 + Penalty 4264.900059 = -760664.127542 nChanged 28 SP:Iteration 24Q (6856.690000 sec): 3 clusters Score: Raw -764938.939211 + Penalty 4264.900059 = -760674.039151 nChanged 28 SP:Iteration 25Q (6856.710000 sec): 3 clusters Score: Raw -764948.281891 + Penalty 4264.900059 = -760683.381832 nChanged 29 SP:Iteration 26Q (6856.730000 sec): 3 clusters Score: Raw -764955.862842 + Penalty 4264.900059 = -760690.962782 nChanged 24 SP:Iteration 27Q (6856.750000 sec): 3 clusters Score: Raw -764964.152071 + Penalty 4264.900059 = -760699.252012 nChanged 25 SP:Iteration 28Q (6856.770000 sec): 3 clusters Score: Raw -764971.496937 + Penalty 4264.900059 = -760706.596878 nChanged 19 SP:Iteration 29Q (6856.790000 sec): 3 clusters Score: Raw -764979.323756 + Penalty 4264.900059 = -760714.423697 nChanged 17 SP:Iteration 30Q (6856.810000 sec): 3 clusters Score: Raw -764985.518608 + Penalty 4264.900059 = -760720.618548 nChanged 19 SP:Iteration 31Q (6856.830000 sec): 3 clusters Score: Raw -764990.748426 + Penalty 4264.900059 = -760725.848366 nChanged 11 SP:Iteration 32Q (6856.850000 sec): 3 clusters Score: Raw -764992.902455 + Penalty 4264.900059 = -760728.002396 nChanged 10 SP:Iteration 33Q (6856.870000 sec): 3 clusters Score: Raw -764995.626185 + Penalty 4264.900059 = -760730.726125 nChanged 8 SP:Iteration 34Q (6856.890000 sec): 3 clusters Score: Raw -764997.455346 + Penalty 4264.900059 = -760732.555286 nChanged 9 SP:Iteration 35Q (6856.910000 sec): 3 clusters Score: Raw -764999.726010 + Penalty 4264.900059 = -760734.825951 nChanged 7 SP:Iteration 36Q (6856.930000 sec): 3 clusters Score: Raw -765001.810300 + Penalty 4264.900059 = -760736.910240 nChanged 10 SP:Iteration 37Q (6856.940000 sec): 3 clusters Score: Raw -765004.801840 + Penalty 4264.900059 = -760739.901781 nChanged 9 SP:Iteration 38Q (6856.960000 sec): 3 clusters Score: Raw -765006.592346 + Penalty 4264.900059 = -760741.692286 nChanged 4 SP:Iteration 39Q (6856.980000 sec): 3 clusters Score: Raw -765007.453045 + Penalty 4264.900059 = -760742.552985 nChanged 4 SP:Iteration 40F (6857.000000 sec): 3 clusters Score: Raw -765008.103495 + Penalty 4264.900059 = -760743.203435 nChanged 3 SP:Iteration 41Q (6857.020000 sec): 3 clusters Score: Raw -765008.818290 + Penalty 4264.900059 = -760743.918231 nChanged 3 SP:Iteration 42Q (6857.040000 sec): 3 clusters Score: Raw -765009.582556 + Penalty 4264.900059 = -760744.682496 nChanged 3 SP:Iteration 43Q (6857.060000 sec): 3 clusters Score: Raw -765010.254772 + Penalty 4264.900059 = -760745.354712 nChanged 2 SP:Iteration 44Q (6857.080000 sec): 3 clusters Score: Raw -765010.810204 + Penalty 4264.900059 = -760745.910145 nChanged 3 SP:Iteration 45Q (6857.100000 sec): 3 clusters Score: Raw -765011.737872 + Penalty 4264.900059 = -760746.837813 nChanged 4 SP:Iteration 46Q (6857.120000 sec): 3 clusters Score: Raw -765012.553660 + Penalty 4264.900059 = -760747.653601 nChanged 6 SP:Iteration 47Q (6857.140000 sec): 3 clusters Score: Raw -765013.824436 + Penalty 4264.900059 = -760748.924377 nChanged 5 SP:Iteration 48Q (6857.160000 sec): 3 clusters Score: Raw -765014.994745 + Penalty 4264.900059 = -760750.094685 nChanged 5 SP:Iteration 49Q (6857.180000 sec): 3 clusters Score: Raw -765015.855892 + Penalty 4264.900059 = -760750.955832 nChanged 5 SP:Iteration 50Q (6857.200000 sec): 3 clusters Score: Raw -765017.461489 + Penalty 4264.900059 = -760752.561429 nChanged 3 SP:Iteration 51Q (6857.220000 sec): 3 clusters Score: Raw -765018.438406 + Penalty 4264.900059 = -760753.538347 nChanged 3 SP:Iteration 52Q (6857.240000 sec): 3 clusters Score: Raw -765019.055611 + Penalty 4264.900059 = -760754.155552 nChanged 0 SP:Iteration 53F (6857.260000 sec): 3 clusters Score: Raw -765019.055611 + Penalty 4264.900059 = -760754.155552 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 30 (306 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6857.260000 sec): 2 clusters Score: Raw -36412.240270 + Penalty 1419.449105 = -34992.791165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6857.260000 sec): 3 clusters Score: Raw -36675.376051 + Penalty 2838.898211 = -33836.477840 nChanged 60 SP:Iteration 1F (6857.270000 sec): 3 clusters Score: Raw -36924.966062 + Penalty 2838.898211 = -34086.067851 nChanged 23 SP:Iteration 2F (6857.270000 sec): 3 clusters Score: Raw -37034.345037 + Penalty 2838.898211 = -34195.446826 nChanged 13 SP:Iteration 3Q (6857.270000 sec): 3 clusters Score: Raw -37132.165143 + Penalty 2838.898211 = -34293.266933 nChanged 6 SP:Iteration 4Q (6857.270000 sec): 3 clusters Score: Raw -37193.993978 + Penalty 2838.898211 = -34355.095767 nChanged 3 SP:Iteration 5Q (6857.270000 sec): 3 clusters Score: Raw -37204.000950 + Penalty 2838.898211 = -34365.102740 nChanged 1 SP:Iteration 6Q (6857.270000 sec): 3 clusters Score: Raw -37210.703435 + Penalty 2838.898211 = -34371.805225 nChanged 0 SP:Iteration 7F (6857.280000 sec): 3 clusters Score: Raw -37210.703435 + Penalty 2838.898211 = -34371.805225 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 31 (335 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6857.280000 sec): 2 clusters Score: Raw -40673.448826 + Penalty 1441.904372 = -39231.544454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6857.280000 sec): 3 clusters Score: Raw -40928.852425 + Penalty 2883.808744 = -38045.043681 nChanged 62 SP:Iteration 1F (6857.280000 sec): 3 clusters Score: Raw -41133.453711 + Penalty 2883.808744 = -38249.644967 nChanged 22 SP:Iteration 2F (6857.280000 sec): 3 clusters Score: Raw -41260.986101 + Penalty 2883.808744 = -38377.177357 nChanged 19 SP:Iteration 3F (6857.280000 sec): 3 clusters Score: Raw -41360.668135 + Penalty 2883.808744 = -38476.859391 nChanged 8 SP:Iteration 4Q (6857.280000 sec): 3 clusters Score: Raw -41386.311489 + Penalty 2883.808744 = -38502.502746 nChanged 6 SP:Iteration 5Q (6857.280000 sec): 3 clusters Score: Raw -41405.028302 + Penalty 2883.808744 = -38521.219558 nChanged 6 SP:Iteration 6Q (6857.290000 sec): 3 clusters Score: Raw -41432.618227 + Penalty 2883.808744 = -38548.809483 nChanged 9 SP:Iteration 7Q (6857.290000 sec): 3 clusters Score: Raw -41500.010827 + Penalty 2883.808744 = -38616.202083 nChanged 10 SP:Iteration 8Q (6857.290000 sec): 3 clusters Score: Raw -41570.020533 + Penalty 2883.808744 = -38686.211789 nChanged 10 SP:Iteration 9Q (6857.290000 sec): 3 clusters Score: Raw -41676.847720 + Penalty 2883.808744 = -38793.038976 nChanged 5 SP:Iteration 10Q (6857.290000 sec): 3 clusters Score: Raw -41737.924685 + Penalty 2883.808744 = -38854.115941 nChanged 3 SP:Iteration 11Q (6857.290000 sec): 3 clusters Score: Raw -41749.034537 + Penalty 2883.808744 = -38865.225793 nChanged 2 SP:Iteration 12Q (6857.290000 sec): 3 clusters Score: Raw -41759.292733 + Penalty 2883.808744 = -38875.483989 nChanged 2 SP:Iteration 13Q (6857.300000 sec): 3 clusters Score: Raw -41786.679311 + Penalty 2883.808744 = -38902.870567 nChanged 3 SP:Iteration 14Q (6857.300000 sec): 3 clusters Score: Raw -41824.787361 + Penalty 2883.808744 = -38940.978617 nChanged 3 SP:Iteration 15Q (6857.300000 sec): 3 clusters Score: Raw -41856.161223 + Penalty 2883.808744 = -38972.352479 nChanged 5 SP:Iteration 16Q (6857.300000 sec): 3 clusters Score: Raw -41913.537273 + Penalty 2883.808744 = -39029.728529 nChanged 2 SP:Iteration 17Q (6857.300000 sec): 3 clusters Score: Raw -41959.660892 + Penalty 2883.808744 = -39075.852148 nChanged 1 SP:Iteration 18Q (6857.300000 sec): 3 clusters Score: Raw -42001.956117 + Penalty 2883.808744 = -39118.147373 nChanged 1 SP:Iteration 19Q (6857.300000 sec): 3 clusters Score: Raw -42069.156718 + Penalty 2883.808744 = -39185.347975 nChanged 0 SP:Iteration 20F (6857.300000 sec): 3 clusters Score: Raw -42069.156718 + Penalty 2883.808744 = -39185.347975 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 32 (10565 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6857.340000 sec): 2 clusters Score: Raw -1444059.704953 + Penalty 2297.794879 = -1441761.910074 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6857.380000 sec): 3 clusters Score: Raw -1438282.337178 + Penalty 4595.589757 = -1433686.747420 nChanged 4388 SP:Iteration 1F (6857.420000 sec): 3 clusters Score: Raw -1441077.434391 + Penalty 4595.589757 = -1436481.844633 nChanged 943 SP:Iteration 2F (6857.460000 sec): 3 clusters Score: Raw -1441943.560705 + Penalty 4595.589757 = -1437347.970947 nChanged 856 SP:Iteration 3F (6857.500000 sec): 3 clusters Score: Raw -1442827.142533 + Penalty 4595.589757 = -1438231.552775 nChanged 765 SP:Iteration 4F (6857.540000 sec): 3 clusters Score: Raw -1443602.278541 + Penalty 4595.589757 = -1439006.688784 nChanged 688 SP:Iteration 5F (6857.580000 sec): 3 clusters Score: Raw -1444266.341504 + Penalty 4595.589757 = -1439670.751747 nChanged 580 SP:Iteration 6F (6857.620000 sec): 3 clusters Score: Raw -1444773.665035 + Penalty 4595.589757 = -1440178.075278 nChanged 481 SP:Iteration 7Q (6857.650000 sec): 3 clusters Score: Raw -1445194.069024 + Penalty 4595.589757 = -1440598.479267 nChanged 439 SP:Iteration 8Q (6857.690000 sec): 3 clusters Score: Raw -1445528.035792 + Penalty 4595.589757 = -1440932.446035 nChanged 361 SP:Iteration 9Q (6857.720000 sec): 3 clusters Score: Raw -1445805.434014 + Penalty 4595.589757 = -1441209.844256 nChanged 307 SP:Iteration 10Q (6857.760000 sec): 3 clusters Score: Raw -1446043.421789 + Penalty 4595.589757 = -1441447.832032 nChanged 277 SP:Iteration 11Q (6857.800000 sec): 3 clusters Score: Raw -1446267.401206 + Penalty 4595.589757 = -1441671.811448 nChanged 229 SP:Iteration 12Q (6857.840000 sec): 3 clusters Score: Raw -1446430.039923 + Penalty 4595.589757 = -1441834.450165 nChanged 162 SP:Iteration 13Q (6857.870000 sec): 3 clusters Score: Raw -1446505.182194 + Penalty 4595.589757 = -1441909.592437 nChanged 115 SP:Iteration 14Q (6857.910000 sec): 3 clusters Score: Raw -1446547.248676 + Penalty 4595.589757 = -1441951.658919 nChanged 76 SP:Iteration 15Q (6857.940000 sec): 3 clusters Score: Raw -1446567.165555 + Penalty 4595.589757 = -1441971.575798 nChanged 48 SP:Iteration 16Q (6857.980000 sec): 3 clusters Score: Raw -1446578.273011 + Penalty 4595.589757 = -1441982.683254 nChanged 34 SP:Iteration 17Q (6858.010000 sec): 3 clusters Score: Raw -1446584.595995 + Penalty 4595.589757 = -1441989.006238 nChanged 29 SP:Iteration 18Q (6858.050000 sec): 3 clusters Score: Raw -1446588.961047 + Penalty 4595.589757 = -1441993.371290 nChanged 22 SP:Iteration 19Q (6858.080000 sec): 3 clusters Score: Raw -1446592.806596 + Penalty 4595.589757 = -1441997.216839 nChanged 12 SP:Iteration 20F (6858.120000 sec): 3 clusters Score: Raw -1446594.678936 + Penalty 4595.589757 = -1441999.089178 nChanged 13 SP:Iteration 21Q (6858.160000 sec): 3 clusters Score: Raw -1446597.090825 + Penalty 4595.589757 = -1442001.501068 nChanged 11 SP:Iteration 22Q (6858.200000 sec): 3 clusters Score: Raw -1446598.759752 + Penalty 4595.589757 = -1442003.169995 nChanged 15 SP:Iteration 23Q (6858.230000 sec): 3 clusters Score: Raw -1446601.209045 + Penalty 4595.589757 = -1442005.619288 nChanged 6 SP:Iteration 24Q (6858.270000 sec): 3 clusters Score: Raw -1446602.062526 + Penalty 4595.589757 = -1442006.472769 nChanged 6 SP:Iteration 25Q (6858.300000 sec): 3 clusters Score: Raw -1446602.634635 + Penalty 4595.589757 = -1442007.044878 nChanged 5 SP:Iteration 26Q (6858.340000 sec): 3 clusters Score: Raw -1446603.441162 + Penalty 4595.589757 = -1442007.851405 nChanged 5 SP:Iteration 27Q (6858.380000 sec): 3 clusters Score: Raw -1446603.990205 + Penalty 4595.589757 = -1442008.400448 nChanged 1 SP:Iteration 28Q (6858.410000 sec): 3 clusters Score: Raw -1446604.097841 + Penalty 4595.589757 = -1442008.508083 nChanged 0 SP:Iteration 29F (6858.450000 sec): 3 clusters Score: Raw -1446604.097841 + Penalty 4595.589757 = -1442008.508083 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 38. Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 33 (1365 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6858.460000 sec): 2 clusters Score: Raw -186149.403006 + Penalty 1790.289607 = -184359.113399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6858.470000 sec): 3 clusters Score: Raw -185752.602125 + Penalty 3580.579215 = -182172.022910 nChanged 385 SP:Iteration 1F (6858.470000 sec): 3 clusters Score: Raw -186143.418854 + Penalty 3580.579215 = -182562.839639 nChanged 108 SP:Iteration 2F (6858.480000 sec): 3 clusters Score: Raw -186364.990921 + Penalty 3580.579215 = -182784.411706 nChanged 77 SP:Iteration 3F (6858.480000 sec): 3 clusters Score: Raw -186533.727704 + Penalty 3580.579215 = -182953.148489 nChanged 78 SP:Iteration 4F (6858.490000 sec): 3 clusters Score: Raw -186648.496025 + Penalty 3580.579215 = -183067.916810 nChanged 65 SP:Iteration 5Q (6858.500000 sec): 3 clusters Score: Raw -186745.618132 + Penalty 3580.579215 = -183165.038917 nChanged 46 SP:Iteration 6Q (6858.500000 sec): 3 clusters Score: Raw -186813.668314 + Penalty 3580.579215 = -183233.089099 nChanged 48 SP:Iteration 7Q (6858.500000 sec): 3 clusters Score: Raw -186902.769797 + Penalty 3580.579215 = -183322.190583 nChanged 46 SP:Iteration 8Q (6858.510000 sec): 3 clusters Score: Raw -187005.546995 + Penalty 3580.579215 = -183424.967780 nChanged 47 SP:Iteration 9Q (6858.510000 sec): 3 clusters Score: Raw -187097.045837 + Penalty 3580.579215 = -183516.466622 nChanged 40 SP:Iteration 10Q (6858.520000 sec): 3 clusters Score: Raw -187167.435881 + Penalty 3580.579215 = -183586.856666 nChanged 35 SP:Iteration 11Q (6858.520000 sec): 3 clusters Score: Raw -187230.860686 + Penalty 3580.579215 = -183650.281471 nChanged 21 SP:Iteration 12Q (6858.530000 sec): 3 clusters Score: Raw -187264.191112 + Penalty 3580.579215 = -183683.611897 nChanged 13 SP:Iteration 13Q (6858.530000 sec): 3 clusters Score: Raw -187290.325452 + Penalty 3580.579215 = -183709.746237 nChanged 14 SP:Iteration 14Q (6858.540000 sec): 3 clusters Score: Raw -187311.706241 + Penalty 3580.579215 = -183731.127026 nChanged 8 SP:Iteration 15Q (6858.540000 sec): 3 clusters Score: Raw -187328.396179 + Penalty 3580.579215 = -183747.816964 nChanged 9 SP:Iteration 16Q (6858.540000 sec): 3 clusters Score: Raw -187344.418895 + Penalty 3580.579215 = -183763.839680 nChanged 6 SP:Iteration 17Q (6858.550000 sec): 3 clusters Score: Raw -187354.176503 + Penalty 3580.579215 = -183773.597288 nChanged 5 SP:Iteration 18Q (6858.550000 sec): 3 clusters Score: Raw -187364.025483 + Penalty 3580.579215 = -183783.446268 nChanged 5 SP:Iteration 19Q (6858.560000 sec): 3 clusters Score: Raw -187376.819421 + Penalty 3580.579215 = -183796.240206 nChanged 6 SP:Iteration 20F (6858.560000 sec): 3 clusters Score: Raw -187391.103327 + Penalty 3580.579215 = -183810.524112 nChanged 3 SP:Iteration 21Q (6858.560000 sec): 3 clusters Score: Raw -187395.162970 + Penalty 3580.579215 = -183814.583755 nChanged 4 SP:Iteration 22Q (6858.570000 sec): 3 clusters Score: Raw -187399.703930 + Penalty 3580.579215 = -183819.124715 nChanged 3 SP:Iteration 23Q (6858.580000 sec): 3 clusters Score: Raw -187407.897514 + Penalty 3580.579215 = -183827.318299 nChanged 3 SP:Iteration 24Q (6858.580000 sec): 3 clusters Score: Raw -187412.956609 + Penalty 3580.579215 = -183832.377394 nChanged 5 SP:Iteration 25Q (6858.580000 sec): 3 clusters Score: Raw -187423.246039 + Penalty 3580.579215 = -183842.666824 nChanged 5 SP:Iteration 26Q (6858.590000 sec): 3 clusters Score: Raw -187432.525884 + Penalty 3580.579215 = -183851.946669 nChanged 7 SP:Iteration 27Q (6858.590000 sec): 3 clusters Score: Raw -187451.723629 + Penalty 3580.579215 = -183871.144414 nChanged 10 SP:Iteration 28Q (6858.600000 sec): 3 clusters Score: Raw -187487.262836 + Penalty 3580.579215 = -183906.683621 nChanged 20 SP:Iteration 29Q (6858.600000 sec): 3 clusters Score: Raw -187570.232129 + Penalty 3580.579215 = -183989.652914 nChanged 28 SP:Iteration 30Q (6858.600000 sec): 3 clusters Score: Raw -187697.723383 + Penalty 3580.579215 = -184117.144168 nChanged 32 SP:Iteration 31Q (6858.610000 sec): 3 clusters Score: Raw -187882.022607 + Penalty 3580.579215 = -184301.443392 nChanged 27 SP:Iteration 32Q (6858.610000 sec): 3 clusters Score: Raw -187966.015607 + Penalty 3580.579215 = -184385.436392 nChanged 13 SP:Iteration 33Q (6858.620000 sec): 3 clusters Score: Raw -188010.142139 + Penalty 3580.579215 = -184429.562924 nChanged 7 SP:Iteration 34Q (6858.620000 sec): 3 clusters Score: Raw -188029.510256 + Penalty 3580.579215 = -184448.931041 nChanged 6 SP:Iteration 35Q (6858.620000 sec): 3 clusters Score: Raw -188040.728638 + Penalty 3580.579215 = -184460.149423 nChanged 7 SP:Iteration 36Q (6858.630000 sec): 3 clusters Score: Raw -188056.919048 + Penalty 3580.579215 = -184476.339833 nChanged 3 SP:Iteration 37Q (6858.630000 sec): 3 clusters Score: Raw -188062.142252 + Penalty 3580.579215 = -184481.563037 nChanged 3 SP:Iteration 38Q (6858.640000 sec): 3 clusters Score: Raw -188065.106069 + Penalty 3580.579215 = -184484.526854 nChanged 2 SP:Iteration 39Q (6858.640000 sec): 3 clusters Score: Raw -188067.559000 + Penalty 3580.579215 = -184486.979785 nChanged 1 SP:Iteration 40F (6858.640000 sec): 3 clusters Score: Raw -188068.760310 + Penalty 3580.579215 = -184488.181095 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 39. Deleting Class 12 (221 points): Lose 2727.277646 but Gain 3419.963987 Iteration 99Q (6870.000000 sec): 39 clusters Score: Raw -139316377.308517 + Penalty 129958.631490 = -139186418.677027 nChanged 2064 Iteration 100F (6920.380000 sec): 39 clusters Score: Raw -139318492.438753 + Penalty 129958.631490 = -139188533.807263 nChanged 1859 Iteration 101Q (6931.840000 sec): 39 clusters Score: Raw -139319482.693333 + Penalty 129958.631490 = -139189524.061843 nChanged 1338 Iteration 102Q (6943.780000 sec): 39 clusters Score: Raw -139320222.958936 + Penalty 129958.631490 = -139190264.327446 nChanged 1232 Iteration 103Q (6955.060000 sec): 39 clusters Score: Raw -139320609.428296 + Penalty 129958.631490 = -139190650.796806 nChanged 1214 Iteration 104Q (6966.330000 sec): 39 clusters Score: Raw -139320899.902781 + Penalty 129958.631490 = -139190941.271291 nChanged 1204 Iteration 105Q (6991.580000 sec): 39 clusters Score: Raw -139321211.045606 + Penalty 129958.631490 = -139191252.414116 nChanged 1269 Iteration 106Q (7016.890000 sec): 39 clusters Score: Raw -139321492.512360 + Penalty 129958.631490 = -139191533.880870 nChanged 1264 Iteration 107Q (7029.080000 sec): 39 clusters Score: Raw -139321767.787790 + Penalty 129958.631490 = -139191809.156300 nChanged 1276 Iteration 108Q (7046.170000 sec): 39 clusters Score: Raw -139322044.282384 + Penalty 129958.631490 = -139192085.650894 nChanged 1300 Iteration 109Q (7069.860000 sec): 39 clusters Score: Raw -139322330.263901 + Penalty 129958.631490 = -139192371.632410 nChanged 1295 Iteration 110Q (7080.780000 sec): 39 clusters Score: Raw -139322531.240212 + Penalty 129958.631490 = -139192572.608722 nChanged 1174 Iteration 111Q (7091.600000 sec): 39 clusters Score: Raw -139322688.449042 + Penalty 129958.631490 = -139192729.817552 nChanged 951 Iteration 112Q (7102.630000 sec): 39 clusters Score: Raw -139322792.372115 + Penalty 129958.631490 = -139192833.740625 nChanged 814 Iteration 113Q (7113.590000 sec): 39 clusters Score: Raw -139322875.191511 + Penalty 129958.631490 = -139192916.560021 nChanged 716 Iteration 114Q (7124.710000 sec): 39 clusters Score: Raw -139322935.142796 + Penalty 129958.631490 = -139192976.511306 nChanged 624 Iteration 115Q (7154.260000 sec): 39 clusters Score: Raw -139322979.046685 + Penalty 129958.631490 = -139193020.415195 nChanged 497 Iteration 116Q (7167.160000 sec): 39 clusters Score: Raw -139323009.527999 + Penalty 129958.631490 = -139193050.896509 nChanged 370 Iteration 117Q (7180.050000 sec): 39 clusters Score: Raw -139323031.010229 + Penalty 129958.631490 = -139193072.378739 nChanged 314 Iteration 118Q (7192.990000 sec): 39 clusters Score: Raw -139323045.514395 + Penalty 129958.631490 = -139193086.882905 nChanged 259 Iteration 119Q (7204.980000 sec): 39 clusters Score: Raw -139323058.367227 + Penalty 129958.631490 = -139193099.735737 nChanged 234 Iteration 120F (7255.360000 sec): 39 clusters Score: Raw -139323143.424535 + Penalty 129958.631490 = -139193184.793045 nChanged 221 Iteration 121Q (7273.330000 sec): 39 clusters Score: Raw -139323208.004804 + Penalty 129958.631490 = -139193249.373314 nChanged 208 Iteration 122Q (7284.420000 sec): 39 clusters Score: Raw -139323294.482766 + Penalty 129958.631490 = -139193335.851276 nChanged 179 Iteration 123Q (7295.740000 sec): 39 clusters Score: Raw -139323339.391848 + Penalty 129958.631490 = -139193380.760358 nChanged 153 Iteration 124Q (7307.290000 sec): 39 clusters Score: Raw -139323352.269794 + Penalty 129958.631490 = -139193393.638304 nChanged 120 Iteration 125Q (7319.630000 sec): 39 clusters Score: Raw -139323358.315043 + Penalty 129958.631490 = -139193399.683553 nChanged 116 Iteration 126Q (7331.350000 sec): 39 clusters Score: Raw -139323363.089187 + Penalty 129958.631490 = -139193404.457697 nChanged 95 Iteration 127Q (7350.480000 sec): 39 clusters Score: Raw -139323366.886968 + Penalty 129958.631490 = -139193408.255478 nChanged 91 Iteration 128Q (7376.790000 sec): 39 clusters Score: Raw -139323370.456585 + Penalty 129958.631490 = -139193411.825095 nChanged 77 Iteration 129Q (7388.290000 sec): 39 clusters Score: Raw -139323373.381564 + Penalty 129958.631490 = -139193414.750074 nChanged 66 Iteration 130Q (7400.180000 sec): 39 clusters Score: Raw -139323376.144702 + Penalty 129958.631490 = -139193417.513212 nChanged 55 Iteration 131Q (7411.360000 sec): 39 clusters Score: Raw -139323378.845005 + Penalty 129958.631490 = -139193420.213515 nChanged 57 Iteration 132Q (7426.970000 sec): 39 clusters Score: Raw -139323382.044506 + Penalty 129958.631490 = -139193423.413016 nChanged 45 Iteration 133Q (7440.040000 sec): 39 clusters Score: Raw -139323385.423432 + Penalty 129958.631490 = -139193426.791942 nChanged 42 Iteration 134Q (7453.560000 sec): 39 clusters Score: Raw -139323388.229618 + Penalty 129958.631490 = -139193429.598128 nChanged 50 Iteration 135Q (7466.470000 sec): 39 clusters Score: Raw -139323391.358410 + Penalty 129958.631490 = -139193432.726920 nChanged 54 Iteration 136Q (7481.060000 sec): 39 clusters Score: Raw -139323394.620026 + Penalty 129958.631490 = -139193435.988536 nChanged 52 Iteration 137Q (7495.860000 sec): 39 clusters Score: Raw -139323398.651868 + Penalty 129958.631490 = -139193440.020378 nChanged 60 Iteration 138Q (7511.410000 sec): 39 clusters Score: Raw -139323402.524571 + Penalty 129958.631490 = -139193443.893081 nChanged 38 Writing temp clu file Because OldScore, -139193440.020378, is greater than current (better) Score,-139193443.893081 Compute initial score before splitting: Score: Raw -139323402.524571 + Penalty 129958.631490 = -139193443.893081 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 1 (3121 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7511.670000 sec): 2 clusters Score: Raw -435963.614168 + Penalty 1995.385368 = -433968.228800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7511.680000 sec): 3 clusters Score: Raw -434702.987500 + Penalty 3990.770736 = -430712.216764 nChanged 1118 SP:Iteration 1F (7511.690000 sec): 3 clusters Score: Raw -435616.585698 + Penalty 3990.770736 = -431625.814962 nChanged 280 SP:Iteration 2F (7511.710000 sec): 3 clusters Score: Raw -435892.865978 + Penalty 3990.770736 = -431902.095242 nChanged 176 SP:Iteration 3F (7511.710000 sec): 3 clusters Score: Raw -436065.245162 + Penalty 3990.770736 = -432074.474425 nChanged 144 SP:Iteration 4Q (7511.730000 sec): 3 clusters Score: Raw -436181.562268 + Penalty 3990.770736 = -432190.791532 nChanged 97 SP:Iteration 5Q (7511.740000 sec): 3 clusters Score: Raw -436257.310460 + Penalty 3990.770736 = -432266.539723 nChanged 98 SP:Iteration 6Q (7511.750000 sec): 3 clusters Score: Raw -436328.763757 + Penalty 3990.770736 = -432337.993021 nChanged 85 SP:Iteration 7Q (7511.760000 sec): 3 clusters Score: Raw -436381.518847 + Penalty 3990.770736 = -432390.748110 nChanged 51 SP:Iteration 8Q (7511.770000 sec): 3 clusters Score: Raw -436410.750861 + Penalty 3990.770736 = -432419.980125 nChanged 55 SP:Iteration 9Q (7511.780000 sec): 3 clusters Score: Raw -436446.577215 + Penalty 3990.770736 = -432455.806479 nChanged 48 SP:Iteration 10Q (7511.790000 sec): 3 clusters Score: Raw -436471.804234 + Penalty 3990.770736 = -432481.033497 nChanged 45 SP:Iteration 11Q (7511.810000 sec): 3 clusters Score: Raw -436497.544449 + Penalty 3990.770736 = -432506.773713 nChanged 43 SP:Iteration 12Q (7511.820000 sec): 3 clusters Score: Raw -436521.326429 + Penalty 3990.770736 = -432530.555693 nChanged 30 SP:Iteration 13Q (7511.830000 sec): 3 clusters Score: Raw -436540.433933 + Penalty 3990.770736 = -432549.663197 nChanged 19 SP:Iteration 14Q (7511.840000 sec): 3 clusters Score: Raw -436560.923152 + Penalty 3990.770736 = -432570.152416 nChanged 30 SP:Iteration 15Q (7511.850000 sec): 3 clusters Score: Raw -436594.598049 + Penalty 3990.770736 = -432603.827312 nChanged 39 SP:Iteration 16Q (7511.860000 sec): 3 clusters Score: Raw -436632.655797 + Penalty 3990.770736 = -432641.885061 nChanged 39 SP:Iteration 17Q (7511.870000 sec): 3 clusters Score: Raw -436666.319467 + Penalty 3990.770736 = -432675.548730 nChanged 37 SP:Iteration 18Q (7511.890000 sec): 3 clusters Score: Raw -436695.475720 + Penalty 3990.770736 = -432704.704984 nChanged 32 SP:Iteration 19Q (7511.890000 sec): 3 clusters Score: Raw -436720.032610 + Penalty 3990.770736 = -432729.261873 nChanged 28 SP:Iteration 20F (7511.910000 sec): 3 clusters Score: Raw -436752.237781 + Penalty 3990.770736 = -432761.467045 nChanged 33 SP:Iteration 21Q (7511.920000 sec): 3 clusters Score: Raw -436780.436314 + Penalty 3990.770736 = -432789.665578 nChanged 31 SP:Iteration 22Q (7511.930000 sec): 3 clusters Score: Raw -436803.692212 + Penalty 3990.770736 = -432812.921476 nChanged 27 SP:Iteration 23Q (7511.940000 sec): 3 clusters Score: Raw -436818.455626 + Penalty 3990.770736 = -432827.684890 nChanged 21 SP:Iteration 24Q (7511.950000 sec): 3 clusters Score: Raw -436832.254156 + Penalty 3990.770736 = -432841.483420 nChanged 15 SP:Iteration 25Q (7511.960000 sec): 3 clusters Score: Raw -436838.198631 + Penalty 3990.770736 = -432847.427895 nChanged 11 SP:Iteration 26Q (7511.970000 sec): 3 clusters Score: Raw -436841.686363 + Penalty 3990.770736 = -432850.915626 nChanged 11 SP:Iteration 27Q (7511.980000 sec): 3 clusters Score: Raw -436845.681897 + Penalty 3990.770736 = -432854.911161 nChanged 12 SP:Iteration 28Q (7511.990000 sec): 3 clusters Score: Raw -436849.497133 + Penalty 3990.770736 = -432858.726397 nChanged 14 SP:Iteration 29Q (7512.010000 sec): 3 clusters Score: Raw -436854.111654 + Penalty 3990.770736 = -432863.340917 nChanged 5 SP:Iteration 30Q (7512.010000 sec): 3 clusters Score: Raw -436855.842500 + Penalty 3990.770736 = -432865.071764 nChanged 3 SP:Iteration 31Q (7512.030000 sec): 3 clusters Score: Raw -436856.501967 + Penalty 3990.770736 = -432865.731231 nChanged 1 SP:Iteration 32Q (7512.040000 sec): 3 clusters Score: Raw -436856.774006 + Penalty 3990.770736 = -432866.003270 nChanged 2 SP:Iteration 33Q (7512.050000 sec): 3 clusters Score: Raw -436858.024135 + Penalty 3990.770736 = -432867.253399 nChanged 2 SP:Iteration 34Q (7512.060000 sec): 3 clusters Score: Raw -436858.838200 + Penalty 3990.770736 = -432868.067464 nChanged 2 SP:Iteration 35Q (7512.070000 sec): 3 clusters Score: Raw -436859.326017 + Penalty 3990.770736 = -432868.555281 nChanged 1 SP:Iteration 36Q (7512.080000 sec): 3 clusters Score: Raw -436859.634562 + Penalty 3990.770736 = -432868.863826 nChanged 2 SP:Iteration 37Q (7512.090000 sec): 3 clusters Score: Raw -436860.334189 + Penalty 3990.770736 = -432869.563453 nChanged 2 SP:Iteration 38Q (7512.100000 sec): 3 clusters Score: Raw -436860.851225 + Penalty 3990.770736 = -432870.080489 nChanged 0 SP:Iteration 39F (7512.120000 sec): 3 clusters Score: Raw -436860.851225 + Penalty 3990.770736 = -432870.080489 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 2 (138784 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7512.590000 sec): 2 clusters Score: Raw -20117056.915592 + Penalty 2936.487164 = -20114120.428429 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7513.110000 sec): 3 clusters Score: Raw -20026874.078906 + Penalty 5872.974327 = -20021001.104579 nChanged 66335 SP:Iteration 1F (7513.640000 sec): 3 clusters Score: Raw -20065455.338713 + Penalty 5872.974327 = -20059582.364386 nChanged 4211 SP:Iteration 2Q (7514.200000 sec): 3 clusters Score: Raw -20066382.950507 + Penalty 5872.974327 = -20060509.976180 nChanged 4432 SP:Iteration 3Q (7514.760000 sec): 3 clusters Score: Raw -20067481.827076 + Penalty 5872.974327 = -20061608.852749 nChanged 4770 SP:Iteration 4Q (7515.300000 sec): 3 clusters Score: Raw -20068933.525951 + Penalty 5872.974327 = -20063060.551624 nChanged 5534 SP:Iteration 5Q (7515.840000 sec): 3 clusters Score: Raw -20071128.927472 + Penalty 5872.974327 = -20065255.953145 nChanged 6818 SP:Iteration 6Q (7516.380000 sec): 3 clusters Score: Raw -20074712.552733 + Penalty 5872.974327 = -20068839.578406 nChanged 8575 SP:Iteration 7F (7516.930000 sec): 3 clusters Score: Raw -20080527.584875 + Penalty 5872.974327 = -20074654.610548 nChanged 9658 SP:Iteration 8F (7517.450000 sec): 3 clusters Score: Raw -20088243.490000 + Penalty 5872.974327 = -20082370.515673 nChanged 9240 SP:Iteration 9F (7517.980000 sec): 3 clusters Score: Raw -20096084.823721 + Penalty 5872.974327 = -20090211.849394 nChanged 7351 SP:Iteration 10F (7518.500000 sec): 3 clusters Score: Raw -20102015.202372 + Penalty 5872.974327 = -20096142.228045 nChanged 5358 SP:Iteration 11Q (7519.000000 sec): 3 clusters Score: Raw -20105992.045227 + Penalty 5872.974327 = -20100119.070900 nChanged 3943 SP:Iteration 12Q (7519.490000 sec): 3 clusters Score: Raw -20108830.494992 + Penalty 5872.974327 = -20102957.520665 nChanged 3144 SP:Iteration 13Q (7519.940000 sec): 3 clusters Score: Raw -20111035.697969 + Penalty 5872.974327 = -20105162.723642 nChanged 2415 SP:Iteration 14Q (7520.370000 sec): 3 clusters Score: Raw -20112669.591285 + Penalty 5872.974327 = -20106796.616958 nChanged 1894 SP:Iteration 15Q (7520.800000 sec): 3 clusters Score: Raw -20113979.583834 + Penalty 5872.974327 = -20108106.609507 nChanged 1434 SP:Iteration 16Q (7521.220000 sec): 3 clusters Score: Raw -20114940.827798 + Penalty 5872.974327 = -20109067.853471 nChanged 1046 SP:Iteration 17Q (7521.630000 sec): 3 clusters Score: Raw -20115622.139408 + Penalty 5872.974327 = -20109749.165081 nChanged 795 SP:Iteration 18Q (7522.030000 sec): 3 clusters Score: Raw -20116135.150685 + Penalty 5872.974327 = -20110262.176358 nChanged 593 SP:Iteration 19Q (7522.410000 sec): 3 clusters Score: Raw -20116520.082713 + Penalty 5872.974327 = -20110647.108386 nChanged 418 SP:Iteration 20F (7522.940000 sec): 3 clusters Score: Raw -20116767.846863 + Penalty 5872.974327 = -20110894.872536 nChanged 287 SP:Iteration 21Q (7523.330000 sec): 3 clusters Score: Raw -20116932.485569 + Penalty 5872.974327 = -20111059.511242 nChanged 217 SP:Iteration 22Q (7523.700000 sec): 3 clusters Score: Raw -20117062.774789 + Penalty 5872.974327 = -20111189.800462 nChanged 159 SP:Iteration 23Q (7524.080000 sec): 3 clusters Score: Raw -20117144.243275 + Penalty 5872.974327 = -20111271.268948 nChanged 117 SP:Iteration 24Q (7524.460000 sec): 3 clusters Score: Raw -20117204.411518 + Penalty 5872.974327 = -20111331.437191 nChanged 89 SP:Iteration 25Q (7524.840000 sec): 3 clusters Score: Raw -20117246.731638 + Penalty 5872.974327 = -20111373.757311 nChanged 58 SP:Iteration 26Q (7525.240000 sec): 3 clusters Score: Raw -20117273.369270 + Penalty 5872.974327 = -20111400.394943 nChanged 40 SP:Iteration 27Q (7525.630000 sec): 3 clusters Score: Raw -20117294.049841 + Penalty 5872.974327 = -20111421.075514 nChanged 31 SP:Iteration 28Q (7526.000000 sec): 3 clusters Score: Raw -20117305.096637 + Penalty 5872.974327 = -20111432.122309 nChanged 23 SP:Iteration 29Q (7526.370000 sec): 3 clusters Score: Raw -20117316.120505 + Penalty 5872.974327 = -20111443.146178 nChanged 25 SP:Iteration 30Q (7526.750000 sec): 3 clusters Score: Raw -20117327.178260 + Penalty 5872.974327 = -20111454.203933 nChanged 24 SP:Iteration 31Q (7527.130000 sec): 3 clusters Score: Raw -20117338.408055 + Penalty 5872.974327 = -20111465.433728 nChanged 25 SP:Iteration 32Q (7527.500000 sec): 3 clusters Score: Raw -20117351.264320 + Penalty 5872.974327 = -20111478.289993 nChanged 27 SP:Iteration 33Q (7527.870000 sec): 3 clusters Score: Raw -20117363.504529 + Penalty 5872.974327 = -20111490.530202 nChanged 21 SP:Iteration 34Q (7528.240000 sec): 3 clusters Score: Raw -20117371.841599 + Penalty 5872.974327 = -20111498.867272 nChanged 14 SP:Iteration 35Q (7528.610000 sec): 3 clusters Score: Raw -20117378.093538 + Penalty 5872.974327 = -20111505.119211 nChanged 14 SP:Iteration 36Q (7528.980000 sec): 3 clusters Score: Raw -20117386.118790 + Penalty 5872.974327 = -20111513.144462 nChanged 20 SP:Iteration 37Q (7529.350000 sec): 3 clusters Score: Raw -20117397.822299 + Penalty 5872.974327 = -20111524.847971 nChanged 18 SP:Iteration 38Q (7529.720000 sec): 3 clusters Score: Raw -20117405.860671 + Penalty 5872.974327 = -20111532.886344 nChanged 11 SP:Iteration 39Q (7530.090000 sec): 3 clusters Score: Raw -20117411.241805 + Penalty 5872.974327 = -20111538.267478 nChanged 15 SP:Iteration 40F (7530.620000 sec): 3 clusters Score: Raw -20117420.146738 + Penalty 5872.974327 = -20111547.172411 nChanged 14 SP:Iteration 41Q (7531.000000 sec): 3 clusters Score: Raw -20117426.190366 + Penalty 5872.974327 = -20111553.216039 nChanged 9 SP:Iteration 42Q (7531.380000 sec): 3 clusters Score: Raw -20117430.125107 + Penalty 5872.974327 = -20111557.150779 nChanged 7 SP:Iteration 43Q (7531.770000 sec): 3 clusters Score: Raw -20117433.377185 + Penalty 5872.974327 = -20111560.402858 nChanged 8 SP:Iteration 44Q (7532.150000 sec): 3 clusters Score: Raw -20117437.376888 + Penalty 5872.974327 = -20111564.402560 nChanged 7 SP:Iteration 45Q (7532.530000 sec): 3 clusters Score: Raw -20117440.736778 + Penalty 5872.974327 = -20111567.762451 nChanged 7 SP:Iteration 46Q (7532.900000 sec): 3 clusters Score: Raw -20117445.044476 + Penalty 5872.974327 = -20111572.070149 nChanged 4 SP:Iteration 47Q (7533.280000 sec): 3 clusters Score: Raw -20117447.493811 + Penalty 5872.974327 = -20111574.519484 nChanged 8 SP:Iteration 48Q (7533.660000 sec): 3 clusters Score: Raw -20117451.048661 + Penalty 5872.974327 = -20111578.074334 nChanged 5 SP:Iteration 49Q (7534.040000 sec): 3 clusters Score: Raw -20117453.360312 + Penalty 5872.974327 = -20111580.385985 nChanged 6 SP:Iteration 50Q (7534.420000 sec): 3 clusters Score: Raw -20117455.430032 + Penalty 5872.974327 = -20111582.455705 nChanged 0 SP:Iteration 51F (7534.940000 sec): 3 clusters Score: Raw -20117455.430032 + Penalty 5872.974327 = -20111582.455705 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 3 (3440 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7535.030000 sec): 2 clusters Score: Raw -497767.932309 + Penalty 2019.520234 = -495748.412075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7535.040000 sec): 3 clusters Score: Raw -496246.818143 + Penalty 4039.040468 = -492207.777675 nChanged 1236 SP:Iteration 1F (7535.060000 sec): 3 clusters Score: Raw -497003.480868 + Penalty 4039.040468 = -492964.440399 nChanged 256 SP:Iteration 2F (7535.070000 sec): 3 clusters Score: Raw -497165.209430 + Penalty 4039.040468 = -493126.168962 nChanged 151 SP:Iteration 3Q (7535.080000 sec): 3 clusters Score: Raw -497270.117890 + Penalty 4039.040468 = -493231.077422 nChanged 122 SP:Iteration 4Q (7535.090000 sec): 3 clusters Score: Raw -497349.300685 + Penalty 4039.040468 = -493310.260216 nChanged 98 SP:Iteration 5Q (7535.100000 sec): 3 clusters Score: Raw -497415.145023 + Penalty 4039.040468 = -493376.104555 nChanged 80 SP:Iteration 6Q (7535.120000 sec): 3 clusters Score: Raw -497461.644509 + Penalty 4039.040468 = -493422.604041 nChanged 80 SP:Iteration 7Q (7535.130000 sec): 3 clusters Score: Raw -497507.345316 + Penalty 4039.040468 = -493468.304848 nChanged 64 SP:Iteration 8Q (7535.150000 sec): 3 clusters Score: Raw -497544.217986 + Penalty 4039.040468 = -493505.177518 nChanged 69 SP:Iteration 9Q (7535.160000 sec): 3 clusters Score: Raw -497577.882684 + Penalty 4039.040468 = -493538.842216 nChanged 60 SP:Iteration 10Q (7535.170000 sec): 3 clusters Score: Raw -497618.380075 + Penalty 4039.040468 = -493579.339607 nChanged 57 SP:Iteration 11Q (7535.190000 sec): 3 clusters Score: Raw -497653.272405 + Penalty 4039.040468 = -493614.231937 nChanged 62 SP:Iteration 12Q (7535.200000 sec): 3 clusters Score: Raw -497691.686674 + Penalty 4039.040468 = -493652.646206 nChanged 66 SP:Iteration 13Q (7535.210000 sec): 3 clusters Score: Raw -497734.505963 + Penalty 4039.040468 = -493695.465495 nChanged 56 SP:Iteration 14Q (7535.220000 sec): 3 clusters Score: Raw -497765.689202 + Penalty 4039.040468 = -493726.648733 nChanged 53 SP:Iteration 15Q (7535.240000 sec): 3 clusters Score: Raw -497794.189946 + Penalty 4039.040468 = -493755.149477 nChanged 45 SP:Iteration 16Q (7535.250000 sec): 3 clusters Score: Raw -497817.752722 + Penalty 4039.040468 = -493778.712254 nChanged 40 SP:Iteration 17Q (7535.260000 sec): 3 clusters Score: Raw -497839.152821 + Penalty 4039.040468 = -493800.112353 nChanged 26 SP:Iteration 18Q (7535.280000 sec): 3 clusters Score: Raw -497852.415816 + Penalty 4039.040468 = -493813.375348 nChanged 25 SP:Iteration 19Q (7535.290000 sec): 3 clusters Score: Raw -497866.501406 + Penalty 4039.040468 = -493827.460938 nChanged 28 SP:Iteration 20F (7535.300000 sec): 3 clusters Score: Raw -497883.997095 + Penalty 4039.040468 = -493844.956627 nChanged 28 SP:Iteration 21Q (7535.310000 sec): 3 clusters Score: Raw -497900.572605 + Penalty 4039.040468 = -493861.532137 nChanged 24 SP:Iteration 22Q (7535.320000 sec): 3 clusters Score: Raw -497912.576955 + Penalty 4039.040468 = -493873.536487 nChanged 23 SP:Iteration 23Q (7535.350000 sec): 3 clusters Score: Raw -497924.764036 + Penalty 4039.040468 = -493885.723567 nChanged 23 SP:Iteration 24Q (7535.360000 sec): 3 clusters Score: Raw -497941.317315 + Penalty 4039.040468 = -493902.276847 nChanged 26 SP:Iteration 25Q (7535.380000 sec): 3 clusters Score: Raw -497954.565267 + Penalty 4039.040468 = -493915.524799 nChanged 21 SP:Iteration 26Q (7535.390000 sec): 3 clusters Score: Raw -497966.058627 + Penalty 4039.040468 = -493927.018159 nChanged 17 SP:Iteration 27Q (7535.400000 sec): 3 clusters Score: Raw -497976.154171 + Penalty 4039.040468 = -493937.113703 nChanged 18 SP:Iteration 28Q (7535.410000 sec): 3 clusters Score: Raw -497989.411260 + Penalty 4039.040468 = -493950.370792 nChanged 23 SP:Iteration 29Q (7535.420000 sec): 3 clusters Score: Raw -498003.040986 + Penalty 4039.040468 = -493964.000518 nChanged 16 SP:Iteration 30Q (7535.440000 sec): 3 clusters Score: Raw -498013.250579 + Penalty 4039.040468 = -493974.210111 nChanged 17 SP:Iteration 31Q (7535.450000 sec): 3 clusters Score: Raw -498020.558318 + Penalty 4039.040468 = -493981.517850 nChanged 9 SP:Iteration 32Q (7535.460000 sec): 3 clusters Score: Raw -498023.975811 + Penalty 4039.040468 = -493984.935343 nChanged 9 SP:Iteration 33Q (7535.470000 sec): 3 clusters Score: Raw -498028.250238 + Penalty 4039.040468 = -493989.209770 nChanged 7 SP:Iteration 34Q (7535.480000 sec): 3 clusters Score: Raw -498031.587141 + Penalty 4039.040468 = -493992.546673 nChanged 7 SP:Iteration 35Q (7535.500000 sec): 3 clusters Score: Raw -498035.963675 + Penalty 4039.040468 = -493996.923207 nChanged 8 SP:Iteration 36Q (7535.510000 sec): 3 clusters Score: Raw -498041.059196 + Penalty 4039.040468 = -494002.018728 nChanged 10 SP:Iteration 37Q (7535.520000 sec): 3 clusters Score: Raw -498047.200096 + Penalty 4039.040468 = -494008.159628 nChanged 12 SP:Iteration 38Q (7535.540000 sec): 3 clusters Score: Raw -498054.246840 + Penalty 4039.040468 = -494015.206372 nChanged 11 SP:Iteration 39Q (7535.550000 sec): 3 clusters Score: Raw -498059.385581 + Penalty 4039.040468 = -494020.345112 nChanged 10 SP:Iteration 40F (7535.560000 sec): 3 clusters Score: Raw -498065.274418 + Penalty 4039.040468 = -494026.233950 nChanged 12 SP:Iteration 41Q (7535.580000 sec): 3 clusters Score: Raw -498072.352939 + Penalty 4039.040468 = -494033.312471 nChanged 12 SP:Iteration 42Q (7535.590000 sec): 3 clusters Score: Raw -498078.221020 + Penalty 4039.040468 = -494039.180552 nChanged 4 SP:Iteration 43Q (7535.600000 sec): 3 clusters Score: Raw -498079.253796 + Penalty 4039.040468 = -494040.213328 nChanged 4 SP:Iteration 44Q (7535.610000 sec): 3 clusters Score: Raw -498080.887620 + Penalty 4039.040468 = -494041.847152 nChanged 4 SP:Iteration 45Q (7535.620000 sec): 3 clusters Score: Raw -498082.598873 + Penalty 4039.040468 = -494043.558405 nChanged 7 SP:Iteration 46Q (7535.640000 sec): 3 clusters Score: Raw -498086.660898 + Penalty 4039.040468 = -494047.620430 nChanged 5 SP:Iteration 47Q (7535.650000 sec): 3 clusters Score: Raw -498088.838054 + Penalty 4039.040468 = -494049.797586 nChanged 4 SP:Iteration 48Q (7535.660000 sec): 3 clusters Score: Raw -498090.662941 + Penalty 4039.040468 = -494051.622473 nChanged 5 SP:Iteration 49Q (7535.670000 sec): 3 clusters Score: Raw -498092.728494 + Penalty 4039.040468 = -494053.688025 nChanged 4 SP:Iteration 50Q (7535.680000 sec): 3 clusters Score: Raw -498094.614982 + Penalty 4039.040468 = -494055.574514 nChanged 4 SP:Iteration 51Q (7535.700000 sec): 3 clusters Score: Raw -498097.658549 + Penalty 4039.040468 = -494058.618081 nChanged 3 SP:Iteration 52Q (7535.710000 sec): 3 clusters Score: Raw -498099.274684 + Penalty 4039.040468 = -494060.234215 nChanged 1 SP:Iteration 53Q (7535.720000 sec): 3 clusters Score: Raw -498099.985773 + Penalty 4039.040468 = -494060.945305 nChanged 3 SP:Iteration 54Q (7535.740000 sec): 3 clusters Score: Raw -498102.419777 + Penalty 4039.040468 = -494063.379309 nChanged 4 SP:Iteration 55Q (7535.750000 sec): 3 clusters Score: Raw -498104.509385 + Penalty 4039.040468 = -494065.468917 nChanged 5 SP:Iteration 56Q (7535.760000 sec): 3 clusters Score: Raw -498107.694193 + Penalty 4039.040468 = -494068.653725 nChanged 6 SP:Iteration 57Q (7535.770000 sec): 3 clusters Score: Raw -498111.022516 + Penalty 4039.040468 = -494071.982048 nChanged 8 SP:Iteration 58Q (7535.790000 sec): 3 clusters Score: Raw -498115.170592 + Penalty 4039.040468 = -494076.130124 nChanged 8 SP:Iteration 59Q (7535.800000 sec): 3 clusters Score: Raw -498119.334927 + Penalty 4039.040468 = -494080.294459 nChanged 7 SP:Iteration 60F (7535.810000 sec): 3 clusters Score: Raw -498122.823767 + Penalty 4039.040468 = -494083.783299 nChanged 4 SP:Iteration 61Q (7535.820000 sec): 3 clusters Score: Raw -498125.899873 + Penalty 4039.040468 = -494086.859405 nChanged 7 SP:Iteration 62Q (7535.840000 sec): 3 clusters Score: Raw -498130.665609 + Penalty 4039.040468 = -494091.625140 nChanged 5 SP:Iteration 63Q (7535.850000 sec): 3 clusters Score: Raw -498133.766342 + Penalty 4039.040468 = -494094.725874 nChanged 8 SP:Iteration 64Q (7535.860000 sec): 3 clusters Score: Raw -498138.154010 + Penalty 4039.040468 = -494099.113542 nChanged 5 SP:Iteration 65Q (7535.870000 sec): 3 clusters Score: Raw -498141.460766 + Penalty 4039.040468 = -494102.420298 nChanged 4 SP:Iteration 66Q (7535.890000 sec): 3 clusters Score: Raw -498143.382907 + Penalty 4039.040468 = -494104.342439 nChanged 4 SP:Iteration 67Q (7535.900000 sec): 3 clusters Score: Raw -498146.446308 + Penalty 4039.040468 = -494107.405840 nChanged 6 SP:Iteration 68Q (7535.910000 sec): 3 clusters Score: Raw -498149.377861 + Penalty 4039.040468 = -494110.337393 nChanged 4 SP:Iteration 69Q (7535.920000 sec): 3 clusters Score: Raw -498152.049460 + Penalty 4039.040468 = -494113.008992 nChanged 3 SP:Iteration 70Q (7535.940000 sec): 3 clusters Score: Raw -498153.734801 + Penalty 4039.040468 = -494114.694333 nChanged 3 SP:Iteration 71Q (7535.950000 sec): 3 clusters Score: Raw -498155.446113 + Penalty 4039.040468 = -494116.405645 nChanged 1 SP:Iteration 72Q (7535.960000 sec): 3 clusters Score: Raw -498156.042293 + Penalty 4039.040468 = -494117.001825 nChanged 3 SP:Iteration 73Q (7535.980000 sec): 3 clusters Score: Raw -498158.463634 + Penalty 4039.040468 = -494119.423166 nChanged 1 SP:Iteration 74Q (7535.990000 sec): 3 clusters Score: Raw -498159.712644 + Penalty 4039.040468 = -494120.672176 nChanged 3 SP:Iteration 75Q (7536.000000 sec): 3 clusters Score: Raw -498161.112498 + Penalty 4039.040468 = -494122.072029 nChanged 1 SP:Iteration 76Q (7536.020000 sec): 3 clusters Score: Raw -498161.582846 + Penalty 4039.040468 = -494122.542377 nChanged 0 SP:Iteration 77F (7536.030000 sec): 3 clusters Score: Raw -498161.582846 + Penalty 4039.040468 = -494122.542377 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 4 (2070 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7536.040000 sec): 2 clusters Score: Raw -258252.522613 + Penalty 1893.555364 = -256358.967250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7536.050000 sec): 3 clusters Score: Raw -257497.667350 + Penalty 3787.110728 = -253710.556623 nChanged 657 SP:Iteration 1F (7536.060000 sec): 3 clusters Score: Raw -258027.256349 + Penalty 3787.110728 = -254240.145622 nChanged 181 SP:Iteration 2F (7536.060000 sec): 3 clusters Score: Raw -258243.677984 + Penalty 3787.110728 = -254456.567256 nChanged 137 SP:Iteration 3F (7536.070000 sec): 3 clusters Score: Raw -258380.650662 + Penalty 3787.110728 = -254593.539935 nChanged 80 SP:Iteration 4Q (7536.080000 sec): 3 clusters Score: Raw -258457.110085 + Penalty 3787.110728 = -254669.999357 nChanged 63 SP:Iteration 5Q (7536.080000 sec): 3 clusters Score: Raw -258530.936085 + Penalty 3787.110728 = -254743.825358 nChanged 52 SP:Iteration 6Q (7536.090000 sec): 3 clusters Score: Raw -258578.719806 + Penalty 3787.110728 = -254791.609078 nChanged 54 SP:Iteration 7Q (7536.100000 sec): 3 clusters Score: Raw -258630.396452 + Penalty 3787.110728 = -254843.285725 nChanged 41 SP:Iteration 8Q (7536.110000 sec): 3 clusters Score: Raw -258665.769435 + Penalty 3787.110728 = -254878.658707 nChanged 28 SP:Iteration 9Q (7536.120000 sec): 3 clusters Score: Raw -258689.068439 + Penalty 3787.110728 = -254901.957711 nChanged 20 SP:Iteration 10Q (7536.120000 sec): 3 clusters Score: Raw -258706.613472 + Penalty 3787.110728 = -254919.502744 nChanged 23 SP:Iteration 11Q (7536.130000 sec): 3 clusters Score: Raw -258723.276534 + Penalty 3787.110728 = -254936.165807 nChanged 12 SP:Iteration 12Q (7536.140000 sec): 3 clusters Score: Raw -258732.273207 + Penalty 3787.110728 = -254945.162479 nChanged 10 SP:Iteration 13Q (7536.150000 sec): 3 clusters Score: Raw -258740.808006 + Penalty 3787.110728 = -254953.697279 nChanged 10 SP:Iteration 14Q (7536.150000 sec): 3 clusters Score: Raw -258750.743844 + Penalty 3787.110728 = -254963.633116 nChanged 7 SP:Iteration 15Q (7536.160000 sec): 3 clusters Score: Raw -258756.214608 + Penalty 3787.110728 = -254969.103881 nChanged 14 SP:Iteration 16Q (7536.170000 sec): 3 clusters Score: Raw -258765.137629 + Penalty 3787.110728 = -254978.026902 nChanged 13 SP:Iteration 17Q (7536.170000 sec): 3 clusters Score: Raw -258774.113253 + Penalty 3787.110728 = -254987.002526 nChanged 13 SP:Iteration 18Q (7536.180000 sec): 3 clusters Score: Raw -258781.738973 + Penalty 3787.110728 = -254994.628245 nChanged 9 SP:Iteration 19Q (7536.190000 sec): 3 clusters Score: Raw -258787.710447 + Penalty 3787.110728 = -255000.599719 nChanged 10 SP:Iteration 20F (7536.200000 sec): 3 clusters Score: Raw -258796.238062 + Penalty 3787.110728 = -255009.127334 nChanged 13 SP:Iteration 21Q (7536.210000 sec): 3 clusters Score: Raw -258807.499126 + Penalty 3787.110728 = -255020.388398 nChanged 10 SP:Iteration 22Q (7536.210000 sec): 3 clusters Score: Raw -258813.454155 + Penalty 3787.110728 = -255026.343427 nChanged 11 SP:Iteration 23Q (7536.220000 sec): 3 clusters Score: Raw -258821.602006 + Penalty 3787.110728 = -255034.491278 nChanged 9 SP:Iteration 24Q (7536.230000 sec): 3 clusters Score: Raw -258828.460729 + Penalty 3787.110728 = -255041.350001 nChanged 8 SP:Iteration 25Q (7536.230000 sec): 3 clusters Score: Raw -258835.716403 + Penalty 3787.110728 = -255048.605676 nChanged 12 SP:Iteration 26Q (7536.240000 sec): 3 clusters Score: Raw -258847.483949 + Penalty 3787.110728 = -255060.373222 nChanged 16 SP:Iteration 27Q (7536.250000 sec): 3 clusters Score: Raw -258857.861200 + Penalty 3787.110728 = -255070.750472 nChanged 9 SP:Iteration 28Q (7536.260000 sec): 3 clusters Score: Raw -258864.555273 + Penalty 3787.110728 = -255077.444545 nChanged 14 SP:Iteration 29Q (7536.260000 sec): 3 clusters Score: Raw -258875.820250 + Penalty 3787.110728 = -255088.709523 nChanged 15 SP:Iteration 30Q (7536.270000 sec): 3 clusters Score: Raw -258887.731768 + Penalty 3787.110728 = -255100.621041 nChanged 16 SP:Iteration 31Q (7536.270000 sec): 3 clusters Score: Raw -258899.769813 + Penalty 3787.110728 = -255112.659085 nChanged 12 SP:Iteration 32Q (7536.280000 sec): 3 clusters Score: Raw -258909.647318 + Penalty 3787.110728 = -255122.536590 nChanged 14 SP:Iteration 33Q (7536.290000 sec): 3 clusters Score: Raw -258921.250527 + Penalty 3787.110728 = -255134.139800 nChanged 12 SP:Iteration 34Q (7536.290000 sec): 3 clusters Score: Raw -258928.511655 + Penalty 3787.110728 = -255141.400928 nChanged 9 SP:Iteration 35Q (7536.300000 sec): 3 clusters Score: Raw -258935.055240 + Penalty 3787.110728 = -255147.944513 nChanged 8 SP:Iteration 36Q (7536.310000 sec): 3 clusters Score: Raw -258941.712609 + Penalty 3787.110728 = -255154.601881 nChanged 8 SP:Iteration 37Q (7536.320000 sec): 3 clusters Score: Raw -258947.106763 + Penalty 3787.110728 = -255159.996036 nChanged 4 SP:Iteration 38Q (7536.320000 sec): 3 clusters Score: Raw -258950.353881 + Penalty 3787.110728 = -255163.243153 nChanged 4 SP:Iteration 39Q (7536.330000 sec): 3 clusters Score: Raw -258953.529700 + Penalty 3787.110728 = -255166.418972 nChanged 3 SP:Iteration 40F (7536.340000 sec): 3 clusters Score: Raw -258956.440900 + Penalty 3787.110728 = -255169.330172 nChanged 4 SP:Iteration 41Q (7536.350000 sec): 3 clusters Score: Raw -258958.091304 + Penalty 3787.110728 = -255170.980577 nChanged 1 SP:Iteration 42Q (7536.350000 sec): 3 clusters Score: Raw -258958.875487 + Penalty 3787.110728 = -255171.764759 nChanged 0 SP:Iteration 43F (7536.360000 sec): 3 clusters Score: Raw -258958.875487 + Penalty 3787.110728 = -255171.764759 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 5 (12776 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7536.410000 sec): 2 clusters Score: Raw -1820135.318541 + Penalty 2344.920275 = -1817790.398266 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7536.450000 sec): 3 clusters Score: Raw -1813072.486610 + Penalty 4689.840550 = -1808382.646060 nChanged 5427 SP:Iteration 1F (7536.500000 sec): 3 clusters Score: Raw -1815975.347429 + Penalty 4689.840550 = -1811285.506879 nChanged 783 SP:Iteration 2F (7536.540000 sec): 3 clusters Score: Raw -1816324.254271 + Penalty 4689.840550 = -1811634.413721 nChanged 626 SP:Iteration 3Q (7536.590000 sec): 3 clusters Score: Raw -1816602.587629 + Penalty 4689.840550 = -1811912.747079 nChanged 540 SP:Iteration 4Q (7536.640000 sec): 3 clusters Score: Raw -1816841.007314 + Penalty 4689.840550 = -1812151.166764 nChanged 520 SP:Iteration 5Q (7536.690000 sec): 3 clusters Score: Raw -1817080.567938 + Penalty 4689.840550 = -1812390.727388 nChanged 492 SP:Iteration 6Q (7536.730000 sec): 3 clusters Score: Raw -1817306.494903 + Penalty 4689.840550 = -1812616.654353 nChanged 472 SP:Iteration 7Q (7536.780000 sec): 3 clusters Score: Raw -1817541.981691 + Penalty 4689.840550 = -1812852.141141 nChanged 483 SP:Iteration 8Q (7536.830000 sec): 3 clusters Score: Raw -1817798.401023 + Penalty 4689.840550 = -1813108.560473 nChanged 510 SP:Iteration 9Q (7536.880000 sec): 3 clusters Score: Raw -1818078.368765 + Penalty 4689.840550 = -1813388.528215 nChanged 504 SP:Iteration 10Q (7536.930000 sec): 3 clusters Score: Raw -1818375.008100 + Penalty 4689.840550 = -1813685.167550 nChanged 497 SP:Iteration 11Q (7536.970000 sec): 3 clusters Score: Raw -1818644.939907 + Penalty 4689.840550 = -1813955.099357 nChanged 455 SP:Iteration 12Q (7537.020000 sec): 3 clusters Score: Raw -1818892.312588 + Penalty 4689.840550 = -1814202.472038 nChanged 435 SP:Iteration 13Q (7537.070000 sec): 3 clusters Score: Raw -1819117.148611 + Penalty 4689.840550 = -1814427.308061 nChanged 369 SP:Iteration 14Q (7537.120000 sec): 3 clusters Score: Raw -1819292.340701 + Penalty 4689.840550 = -1814602.500151 nChanged 308 SP:Iteration 15Q (7537.160000 sec): 3 clusters Score: Raw -1819440.349233 + Penalty 4689.840550 = -1814750.508683 nChanged 279 SP:Iteration 16Q (7537.210000 sec): 3 clusters Score: Raw -1819561.951429 + Penalty 4689.840550 = -1814872.110879 nChanged 208 SP:Iteration 17Q (7537.250000 sec): 3 clusters Score: Raw -1819644.953386 + Penalty 4689.840550 = -1814955.112836 nChanged 169 SP:Iteration 18Q (7537.310000 sec): 3 clusters Score: Raw -1819701.123965 + Penalty 4689.840550 = -1815011.283415 nChanged 139 SP:Iteration 19Q (7537.350000 sec): 3 clusters Score: Raw -1819750.679615 + Penalty 4689.840550 = -1815060.839065 nChanged 138 SP:Iteration 20F (7537.400000 sec): 3 clusters Score: Raw -1819793.458380 + Penalty 4689.840550 = -1815103.617830 nChanged 120 SP:Iteration 21Q (7537.450000 sec): 3 clusters Score: Raw -1819821.428527 + Penalty 4689.840550 = -1815131.587977 nChanged 87 SP:Iteration 22Q (7537.490000 sec): 3 clusters Score: Raw -1819841.821348 + Penalty 4689.840550 = -1815151.980798 nChanged 74 SP:Iteration 23Q (7537.530000 sec): 3 clusters Score: Raw -1819854.946413 + Penalty 4689.840550 = -1815165.105863 nChanged 59 SP:Iteration 24Q (7537.580000 sec): 3 clusters Score: Raw -1819865.180287 + Penalty 4689.840550 = -1815175.339737 nChanged 44 SP:Iteration 25Q (7537.620000 sec): 3 clusters Score: Raw -1819872.578714 + Penalty 4689.840550 = -1815182.738164 nChanged 33 SP:Iteration 26Q (7537.670000 sec): 3 clusters Score: Raw -1819878.079739 + Penalty 4689.840550 = -1815188.239188 nChanged 38 SP:Iteration 27Q (7537.710000 sec): 3 clusters Score: Raw -1819883.548954 + Penalty 4689.840550 = -1815193.708404 nChanged 33 SP:Iteration 28Q (7537.760000 sec): 3 clusters Score: Raw -1819889.914689 + Penalty 4689.840550 = -1815200.074139 nChanged 33 SP:Iteration 29Q (7537.810000 sec): 3 clusters Score: Raw -1819895.614891 + Penalty 4689.840550 = -1815205.774340 nChanged 33 SP:Iteration 30Q (7537.850000 sec): 3 clusters Score: Raw -1819901.008328 + Penalty 4689.840550 = -1815211.167777 nChanged 36 SP:Iteration 31Q (7537.890000 sec): 3 clusters Score: Raw -1819906.219548 + Penalty 4689.840550 = -1815216.378997 nChanged 27 SP:Iteration 32Q (7537.940000 sec): 3 clusters Score: Raw -1819910.390715 + Penalty 4689.840550 = -1815220.550164 nChanged 19 SP:Iteration 33Q (7537.990000 sec): 3 clusters Score: Raw -1819913.002086 + Penalty 4689.840550 = -1815223.161535 nChanged 25 SP:Iteration 34Q (7538.030000 sec): 3 clusters Score: Raw -1819917.113342 + Penalty 4689.840550 = -1815227.272792 nChanged 28 SP:Iteration 35Q (7538.080000 sec): 3 clusters Score: Raw -1819921.222662 + Penalty 4689.840550 = -1815231.382112 nChanged 25 SP:Iteration 36Q (7538.120000 sec): 3 clusters Score: Raw -1819925.680436 + Penalty 4689.840550 = -1815235.839886 nChanged 29 SP:Iteration 37Q (7538.170000 sec): 3 clusters Score: Raw -1819929.403411 + Penalty 4689.840550 = -1815239.562861 nChanged 30 SP:Iteration 38Q (7538.210000 sec): 3 clusters Score: Raw -1819934.454639 + Penalty 4689.840550 = -1815244.614089 nChanged 27 SP:Iteration 39Q (7538.260000 sec): 3 clusters Score: Raw -1819939.500344 + Penalty 4689.840550 = -1815249.659794 nChanged 28 SP:Iteration 40F (7538.310000 sec): 3 clusters Score: Raw -1819944.470368 + Penalty 4689.840550 = -1815254.629818 nChanged 28 SP:Iteration 41Q (7538.350000 sec): 3 clusters Score: Raw -1819949.757748 + Penalty 4689.840550 = -1815259.917198 nChanged 36 SP:Iteration 42Q (7538.400000 sec): 3 clusters Score: Raw -1819955.842123 + Penalty 4689.840550 = -1815266.001573 nChanged 29 SP:Iteration 43Q (7538.440000 sec): 3 clusters Score: Raw -1819961.148744 + Penalty 4689.840550 = -1815271.308194 nChanged 25 SP:Iteration 44Q (7538.480000 sec): 3 clusters Score: Raw -1819964.644446 + Penalty 4689.840550 = -1815274.803896 nChanged 15 SP:Iteration 45Q (7538.530000 sec): 3 clusters Score: Raw -1819966.544097 + Penalty 4689.840550 = -1815276.703547 nChanged 13 SP:Iteration 46Q (7538.580000 sec): 3 clusters Score: Raw -1819968.085789 + Penalty 4689.840550 = -1815278.245239 nChanged 12 SP:Iteration 47Q (7538.620000 sec): 3 clusters Score: Raw -1819969.824463 + Penalty 4689.840550 = -1815279.983912 nChanged 18 SP:Iteration 48Q (7538.660000 sec): 3 clusters Score: Raw -1819971.831339 + Penalty 4689.840550 = -1815281.990789 nChanged 13 SP:Iteration 49Q (7538.710000 sec): 3 clusters Score: Raw -1819972.997413 + Penalty 4689.840550 = -1815283.156863 nChanged 8 SP:Iteration 50Q (7538.760000 sec): 3 clusters Score: Raw -1819973.757480 + Penalty 4689.840550 = -1815283.916930 nChanged 5 SP:Iteration 51Q (7538.810000 sec): 3 clusters Score: Raw -1819974.481573 + Penalty 4689.840550 = -1815284.641023 nChanged 9 SP:Iteration 52Q (7538.850000 sec): 3 clusters Score: Raw -1819976.053311 + Penalty 4689.840550 = -1815286.212761 nChanged 8 SP:Iteration 53Q (7538.900000 sec): 3 clusters Score: Raw -1819977.591422 + Penalty 4689.840550 = -1815287.750871 nChanged 9 SP:Iteration 54Q (7538.950000 sec): 3 clusters Score: Raw -1819978.764332 + Penalty 4689.840550 = -1815288.923782 nChanged 9 SP:Iteration 55Q (7538.990000 sec): 3 clusters Score: Raw -1819979.932562 + Penalty 4689.840550 = -1815290.092012 nChanged 7 SP:Iteration 56Q (7539.040000 sec): 3 clusters Score: Raw -1819980.818952 + Penalty 4689.840550 = -1815290.978401 nChanged 11 SP:Iteration 57Q (7539.080000 sec): 3 clusters Score: Raw -1819982.344238 + Penalty 4689.840550 = -1815292.503688 nChanged 11 SP:Iteration 58Q (7539.130000 sec): 3 clusters Score: Raw -1819983.705537 + Penalty 4689.840550 = -1815293.864987 nChanged 14 SP:Iteration 59Q (7539.170000 sec): 3 clusters Score: Raw -1819985.421352 + Penalty 4689.840550 = -1815295.580802 nChanged 11 SP:Iteration 60F (7539.220000 sec): 3 clusters Score: Raw -1819986.960891 + Penalty 4689.840550 = -1815297.120341 nChanged 18 SP:Iteration 61Q (7539.260000 sec): 3 clusters Score: Raw -1819988.935362 + Penalty 4689.840550 = -1815299.094812 nChanged 15 SP:Iteration 62Q (7539.300000 sec): 3 clusters Score: Raw -1819990.774813 + Penalty 4689.840550 = -1815300.934263 nChanged 18 SP:Iteration 63Q (7539.350000 sec): 3 clusters Score: Raw -1819993.453945 + Penalty 4689.840550 = -1815303.613395 nChanged 8 SP:Iteration 64Q (7539.400000 sec): 3 clusters Score: Raw -1819994.774971 + Penalty 4689.840550 = -1815304.934421 nChanged 9 SP:Iteration 65Q (7539.450000 sec): 3 clusters Score: Raw -1819995.779733 + Penalty 4689.840550 = -1815305.939182 nChanged 7 SP:Iteration 66Q (7539.500000 sec): 3 clusters Score: Raw -1819996.458451 + Penalty 4689.840550 = -1815306.617901 nChanged 7 SP:Iteration 67Q (7539.540000 sec): 3 clusters Score: Raw -1819997.163957 + Penalty 4689.840550 = -1815307.323407 nChanged 6 SP:Iteration 68Q (7539.590000 sec): 3 clusters Score: Raw -1819997.904887 + Penalty 4689.840550 = -1815308.064336 nChanged 10 SP:Iteration 69Q (7539.640000 sec): 3 clusters Score: Raw -1819999.401490 + Penalty 4689.840550 = -1815309.560940 nChanged 12 SP:Iteration 70Q (7539.690000 sec): 3 clusters Score: Raw -1820000.880097 + Penalty 4689.840550 = -1815311.039547 nChanged 6 SP:Iteration 71Q (7539.730000 sec): 3 clusters Score: Raw -1820002.041577 + Penalty 4689.840550 = -1815312.201027 nChanged 9 SP:Iteration 72Q (7539.780000 sec): 3 clusters Score: Raw -1820003.995339 + Penalty 4689.840550 = -1815314.154789 nChanged 10 SP:Iteration 73Q (7539.820000 sec): 3 clusters Score: Raw -1820005.665901 + Penalty 4689.840550 = -1815315.825351 nChanged 10 SP:Iteration 74Q (7539.860000 sec): 3 clusters Score: Raw -1820007.170744 + Penalty 4689.840550 = -1815317.330194 nChanged 6 SP:Iteration 75Q (7539.910000 sec): 3 clusters Score: Raw -1820007.880308 + Penalty 4689.840550 = -1815318.039757 nChanged 5 SP:Iteration 76Q (7539.950000 sec): 3 clusters Score: Raw -1820008.234289 + Penalty 4689.840550 = -1815318.393739 nChanged 3 SP:Iteration 77Q (7540.000000 sec): 3 clusters Score: Raw -1820008.628234 + Penalty 4689.840550 = -1815318.787684 nChanged 2 SP:Iteration 78Q (7540.040000 sec): 3 clusters Score: Raw -1820008.892830 + Penalty 4689.840550 = -1815319.052280 nChanged 2 SP:Iteration 79Q (7540.080000 sec): 3 clusters Score: Raw -1820009.187397 + Penalty 4689.840550 = -1815319.346847 nChanged 3 SP:Iteration 80F (7540.130000 sec): 3 clusters Score: Raw -1820009.544230 + Penalty 4689.840550 = -1815319.703680 nChanged 4 SP:Iteration 81Q (7540.170000 sec): 3 clusters Score: Raw -1820009.914617 + Penalty 4689.840550 = -1815320.074066 nChanged 2 SP:Iteration 82Q (7540.210000 sec): 3 clusters Score: Raw -1820010.015202 + Penalty 4689.840550 = -1815320.174652 nChanged 0 SP:Iteration 83F (7540.260000 sec): 3 clusters Score: Raw -1820010.015202 + Penalty 4689.840550 = -1815320.174652 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 6 (102869 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7540.620000 sec): 2 clusters Score: Raw -14821531.827358 + Penalty 2862.220480 = -14818669.606878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7541.010000 sec): 3 clusters Score: Raw -14755587.134734 + Penalty 5724.440960 = -14749862.693774 nChanged 48615 SP:Iteration 1F (7541.410000 sec): 3 clusters Score: Raw -14783682.734730 + Penalty 5724.440960 = -14777958.293770 nChanged 3977 SP:Iteration 2Q (7541.820000 sec): 3 clusters Score: Raw -14784904.610696 + Penalty 5724.440960 = -14779180.169736 nChanged 4338 SP:Iteration 3Q (7542.240000 sec): 3 clusters Score: Raw -14786522.876292 + Penalty 5724.440960 = -14780798.435332 nChanged 4947 SP:Iteration 4Q (7542.660000 sec): 3 clusters Score: Raw -14788703.330220 + Penalty 5724.440960 = -14782978.889259 nChanged 5640 SP:Iteration 5F (7543.070000 sec): 3 clusters Score: Raw -14791571.179580 + Penalty 5724.440960 = -14785846.738620 nChanged 6333 SP:Iteration 6F (7543.470000 sec): 3 clusters Score: Raw -14795438.979056 + Penalty 5724.440960 = -14789714.538096 nChanged 6847 SP:Iteration 7F (7543.880000 sec): 3 clusters Score: Raw -14800659.447824 + Penalty 5724.440960 = -14794935.006864 nChanged 6864 SP:Iteration 8F (7544.290000 sec): 3 clusters Score: Raw -14807129.801485 + Penalty 5724.440960 = -14801405.360525 nChanged 5832 SP:Iteration 9F (7544.680000 sec): 3 clusters Score: Raw -14813184.586874 + Penalty 5724.440960 = -14807460.145914 nChanged 4165 SP:Iteration 10Q (7545.620000 sec): 3 clusters Score: Raw -14817498.792767 + Penalty 5724.440960 = -14811774.351807 nChanged 2789 SP:Iteration 11Q (7546.100000 sec): 3 clusters Score: Raw -14820274.551354 + Penalty 5724.440960 = -14814550.110394 nChanged 1839 SP:Iteration 12Q (7546.450000 sec): 3 clusters Score: Raw -14821724.165939 + Penalty 5724.440960 = -14815999.724979 nChanged 1266 SP:Iteration 13Q (7546.780000 sec): 3 clusters Score: Raw -14822391.915505 + Penalty 5724.440960 = -14816667.474545 nChanged 890 SP:Iteration 14Q (7547.110000 sec): 3 clusters Score: Raw -14822697.742625 + Penalty 5724.440960 = -14816973.301665 nChanged 644 SP:Iteration 15Q (7547.540000 sec): 3 clusters Score: Raw -14822859.510779 + Penalty 5724.440960 = -14817135.069819 nChanged 485 SP:Iteration 16Q (7547.860000 sec): 3 clusters Score: Raw -14822953.526994 + Penalty 5724.440960 = -14817229.086033 nChanged 372 SP:Iteration 17Q (7548.210000 sec): 3 clusters Score: Raw -14823018.361171 + Penalty 5724.440960 = -14817293.920211 nChanged 325 SP:Iteration 18Q (7548.690000 sec): 3 clusters Score: Raw -14823061.678565 + Penalty 5724.440960 = -14817337.237605 nChanged 227 SP:Iteration 19Q (7549.020000 sec): 3 clusters Score: Raw -14823085.658954 + Penalty 5724.440960 = -14817361.217993 nChanged 182 SP:Iteration 20F (7549.420000 sec): 3 clusters Score: Raw -14823103.640404 + Penalty 5724.440960 = -14817379.199444 nChanged 146 SP:Iteration 21Q (7549.730000 sec): 3 clusters Score: Raw -14823116.806727 + Penalty 5724.440960 = -14817392.365767 nChanged 118 SP:Iteration 22Q (7550.050000 sec): 3 clusters Score: Raw -14823125.367974 + Penalty 5724.440960 = -14817400.927014 nChanged 79 SP:Iteration 23Q (7550.560000 sec): 3 clusters Score: Raw -14823129.811556 + Penalty 5724.440960 = -14817405.370596 nChanged 64 SP:Iteration 24Q (7551.260000 sec): 3 clusters Score: Raw -14823133.744436 + Penalty 5724.440960 = -14817409.303476 nChanged 60 SP:Iteration 25Q (7551.590000 sec): 3 clusters Score: Raw -14823136.666979 + Penalty 5724.440960 = -14817412.226019 nChanged 43 SP:Iteration 26Q (7551.940000 sec): 3 clusters Score: Raw -14823139.028811 + Penalty 5724.440960 = -14817414.587851 nChanged 39 SP:Iteration 27Q (7552.270000 sec): 3 clusters Score: Raw -14823141.299766 + Penalty 5724.440960 = -14817416.858806 nChanged 52 SP:Iteration 28Q (7552.600000 sec): 3 clusters Score: Raw -14823143.731445 + Penalty 5724.440960 = -14817419.290485 nChanged 38 SP:Iteration 29Q (7552.930000 sec): 3 clusters Score: Raw -14823145.617595 + Penalty 5724.440960 = -14817421.176635 nChanged 37 SP:Iteration 30Q (7553.260000 sec): 3 clusters Score: Raw -14823147.566103 + Penalty 5724.440960 = -14817423.125143 nChanged 30 SP:Iteration 31Q (7553.590000 sec): 3 clusters Score: Raw -14823148.997215 + Penalty 5724.440960 = -14817424.556255 nChanged 33 SP:Iteration 32Q (7553.920000 sec): 3 clusters Score: Raw -14823150.385913 + Penalty 5724.440960 = -14817425.944953 nChanged 22 SP:Iteration 33Q (7554.250000 sec): 3 clusters Score: Raw -14823151.151616 + Penalty 5724.440960 = -14817426.710656 nChanged 21 SP:Iteration 34Q (7554.590000 sec): 3 clusters Score: Raw -14823151.952835 + Penalty 5724.440960 = -14817427.511875 nChanged 16 SP:Iteration 35Q (7554.920000 sec): 3 clusters Score: Raw -14823152.553099 + Penalty 5724.440960 = -14817428.112139 nChanged 13 SP:Iteration 36Q (7555.240000 sec): 3 clusters Score: Raw -14823153.047900 + Penalty 5724.440960 = -14817428.606940 nChanged 12 SP:Iteration 37Q (7555.590000 sec): 3 clusters Score: Raw -14823153.507886 + Penalty 5724.440960 = -14817429.066926 nChanged 11 SP:Iteration 38Q (7555.910000 sec): 3 clusters Score: Raw -14823153.884813 + Penalty 5724.440960 = -14817429.443853 nChanged 7 SP:Iteration 39Q (7556.250000 sec): 3 clusters Score: Raw -14823154.034189 + Penalty 5724.440960 = -14817429.593229 nChanged 2 SP:Iteration 40F (7556.680000 sec): 3 clusters Score: Raw -14823154.063618 + Penalty 5724.440960 = -14817429.622658 nChanged 3 SP:Iteration 41Q (7557.070000 sec): 3 clusters Score: Raw -14823154.157034 + Penalty 5724.440960 = -14817429.716074 nChanged 2 SP:Iteration 42Q (7557.400000 sec): 3 clusters Score: Raw -14823154.232804 + Penalty 5724.440960 = -14817429.791844 nChanged 4 SP:Iteration 43Q (7557.730000 sec): 3 clusters Score: Raw -14823154.349577 + Penalty 5724.440960 = -14817429.908617 nChanged 3 SP:Iteration 44Q (7558.050000 sec): 3 clusters Score: Raw -14823154.407057 + Penalty 5724.440960 = -14817429.966096 nChanged 0 SP:Iteration 45F (7558.460000 sec): 3 clusters Score: Raw -14823154.407057 + Penalty 5724.440960 = -14817429.966096 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 7 (41435 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7558.620000 sec): 2 clusters Score: Raw -6005121.513067 + Penalty 2636.706541 = -6002484.806526 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7558.790000 sec): 3 clusters Score: Raw -5979655.553444 + Penalty 5273.413082 = -5974382.140362 nChanged 18927 SP:Iteration 1F (7558.950000 sec): 3 clusters Score: Raw -5989965.728223 + Penalty 5273.413082 = -5984692.315141 nChanged 1690 SP:Iteration 2Q (7559.120000 sec): 3 clusters Score: Raw -5990463.280922 + Penalty 5273.413082 = -5985189.867840 nChanged 1597 SP:Iteration 3Q (7559.290000 sec): 3 clusters Score: Raw -5990948.192435 + Penalty 5273.413082 = -5985674.779354 nChanged 1582 SP:Iteration 4Q (7559.450000 sec): 3 clusters Score: Raw -5991487.709263 + Penalty 5273.413082 = -5986214.296181 nChanged 1634 SP:Iteration 5Q (7559.620000 sec): 3 clusters Score: Raw -5992103.667238 + Penalty 5273.413082 = -5986830.254156 nChanged 1726 SP:Iteration 6Q (7559.790000 sec): 3 clusters Score: Raw -5992878.388416 + Penalty 5273.413082 = -5987604.975335 nChanged 1949 SP:Iteration 7Q (7559.960000 sec): 3 clusters Score: Raw -5993819.391326 + Penalty 5273.413082 = -5988545.978244 nChanged 2050 SP:Iteration 8Q (7560.120000 sec): 3 clusters Score: Raw -5994878.716186 + Penalty 5273.413082 = -5989605.303104 nChanged 2074 SP:Iteration 9F (7560.280000 sec): 3 clusters Score: Raw -5995942.335698 + Penalty 5273.413082 = -5990668.922617 nChanged 2020 SP:Iteration 10Q (7560.450000 sec): 3 clusters Score: Raw -5997016.243988 + Penalty 5273.413082 = -5991742.830907 nChanged 1941 SP:Iteration 11Q (7560.620000 sec): 3 clusters Score: Raw -5998068.974907 + Penalty 5273.413082 = -5992795.561825 nChanged 1767 SP:Iteration 12Q (7560.780000 sec): 3 clusters Score: Raw -5998986.847885 + Penalty 5273.413082 = -5993713.434803 nChanged 1548 SP:Iteration 13Q (7560.950000 sec): 3 clusters Score: Raw -5999690.722516 + Penalty 5273.413082 = -5994417.309434 nChanged 1315 SP:Iteration 14Q (7561.110000 sec): 3 clusters Score: Raw -6000160.051228 + Penalty 5273.413082 = -5994886.638146 nChanged 1057 SP:Iteration 15Q (7561.270000 sec): 3 clusters Score: Raw -6000468.293492 + Penalty 5273.413082 = -5995194.880410 nChanged 837 SP:Iteration 16Q (7561.430000 sec): 3 clusters Score: Raw -6000668.888024 + Penalty 5273.413082 = -5995395.474942 nChanged 664 SP:Iteration 17Q (7561.600000 sec): 3 clusters Score: Raw -6000813.829842 + Penalty 5273.413082 = -5995540.416761 nChanged 560 SP:Iteration 18Q (7561.760000 sec): 3 clusters Score: Raw -6000918.991187 + Penalty 5273.413082 = -5995645.578105 nChanged 440 SP:Iteration 19Q (7561.920000 sec): 3 clusters Score: Raw -6000992.154565 + Penalty 5273.413082 = -5995718.741483 nChanged 424 SP:Iteration 20F (7562.080000 sec): 3 clusters Score: Raw -6001061.719940 + Penalty 5273.413082 = -5995788.306858 nChanged 390 SP:Iteration 21Q (7562.240000 sec): 3 clusters Score: Raw -6001122.364652 + Penalty 5273.413082 = -5995848.951570 nChanged 344 SP:Iteration 22Q (7562.400000 sec): 3 clusters Score: Raw -6001173.340939 + Penalty 5273.413082 = -5995899.927858 nChanged 357 SP:Iteration 23Q (7562.550000 sec): 3 clusters Score: Raw -6001226.579782 + Penalty 5273.413082 = -5995953.166700 nChanged 330 SP:Iteration 24Q (7562.860000 sec): 3 clusters Score: Raw -6001275.146666 + Penalty 5273.413082 = -5996001.733584 nChanged 322 SP:Iteration 25Q (7563.160000 sec): 3 clusters Score: Raw -6001323.106386 + Penalty 5273.413082 = -5996049.693304 nChanged 324 SP:Iteration 26Q (7563.340000 sec): 3 clusters Score: Raw -6001373.072809 + Penalty 5273.413082 = -5996099.659727 nChanged 331 SP:Iteration 27Q (7563.530000 sec): 3 clusters Score: Raw -6001422.980845 + Penalty 5273.413082 = -5996149.567763 nChanged 312 SP:Iteration 28Q (7563.710000 sec): 3 clusters Score: Raw -6001469.635017 + Penalty 5273.413082 = -5996196.221936 nChanged 317 SP:Iteration 29Q (7563.860000 sec): 3 clusters Score: Raw -6001518.197043 + Penalty 5273.413082 = -5996244.783961 nChanged 329 SP:Iteration 30Q (7564.030000 sec): 3 clusters Score: Raw -6001570.025541 + Penalty 5273.413082 = -5996296.612459 nChanged 336 SP:Iteration 31Q (7564.200000 sec): 3 clusters Score: Raw -6001625.385235 + Penalty 5273.413082 = -5996351.972153 nChanged 346 SP:Iteration 32Q (7564.360000 sec): 3 clusters Score: Raw -6001687.126185 + Penalty 5273.413082 = -5996413.713103 nChanged 376 SP:Iteration 33Q (7564.530000 sec): 3 clusters Score: Raw -6001754.088298 + Penalty 5273.413082 = -5996480.675216 nChanged 375 SP:Iteration 34Q (7564.710000 sec): 3 clusters Score: Raw -6001824.026661 + Penalty 5273.413082 = -5996550.613579 nChanged 392 SP:Iteration 35Q (7564.880000 sec): 3 clusters Score: Raw -6001894.098440 + Penalty 5273.413082 = -5996620.685359 nChanged 376 SP:Iteration 36Q (7565.050000 sec): 3 clusters Score: Raw -6001960.352240 + Penalty 5273.413082 = -5996686.939158 nChanged 347 SP:Iteration 37Q (7565.210000 sec): 3 clusters Score: Raw -6002023.371055 + Penalty 5273.413082 = -5996749.957973 nChanged 385 SP:Iteration 38Q (7565.370000 sec): 3 clusters Score: Raw -6002096.728996 + Penalty 5273.413082 = -5996823.315914 nChanged 393 SP:Iteration 39Q (7565.530000 sec): 3 clusters Score: Raw -6002176.551064 + Penalty 5273.413082 = -5996903.137982 nChanged 410 SP:Iteration 40F (7565.710000 sec): 3 clusters Score: Raw -6002260.352292 + Penalty 5273.413082 = -5996986.939211 nChanged 395 SP:Iteration 41Q (7565.870000 sec): 3 clusters Score: Raw -6002341.080278 + Penalty 5273.413082 = -5997067.667197 nChanged 389 SP:Iteration 42Q (7566.030000 sec): 3 clusters Score: Raw -6002425.943562 + Penalty 5273.413082 = -5997152.530480 nChanged 380 SP:Iteration 43Q (7566.190000 sec): 3 clusters Score: Raw -6002515.442215 + Penalty 5273.413082 = -5997242.029133 nChanged 407 SP:Iteration 44Q (7566.340000 sec): 3 clusters Score: Raw -6002615.928312 + Penalty 5273.413082 = -5997342.515230 nChanged 416 SP:Iteration 45Q (7566.510000 sec): 3 clusters Score: Raw -6002729.507542 + Penalty 5273.413082 = -5997456.094460 nChanged 446 SP:Iteration 46Q (7566.660000 sec): 3 clusters Score: Raw -6002853.133288 + Penalty 5273.413082 = -5997579.720207 nChanged 443 SP:Iteration 47Q (7566.810000 sec): 3 clusters Score: Raw -6002986.155349 + Penalty 5273.413082 = -5997712.742268 nChanged 448 SP:Iteration 48Q (7566.970000 sec): 3 clusters Score: Raw -6003123.208079 + Penalty 5273.413082 = -5997849.794997 nChanged 455 SP:Iteration 49Q (7567.130000 sec): 3 clusters Score: Raw -6003270.642623 + Penalty 5273.413082 = -5997997.229541 nChanged 483 SP:Iteration 50Q (7567.270000 sec): 3 clusters Score: Raw -6003431.676703 + Penalty 5273.413082 = -5998158.263621 nChanged 446 SP:Iteration 51Q (7567.420000 sec): 3 clusters Score: Raw -6003570.364895 + Penalty 5273.413082 = -5998296.951813 nChanged 436 SP:Iteration 52Q (7567.570000 sec): 3 clusters Score: Raw -6003704.572310 + Penalty 5273.413082 = -5998431.159228 nChanged 408 SP:Iteration 53Q (7567.710000 sec): 3 clusters Score: Raw -6003832.701504 + Penalty 5273.413082 = -5998559.288422 nChanged 378 SP:Iteration 54Q (7567.870000 sec): 3 clusters Score: Raw -6003962.878036 + Penalty 5273.413082 = -5998689.464954 nChanged 357 SP:Iteration 55Q (7568.010000 sec): 3 clusters Score: Raw -6004082.044678 + Penalty 5273.413082 = -5998808.631596 nChanged 347 SP:Iteration 56Q (7568.160000 sec): 3 clusters Score: Raw -6004205.546006 + Penalty 5273.413082 = -5998932.132924 nChanged 314 SP:Iteration 57Q (7568.300000 sec): 3 clusters Score: Raw -6004318.887788 + Penalty 5273.413082 = -5999045.474706 nChanged 296 SP:Iteration 58Q (7568.450000 sec): 3 clusters Score: Raw -6004423.564413 + Penalty 5273.413082 = -5999150.151331 nChanged 284 SP:Iteration 59Q (7568.580000 sec): 3 clusters Score: Raw -6004522.035679 + Penalty 5273.413082 = -5999248.622597 nChanged 260 SP:Iteration 60F (7568.750000 sec): 3 clusters Score: Raw -6004609.311875 + Penalty 5273.413082 = -5999335.898793 nChanged 232 SP:Iteration 61Q (7568.890000 sec): 3 clusters Score: Raw -6004700.111645 + Penalty 5273.413082 = -5999426.698563 nChanged 218 SP:Iteration 62Q (7569.010000 sec): 3 clusters Score: Raw -6004784.596836 + Penalty 5273.413082 = -5999511.183755 nChanged 192 SP:Iteration 63Q (7569.150000 sec): 3 clusters Score: Raw -6004855.403186 + Penalty 5273.413082 = -5999581.990104 nChanged 169 SP:Iteration 64Q (7569.290000 sec): 3 clusters Score: Raw -6004918.938646 + Penalty 5273.413082 = -5999645.525564 nChanged 169 SP:Iteration 65Q (7569.530000 sec): 3 clusters Score: Raw -6004992.746331 + Penalty 5273.413082 = -5999719.333249 nChanged 168 SP:Iteration 66Q (7569.660000 sec): 3 clusters Score: Raw -6005060.789730 + Penalty 5273.413082 = -5999787.376648 nChanged 128 SP:Iteration 67Q (7569.800000 sec): 3 clusters Score: Raw -6005105.363658 + Penalty 5273.413082 = -5999831.950576 nChanged 107 SP:Iteration 68Q (7569.940000 sec): 3 clusters Score: Raw -6005145.039235 + Penalty 5273.413082 = -5999871.626153 nChanged 88 SP:Iteration 69Q (7570.060000 sec): 3 clusters Score: Raw -6005178.639542 + Penalty 5273.413082 = -5999905.226460 nChanged 91 SP:Iteration 70Q (7570.210000 sec): 3 clusters Score: Raw -6005214.476174 + Penalty 5273.413082 = -5999941.063092 nChanged 77 SP:Iteration 71Q (7570.320000 sec): 3 clusters Score: Raw -6005242.971366 + Penalty 5273.413082 = -5999969.558285 nChanged 62 SP:Iteration 72Q (7570.430000 sec): 3 clusters Score: Raw -6005266.529559 + Penalty 5273.413082 = -5999993.116477 nChanged 56 SP:Iteration 73Q (7570.550000 sec): 3 clusters Score: Raw -6005292.092907 + Penalty 5273.413082 = -6000018.679825 nChanged 60 SP:Iteration 74Q (7570.660000 sec): 3 clusters Score: Raw -6005319.607840 + Penalty 5273.413082 = -6000046.194758 nChanged 58 SP:Iteration 75Q (7570.780000 sec): 3 clusters Score: Raw -6005343.862682 + Penalty 5273.413082 = -6000070.449600 nChanged 54 SP:Iteration 76Q (7570.890000 sec): 3 clusters Score: Raw -6005363.470968 + Penalty 5273.413082 = -6000090.057886 nChanged 47 SP:Iteration 77Q (7571.000000 sec): 3 clusters Score: Raw -6005382.505657 + Penalty 5273.413082 = -6000109.092575 nChanged 39 SP:Iteration 78Q (7571.110000 sec): 3 clusters Score: Raw -6005398.486529 + Penalty 5273.413082 = -6000125.073447 nChanged 37 SP:Iteration 79Q (7571.220000 sec): 3 clusters Score: Raw -6005412.207803 + Penalty 5273.413082 = -6000138.794722 nChanged 27 SP:Iteration 80F (7571.370000 sec): 3 clusters Score: Raw -6005424.768379 + Penalty 5273.413082 = -6000151.355298 nChanged 29 SP:Iteration 81Q (7571.490000 sec): 3 clusters Score: Raw -6005437.943499 + Penalty 5273.413082 = -6000164.530418 nChanged 23 SP:Iteration 82Q (7571.600000 sec): 3 clusters Score: Raw -6005449.967598 + Penalty 5273.413082 = -6000176.554516 nChanged 28 SP:Iteration 83Q (7571.720000 sec): 3 clusters Score: Raw -6005462.560839 + Penalty 5273.413082 = -6000189.147757 nChanged 15 SP:Iteration 84Q (7571.830000 sec): 3 clusters Score: Raw -6005468.676801 + Penalty 5273.413082 = -6000195.263719 nChanged 19 SP:Iteration 85Q (7571.940000 sec): 3 clusters Score: Raw -6005476.239562 + Penalty 5273.413082 = -6000202.826480 nChanged 17 SP:Iteration 86Q (7572.080000 sec): 3 clusters Score: Raw -6005483.686356 + Penalty 5273.413082 = -6000210.273274 nChanged 19 SP:Iteration 87Q (7572.210000 sec): 3 clusters Score: Raw -6005491.875387 + Penalty 5273.413082 = -6000218.462305 nChanged 13 SP:Iteration 88Q (7572.330000 sec): 3 clusters Score: Raw -6005495.794095 + Penalty 5273.413082 = -6000222.381013 nChanged 12 SP:Iteration 89Q (7572.480000 sec): 3 clusters Score: Raw -6005499.725404 + Penalty 5273.413082 = -6000226.312322 nChanged 13 SP:Iteration 90Q (7572.590000 sec): 3 clusters Score: Raw -6005504.066575 + Penalty 5273.413082 = -6000230.653493 nChanged 10 SP:Iteration 91Q (7572.710000 sec): 3 clusters Score: Raw -6005508.114705 + Penalty 5273.413082 = -6000234.701624 nChanged 6 SP:Iteration 92Q (7572.820000 sec): 3 clusters Score: Raw -6005511.259286 + Penalty 5273.413082 = -6000237.846204 nChanged 9 SP:Iteration 93Q (7572.940000 sec): 3 clusters Score: Raw -6005514.392647 + Penalty 5273.413082 = -6000240.979565 nChanged 7 SP:Iteration 94Q (7573.050000 sec): 3 clusters Score: Raw -6005518.049867 + Penalty 5273.413082 = -6000244.636786 nChanged 10 SP:Iteration 95Q (7573.170000 sec): 3 clusters Score: Raw -6005521.431913 + Penalty 5273.413082 = -6000248.018831 nChanged 6 SP:Iteration 96Q (7573.280000 sec): 3 clusters Score: Raw -6005523.383547 + Penalty 5273.413082 = -6000249.970465 nChanged 5 SP:Iteration 97Q (7573.400000 sec): 3 clusters Score: Raw -6005525.163920 + Penalty 5273.413082 = -6000251.750838 nChanged 4 SP:Iteration 98Q (7573.520000 sec): 3 clusters Score: Raw -6005526.728622 + Penalty 5273.413082 = -6000253.315540 nChanged 5 SP:Iteration 99Q (7573.750000 sec): 3 clusters Score: Raw -6005528.790415 + Penalty 5273.413082 = -6000255.377333 nChanged 7 SP:Iteration 100F (7573.890000 sec): 3 clusters Score: Raw -6005531.039555 + Penalty 5273.413082 = -6000257.626473 nChanged 5 SP:Iteration 101Q (7574.010000 sec): 3 clusters Score: Raw -6005533.307561 + Penalty 5273.413082 = -6000259.894479 nChanged 4 SP:Iteration 102Q (7574.120000 sec): 3 clusters Score: Raw -6005534.951319 + Penalty 5273.413082 = -6000261.538237 nChanged 3 SP:Iteration 103Q (7574.240000 sec): 3 clusters Score: Raw -6005535.663244 + Penalty 5273.413082 = -6000262.250163 nChanged 2 SP:Iteration 104Q (7574.360000 sec): 3 clusters Score: Raw -6005536.281843 + Penalty 5273.413082 = -6000262.868761 nChanged 2 SP:Iteration 105Q (7574.490000 sec): 3 clusters Score: Raw -6005536.786113 + Penalty 5273.413082 = -6000263.373031 nChanged 0 SP:Iteration 106F (7574.810000 sec): 3 clusters Score: Raw -6005536.786113 + Penalty 5273.413082 = -6000263.373031 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 8 (20583 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7575.050000 sec): 2 clusters Score: Raw -2838600.741397 + Penalty 2463.190751 = -2836137.550646 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7575.130000 sec): 3 clusters Score: Raw -2826736.459074 + Penalty 4926.381503 = -2821810.077572 nChanged 9048 SP:Iteration 1F (7575.210000 sec): 3 clusters Score: Raw -2831883.709695 + Penalty 4926.381503 = -2826957.328192 nChanged 1313 SP:Iteration 2F (7575.290000 sec): 3 clusters Score: Raw -2832667.804160 + Penalty 4926.381503 = -2827741.422657 nChanged 1314 SP:Iteration 3F (7575.370000 sec): 3 clusters Score: Raw -2833561.007647 + Penalty 4926.381503 = -2828634.626145 nChanged 1293 SP:Iteration 4F (7575.450000 sec): 3 clusters Score: Raw -2834450.493146 + Penalty 4926.381503 = -2829524.111643 nChanged 1223 SP:Iteration 5F (7575.530000 sec): 3 clusters Score: Raw -2835277.544370 + Penalty 4926.381503 = -2830351.162868 nChanged 1127 SP:Iteration 6F (7575.600000 sec): 3 clusters Score: Raw -2835976.246147 + Penalty 4926.381503 = -2831049.864645 nChanged 987 SP:Iteration 7Q (7575.680000 sec): 3 clusters Score: Raw -2836601.980000 + Penalty 4926.381503 = -2831675.598497 nChanged 847 SP:Iteration 8Q (7575.760000 sec): 3 clusters Score: Raw -2837126.308189 + Penalty 4926.381503 = -2832199.926687 nChanged 769 SP:Iteration 9Q (7575.840000 sec): 3 clusters Score: Raw -2837557.343894 + Penalty 4926.381503 = -2832630.962392 nChanged 640 SP:Iteration 10Q (7575.910000 sec): 3 clusters Score: Raw -2837861.945466 + Penalty 4926.381503 = -2832935.563963 nChanged 504 SP:Iteration 11Q (7575.990000 sec): 3 clusters Score: Raw -2838049.279929 + Penalty 4926.381503 = -2833122.898427 nChanged 400 SP:Iteration 12Q (7576.070000 sec): 3 clusters Score: Raw -2838192.719428 + Penalty 4926.381503 = -2833266.337925 nChanged 329 SP:Iteration 13Q (7576.150000 sec): 3 clusters Score: Raw -2838297.878373 + Penalty 4926.381503 = -2833371.496870 nChanged 275 SP:Iteration 14Q (7576.220000 sec): 3 clusters Score: Raw -2838382.745973 + Penalty 4926.381503 = -2833456.364470 nChanged 250 SP:Iteration 15Q (7576.300000 sec): 3 clusters Score: Raw -2838460.006067 + Penalty 4926.381503 = -2833533.624564 nChanged 233 SP:Iteration 16Q (7576.370000 sec): 3 clusters Score: Raw -2838523.556048 + Penalty 4926.381503 = -2833597.174546 nChanged 198 SP:Iteration 17Q (7576.450000 sec): 3 clusters Score: Raw -2838573.470167 + Penalty 4926.381503 = -2833647.088664 nChanged 165 SP:Iteration 18Q (7576.530000 sec): 3 clusters Score: Raw -2838608.157448 + Penalty 4926.381503 = -2833681.775945 nChanged 137 SP:Iteration 19Q (7576.600000 sec): 3 clusters Score: Raw -2838634.491386 + Penalty 4926.381503 = -2833708.109883 nChanged 108 SP:Iteration 20F (7576.680000 sec): 3 clusters Score: Raw -2838655.338175 + Penalty 4926.381503 = -2833728.956672 nChanged 101 SP:Iteration 21Q (7576.750000 sec): 3 clusters Score: Raw -2838672.642769 + Penalty 4926.381503 = -2833746.261267 nChanged 89 SP:Iteration 22Q (7576.830000 sec): 3 clusters Score: Raw -2838686.707761 + Penalty 4926.381503 = -2833760.326258 nChanged 88 SP:Iteration 23Q (7576.900000 sec): 3 clusters Score: Raw -2838702.799111 + Penalty 4926.381503 = -2833776.417608 nChanged 90 SP:Iteration 24Q (7576.970000 sec): 3 clusters Score: Raw -2838718.150972 + Penalty 4926.381503 = -2833791.769469 nChanged 84 SP:Iteration 25Q (7577.040000 sec): 3 clusters Score: Raw -2838733.666057 + Penalty 4926.381503 = -2833807.284554 nChanged 82 SP:Iteration 26Q (7577.110000 sec): 3 clusters Score: Raw -2838747.481109 + Penalty 4926.381503 = -2833821.099607 nChanged 70 SP:Iteration 27Q (7577.190000 sec): 3 clusters Score: Raw -2838757.922255 + Penalty 4926.381503 = -2833831.540753 nChanged 57 SP:Iteration 28Q (7577.250000 sec): 3 clusters Score: Raw -2838766.194756 + Penalty 4926.381503 = -2833839.813253 nChanged 57 SP:Iteration 29Q (7577.330000 sec): 3 clusters Score: Raw -2838774.701680 + Penalty 4926.381503 = -2833848.320178 nChanged 52 SP:Iteration 30Q (7577.400000 sec): 3 clusters Score: Raw -2838781.655453 + Penalty 4926.381503 = -2833855.273950 nChanged 48 SP:Iteration 31Q (7577.470000 sec): 3 clusters Score: Raw -2838787.012538 + Penalty 4926.381503 = -2833860.631035 nChanged 39 SP:Iteration 32Q (7577.550000 sec): 3 clusters Score: Raw -2838792.222274 + Penalty 4926.381503 = -2833865.840771 nChanged 43 SP:Iteration 33Q (7577.630000 sec): 3 clusters Score: Raw -2838798.221177 + Penalty 4926.381503 = -2833871.839674 nChanged 45 SP:Iteration 34Q (7577.700000 sec): 3 clusters Score: Raw -2838805.171931 + Penalty 4926.381503 = -2833878.790429 nChanged 50 SP:Iteration 35Q (7577.770000 sec): 3 clusters Score: Raw -2838813.118848 + Penalty 4926.381503 = -2833886.737346 nChanged 61 SP:Iteration 36Q (7577.850000 sec): 3 clusters Score: Raw -2838823.417555 + Penalty 4926.381503 = -2833897.036052 nChanged 59 SP:Iteration 37Q (7577.920000 sec): 3 clusters Score: Raw -2838831.951725 + Penalty 4926.381503 = -2833905.570223 nChanged 47 SP:Iteration 38Q (7577.990000 sec): 3 clusters Score: Raw -2838840.176001 + Penalty 4926.381503 = -2833913.794498 nChanged 58 SP:Iteration 39Q (7578.060000 sec): 3 clusters Score: Raw -2838848.826513 + Penalty 4926.381503 = -2833922.445010 nChanged 56 SP:Iteration 40F (7578.130000 sec): 3 clusters Score: Raw -2838857.982100 + Penalty 4926.381503 = -2833931.600597 nChanged 59 SP:Iteration 41Q (7578.200000 sec): 3 clusters Score: Raw -2838868.165460 + Penalty 4926.381503 = -2833941.783957 nChanged 59 SP:Iteration 42Q (7578.270000 sec): 3 clusters Score: Raw -2838877.908866 + Penalty 4926.381503 = -2833951.527363 nChanged 54 SP:Iteration 43Q (7578.350000 sec): 3 clusters Score: Raw -2838885.112629 + Penalty 4926.381503 = -2833958.731127 nChanged 50 SP:Iteration 44Q (7578.420000 sec): 3 clusters Score: Raw -2838890.875010 + Penalty 4926.381503 = -2833964.493508 nChanged 52 SP:Iteration 45Q (7578.500000 sec): 3 clusters Score: Raw -2838897.316366 + Penalty 4926.381503 = -2833970.934863 nChanged 50 SP:Iteration 46Q (7578.570000 sec): 3 clusters Score: Raw -2838904.588679 + Penalty 4926.381503 = -2833978.207176 nChanged 53 SP:Iteration 47Q (7578.650000 sec): 3 clusters Score: Raw -2838912.441592 + Penalty 4926.381503 = -2833986.060090 nChanged 52 SP:Iteration 48Q (7578.720000 sec): 3 clusters Score: Raw -2838920.932816 + Penalty 4926.381503 = -2833994.551313 nChanged 51 SP:Iteration 49Q (7578.800000 sec): 3 clusters Score: Raw -2838927.993600 + Penalty 4926.381503 = -2834001.612098 nChanged 44 SP:Iteration 50Q (7578.870000 sec): 3 clusters Score: Raw -2838932.918158 + Penalty 4926.381503 = -2834006.536655 nChanged 39 SP:Iteration 51Q (7578.950000 sec): 3 clusters Score: Raw -2838936.834236 + Penalty 4926.381503 = -2834010.452733 nChanged 31 SP:Iteration 52Q (7579.020000 sec): 3 clusters Score: Raw -2838940.048112 + Penalty 4926.381503 = -2834013.666609 nChanged 44 SP:Iteration 53Q (7579.100000 sec): 3 clusters Score: Raw -2838945.438725 + Penalty 4926.381503 = -2834019.057222 nChanged 45 SP:Iteration 54Q (7579.170000 sec): 3 clusters Score: Raw -2838951.100862 + Penalty 4926.381503 = -2834024.719359 nChanged 47 SP:Iteration 55Q (7579.250000 sec): 3 clusters Score: Raw -2838957.037774 + Penalty 4926.381503 = -2834030.656272 nChanged 55 SP:Iteration 56Q (7579.330000 sec): 3 clusters Score: Raw -2838965.203625 + Penalty 4926.381503 = -2834038.822122 nChanged 58 SP:Iteration 57Q (7579.400000 sec): 3 clusters Score: Raw -2838974.321820 + Penalty 4926.381503 = -2834047.940317 nChanged 55 SP:Iteration 58Q (7579.470000 sec): 3 clusters Score: Raw -2838983.363151 + Penalty 4926.381503 = -2834056.981648 nChanged 59 SP:Iteration 59Q (7579.610000 sec): 3 clusters Score: Raw -2838992.709773 + Penalty 4926.381503 = -2834066.328270 nChanged 70 SP:Iteration 60F (7579.850000 sec): 3 clusters Score: Raw -2839003.827028 + Penalty 4926.381503 = -2834077.445526 nChanged 67 SP:Iteration 61Q (7580.070000 sec): 3 clusters Score: Raw -2839014.931078 + Penalty 4926.381503 = -2834088.549575 nChanged 69 SP:Iteration 62Q (7580.390000 sec): 3 clusters Score: Raw -2839026.334600 + Penalty 4926.381503 = -2834099.953098 nChanged 66 SP:Iteration 63Q (7580.660000 sec): 3 clusters Score: Raw -2839037.138279 + Penalty 4926.381503 = -2834110.756776 nChanged 66 SP:Iteration 64Q (7580.990000 sec): 3 clusters Score: Raw -2839047.744342 + Penalty 4926.381503 = -2834121.362840 nChanged 68 SP:Iteration 65Q (7581.260000 sec): 3 clusters Score: Raw -2839058.570297 + Penalty 4926.381503 = -2834132.188795 nChanged 75 SP:Iteration 66Q (7581.620000 sec): 3 clusters Score: Raw -2839071.657361 + Penalty 4926.381503 = -2834145.275859 nChanged 78 SP:Iteration 67Q (7581.860000 sec): 3 clusters Score: Raw -2839086.173184 + Penalty 4926.381503 = -2834159.791681 nChanged 82 SP:Iteration 68Q (7581.950000 sec): 3 clusters Score: Raw -2839103.171520 + Penalty 4926.381503 = -2834176.790017 nChanged 110 SP:Iteration 69Q (7582.020000 sec): 3 clusters Score: Raw -2839126.258382 + Penalty 4926.381503 = -2834199.876880 nChanged 115 SP:Iteration 70Q (7582.090000 sec): 3 clusters Score: Raw -2839153.512831 + Penalty 4926.381503 = -2834227.131328 nChanged 121 SP:Iteration 71Q (7582.170000 sec): 3 clusters Score: Raw -2839179.780837 + Penalty 4926.381503 = -2834253.399334 nChanged 116 SP:Iteration 72Q (7582.240000 sec): 3 clusters Score: Raw -2839205.547419 + Penalty 4926.381503 = -2834279.165916 nChanged 121 SP:Iteration 73Q (7582.310000 sec): 3 clusters Score: Raw -2839231.085841 + Penalty 4926.381503 = -2834304.704339 nChanged 120 SP:Iteration 74Q (7582.390000 sec): 3 clusters Score: Raw -2839259.892147 + Penalty 4926.381503 = -2834333.510645 nChanged 120 SP:Iteration 75Q (7582.450000 sec): 3 clusters Score: Raw -2839286.216267 + Penalty 4926.381503 = -2834359.834764 nChanged 95 SP:Iteration 76Q (7582.530000 sec): 3 clusters Score: Raw -2839305.495097 + Penalty 4926.381503 = -2834379.113595 nChanged 90 SP:Iteration 77Q (7582.600000 sec): 3 clusters Score: Raw -2839322.506889 + Penalty 4926.381503 = -2834396.125387 nChanged 80 SP:Iteration 78Q (7582.670000 sec): 3 clusters Score: Raw -2839336.441848 + Penalty 4926.381503 = -2834410.060345 nChanged 72 SP:Iteration 79Q (7582.750000 sec): 3 clusters Score: Raw -2839347.006087 + Penalty 4926.381503 = -2834420.624584 nChanged 71 SP:Iteration 80F (7582.830000 sec): 3 clusters Score: Raw -2839357.185848 + Penalty 4926.381503 = -2834430.804345 nChanged 61 SP:Iteration 81Q (7582.890000 sec): 3 clusters Score: Raw -2839365.436617 + Penalty 4926.381503 = -2834439.055115 nChanged 61 SP:Iteration 82Q (7582.970000 sec): 3 clusters Score: Raw -2839373.984041 + Penalty 4926.381503 = -2834447.602539 nChanged 51 SP:Iteration 83Q (7583.050000 sec): 3 clusters Score: Raw -2839381.333834 + Penalty 4926.381503 = -2834454.952331 nChanged 51 SP:Iteration 84Q (7583.120000 sec): 3 clusters Score: Raw -2839390.052494 + Penalty 4926.381503 = -2834463.670992 nChanged 60 SP:Iteration 85Q (7583.190000 sec): 3 clusters Score: Raw -2839398.371586 + Penalty 4926.381503 = -2834471.990083 nChanged 43 SP:Iteration 86Q (7583.260000 sec): 3 clusters Score: Raw -2839403.860090 + Penalty 4926.381503 = -2834477.478587 nChanged 49 SP:Iteration 87Q (7583.330000 sec): 3 clusters Score: Raw -2839411.455082 + Penalty 4926.381503 = -2834485.073580 nChanged 50 SP:Iteration 88Q (7583.410000 sec): 3 clusters Score: Raw -2839417.919966 + Penalty 4926.381503 = -2834491.538464 nChanged 48 SP:Iteration 89Q (7583.490000 sec): 3 clusters Score: Raw -2839423.512399 + Penalty 4926.381503 = -2834497.130896 nChanged 48 SP:Iteration 90Q (7583.560000 sec): 3 clusters Score: Raw -2839429.371572 + Penalty 4926.381503 = -2834502.990070 nChanged 39 SP:Iteration 91Q (7583.640000 sec): 3 clusters Score: Raw -2839433.384641 + Penalty 4926.381503 = -2834507.003138 nChanged 27 SP:Iteration 92Q (7583.710000 sec): 3 clusters Score: Raw -2839435.823958 + Penalty 4926.381503 = -2834509.442456 nChanged 26 SP:Iteration 93Q (7583.780000 sec): 3 clusters Score: Raw -2839438.198807 + Penalty 4926.381503 = -2834511.817305 nChanged 32 SP:Iteration 94Q (7583.860000 sec): 3 clusters Score: Raw -2839441.877167 + Penalty 4926.381503 = -2834515.495665 nChanged 36 SP:Iteration 95Q (7583.930000 sec): 3 clusters Score: Raw -2839446.547580 + Penalty 4926.381503 = -2834520.166078 nChanged 37 SP:Iteration 96Q (7583.990000 sec): 3 clusters Score: Raw -2839450.072091 + Penalty 4926.381503 = -2834523.690588 nChanged 30 SP:Iteration 97Q (7584.070000 sec): 3 clusters Score: Raw -2839452.477447 + Penalty 4926.381503 = -2834526.095944 nChanged 23 SP:Iteration 98Q (7584.130000 sec): 3 clusters Score: Raw -2839454.886325 + Penalty 4926.381503 = -2834528.504822 nChanged 27 SP:Iteration 99Q (7584.200000 sec): 3 clusters Score: Raw -2839457.775122 + Penalty 4926.381503 = -2834531.393619 nChanged 27 SP:Iteration 100F (7584.280000 sec): 3 clusters Score: Raw -2839460.049494 + Penalty 4926.381503 = -2834533.667992 nChanged 33 SP:Iteration 101Q (7584.350000 sec): 3 clusters Score: Raw -2839462.794249 + Penalty 4926.381503 = -2834536.412747 nChanged 23 SP:Iteration 102Q (7584.430000 sec): 3 clusters Score: Raw -2839465.333669 + Penalty 4926.381503 = -2834538.952167 nChanged 25 SP:Iteration 103Q (7584.500000 sec): 3 clusters Score: Raw -2839467.799779 + Penalty 4926.381503 = -2834541.418276 nChanged 16 SP:Iteration 104Q (7584.580000 sec): 3 clusters Score: Raw -2839469.121071 + Penalty 4926.381503 = -2834542.739568 nChanged 10 SP:Iteration 105Q (7584.650000 sec): 3 clusters Score: Raw -2839469.911608 + Penalty 4926.381503 = -2834543.530105 nChanged 12 SP:Iteration 106Q (7584.710000 sec): 3 clusters Score: Raw -2839470.858778 + Penalty 4926.381503 = -2834544.477276 nChanged 13 SP:Iteration 107Q (7584.780000 sec): 3 clusters Score: Raw -2839471.850418 + Penalty 4926.381503 = -2834545.468916 nChanged 8 SP:Iteration 108Q (7584.850000 sec): 3 clusters Score: Raw -2839472.519478 + Penalty 4926.381503 = -2834546.137976 nChanged 9 SP:Iteration 109Q (7584.930000 sec): 3 clusters Score: Raw -2839473.059647 + Penalty 4926.381503 = -2834546.678144 nChanged 5 SP:Iteration 110Q (7584.990000 sec): 3 clusters Score: Raw -2839473.522163 + Penalty 4926.381503 = -2834547.140661 nChanged 8 SP:Iteration 111Q (7585.060000 sec): 3 clusters Score: Raw -2839473.938637 + Penalty 4926.381503 = -2834547.557134 nChanged 5 SP:Iteration 112Q (7585.130000 sec): 3 clusters Score: Raw -2839474.231567 + Penalty 4926.381503 = -2834547.850064 nChanged 4 SP:Iteration 113Q (7585.200000 sec): 3 clusters Score: Raw -2839474.632524 + Penalty 4926.381503 = -2834548.251022 nChanged 3 SP:Iteration 114Q (7585.270000 sec): 3 clusters Score: Raw -2839474.758215 + Penalty 4926.381503 = -2834548.376712 nChanged 4 SP:Iteration 115Q (7585.350000 sec): 3 clusters Score: Raw -2839475.337254 + Penalty 4926.381503 = -2834548.955751 nChanged 7 SP:Iteration 116Q (7585.410000 sec): 3 clusters Score: Raw -2839476.131217 + Penalty 4926.381503 = -2834549.749715 nChanged 9 SP:Iteration 117Q (7585.480000 sec): 3 clusters Score: Raw -2839476.824986 + Penalty 4926.381503 = -2834550.443484 nChanged 9 SP:Iteration 118Q (7585.550000 sec): 3 clusters Score: Raw -2839477.519860 + Penalty 4926.381503 = -2834551.138358 nChanged 10 SP:Iteration 119Q (7585.620000 sec): 3 clusters Score: Raw -2839478.281332 + Penalty 4926.381503 = -2834551.899829 nChanged 13 SP:Iteration 120F (7585.700000 sec): 3 clusters Score: Raw -2839479.319436 + Penalty 4926.381503 = -2834552.937933 nChanged 11 SP:Iteration 121Q (7585.770000 sec): 3 clusters Score: Raw -2839480.247591 + Penalty 4926.381503 = -2834553.866088 nChanged 12 SP:Iteration 122Q (7585.850000 sec): 3 clusters Score: Raw -2839481.364922 + Penalty 4926.381503 = -2834554.983419 nChanged 17 SP:Iteration 123Q (7585.910000 sec): 3 clusters Score: Raw -2839482.946911 + Penalty 4926.381503 = -2834556.565408 nChanged 15 SP:Iteration 124Q (7585.990000 sec): 3 clusters Score: Raw -2839484.472117 + Penalty 4926.381503 = -2834558.090615 nChanged 11 SP:Iteration 125Q (7586.070000 sec): 3 clusters Score: Raw -2839485.599977 + Penalty 4926.381503 = -2834559.218474 nChanged 9 SP:Iteration 126Q (7586.150000 sec): 3 clusters Score: Raw -2839486.450917 + Penalty 4926.381503 = -2834560.069414 nChanged 8 SP:Iteration 127Q (7586.220000 sec): 3 clusters Score: Raw -2839486.950747 + Penalty 4926.381503 = -2834560.569245 nChanged 7 SP:Iteration 128Q (7586.300000 sec): 3 clusters Score: Raw -2839487.345669 + Penalty 4926.381503 = -2834560.964166 nChanged 4 SP:Iteration 129Q (7586.380000 sec): 3 clusters Score: Raw -2839487.560623 + Penalty 4926.381503 = -2834561.179120 nChanged 4 SP:Iteration 130Q (7586.460000 sec): 3 clusters Score: Raw -2839487.881251 + Penalty 4926.381503 = -2834561.499749 nChanged 5 SP:Iteration 131Q (7586.530000 sec): 3 clusters Score: Raw -2839488.209554 + Penalty 4926.381503 = -2834561.828051 nChanged 8 SP:Iteration 132Q (7586.610000 sec): 3 clusters Score: Raw -2839488.725359 + Penalty 4926.381503 = -2834562.343856 nChanged 9 SP:Iteration 133Q (7586.690000 sec): 3 clusters Score: Raw -2839489.336684 + Penalty 4926.381503 = -2834562.955182 nChanged 7 SP:Iteration 134Q (7586.760000 sec): 3 clusters Score: Raw -2839489.933766 + Penalty 4926.381503 = -2834563.552264 nChanged 8 SP:Iteration 135Q (7586.830000 sec): 3 clusters Score: Raw -2839490.547991 + Penalty 4926.381503 = -2834564.166489 nChanged 9 SP:Iteration 136Q (7586.910000 sec): 3 clusters Score: Raw -2839491.151001 + Penalty 4926.381503 = -2834564.769499 nChanged 5 SP:Iteration 137Q (7586.990000 sec): 3 clusters Score: Raw -2839491.587150 + Penalty 4926.381503 = -2834565.205648 nChanged 11 SP:Iteration 138Q (7587.060000 sec): 3 clusters Score: Raw -2839492.437136 + Penalty 4926.381503 = -2834566.055634 nChanged 9 SP:Iteration 139Q (7587.130000 sec): 3 clusters Score: Raw -2839493.012062 + Penalty 4926.381503 = -2834566.630559 nChanged 8 SP:Iteration 140F (7587.210000 sec): 3 clusters Score: Raw -2839493.836663 + Penalty 4926.381503 = -2834567.455160 nChanged 10 SP:Iteration 141Q (7587.290000 sec): 3 clusters Score: Raw -2839494.744432 + Penalty 4926.381503 = -2834568.362929 nChanged 13 SP:Iteration 142Q (7587.360000 sec): 3 clusters Score: Raw -2839496.076661 + Penalty 4926.381503 = -2834569.695159 nChanged 13 SP:Iteration 143Q (7587.440000 sec): 3 clusters Score: Raw -2839497.251755 + Penalty 4926.381503 = -2834570.870253 nChanged 16 SP:Iteration 144Q (7587.510000 sec): 3 clusters Score: Raw -2839498.961177 + Penalty 4926.381503 = -2834572.579674 nChanged 24 SP:Iteration 145Q (7587.590000 sec): 3 clusters Score: Raw -2839501.902317 + Penalty 4926.381503 = -2834575.520814 nChanged 30 SP:Iteration 146Q (7587.670000 sec): 3 clusters Score: Raw -2839506.254823 + Penalty 4926.381503 = -2834579.873321 nChanged 42 SP:Iteration 147Q (7587.740000 sec): 3 clusters Score: Raw -2839511.994246 + Penalty 4926.381503 = -2834585.612743 nChanged 51 SP:Iteration 148Q (7587.820000 sec): 3 clusters Score: Raw -2839520.289090 + Penalty 4926.381503 = -2834593.907587 nChanged 61 SP:Iteration 149Q (7587.890000 sec): 3 clusters Score: Raw -2839529.168500 + Penalty 4926.381503 = -2834602.786997 nChanged 61 SP:Iteration 150Q (7587.970000 sec): 3 clusters Score: Raw -2839537.532219 + Penalty 4926.381503 = -2834611.150716 nChanged 53 SP:Iteration 151Q (7588.040000 sec): 3 clusters Score: Raw -2839544.123434 + Penalty 4926.381503 = -2834617.741931 nChanged 46 SP:Iteration 152Q (7588.120000 sec): 3 clusters Score: Raw -2839549.782391 + Penalty 4926.381503 = -2834623.400889 nChanged 43 SP:Iteration 153Q (7588.190000 sec): 3 clusters Score: Raw -2839554.748528 + Penalty 4926.381503 = -2834628.367025 nChanged 31 SP:Iteration 154Q (7588.270000 sec): 3 clusters Score: Raw -2839557.843923 + Penalty 4926.381503 = -2834631.462420 nChanged 24 SP:Iteration 155Q (7588.350000 sec): 3 clusters Score: Raw -2839560.071418 + Penalty 4926.381503 = -2834633.689916 nChanged 32 SP:Iteration 156Q (7588.420000 sec): 3 clusters Score: Raw -2839563.663548 + Penalty 4926.381503 = -2834637.282045 nChanged 29 SP:Iteration 157Q (7588.500000 sec): 3 clusters Score: Raw -2839566.285709 + Penalty 4926.381503 = -2834639.904206 nChanged 26 SP:Iteration 158Q (7588.580000 sec): 3 clusters Score: Raw -2839568.657264 + Penalty 4926.381503 = -2834642.275761 nChanged 23 SP:Iteration 159Q (7588.660000 sec): 3 clusters Score: Raw -2839571.628292 + Penalty 4926.381503 = -2834645.246790 nChanged 35 SP:Iteration 160F (7588.750000 sec): 3 clusters Score: Raw -2839576.867801 + Penalty 4926.381503 = -2834650.486299 nChanged 40 SP:Iteration 161Q (7588.830000 sec): 3 clusters Score: Raw -2839582.256191 + Penalty 4926.381503 = -2834655.874688 nChanged 32 SP:Iteration 162Q (7588.910000 sec): 3 clusters Score: Raw -2839586.820225 + Penalty 4926.381503 = -2834660.438722 nChanged 30 SP:Iteration 163Q (7588.990000 sec): 3 clusters Score: Raw -2839589.829659 + Penalty 4926.381503 = -2834663.448156 nChanged 29 SP:Iteration 164Q (7589.060000 sec): 3 clusters Score: Raw -2839592.837829 + Penalty 4926.381503 = -2834666.456327 nChanged 32 SP:Iteration 165Q (7589.140000 sec): 3 clusters Score: Raw -2839596.850465 + Penalty 4926.381503 = -2834670.468963 nChanged 38 SP:Iteration 166Q (7589.210000 sec): 3 clusters Score: Raw -2839601.632249 + Penalty 4926.381503 = -2834675.250746 nChanged 40 SP:Iteration 167Q (7589.290000 sec): 3 clusters Score: Raw -2839606.932006 + Penalty 4926.381503 = -2834680.550503 nChanged 47 SP:Iteration 168Q (7589.360000 sec): 3 clusters Score: Raw -2839613.270656 + Penalty 4926.381503 = -2834686.889154 nChanged 45 SP:Iteration 169Q (7589.440000 sec): 3 clusters Score: Raw -2839618.373617 + Penalty 4926.381503 = -2834691.992114 nChanged 42 SP:Iteration 170Q (7589.520000 sec): 3 clusters Score: Raw -2839623.222592 + Penalty 4926.381503 = -2834696.841090 nChanged 35 SP:Iteration 171Q (7589.590000 sec): 3 clusters Score: Raw -2839626.893326 + Penalty 4926.381503 = -2834700.511824 nChanged 27 SP:Iteration 172Q (7589.660000 sec): 3 clusters Score: Raw -2839630.050484 + Penalty 4926.381503 = -2834703.668982 nChanged 20 SP:Iteration 173Q (7589.730000 sec): 3 clusters Score: Raw -2839632.604472 + Penalty 4926.381503 = -2834706.222969 nChanged 20 SP:Iteration 174Q (7589.810000 sec): 3 clusters Score: Raw -2839634.446109 + Penalty 4926.381503 = -2834708.064607 nChanged 16 SP:Iteration 175Q (7589.890000 sec): 3 clusters Score: Raw -2839635.788934 + Penalty 4926.381503 = -2834709.407432 nChanged 18 SP:Iteration 176Q (7589.960000 sec): 3 clusters Score: Raw -2839637.378174 + Penalty 4926.381503 = -2834710.996671 nChanged 16 SP:Iteration 177Q (7590.030000 sec): 3 clusters Score: Raw -2839638.632934 + Penalty 4926.381503 = -2834712.251431 nChanged 11 SP:Iteration 178Q (7590.110000 sec): 3 clusters Score: Raw -2839639.548754 + Penalty 4926.381503 = -2834713.167251 nChanged 13 SP:Iteration 179Q (7590.180000 sec): 3 clusters Score: Raw -2839640.662698 + Penalty 4926.381503 = -2834714.281195 nChanged 12 SP:Iteration 180F (7590.260000 sec): 3 clusters Score: Raw -2839641.663671 + Penalty 4926.381503 = -2834715.282168 nChanged 17 SP:Iteration 181Q (7590.340000 sec): 3 clusters Score: Raw -2839643.571511 + Penalty 4926.381503 = -2834717.190008 nChanged 19 SP:Iteration 182Q (7590.410000 sec): 3 clusters Score: Raw -2839645.247701 + Penalty 4926.381503 = -2834718.866198 nChanged 15 SP:Iteration 183Q (7590.490000 sec): 3 clusters Score: Raw -2839646.629899 + Penalty 4926.381503 = -2834720.248397 nChanged 26 SP:Iteration 184Q (7590.560000 sec): 3 clusters Score: Raw -2839648.815055 + Penalty 4926.381503 = -2834722.433553 nChanged 18 SP:Iteration 185Q (7590.630000 sec): 3 clusters Score: Raw -2839650.629228 + Penalty 4926.381503 = -2834724.247725 nChanged 21 SP:Iteration 186Q (7590.710000 sec): 3 clusters Score: Raw -2839652.424181 + Penalty 4926.381503 = -2834726.042678 nChanged 19 SP:Iteration 187Q (7590.790000 sec): 3 clusters Score: Raw -2839654.074929 + Penalty 4926.381503 = -2834727.693426 nChanged 10 SP:Iteration 188Q (7590.860000 sec): 3 clusters Score: Raw -2839655.029376 + Penalty 4926.381503 = -2834728.647873 nChanged 8 SP:Iteration 189Q (7590.940000 sec): 3 clusters Score: Raw -2839655.806846 + Penalty 4926.381503 = -2834729.425343 nChanged 10 SP:Iteration 190Q (7591.020000 sec): 3 clusters Score: Raw -2839656.574743 + Penalty 4926.381503 = -2834730.193240 nChanged 13 SP:Iteration 191Q (7591.090000 sec): 3 clusters Score: Raw -2839657.535820 + Penalty 4926.381503 = -2834731.154318 nChanged 9 SP:Iteration 192Q (7591.170000 sec): 3 clusters Score: Raw -2839658.333146 + Penalty 4926.381503 = -2834731.951643 nChanged 12 SP:Iteration 193Q (7591.250000 sec): 3 clusters Score: Raw -2839659.109005 + Penalty 4926.381503 = -2834732.727503 nChanged 12 SP:Iteration 194Q (7591.330000 sec): 3 clusters Score: Raw -2839660.270421 + Penalty 4926.381503 = -2834733.888918 nChanged 13 SP:Iteration 195Q (7591.400000 sec): 3 clusters Score: Raw -2839661.139590 + Penalty 4926.381503 = -2834734.758088 nChanged 13 SP:Iteration 196Q (7591.480000 sec): 3 clusters Score: Raw -2839662.272918 + Penalty 4926.381503 = -2834735.891415 nChanged 14 SP:Iteration 197Q (7591.560000 sec): 3 clusters Score: Raw -2839663.673665 + Penalty 4926.381503 = -2834737.292163 nChanged 10 SP:Iteration 198Q (7591.630000 sec): 3 clusters Score: Raw -2839664.723104 + Penalty 4926.381503 = -2834738.341601 nChanged 11 SP:Iteration 199Q (7591.710000 sec): 3 clusters Score: Raw -2839665.406926 + Penalty 4926.381503 = -2834739.025424 nChanged 10 SP:Iteration 200F (7591.790000 sec): 3 clusters Score: Raw -2839666.317966 + Penalty 4926.381503 = -2834739.936464 nChanged 10 SP:Iteration 201Q (7591.860000 sec): 3 clusters Score: Raw -2839666.898995 + Penalty 4926.381503 = -2834740.517493 nChanged 10 SP:Iteration 202Q (7591.940000 sec): 3 clusters Score: Raw -2839667.634371 + Penalty 4926.381503 = -2834741.252869 nChanged 9 SP:Iteration 203Q (7592.010000 sec): 3 clusters Score: Raw -2839668.410558 + Penalty 4926.381503 = -2834742.029056 nChanged 10 SP:Iteration 204Q (7592.080000 sec): 3 clusters Score: Raw -2839669.103838 + Penalty 4926.381503 = -2834742.722336 nChanged 7 SP:Iteration 205Q (7592.160000 sec): 3 clusters Score: Raw -2839669.833552 + Penalty 4926.381503 = -2834743.452049 nChanged 12 SP:Iteration 206Q (7592.230000 sec): 3 clusters Score: Raw -2839670.714317 + Penalty 4926.381503 = -2834744.332814 nChanged 9 SP:Iteration 207Q (7592.310000 sec): 3 clusters Score: Raw -2839671.229383 + Penalty 4926.381503 = -2834744.847881 nChanged 8 SP:Iteration 208Q (7592.380000 sec): 3 clusters Score: Raw -2839671.859240 + Penalty 4926.381503 = -2834745.477737 nChanged 11 SP:Iteration 209Q (7592.460000 sec): 3 clusters Score: Raw -2839672.738750 + Penalty 4926.381503 = -2834746.357247 nChanged 8 SP:Iteration 210Q (7592.530000 sec): 3 clusters Score: Raw -2839673.214394 + Penalty 4926.381503 = -2834746.832891 nChanged 6 SP:Iteration 211Q (7592.610000 sec): 3 clusters Score: Raw -2839673.556029 + Penalty 4926.381503 = -2834747.174526 nChanged 7 SP:Iteration 212Q (7592.690000 sec): 3 clusters Score: Raw -2839673.974508 + Penalty 4926.381503 = -2834747.593005 nChanged 5 SP:Iteration 213Q (7592.760000 sec): 3 clusters Score: Raw -2839674.299213 + Penalty 4926.381503 = -2834747.917710 nChanged 6 SP:Iteration 214Q (7592.830000 sec): 3 clusters Score: Raw -2839674.677407 + Penalty 4926.381503 = -2834748.295905 nChanged 3 SP:Iteration 215Q (7592.910000 sec): 3 clusters Score: Raw -2839675.007340 + Penalty 4926.381503 = -2834748.625837 nChanged 5 SP:Iteration 216Q (7592.980000 sec): 3 clusters Score: Raw -2839675.355784 + Penalty 4926.381503 = -2834748.974281 nChanged 5 SP:Iteration 217Q (7593.060000 sec): 3 clusters Score: Raw -2839675.818360 + Penalty 4926.381503 = -2834749.436857 nChanged 5 SP:Iteration 218Q (7593.130000 sec): 3 clusters Score: Raw -2839676.149831 + Penalty 4926.381503 = -2834749.768328 nChanged 3 SP:Iteration 219Q (7593.200000 sec): 3 clusters Score: Raw -2839676.387303 + Penalty 4926.381503 = -2834750.005801 nChanged 4 SP:Iteration 220F (7593.280000 sec): 3 clusters Score: Raw -2839676.655654 + Penalty 4926.381503 = -2834750.274151 nChanged 2 SP:Iteration 221Q (7593.350000 sec): 3 clusters Score: Raw -2839676.814544 + Penalty 4926.381503 = -2834750.433042 nChanged 4 SP:Iteration 222Q (7593.430000 sec): 3 clusters Score: Raw -2839677.120455 + Penalty 4926.381503 = -2834750.738953 nChanged 3 SP:Iteration 223Q (7593.500000 sec): 3 clusters Score: Raw -2839677.327834 + Penalty 4926.381503 = -2834750.946331 nChanged 3 SP:Iteration 224Q (7593.580000 sec): 3 clusters Score: Raw -2839677.461210 + Penalty 4926.381503 = -2834751.079708 nChanged 1 SP:Iteration 225Q (7593.650000 sec): 3 clusters Score: Raw -2839677.489111 + Penalty 4926.381503 = -2834751.107608 nChanged 1 SP:Iteration 226Q (7593.730000 sec): 3 clusters Score: Raw -2839677.566985 + Penalty 4926.381503 = -2834751.185482 nChanged 1 SP:Iteration 227Q (7593.810000 sec): 3 clusters Score: Raw -2839677.592999 + Penalty 4926.381503 = -2834751.211496 nChanged 1 SP:Iteration 228Q (7593.880000 sec): 3 clusters Score: Raw -2839677.681873 + Penalty 4926.381503 = -2834751.300371 nChanged 1 SP:Iteration 229Q (7593.960000 sec): 3 clusters Score: Raw -2839677.751846 + Penalty 4926.381503 = -2834751.370343 nChanged 0 SP:Iteration 230F (7594.040000 sec): 3 clusters Score: Raw -2839677.751846 + Penalty 4926.381503 = -2834751.370343 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 9 (5088 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7594.070000 sec): 2 clusters Score: Raw -735048.051862 + Penalty 2116.590746 = -732931.461116 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7594.090000 sec): 3 clusters Score: Raw -732554.990055 + Penalty 4233.181492 = -728321.808563 nChanged 1932 SP:Iteration 1F (7594.110000 sec): 3 clusters Score: Raw -733668.017188 + Penalty 4233.181492 = -729434.835696 nChanged 405 SP:Iteration 2F (7594.130000 sec): 3 clusters Score: Raw -733929.122442 + Penalty 4233.181492 = -729695.940950 nChanged 280 SP:Iteration 3F (7594.140000 sec): 3 clusters Score: Raw -734119.908174 + Penalty 4233.181492 = -729886.726682 nChanged 191 SP:Iteration 4Q (7594.160000 sec): 3 clusters Score: Raw -734237.256903 + Penalty 4233.181492 = -730004.075410 nChanged 166 SP:Iteration 5Q (7594.180000 sec): 3 clusters Score: Raw -734319.637742 + Penalty 4233.181492 = -730086.456250 nChanged 156 SP:Iteration 6Q (7594.200000 sec): 3 clusters Score: Raw -734402.168158 + Penalty 4233.181492 = -730168.986666 nChanged 152 SP:Iteration 7Q (7594.230000 sec): 3 clusters Score: Raw -734483.985968 + Penalty 4233.181492 = -730250.804476 nChanged 151 SP:Iteration 8Q (7594.240000 sec): 3 clusters Score: Raw -734564.515848 + Penalty 4233.181492 = -730331.334355 nChanged 154 SP:Iteration 9Q (7594.260000 sec): 3 clusters Score: Raw -734653.609920 + Penalty 4233.181492 = -730420.428428 nChanged 156 SP:Iteration 10Q (7594.280000 sec): 3 clusters Score: Raw -734761.189156 + Penalty 4233.181492 = -730528.007664 nChanged 165 SP:Iteration 11Q (7594.300000 sec): 3 clusters Score: Raw -734862.423255 + Penalty 4233.181492 = -730629.241763 nChanged 173 SP:Iteration 12Q (7594.320000 sec): 3 clusters Score: Raw -734977.756858 + Penalty 4233.181492 = -730744.575366 nChanged 198 SP:Iteration 13Q (7594.340000 sec): 3 clusters Score: Raw -735107.169888 + Penalty 4233.181492 = -730873.988396 nChanged 178 SP:Iteration 14Q (7594.360000 sec): 3 clusters Score: Raw -735235.601924 + Penalty 4233.181492 = -731002.420432 nChanged 171 SP:Iteration 15Q (7594.380000 sec): 3 clusters Score: Raw -735352.603451 + Penalty 4233.181492 = -731119.421959 nChanged 155 SP:Iteration 16Q (7594.410000 sec): 3 clusters Score: Raw -735456.126679 + Penalty 4233.181492 = -731222.945187 nChanged 133 SP:Iteration 17Q (7594.430000 sec): 3 clusters Score: Raw -735539.002550 + Penalty 4233.181492 = -731305.821058 nChanged 96 SP:Iteration 18Q (7594.450000 sec): 3 clusters Score: Raw -735589.019497 + Penalty 4233.181492 = -731355.838004 nChanged 72 SP:Iteration 19Q (7594.470000 sec): 3 clusters Score: Raw -735624.333280 + Penalty 4233.181492 = -731391.151788 nChanged 49 SP:Iteration 20F (7594.490000 sec): 3 clusters Score: Raw -735652.248504 + Penalty 4233.181492 = -731419.067012 nChanged 35 SP:Iteration 21Q (7594.510000 sec): 3 clusters Score: Raw -735671.433124 + Penalty 4233.181492 = -731438.251632 nChanged 33 SP:Iteration 22Q (7594.530000 sec): 3 clusters Score: Raw -735687.887734 + Penalty 4233.181492 = -731454.706242 nChanged 36 SP:Iteration 23Q (7594.540000 sec): 3 clusters Score: Raw -735703.914486 + Penalty 4233.181492 = -731470.732994 nChanged 32 SP:Iteration 24Q (7594.560000 sec): 3 clusters Score: Raw -735718.818209 + Penalty 4233.181492 = -731485.636717 nChanged 29 SP:Iteration 25Q (7594.580000 sec): 3 clusters Score: Raw -735733.112337 + Penalty 4233.181492 = -731499.930845 nChanged 32 SP:Iteration 26Q (7594.600000 sec): 3 clusters Score: Raw -735747.315729 + Penalty 4233.181492 = -731514.134237 nChanged 19 SP:Iteration 27Q (7594.620000 sec): 3 clusters Score: Raw -735759.055246 + Penalty 4233.181492 = -731525.873754 nChanged 24 SP:Iteration 28Q (7594.640000 sec): 3 clusters Score: Raw -735769.905022 + Penalty 4233.181492 = -731536.723530 nChanged 24 SP:Iteration 29Q (7594.650000 sec): 3 clusters Score: Raw -735781.652209 + Penalty 4233.181492 = -731548.470717 nChanged 27 SP:Iteration 30Q (7594.690000 sec): 3 clusters Score: Raw -735796.189337 + Penalty 4233.181492 = -731563.007845 nChanged 23 SP:Iteration 31Q (7594.760000 sec): 3 clusters Score: Raw -735806.669014 + Penalty 4233.181492 = -731573.487522 nChanged 14 SP:Iteration 32Q (7594.810000 sec): 3 clusters Score: Raw -735812.620641 + Penalty 4233.181492 = -731579.439149 nChanged 12 SP:Iteration 33Q (7594.850000 sec): 3 clusters Score: Raw -735817.562875 + Penalty 4233.181492 = -731584.381383 nChanged 8 SP:Iteration 34Q (7594.860000 sec): 3 clusters Score: Raw -735822.912225 + Penalty 4233.181492 = -731589.730733 nChanged 11 SP:Iteration 35Q (7594.910000 sec): 3 clusters Score: Raw -735828.298295 + Penalty 4233.181492 = -731595.116803 nChanged 16 SP:Iteration 36Q (7594.980000 sec): 3 clusters Score: Raw -735835.972256 + Penalty 4233.181492 = -731602.790763 nChanged 11 SP:Iteration 37Q (7595.020000 sec): 3 clusters Score: Raw -735840.632775 + Penalty 4233.181492 = -731607.451283 nChanged 11 SP:Iteration 38Q (7595.060000 sec): 3 clusters Score: Raw -735846.029920 + Penalty 4233.181492 = -731612.848428 nChanged 13 SP:Iteration 39Q (7595.080000 sec): 3 clusters Score: Raw -735853.874699 + Penalty 4233.181492 = -731620.693207 nChanged 12 SP:Iteration 40F (7595.130000 sec): 3 clusters Score: Raw -735859.089676 + Penalty 4233.181492 = -731625.908184 nChanged 14 SP:Iteration 41Q (7595.200000 sec): 3 clusters Score: Raw -735865.848918 + Penalty 4233.181492 = -731632.667426 nChanged 21 SP:Iteration 42Q (7595.250000 sec): 3 clusters Score: Raw -735875.111318 + Penalty 4233.181492 = -731641.929826 nChanged 12 SP:Iteration 43Q (7595.320000 sec): 3 clusters Score: Raw -735879.136729 + Penalty 4233.181492 = -731645.955237 nChanged 5 SP:Iteration 44Q (7595.370000 sec): 3 clusters Score: Raw -735880.700382 + Penalty 4233.181492 = -731647.518890 nChanged 2 SP:Iteration 45Q (7595.420000 sec): 3 clusters Score: Raw -735881.419061 + Penalty 4233.181492 = -731648.237568 nChanged 2 SP:Iteration 46Q (7595.440000 sec): 3 clusters Score: Raw -735882.006558 + Penalty 4233.181492 = -731648.825066 nChanged 0 SP:Iteration 47F (7595.470000 sec): 3 clusters Score: Raw -735882.006558 + Penalty 4233.181492 = -731648.825066 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 10 (46934 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7596.060000 sec): 2 clusters Score: Raw -6943134.312148 + Penalty 2667.611414 = -6940466.700734 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7596.740000 sec): 3 clusters Score: Raw -6914355.212595 + Penalty 5335.222829 = -6909019.989767 nChanged 21512 SP:Iteration 1F (7597.380000 sec): 3 clusters Score: Raw -6926226.857770 + Penalty 5335.222829 = -6920891.634941 nChanged 2178 SP:Iteration 2Q (7597.690000 sec): 3 clusters Score: Raw -6927121.547444 + Penalty 5335.222829 = -6921786.324616 nChanged 2499 SP:Iteration 3F (7597.870000 sec): 3 clusters Score: Raw -6928436.835419 + Penalty 5335.222829 = -6923101.612590 nChanged 2814 SP:Iteration 4F (7598.060000 sec): 3 clusters Score: Raw -6930103.364676 + Penalty 5335.222829 = -6924768.141847 nChanged 3031 SP:Iteration 5F (7598.250000 sec): 3 clusters Score: Raw -6932008.579697 + Penalty 5335.222829 = -6926673.356868 nChanged 3093 SP:Iteration 6F (7598.700000 sec): 3 clusters Score: Raw -6933936.948540 + Penalty 5335.222829 = -6928601.725711 nChanged 2880 SP:Iteration 7F (7599.320000 sec): 3 clusters Score: Raw -6935676.407821 + Penalty 5335.222829 = -6930341.184992 nChanged 2494 SP:Iteration 8F (7600.100000 sec): 3 clusters Score: Raw -6937211.089708 + Penalty 5335.222829 = -6931875.866879 nChanged 2177 SP:Iteration 9Q (7600.630000 sec): 3 clusters Score: Raw -6938734.769112 + Penalty 5335.222829 = -6933399.546284 nChanged 1974 SP:Iteration 10Q (7600.820000 sec): 3 clusters Score: Raw -6940585.924469 + Penalty 5335.222829 = -6935250.701641 nChanged 1836 SP:Iteration 11Q (7601.000000 sec): 3 clusters Score: Raw -6942519.224689 + Penalty 5335.222829 = -6937184.001860 nChanged 1603 SP:Iteration 12Q (7601.180000 sec): 3 clusters Score: Raw -6943767.851466 + Penalty 5335.222829 = -6938432.628637 nChanged 1071 SP:Iteration 13Q (7601.470000 sec): 3 clusters Score: Raw -6944246.900303 + Penalty 5335.222829 = -6938911.677474 nChanged 578 SP:Iteration 14Q (7602.090000 sec): 3 clusters Score: Raw -6944396.825084 + Penalty 5335.222829 = -6939061.602255 nChanged 319 SP:Iteration 15Q (7602.370000 sec): 3 clusters Score: Raw -6944453.191831 + Penalty 5335.222829 = -6939117.969003 nChanged 185 SP:Iteration 16Q (7602.530000 sec): 3 clusters Score: Raw -6944477.376394 + Penalty 5335.222829 = -6939142.153565 nChanged 121 SP:Iteration 17Q (7602.690000 sec): 3 clusters Score: Raw -6944491.518895 + Penalty 5335.222829 = -6939156.296066 nChanged 94 SP:Iteration 18Q (7602.840000 sec): 3 clusters Score: Raw -6944500.976744 + Penalty 5335.222829 = -6939165.753915 nChanged 67 SP:Iteration 19Q (7603.000000 sec): 3 clusters Score: Raw -6944506.533867 + Penalty 5335.222829 = -6939171.311038 nChanged 50 SP:Iteration 20F (7603.190000 sec): 3 clusters Score: Raw -6944509.390112 + Penalty 5335.222829 = -6939174.167284 nChanged 33 SP:Iteration 21Q (7603.350000 sec): 3 clusters Score: Raw -6944511.541318 + Penalty 5335.222829 = -6939176.318489 nChanged 32 SP:Iteration 22Q (7603.510000 sec): 3 clusters Score: Raw -6944513.138915 + Penalty 5335.222829 = -6939177.916086 nChanged 13 SP:Iteration 23Q (7603.670000 sec): 3 clusters Score: Raw -6944513.559125 + Penalty 5335.222829 = -6939178.336296 nChanged 11 SP:Iteration 24Q (7603.840000 sec): 3 clusters Score: Raw -6944514.010094 + Penalty 5335.222829 = -6939178.787265 nChanged 12 SP:Iteration 25Q (7603.990000 sec): 3 clusters Score: Raw -6944514.600910 + Penalty 5335.222829 = -6939179.378081 nChanged 9 SP:Iteration 26Q (7604.160000 sec): 3 clusters Score: Raw -6944514.935791 + Penalty 5335.222829 = -6939179.712962 nChanged 4 SP:Iteration 27Q (7604.320000 sec): 3 clusters Score: Raw -6944515.057553 + Penalty 5335.222829 = -6939179.834725 nChanged 3 SP:Iteration 28Q (7604.480000 sec): 3 clusters Score: Raw -6944515.155573 + Penalty 5335.222829 = -6939179.932745 nChanged 1 SP:Iteration 29Q (7604.640000 sec): 3 clusters Score: Raw -6944515.226568 + Penalty 5335.222829 = -6939180.003739 nChanged 1 SP:Iteration 30Q (7604.800000 sec): 3 clusters Score: Raw -6944515.277628 + Penalty 5335.222829 = -6939180.054799 nChanged 0 SP:Iteration 31F (7604.990000 sec): 3 clusters Score: Raw -6944515.277628 + Penalty 5335.222829 = -6939180.054799 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 11 (882 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7605.020000 sec): 2 clusters Score: Raw -121974.861068 + Penalty 1681.983630 = -120292.877439 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7605.020000 sec): 3 clusters Score: Raw -121792.967927 + Penalty 3363.967260 = -118429.000667 nChanged 230 SP:Iteration 1F (7605.030000 sec): 3 clusters Score: Raw -122078.051448 + Penalty 3363.967260 = -118714.084188 nChanged 57 SP:Iteration 2F (7605.030000 sec): 3 clusters Score: Raw -122172.348049 + Penalty 3363.967260 = -118808.380789 nChanged 23 SP:Iteration 3Q (7605.040000 sec): 3 clusters Score: Raw -122237.354145 + Penalty 3363.967260 = -118873.386885 nChanged 20 SP:Iteration 4Q (7605.040000 sec): 3 clusters Score: Raw -122310.759220 + Penalty 3363.967260 = -118946.791960 nChanged 33 SP:Iteration 5Q (7605.040000 sec): 3 clusters Score: Raw -122393.088781 + Penalty 3363.967260 = -119029.121521 nChanged 26 SP:Iteration 6Q (7605.040000 sec): 3 clusters Score: Raw -122452.432449 + Penalty 3363.967260 = -119088.465190 nChanged 21 SP:Iteration 7Q (7605.050000 sec): 3 clusters Score: Raw -122497.668415 + Penalty 3363.967260 = -119133.701155 nChanged 24 SP:Iteration 8Q (7605.050000 sec): 3 clusters Score: Raw -122535.886978 + Penalty 3363.967260 = -119171.919718 nChanged 16 SP:Iteration 9Q (7605.050000 sec): 3 clusters Score: Raw -122563.680815 + Penalty 3363.967260 = -119199.713555 nChanged 17 SP:Iteration 10Q (7605.060000 sec): 3 clusters Score: Raw -122589.896746 + Penalty 3363.967260 = -119225.929486 nChanged 14 SP:Iteration 11Q (7605.060000 sec): 3 clusters Score: Raw -122619.752410 + Penalty 3363.967260 = -119255.785150 nChanged 10 SP:Iteration 12Q (7605.060000 sec): 3 clusters Score: Raw -122634.787043 + Penalty 3363.967260 = -119270.819783 nChanged 6 SP:Iteration 13Q (7605.060000 sec): 3 clusters Score: Raw -122650.472785 + Penalty 3363.967260 = -119286.505525 nChanged 8 SP:Iteration 14Q (7605.070000 sec): 3 clusters Score: Raw -122661.555544 + Penalty 3363.967260 = -119297.588284 nChanged 7 SP:Iteration 15Q (7605.070000 sec): 3 clusters Score: Raw -122675.634967 + Penalty 3363.967260 = -119311.667708 nChanged 11 SP:Iteration 16Q (7605.070000 sec): 3 clusters Score: Raw -122699.405346 + Penalty 3363.967260 = -119335.438086 nChanged 15 SP:Iteration 17Q (7605.080000 sec): 3 clusters Score: Raw -122732.709787 + Penalty 3363.967260 = -119368.742527 nChanged 18 SP:Iteration 18Q (7605.080000 sec): 3 clusters Score: Raw -122769.499883 + Penalty 3363.967260 = -119405.532624 nChanged 22 SP:Iteration 19Q (7605.080000 sec): 3 clusters Score: Raw -122831.324282 + Penalty 3363.967260 = -119467.357022 nChanged 29 SP:Iteration 20F (7605.080000 sec): 3 clusters Score: Raw -122914.014541 + Penalty 3363.967260 = -119550.047281 nChanged 26 SP:Iteration 21Q (7605.080000 sec): 3 clusters Score: Raw -123011.905076 + Penalty 3363.967260 = -119647.937816 nChanged 33 SP:Iteration 22Q (7605.090000 sec): 3 clusters Score: Raw -123225.147397 + Penalty 3363.967260 = -119861.180138 nChanged 32 SP:Iteration 23Q (7605.090000 sec): 3 clusters Score: Raw -123718.403181 + Penalty 3363.967260 = -120354.435921 nChanged 18 SP:Iteration 24Q (7605.090000 sec): 3 clusters Score: Raw -124107.618362 + Penalty 3363.967260 = -120743.651102 nChanged 8 SP:Iteration 25Q (7605.100000 sec): 3 clusters Score: Raw -124369.706879 + Penalty 3363.967260 = -121005.739619 nChanged 2 SP:Iteration 26Q (7605.100000 sec): 3 clusters Score: Raw -124468.600816 + Penalty 3363.967260 = -121104.633556 nChanged 0 SP:Iteration 27F (7605.100000 sec): 3 clusters Score: Raw -124468.600816 + Penalty 3363.967260 = -121104.633556 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 12. Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 13 (50072 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7605.300000 sec): 2 clusters Score: Raw -7387889.867641 + Penalty 2683.661878 = -7385206.205764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7605.480000 sec): 3 clusters Score: Raw -7356965.123409 + Penalty 5367.323755 = -7351597.799654 nChanged 22991 SP:Iteration 1F (7605.680000 sec): 3 clusters Score: Raw -7369528.775672 + Penalty 5367.323755 = -7364161.451916 nChanged 1965 SP:Iteration 2Q (7605.880000 sec): 3 clusters Score: Raw -7370121.042678 + Penalty 5367.323755 = -7364753.718923 nChanged 1933 SP:Iteration 3Q (7606.080000 sec): 3 clusters Score: Raw -7370873.230641 + Penalty 5367.323755 = -7365505.906886 nChanged 2083 SP:Iteration 4Q (7606.280000 sec): 3 clusters Score: Raw -7371947.616175 + Penalty 5367.323755 = -7366580.292420 nChanged 2312 SP:Iteration 5Q (7606.520000 sec): 3 clusters Score: Raw -7373211.694982 + Penalty 5367.323755 = -7367844.371226 nChanged 2458 SP:Iteration 6Q (7606.710000 sec): 3 clusters Score: Raw -7374623.590634 + Penalty 5367.323755 = -7369256.266879 nChanged 2599 SP:Iteration 7F (7606.900000 sec): 3 clusters Score: Raw -7376059.195661 + Penalty 5367.323755 = -7370691.871906 nChanged 2598 SP:Iteration 8F (7607.100000 sec): 3 clusters Score: Raw -7377456.345392 + Penalty 5367.323755 = -7372089.021636 nChanged 2675 SP:Iteration 9F (7607.300000 sec): 3 clusters Score: Raw -7379028.446682 + Penalty 5367.323755 = -7373661.122926 nChanged 2657 SP:Iteration 10F (7607.490000 sec): 3 clusters Score: Raw -7380816.658781 + Penalty 5367.323755 = -7375449.335025 nChanged 2621 SP:Iteration 11F (7607.680000 sec): 3 clusters Score: Raw -7382653.674463 + Penalty 5367.323755 = -7377286.350708 nChanged 2200 SP:Iteration 12Q (7607.880000 sec): 3 clusters Score: Raw -7384010.237854 + Penalty 5367.323755 = -7378642.914099 nChanged 1681 SP:Iteration 13Q (7608.060000 sec): 3 clusters Score: Raw -7384850.920832 + Penalty 5367.323755 = -7379483.597077 nChanged 1209 SP:Iteration 14Q (7608.310000 sec): 3 clusters Score: Raw -7385327.684736 + Penalty 5367.323755 = -7379960.360981 nChanged 868 SP:Iteration 15Q (7608.490000 sec): 3 clusters Score: Raw -7385650.159729 + Penalty 5367.323755 = -7380282.835974 nChanged 675 SP:Iteration 16Q (7608.670000 sec): 3 clusters Score: Raw -7385865.894941 + Penalty 5367.323755 = -7380498.571186 nChanged 563 SP:Iteration 17Q (7608.850000 sec): 3 clusters Score: Raw -7386036.194365 + Penalty 5367.323755 = -7380668.870610 nChanged 485 SP:Iteration 18Q (7609.020000 sec): 3 clusters Score: Raw -7386177.976287 + Penalty 5367.323755 = -7380810.652532 nChanged 449 SP:Iteration 19Q (7609.200000 sec): 3 clusters Score: Raw -7386299.304038 + Penalty 5367.323755 = -7380931.980283 nChanged 435 SP:Iteration 20F (7609.390000 sec): 3 clusters Score: Raw -7386419.762133 + Penalty 5367.323755 = -7381052.438378 nChanged 428 SP:Iteration 21Q (7609.560000 sec): 3 clusters Score: Raw -7386540.991885 + Penalty 5367.323755 = -7381173.668129 nChanged 406 SP:Iteration 22Q (7609.730000 sec): 3 clusters Score: Raw -7386653.105313 + Penalty 5367.323755 = -7381285.781557 nChanged 375 SP:Iteration 23Q (7609.910000 sec): 3 clusters Score: Raw -7386749.949220 + Penalty 5367.323755 = -7381382.625464 nChanged 344 SP:Iteration 24Q (7610.080000 sec): 3 clusters Score: Raw -7386830.720034 + Penalty 5367.323755 = -7381463.396279 nChanged 309 SP:Iteration 25Q (7610.250000 sec): 3 clusters Score: Raw -7386902.403958 + Penalty 5367.323755 = -7381535.080203 nChanged 285 SP:Iteration 26Q (7610.420000 sec): 3 clusters Score: Raw -7386962.215963 + Penalty 5367.323755 = -7381594.892207 nChanged 281 SP:Iteration 27Q (7610.590000 sec): 3 clusters Score: Raw -7387015.852934 + Penalty 5367.323755 = -7381648.529178 nChanged 232 SP:Iteration 28Q (7610.750000 sec): 3 clusters Score: Raw -7387059.559649 + Penalty 5367.323755 = -7381692.235894 nChanged 247 SP:Iteration 29Q (7610.920000 sec): 3 clusters Score: Raw -7387108.837621 + Penalty 5367.323755 = -7381741.513866 nChanged 248 SP:Iteration 30Q (7611.090000 sec): 3 clusters Score: Raw -7387155.508316 + Penalty 5367.323755 = -7381788.184560 nChanged 237 SP:Iteration 31Q (7611.250000 sec): 3 clusters Score: Raw -7387200.528734 + Penalty 5367.323755 = -7381833.204979 nChanged 239 SP:Iteration 32Q (7611.420000 sec): 3 clusters Score: Raw -7387248.260341 + Penalty 5367.323755 = -7381880.936585 nChanged 220 SP:Iteration 33Q (7611.580000 sec): 3 clusters Score: Raw -7387287.160268 + Penalty 5367.323755 = -7381919.836512 nChanged 194 SP:Iteration 34Q (7611.740000 sec): 3 clusters Score: Raw -7387321.369994 + Penalty 5367.323755 = -7381954.046238 nChanged 190 SP:Iteration 35Q (7611.900000 sec): 3 clusters Score: Raw -7387356.561102 + Penalty 5367.323755 = -7381989.237346 nChanged 188 SP:Iteration 36Q (7612.060000 sec): 3 clusters Score: Raw -7387389.472279 + Penalty 5367.323755 = -7382022.148524 nChanged 169 SP:Iteration 37Q (7612.220000 sec): 3 clusters Score: Raw -7387419.326984 + Penalty 5367.323755 = -7382052.003229 nChanged 162 SP:Iteration 38Q (7612.380000 sec): 3 clusters Score: Raw -7387446.429543 + Penalty 5367.323755 = -7382079.105788 nChanged 143 SP:Iteration 39Q (7612.540000 sec): 3 clusters Score: Raw -7387468.229738 + Penalty 5367.323755 = -7382100.905983 nChanged 130 SP:Iteration 40F (7612.820000 sec): 3 clusters Score: Raw -7387488.630916 + Penalty 5367.323755 = -7382121.307161 nChanged 114 SP:Iteration 41Q (7612.980000 sec): 3 clusters Score: Raw -7387505.892045 + Penalty 5367.323755 = -7382138.568290 nChanged 106 SP:Iteration 42Q (7613.410000 sec): 3 clusters Score: Raw -7387523.282471 + Penalty 5367.323755 = -7382155.958716 nChanged 111 SP:Iteration 43Q (7613.570000 sec): 3 clusters Score: Raw -7387539.972371 + Penalty 5367.323755 = -7382172.648616 nChanged 93 SP:Iteration 44Q (7613.730000 sec): 3 clusters Score: Raw -7387553.154943 + Penalty 5367.323755 = -7382185.831188 nChanged 94 SP:Iteration 45Q (7613.880000 sec): 3 clusters Score: Raw -7387567.295533 + Penalty 5367.323755 = -7382199.971778 nChanged 114 SP:Iteration 46Q (7614.040000 sec): 3 clusters Score: Raw -7387586.795090 + Penalty 5367.323755 = -7382219.471335 nChanged 116 SP:Iteration 47Q (7614.200000 sec): 3 clusters Score: Raw -7387607.719005 + Penalty 5367.323755 = -7382240.395249 nChanged 133 SP:Iteration 48Q (7614.360000 sec): 3 clusters Score: Raw -7387630.265416 + Penalty 5367.323755 = -7382262.941660 nChanged 119 SP:Iteration 49Q (7614.520000 sec): 3 clusters Score: Raw -7387650.328033 + Penalty 5367.323755 = -7382283.004278 nChanged 95 SP:Iteration 50Q (7614.680000 sec): 3 clusters Score: Raw -7387665.894062 + Penalty 5367.323755 = -7382298.570306 nChanged 88 SP:Iteration 51Q (7614.830000 sec): 3 clusters Score: Raw -7387680.102771 + Penalty 5367.323755 = -7382312.779016 nChanged 78 SP:Iteration 52Q (7615.140000 sec): 3 clusters Score: Raw -7387693.681936 + Penalty 5367.323755 = -7382326.358181 nChanged 81 SP:Iteration 53Q (7615.290000 sec): 3 clusters Score: Raw -7387707.295524 + Penalty 5367.323755 = -7382339.971769 nChanged 96 SP:Iteration 54Q (7615.450000 sec): 3 clusters Score: Raw -7387724.791103 + Penalty 5367.323755 = -7382357.467348 nChanged 84 SP:Iteration 55Q (7615.600000 sec): 3 clusters Score: Raw -7387738.822299 + Penalty 5367.323755 = -7382371.498543 nChanged 86 SP:Iteration 56Q (7615.750000 sec): 3 clusters Score: Raw -7387751.967479 + Penalty 5367.323755 = -7382384.643723 nChanged 78 SP:Iteration 57Q (7615.900000 sec): 3 clusters Score: Raw -7387765.468173 + Penalty 5367.323755 = -7382398.144417 nChanged 75 SP:Iteration 58Q (7616.060000 sec): 3 clusters Score: Raw -7387778.365883 + Penalty 5367.323755 = -7382411.042127 nChanged 78 SP:Iteration 59Q (7616.210000 sec): 3 clusters Score: Raw -7387789.985078 + Penalty 5367.323755 = -7382422.661323 nChanged 69 SP:Iteration 60F (7616.400000 sec): 3 clusters Score: Raw -7387800.430413 + Penalty 5367.323755 = -7382433.106657 nChanged 60 SP:Iteration 61Q (7616.840000 sec): 3 clusters Score: Raw -7387807.615160 + Penalty 5367.323755 = -7382440.291405 nChanged 41 SP:Iteration 62Q (7616.980000 sec): 3 clusters Score: Raw -7387811.804590 + Penalty 5367.323755 = -7382444.480835 nChanged 35 SP:Iteration 63Q (7617.130000 sec): 3 clusters Score: Raw -7387815.237750 + Penalty 5367.323755 = -7382447.913994 nChanged 36 SP:Iteration 64Q (7617.290000 sec): 3 clusters Score: Raw -7387819.317747 + Penalty 5367.323755 = -7382451.993991 nChanged 31 SP:Iteration 65Q (7617.440000 sec): 3 clusters Score: Raw -7387823.449980 + Penalty 5367.323755 = -7382456.126225 nChanged 28 SP:Iteration 66Q (7617.590000 sec): 3 clusters Score: Raw -7387826.750151 + Penalty 5367.323755 = -7382459.426396 nChanged 32 SP:Iteration 67Q (7617.950000 sec): 3 clusters Score: Raw -7387830.843910 + Penalty 5367.323755 = -7382463.520154 nChanged 31 SP:Iteration 68Q (7618.100000 sec): 3 clusters Score: Raw -7387833.992644 + Penalty 5367.323755 = -7382466.668889 nChanged 31 SP:Iteration 69Q (7618.240000 sec): 3 clusters Score: Raw -7387837.457655 + Penalty 5367.323755 = -7382470.133900 nChanged 31 SP:Iteration 70Q (7618.420000 sec): 3 clusters Score: Raw -7387841.132422 + Penalty 5367.323755 = -7382473.808667 nChanged 32 SP:Iteration 71Q (7618.570000 sec): 3 clusters Score: Raw -7387845.668618 + Penalty 5367.323755 = -7382478.344862 nChanged 34 SP:Iteration 72Q (7618.720000 sec): 3 clusters Score: Raw -7387849.866119 + Penalty 5367.323755 = -7382482.542364 nChanged 28 SP:Iteration 73Q (7618.870000 sec): 3 clusters Score: Raw -7387853.547249 + Penalty 5367.323755 = -7382486.223494 nChanged 29 SP:Iteration 74Q (7619.020000 sec): 3 clusters Score: Raw -7387857.051789 + Penalty 5367.323755 = -7382489.728034 nChanged 26 SP:Iteration 75Q (7619.170000 sec): 3 clusters Score: Raw -7387860.255868 + Penalty 5367.323755 = -7382492.932113 nChanged 26 SP:Iteration 76Q (7619.760000 sec): 3 clusters Score: Raw -7387863.125775 + Penalty 5367.323755 = -7382495.802020 nChanged 25 SP:Iteration 77Q (7620.090000 sec): 3 clusters Score: Raw -7387865.715043 + Penalty 5367.323755 = -7382498.391288 nChanged 16 SP:Iteration 78Q (7620.240000 sec): 3 clusters Score: Raw -7387867.712659 + Penalty 5367.323755 = -7382500.388904 nChanged 15 SP:Iteration 79Q (7620.640000 sec): 3 clusters Score: Raw -7387869.655279 + Penalty 5367.323755 = -7382502.331524 nChanged 24 SP:Iteration 80F (7621.320000 sec): 3 clusters Score: Raw -7387872.417765 + Penalty 5367.323755 = -7382505.094010 nChanged 26 SP:Iteration 81Q (7621.540000 sec): 3 clusters Score: Raw -7387875.232401 + Penalty 5367.323755 = -7382507.908646 nChanged 19 SP:Iteration 82Q (7621.690000 sec): 3 clusters Score: Raw -7387877.626078 + Penalty 5367.323755 = -7382510.302322 nChanged 16 SP:Iteration 83Q (7621.840000 sec): 3 clusters Score: Raw -7387879.457178 + Penalty 5367.323755 = -7382512.133423 nChanged 14 SP:Iteration 84Q (7621.990000 sec): 3 clusters Score: Raw -7387881.373760 + Penalty 5367.323755 = -7382514.050005 nChanged 16 SP:Iteration 85Q (7622.140000 sec): 3 clusters Score: Raw -7387883.538924 + Penalty 5367.323755 = -7382516.215168 nChanged 24 SP:Iteration 86Q (7622.300000 sec): 3 clusters Score: Raw -7387886.154273 + Penalty 5367.323755 = -7382518.830518 nChanged 18 SP:Iteration 87Q (7622.440000 sec): 3 clusters Score: Raw -7387888.016260 + Penalty 5367.323755 = -7382520.692504 nChanged 20 SP:Iteration 88Q (7622.590000 sec): 3 clusters Score: Raw -7387891.161036 + Penalty 5367.323755 = -7382523.837280 nChanged 26 SP:Iteration 89Q (7622.740000 sec): 3 clusters Score: Raw -7387894.873502 + Penalty 5367.323755 = -7382527.549746 nChanged 26 SP:Iteration 90Q (7622.890000 sec): 3 clusters Score: Raw -7387899.486037 + Penalty 5367.323755 = -7382532.162281 nChanged 33 SP:Iteration 91Q (7623.040000 sec): 3 clusters Score: Raw -7387904.551866 + Penalty 5367.323755 = -7382537.228111 nChanged 34 SP:Iteration 92Q (7623.180000 sec): 3 clusters Score: Raw -7387909.469873 + Penalty 5367.323755 = -7382542.146118 nChanged 37 SP:Iteration 93Q (7623.340000 sec): 3 clusters Score: Raw -7387915.555693 + Penalty 5367.323755 = -7382548.231937 nChanged 36 SP:Iteration 94Q (7623.480000 sec): 3 clusters Score: Raw -7387921.709270 + Penalty 5367.323755 = -7382554.385514 nChanged 36 SP:Iteration 95Q (7623.620000 sec): 3 clusters Score: Raw -7387928.105467 + Penalty 5367.323755 = -7382560.781712 nChanged 37 SP:Iteration 96Q (7623.760000 sec): 3 clusters Score: Raw -7387934.258175 + Penalty 5367.323755 = -7382566.934419 nChanged 39 SP:Iteration 97Q (7623.890000 sec): 3 clusters Score: Raw -7387940.415542 + Penalty 5367.323755 = -7382573.091787 nChanged 33 SP:Iteration 98Q (7624.030000 sec): 3 clusters Score: Raw -7387945.657682 + Penalty 5367.323755 = -7382578.333926 nChanged 26 SP:Iteration 99Q (7624.170000 sec): 3 clusters Score: Raw -7387949.942370 + Penalty 5367.323755 = -7382582.618614 nChanged 33 SP:Iteration 100F (7624.350000 sec): 3 clusters Score: Raw -7387954.644244 + Penalty 5367.323755 = -7382587.320488 nChanged 31 SP:Iteration 101Q (7624.500000 sec): 3 clusters Score: Raw -7387960.423875 + Penalty 5367.323755 = -7382593.100120 nChanged 42 SP:Iteration 102Q (7624.640000 sec): 3 clusters Score: Raw -7387968.580493 + Penalty 5367.323755 = -7382601.256737 nChanged 38 SP:Iteration 103Q (7624.780000 sec): 3 clusters Score: Raw -7387975.201286 + Penalty 5367.323755 = -7382607.877530 nChanged 32 SP:Iteration 104Q (7624.930000 sec): 3 clusters Score: Raw -7387980.783564 + Penalty 5367.323755 = -7382613.459808 nChanged 35 SP:Iteration 105Q (7625.080000 sec): 3 clusters Score: Raw -7387986.168305 + Penalty 5367.323755 = -7382618.844550 nChanged 26 SP:Iteration 106Q (7625.240000 sec): 3 clusters Score: Raw -7387992.132821 + Penalty 5367.323755 = -7382624.809066 nChanged 32 SP:Iteration 107Q (7625.380000 sec): 3 clusters Score: Raw -7387998.768671 + Penalty 5367.323755 = -7382631.444915 nChanged 38 SP:Iteration 108Q (7625.530000 sec): 3 clusters Score: Raw -7388003.994530 + Penalty 5367.323755 = -7382636.670774 nChanged 27 SP:Iteration 109Q (7625.680000 sec): 3 clusters Score: Raw -7388007.651660 + Penalty 5367.323755 = -7382640.327904 nChanged 22 SP:Iteration 110Q (7625.840000 sec): 3 clusters Score: Raw -7388011.164350 + Penalty 5367.323755 = -7382643.840595 nChanged 21 SP:Iteration 111Q (7626.010000 sec): 3 clusters Score: Raw -7388014.771534 + Penalty 5367.323755 = -7382647.447778 nChanged 26 SP:Iteration 112Q (7626.160000 sec): 3 clusters Score: Raw -7388018.928535 + Penalty 5367.323755 = -7382651.604780 nChanged 19 SP:Iteration 113Q (7626.310000 sec): 3 clusters Score: Raw -7388021.937101 + Penalty 5367.323755 = -7382654.613346 nChanged 22 SP:Iteration 114Q (7626.470000 sec): 3 clusters Score: Raw -7388024.908369 + Penalty 5367.323755 = -7382657.584613 nChanged 21 SP:Iteration 115Q (7626.620000 sec): 3 clusters Score: Raw -7388027.802343 + Penalty 5367.323755 = -7382660.478588 nChanged 19 SP:Iteration 116Q (7626.770000 sec): 3 clusters Score: Raw -7388030.880056 + Penalty 5367.323755 = -7382663.556301 nChanged 16 SP:Iteration 117Q (7627.330000 sec): 3 clusters Score: Raw -7388033.121778 + Penalty 5367.323755 = -7382665.798023 nChanged 20 SP:Iteration 118Q (7627.930000 sec): 3 clusters Score: Raw -7388036.495996 + Penalty 5367.323755 = -7382669.172241 nChanged 25 SP:Iteration 119Q (7628.370000 sec): 3 clusters Score: Raw -7388040.763755 + Penalty 5367.323755 = -7382673.440000 nChanged 21 SP:Iteration 120F (7629.150000 sec): 3 clusters Score: Raw -7388043.614136 + Penalty 5367.323755 = -7382676.290381 nChanged 20 SP:Iteration 121Q (7629.760000 sec): 3 clusters Score: Raw -7388046.607636 + Penalty 5367.323755 = -7382679.283881 nChanged 14 SP:Iteration 122Q (7630.200000 sec): 3 clusters Score: Raw -7388048.814264 + Penalty 5367.323755 = -7382681.490509 nChanged 19 SP:Iteration 123Q (7630.540000 sec): 3 clusters Score: Raw -7388051.541176 + Penalty 5367.323755 = -7382684.217420 nChanged 20 SP:Iteration 124Q (7630.690000 sec): 3 clusters Score: Raw -7388054.534929 + Penalty 5367.323755 = -7382687.211174 nChanged 24 SP:Iteration 125Q (7630.830000 sec): 3 clusters Score: Raw -7388058.635134 + Penalty 5367.323755 = -7382691.311379 nChanged 23 SP:Iteration 126Q (7630.980000 sec): 3 clusters Score: Raw -7388063.052533 + Penalty 5367.323755 = -7382695.728777 nChanged 25 SP:Iteration 127Q (7631.140000 sec): 3 clusters Score: Raw -7388067.049012 + Penalty 5367.323755 = -7382699.725257 nChanged 18 SP:Iteration 128Q (7631.290000 sec): 3 clusters Score: Raw -7388069.237863 + Penalty 5367.323755 = -7382701.914108 nChanged 14 SP:Iteration 129Q (7631.570000 sec): 3 clusters Score: Raw -7388071.285442 + Penalty 5367.323755 = -7382703.961686 nChanged 14 SP:Iteration 130Q (7631.910000 sec): 3 clusters Score: Raw -7388073.962536 + Penalty 5367.323755 = -7382706.638781 nChanged 16 SP:Iteration 131Q (7632.070000 sec): 3 clusters Score: Raw -7388076.929206 + Penalty 5367.323755 = -7382709.605451 nChanged 22 SP:Iteration 132Q (7632.710000 sec): 3 clusters Score: Raw -7388081.841564 + Penalty 5367.323755 = -7382714.517809 nChanged 25 SP:Iteration 133Q (7633.360000 sec): 3 clusters Score: Raw -7388086.781097 + Penalty 5367.323755 = -7382719.457342 nChanged 28 SP:Iteration 134Q (7634.070000 sec): 3 clusters Score: Raw -7388092.467117 + Penalty 5367.323755 = -7382725.143362 nChanged 34 SP:Iteration 135Q (7634.360000 sec): 3 clusters Score: Raw -7388098.549907 + Penalty 5367.323755 = -7382731.226152 nChanged 33 SP:Iteration 136Q (7634.510000 sec): 3 clusters Score: Raw -7388104.894987 + Penalty 5367.323755 = -7382737.571232 nChanged 31 SP:Iteration 137Q (7634.660000 sec): 3 clusters Score: Raw -7388110.916363 + Penalty 5367.323755 = -7382743.592608 nChanged 29 SP:Iteration 138Q (7634.810000 sec): 3 clusters Score: Raw -7388117.264874 + Penalty 5367.323755 = -7382749.941119 nChanged 32 SP:Iteration 139Q (7634.950000 sec): 3 clusters Score: Raw -7388123.951660 + Penalty 5367.323755 = -7382756.627905 nChanged 27 SP:Iteration 140F (7635.150000 sec): 3 clusters Score: Raw -7388128.316178 + Penalty 5367.323755 = -7382760.992423 nChanged 26 SP:Iteration 141Q (7635.300000 sec): 3 clusters Score: Raw -7388132.878709 + Penalty 5367.323755 = -7382765.554954 nChanged 26 SP:Iteration 142Q (7635.450000 sec): 3 clusters Score: Raw -7388137.380929 + Penalty 5367.323755 = -7382770.057174 nChanged 25 SP:Iteration 143Q (7635.590000 sec): 3 clusters Score: Raw -7388141.857329 + Penalty 5367.323755 = -7382774.533573 nChanged 20 SP:Iteration 144Q (7635.740000 sec): 3 clusters Score: Raw -7388145.351080 + Penalty 5367.323755 = -7382778.027325 nChanged 25 SP:Iteration 145Q (7635.890000 sec): 3 clusters Score: Raw -7388150.303288 + Penalty 5367.323755 = -7382782.979533 nChanged 21 SP:Iteration 146Q (7636.030000 sec): 3 clusters Score: Raw -7388154.442119 + Penalty 5367.323755 = -7382787.118364 nChanged 20 SP:Iteration 147Q (7636.180000 sec): 3 clusters Score: Raw -7388158.740980 + Penalty 5367.323755 = -7382791.417224 nChanged 19 SP:Iteration 148Q (7636.330000 sec): 3 clusters Score: Raw -7388163.333314 + Penalty 5367.323755 = -7382796.009559 nChanged 26 SP:Iteration 149Q (7636.480000 sec): 3 clusters Score: Raw -7388169.173066 + Penalty 5367.323755 = -7382801.849311 nChanged 24 SP:Iteration 150Q (7636.630000 sec): 3 clusters Score: Raw -7388173.920375 + Penalty 5367.323755 = -7382806.596620 nChanged 17 SP:Iteration 151Q (7636.780000 sec): 3 clusters Score: Raw -7388178.032035 + Penalty 5367.323755 = -7382810.708280 nChanged 26 SP:Iteration 152Q (7636.930000 sec): 3 clusters Score: Raw -7388183.145799 + Penalty 5367.323755 = -7382815.822044 nChanged 23 SP:Iteration 153Q (7637.070000 sec): 3 clusters Score: Raw -7388187.631273 + Penalty 5367.323755 = -7382820.307518 nChanged 15 SP:Iteration 154Q (7637.220000 sec): 3 clusters Score: Raw -7388190.019840 + Penalty 5367.323755 = -7382822.696084 nChanged 13 SP:Iteration 155Q (7637.360000 sec): 3 clusters Score: Raw -7388192.279936 + Penalty 5367.323755 = -7382824.956181 nChanged 11 SP:Iteration 156Q (7637.510000 sec): 3 clusters Score: Raw -7388194.175449 + Penalty 5367.323755 = -7382826.851694 nChanged 11 SP:Iteration 157Q (7637.660000 sec): 3 clusters Score: Raw -7388196.278315 + Penalty 5367.323755 = -7382828.954560 nChanged 9 SP:Iteration 158Q (7637.810000 sec): 3 clusters Score: Raw -7388197.696366 + Penalty 5367.323755 = -7382830.372611 nChanged 8 SP:Iteration 159Q (7637.960000 sec): 3 clusters Score: Raw -7388199.073882 + Penalty 5367.323755 = -7382831.750127 nChanged 10 SP:Iteration 160F (7638.160000 sec): 3 clusters Score: Raw -7388200.604211 + Penalty 5367.323755 = -7382833.280456 nChanged 11 SP:Iteration 161Q (7638.310000 sec): 3 clusters Score: Raw -7388202.425584 + Penalty 5367.323755 = -7382835.101829 nChanged 11 SP:Iteration 162Q (7638.460000 sec): 3 clusters Score: Raw -7388204.919795 + Penalty 5367.323755 = -7382837.596040 nChanged 14 SP:Iteration 163Q (7638.610000 sec): 3 clusters Score: Raw -7388207.794354 + Penalty 5367.323755 = -7382840.470598 nChanged 12 SP:Iteration 164Q (7638.750000 sec): 3 clusters Score: Raw -7388209.815484 + Penalty 5367.323755 = -7382842.491728 nChanged 10 SP:Iteration 165Q (7638.900000 sec): 3 clusters Score: Raw -7388211.948443 + Penalty 5367.323755 = -7382844.624688 nChanged 17 SP:Iteration 166Q (7639.050000 sec): 3 clusters Score: Raw -7388215.845118 + Penalty 5367.323755 = -7382848.521363 nChanged 21 SP:Iteration 167Q (7639.190000 sec): 3 clusters Score: Raw -7388219.153897 + Penalty 5367.323755 = -7382851.830142 nChanged 13 SP:Iteration 168Q (7639.330000 sec): 3 clusters Score: Raw -7388221.936301 + Penalty 5367.323755 = -7382854.612545 nChanged 12 SP:Iteration 169Q (7639.480000 sec): 3 clusters Score: Raw -7388223.848454 + Penalty 5367.323755 = -7382856.524698 nChanged 10 SP:Iteration 170Q (7639.620000 sec): 3 clusters Score: Raw -7388225.338089 + Penalty 5367.323755 = -7382858.014334 nChanged 7 SP:Iteration 171Q (7639.770000 sec): 3 clusters Score: Raw -7388226.377950 + Penalty 5367.323755 = -7382859.054194 nChanged 10 SP:Iteration 172Q (7639.910000 sec): 3 clusters Score: Raw -7388227.704116 + Penalty 5367.323755 = -7382860.380361 nChanged 13 SP:Iteration 173Q (7640.050000 sec): 3 clusters Score: Raw -7388229.631883 + Penalty 5367.323755 = -7382862.308127 nChanged 4 SP:Iteration 174Q (7640.190000 sec): 3 clusters Score: Raw -7388230.192555 + Penalty 5367.323755 = -7382862.868799 nChanged 3 SP:Iteration 175Q (7640.330000 sec): 3 clusters Score: Raw -7388230.793088 + Penalty 5367.323755 = -7382863.469333 nChanged 7 SP:Iteration 176Q (7640.470000 sec): 3 clusters Score: Raw -7388232.055537 + Penalty 5367.323755 = -7382864.731782 nChanged 8 SP:Iteration 177Q (7640.610000 sec): 3 clusters Score: Raw -7388233.748612 + Penalty 5367.323755 = -7382866.424857 nChanged 6 SP:Iteration 178Q (7640.760000 sec): 3 clusters Score: Raw -7388234.458369 + Penalty 5367.323755 = -7382867.134614 nChanged 3 SP:Iteration 179Q (7640.910000 sec): 3 clusters Score: Raw -7388234.788660 + Penalty 5367.323755 = -7382867.464905 nChanged 4 SP:Iteration 180F (7641.110000 sec): 3 clusters Score: Raw -7388235.158252 + Penalty 5367.323755 = -7382867.834497 nChanged 4 SP:Iteration 181Q (7641.250000 sec): 3 clusters Score: Raw -7388235.832562 + Penalty 5367.323755 = -7382868.508806 nChanged 7 SP:Iteration 182Q (7641.390000 sec): 3 clusters Score: Raw -7388237.355837 + Penalty 5367.323755 = -7382870.032082 nChanged 7 SP:Iteration 183Q (7641.540000 sec): 3 clusters Score: Raw -7388238.376034 + Penalty 5367.323755 = -7382871.052279 nChanged 8 SP:Iteration 184Q (7641.680000 sec): 3 clusters Score: Raw -7388239.954603 + Penalty 5367.323755 = -7382872.630848 nChanged 6 SP:Iteration 185Q (7641.830000 sec): 3 clusters Score: Raw -7388240.854321 + Penalty 5367.323755 = -7382873.530566 nChanged 1 SP:Iteration 186Q (7641.970000 sec): 3 clusters Score: Raw -7388240.911961 + Penalty 5367.323755 = -7382873.588206 nChanged 0 SP:Iteration 187F (7642.170000 sec): 3 clusters Score: Raw -7388240.911961 + Penalty 5367.323755 = -7382873.588206 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 14 (7055 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7642.210000 sec): 2 clusters Score: Raw -1015328.626668 + Penalty 2197.649982 = -1013130.976686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7642.240000 sec): 3 clusters Score: Raw -1011766.868301 + Penalty 4395.299965 = -1007371.568336 nChanged 2803 SP:Iteration 1F (7642.270000 sec): 3 clusters Score: Raw -1013321.621040 + Penalty 4395.299965 = -1008926.321075 nChanged 447 SP:Iteration 2F (7642.290000 sec): 3 clusters Score: Raw -1013540.858392 + Penalty 4395.299965 = -1009145.558427 nChanged 332 SP:Iteration 3Q (7642.320000 sec): 3 clusters Score: Raw -1013701.980033 + Penalty 4395.299965 = -1009306.680068 nChanged 260 SP:Iteration 4Q (7642.350000 sec): 3 clusters Score: Raw -1013838.116979 + Penalty 4395.299965 = -1009442.817014 nChanged 232 SP:Iteration 5Q (7642.370000 sec): 3 clusters Score: Raw -1013952.572974 + Penalty 4395.299965 = -1009557.273009 nChanged 204 SP:Iteration 6Q (7642.400000 sec): 3 clusters Score: Raw -1014047.944356 + Penalty 4395.299965 = -1009652.644391 nChanged 189 SP:Iteration 7Q (7642.430000 sec): 3 clusters Score: Raw -1014139.168573 + Penalty 4395.299965 = -1009743.868608 nChanged 177 SP:Iteration 8Q (7642.460000 sec): 3 clusters Score: Raw -1014223.736493 + Penalty 4395.299965 = -1009828.436529 nChanged 178 SP:Iteration 9Q (7642.490000 sec): 3 clusters Score: Raw -1014311.195307 + Penalty 4395.299965 = -1009915.895342 nChanged 197 SP:Iteration 10Q (7642.510000 sec): 3 clusters Score: Raw -1014417.672543 + Penalty 4395.299965 = -1010022.372579 nChanged 195 SP:Iteration 11Q (7642.530000 sec): 3 clusters Score: Raw -1014543.049054 + Penalty 4395.299965 = -1010147.749089 nChanged 213 SP:Iteration 12Q (7642.560000 sec): 3 clusters Score: Raw -1014659.590326 + Penalty 4395.299965 = -1010264.290361 nChanged 186 SP:Iteration 13Q (7642.590000 sec): 3 clusters Score: Raw -1014758.454471 + Penalty 4395.299965 = -1010363.154506 nChanged 161 SP:Iteration 14Q (7642.610000 sec): 3 clusters Score: Raw -1014842.521022 + Penalty 4395.299965 = -1010447.221057 nChanged 144 SP:Iteration 15Q (7642.640000 sec): 3 clusters Score: Raw -1014906.827101 + Penalty 4395.299965 = -1010511.527136 nChanged 125 SP:Iteration 16Q (7642.670000 sec): 3 clusters Score: Raw -1014970.470487 + Penalty 4395.299965 = -1010575.170523 nChanged 138 SP:Iteration 17Q (7642.780000 sec): 3 clusters Score: Raw -1015039.349551 + Penalty 4395.299965 = -1010644.049586 nChanged 106 SP:Iteration 18Q (7642.830000 sec): 3 clusters Score: Raw -1015090.131710 + Penalty 4395.299965 = -1010694.831746 nChanged 110 SP:Iteration 19Q (7642.880000 sec): 3 clusters Score: Raw -1015140.322017 + Penalty 4395.299965 = -1010745.022052 nChanged 100 SP:Iteration 20F (7642.960000 sec): 3 clusters Score: Raw -1015184.385310 + Penalty 4395.299965 = -1010789.085346 nChanged 85 SP:Iteration 21Q (7643.050000 sec): 3 clusters Score: Raw -1015221.525107 + Penalty 4395.299965 = -1010826.225143 nChanged 81 SP:Iteration 22Q (7643.120000 sec): 3 clusters Score: Raw -1015253.110668 + Penalty 4395.299965 = -1010857.810704 nChanged 67 SP:Iteration 23Q (7643.240000 sec): 3 clusters Score: Raw -1015279.344239 + Penalty 4395.299965 = -1010884.044274 nChanged 67 SP:Iteration 24Q (7643.290000 sec): 3 clusters Score: Raw -1015302.408752 + Penalty 4395.299965 = -1010907.108787 nChanged 60 SP:Iteration 25Q (7643.310000 sec): 3 clusters Score: Raw -1015323.246033 + Penalty 4395.299965 = -1010927.946069 nChanged 50 SP:Iteration 26Q (7643.330000 sec): 3 clusters Score: Raw -1015341.436377 + Penalty 4395.299965 = -1010946.136413 nChanged 48 SP:Iteration 27Q (7643.360000 sec): 3 clusters Score: Raw -1015362.407641 + Penalty 4395.299965 = -1010967.107676 nChanged 48 SP:Iteration 28Q (7643.380000 sec): 3 clusters Score: Raw -1015380.038289 + Penalty 4395.299965 = -1010984.738325 nChanged 44 SP:Iteration 29Q (7643.410000 sec): 3 clusters Score: Raw -1015397.044629 + Penalty 4395.299965 = -1011001.744664 nChanged 48 SP:Iteration 30Q (7643.430000 sec): 3 clusters Score: Raw -1015411.708138 + Penalty 4395.299965 = -1011016.408174 nChanged 28 SP:Iteration 31Q (7643.450000 sec): 3 clusters Score: Raw -1015419.909615 + Penalty 4395.299965 = -1011024.609650 nChanged 26 SP:Iteration 32Q (7643.470000 sec): 3 clusters Score: Raw -1015428.018149 + Penalty 4395.299965 = -1011032.718184 nChanged 22 SP:Iteration 33Q (7643.500000 sec): 3 clusters Score: Raw -1015434.061820 + Penalty 4395.299965 = -1011038.761855 nChanged 24 SP:Iteration 34Q (7643.520000 sec): 3 clusters Score: Raw -1015439.961598 + Penalty 4395.299965 = -1011044.661633 nChanged 11 SP:Iteration 35Q (7643.550000 sec): 3 clusters Score: Raw -1015443.218553 + Penalty 4395.299965 = -1011047.918588 nChanged 13 SP:Iteration 36Q (7643.570000 sec): 3 clusters Score: Raw -1015445.862313 + Penalty 4395.299965 = -1011050.562349 nChanged 7 SP:Iteration 37Q (7643.590000 sec): 3 clusters Score: Raw -1015447.883085 + Penalty 4395.299965 = -1011052.583120 nChanged 6 SP:Iteration 38Q (7643.610000 sec): 3 clusters Score: Raw -1015449.450674 + Penalty 4395.299965 = -1011054.150709 nChanged 5 SP:Iteration 39Q (7643.640000 sec): 3 clusters Score: Raw -1015450.931503 + Penalty 4395.299965 = -1011055.631538 nChanged 5 SP:Iteration 40F (7643.670000 sec): 3 clusters Score: Raw -1015452.081842 + Penalty 4395.299965 = -1011056.781877 nChanged 3 SP:Iteration 41Q (7643.690000 sec): 3 clusters Score: Raw -1015453.119291 + Penalty 4395.299965 = -1011057.819326 nChanged 5 SP:Iteration 42Q (7643.710000 sec): 3 clusters Score: Raw -1015454.485673 + Penalty 4395.299965 = -1011059.185708 nChanged 8 SP:Iteration 43Q (7643.730000 sec): 3 clusters Score: Raw -1015456.970788 + Penalty 4395.299965 = -1011061.670823 nChanged 10 SP:Iteration 44Q (7643.760000 sec): 3 clusters Score: Raw -1015459.775117 + Penalty 4395.299965 = -1011064.475153 nChanged 4 SP:Iteration 45Q (7643.780000 sec): 3 clusters Score: Raw -1015461.191748 + Penalty 4395.299965 = -1011065.891783 nChanged 1 SP:Iteration 46Q (7643.810000 sec): 3 clusters Score: Raw -1015461.442969 + Penalty 4395.299965 = -1011066.143004 nChanged 2 SP:Iteration 47Q (7643.830000 sec): 3 clusters Score: Raw -1015461.674306 + Penalty 4395.299965 = -1011066.374342 nChanged 1 SP:Iteration 48Q (7643.860000 sec): 3 clusters Score: Raw -1015461.830195 + Penalty 4395.299965 = -1011066.530231 nChanged 2 SP:Iteration 49Q (7643.940000 sec): 3 clusters Score: Raw -1015462.361876 + Penalty 4395.299965 = -1011067.061912 nChanged 1 SP:Iteration 50Q (7644.050000 sec): 3 clusters Score: Raw -1015462.615212 + Penalty 4395.299965 = -1011067.315247 nChanged 0 SP:Iteration 51F (7644.130000 sec): 3 clusters Score: Raw -1015462.615212 + Penalty 4395.299965 = -1011067.315247 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 15 (368458 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7645.380000 sec): 2 clusters Score: Raw -54069674.446287 + Penalty 3178.636338 = -54066495.809949 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7646.800000 sec): 3 clusters Score: Raw -53824686.799421 + Penalty 6357.272676 = -53818329.526745 nChanged 179014 SP:Iteration 1F (7648.200000 sec): 3 clusters Score: Raw -53931658.500398 + Penalty 6357.272676 = -53925301.227722 nChanged 12625 SP:Iteration 2Q (7649.660000 sec): 3 clusters Score: Raw -53935596.664712 + Penalty 6357.272676 = -53929239.392036 nChanged 17050 SP:Iteration 3Q (7651.130000 sec): 3 clusters Score: Raw -53942957.255653 + Penalty 6357.272676 = -53936599.982977 nChanged 22302 SP:Iteration 4F (7652.530000 sec): 3 clusters Score: Raw -53955379.772232 + Penalty 6357.272676 = -53949022.499555 nChanged 27435 SP:Iteration 5F (7654.000000 sec): 3 clusters Score: Raw -53974119.328645 + Penalty 6357.272676 = -53967762.055969 nChanged 29997 SP:Iteration 6F (7655.400000 sec): 3 clusters Score: Raw -53998035.918867 + Penalty 6357.272676 = -53991678.646191 nChanged 28889 SP:Iteration 7F (7656.840000 sec): 3 clusters Score: Raw -54023737.663283 + Penalty 6357.272676 = -54017380.390606 nChanged 23171 SP:Iteration 8F (7658.270000 sec): 3 clusters Score: Raw -54045580.054501 + Penalty 6357.272676 = -54039222.781824 nChanged 14761 SP:Iteration 9Q (7659.710000 sec): 3 clusters Score: Raw -54059661.189438 + Penalty 6357.272676 = -54053303.916762 nChanged 7214 SP:Iteration 10Q (7661.040000 sec): 3 clusters Score: Raw -54066455.153273 + Penalty 6357.272676 = -54060097.880597 nChanged 2669 SP:Iteration 11Q (7662.370000 sec): 3 clusters Score: Raw -54068881.805824 + Penalty 6357.272676 = -54062524.533148 nChanged 720 SP:Iteration 12Q (7663.440000 sec): 3 clusters Score: Raw -54069568.763781 + Penalty 6357.272676 = -54063211.491105 nChanged 223 SP:Iteration 13Q (7664.470000 sec): 3 clusters Score: Raw -54069802.008736 + Penalty 6357.272676 = -54063444.736060 nChanged 75 SP:Iteration 14Q (7666.040000 sec): 3 clusters Score: Raw -54069891.629724 + Penalty 6357.272676 = -54063534.357047 nChanged 36 SP:Iteration 15Q (7667.020000 sec): 3 clusters Score: Raw -54069932.125508 + Penalty 6357.272676 = -54063574.852832 nChanged 15 SP:Iteration 16Q (7668.040000 sec): 3 clusters Score: Raw -54069955.205631 + Penalty 6357.272676 = -54063597.932954 nChanged 21 SP:Iteration 17Q (7669.050000 sec): 3 clusters Score: Raw -54069981.468700 + Penalty 6357.272676 = -54063624.196024 nChanged 9 SP:Iteration 18Q (7671.080000 sec): 3 clusters Score: Raw -54069989.246613 + Penalty 6357.272676 = -54063631.973937 nChanged 5 SP:Iteration 19Q (7672.410000 sec): 3 clusters Score: Raw -54069993.176318 + Penalty 6357.272676 = -54063635.903642 nChanged 1 SP:Iteration 20F (7673.840000 sec): 3 clusters Score: Raw -54069993.867083 + Penalty 6357.272676 = -54063636.594407 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 16 (20837 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7674.070000 sec): 2 clusters Score: Raw -3030651.675956 + Penalty 2466.232412 = -3028185.443544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7674.150000 sec): 3 clusters Score: Raw -3018579.588253 + Penalty 4932.464824 = -3013647.123429 nChanged 9225 SP:Iteration 1F (7674.220000 sec): 3 clusters Score: Raw -3023557.380402 + Penalty 4932.464824 = -3018624.915578 nChanged 1088 SP:Iteration 2F (7674.310000 sec): 3 clusters Score: Raw -3023931.229334 + Penalty 4932.464824 = -3018998.764510 nChanged 897 SP:Iteration 3Q (7674.400000 sec): 3 clusters Score: Raw -3024223.280565 + Penalty 4932.464824 = -3019290.815741 nChanged 759 SP:Iteration 4Q (7674.500000 sec): 3 clusters Score: Raw -3024446.909065 + Penalty 4932.464824 = -3019514.444242 nChanged 669 SP:Iteration 5Q (7674.600000 sec): 3 clusters Score: Raw -3024650.912700 + Penalty 4932.464824 = -3019718.447876 nChanged 675 SP:Iteration 6Q (7674.690000 sec): 3 clusters Score: Raw -3024866.057583 + Penalty 4932.464824 = -3019933.592759 nChanged 678 SP:Iteration 7Q (7674.790000 sec): 3 clusters Score: Raw -3025086.317781 + Penalty 4932.464824 = -3020153.852958 nChanged 648 SP:Iteration 8Q (7674.890000 sec): 3 clusters Score: Raw -3025322.927381 + Penalty 4932.464824 = -3020390.462558 nChanged 699 SP:Iteration 9Q (7674.970000 sec): 3 clusters Score: Raw -3025583.115654 + Penalty 4932.464824 = -3020650.650831 nChanged 787 SP:Iteration 10Q (7675.060000 sec): 3 clusters Score: Raw -3025894.477608 + Penalty 4932.464824 = -3020962.012785 nChanged 776 SP:Iteration 11Q (7675.140000 sec): 3 clusters Score: Raw -3026183.376750 + Penalty 4932.464824 = -3021250.911926 nChanged 689 SP:Iteration 12Q (7675.220000 sec): 3 clusters Score: Raw -3026424.040010 + Penalty 4932.464824 = -3021491.575186 nChanged 650 SP:Iteration 13Q (7675.300000 sec): 3 clusters Score: Raw -3026657.960662 + Penalty 4932.464824 = -3021725.495838 nChanged 617 SP:Iteration 14Q (7675.380000 sec): 3 clusters Score: Raw -3026856.264515 + Penalty 4932.464824 = -3021923.799691 nChanged 583 SP:Iteration 15Q (7675.460000 sec): 3 clusters Score: Raw -3027057.365056 + Penalty 4932.464824 = -3022124.900233 nChanged 552 SP:Iteration 16Q (7675.540000 sec): 3 clusters Score: Raw -3027253.326589 + Penalty 4932.464824 = -3022320.861766 nChanged 546 SP:Iteration 17Q (7675.620000 sec): 3 clusters Score: Raw -3027438.767500 + Penalty 4932.464824 = -3022506.302676 nChanged 510 SP:Iteration 18Q (7675.700000 sec): 3 clusters Score: Raw -3027611.934842 + Penalty 4932.464824 = -3022679.470018 nChanged 515 SP:Iteration 19Q (7675.780000 sec): 3 clusters Score: Raw -3027781.666347 + Penalty 4932.464824 = -3022849.201523 nChanged 476 SP:Iteration 20F (7675.860000 sec): 3 clusters Score: Raw -3027942.280511 + Penalty 4932.464824 = -3023009.815687 nChanged 489 SP:Iteration 21Q (7675.950000 sec): 3 clusters Score: Raw -3028130.179078 + Penalty 4932.464824 = -3023197.714255 nChanged 543 SP:Iteration 22Q (7676.030000 sec): 3 clusters Score: Raw -3028351.583017 + Penalty 4932.464824 = -3023419.118194 nChanged 560 SP:Iteration 23Q (7676.110000 sec): 3 clusters Score: Raw -3028608.378831 + Penalty 4932.464824 = -3023675.914007 nChanged 555 SP:Iteration 24Q (7676.180000 sec): 3 clusters Score: Raw -3028865.892162 + Penalty 4932.464824 = -3023933.427339 nChanged 532 SP:Iteration 25Q (7676.270000 sec): 3 clusters Score: Raw -3029131.806889 + Penalty 4932.464824 = -3024199.342066 nChanged 518 SP:Iteration 26Q (7676.350000 sec): 3 clusters Score: Raw -3029424.015615 + Penalty 4932.464824 = -3024491.550792 nChanged 473 SP:Iteration 27Q (7676.420000 sec): 3 clusters Score: Raw -3029691.362628 + Penalty 4932.464824 = -3024758.897805 nChanged 409 SP:Iteration 28Q (7676.490000 sec): 3 clusters Score: Raw -3029937.393400 + Penalty 4932.464824 = -3025004.928576 nChanged 333 SP:Iteration 29Q (7676.570000 sec): 3 clusters Score: Raw -3030155.614168 + Penalty 4932.464824 = -3025223.149344 nChanged 283 SP:Iteration 30Q (7676.650000 sec): 3 clusters Score: Raw -3030338.738937 + Penalty 4932.464824 = -3025406.274113 nChanged 208 SP:Iteration 31Q (7676.720000 sec): 3 clusters Score: Raw -3030470.954423 + Penalty 4932.464824 = -3025538.489599 nChanged 144 SP:Iteration 32Q (7676.790000 sec): 3 clusters Score: Raw -3030566.189998 + Penalty 4932.464824 = -3025633.725174 nChanged 112 SP:Iteration 33Q (7676.860000 sec): 3 clusters Score: Raw -3030643.464839 + Penalty 4932.464824 = -3025711.000016 nChanged 91 SP:Iteration 34Q (7676.930000 sec): 3 clusters Score: Raw -3030713.187846 + Penalty 4932.464824 = -3025780.723022 nChanged 82 SP:Iteration 35Q (7677.000000 sec): 3 clusters Score: Raw -3030775.600692 + Penalty 4932.464824 = -3025843.135869 nChanged 54 SP:Iteration 36Q (7677.070000 sec): 3 clusters Score: Raw -3030813.426257 + Penalty 4932.464824 = -3025880.961433 nChanged 36 SP:Iteration 37Q (7677.140000 sec): 3 clusters Score: Raw -3030841.608657 + Penalty 4932.464824 = -3025909.143834 nChanged 37 SP:Iteration 38Q (7677.210000 sec): 3 clusters Score: Raw -3030872.224841 + Penalty 4932.464824 = -3025939.760017 nChanged 25 SP:Iteration 39Q (7677.270000 sec): 3 clusters Score: Raw -3030892.231315 + Penalty 4932.464824 = -3025959.766492 nChanged 15 SP:Iteration 40F (7677.350000 sec): 3 clusters Score: Raw -3030905.362273 + Penalty 4932.464824 = -3025972.897449 nChanged 13 SP:Iteration 41Q (7677.420000 sec): 3 clusters Score: Raw -3030916.318939 + Penalty 4932.464824 = -3025983.854115 nChanged 15 SP:Iteration 42Q (7677.490000 sec): 3 clusters Score: Raw -3030926.499389 + Penalty 4932.464824 = -3025994.034565 nChanged 17 SP:Iteration 43Q (7677.550000 sec): 3 clusters Score: Raw -3030937.955632 + Penalty 4932.464824 = -3026005.490808 nChanged 9 SP:Iteration 44Q (7677.620000 sec): 3 clusters Score: Raw -3030945.180254 + Penalty 4932.464824 = -3026012.715430 nChanged 6 SP:Iteration 45Q (7677.680000 sec): 3 clusters Score: Raw -3030950.239948 + Penalty 4932.464824 = -3026017.775124 nChanged 8 SP:Iteration 46Q (7677.740000 sec): 3 clusters Score: Raw -3030956.284081 + Penalty 4932.464824 = -3026023.819258 nChanged 4 SP:Iteration 47Q (7677.810000 sec): 3 clusters Score: Raw -3030959.606640 + Penalty 4932.464824 = -3026027.141816 nChanged 5 SP:Iteration 48Q (7677.870000 sec): 3 clusters Score: Raw -3030964.621450 + Penalty 4932.464824 = -3026032.156626 nChanged 6 SP:Iteration 49Q (7677.930000 sec): 3 clusters Score: Raw -3030969.195932 + Penalty 4932.464824 = -3026036.731108 nChanged 5 SP:Iteration 50Q (7677.990000 sec): 3 clusters Score: Raw -3030973.083949 + Penalty 4932.464824 = -3026040.619125 nChanged 3 SP:Iteration 51Q (7678.050000 sec): 3 clusters Score: Raw -3030975.425559 + Penalty 4932.464824 = -3026042.960735 nChanged 0 SP:Iteration 52F (7678.130000 sec): 3 clusters Score: Raw -3030975.425559 + Penalty 4932.464824 = -3026042.960735 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 17 (525 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7678.150000 sec): 2 clusters Score: Raw -68354.761432 + Penalty 1553.322769 = -66801.438663 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7678.150000 sec): 3 clusters Score: Raw -68385.832345 + Penalty 3106.645538 = -65279.186806 nChanged 88 SP:Iteration 1F (7678.150000 sec): 3 clusters Score: Raw -68551.121640 + Penalty 3106.645538 = -65444.476101 nChanged 20 SP:Iteration 2Q (7678.150000 sec): 3 clusters Score: Raw -68596.130759 + Penalty 3106.645538 = -65489.485220 nChanged 9 SP:Iteration 3Q (7678.160000 sec): 3 clusters Score: Raw -68618.666033 + Penalty 3106.645538 = -65512.020495 nChanged 3 SP:Iteration 4Q (7678.160000 sec): 3 clusters Score: Raw -68622.015232 + Penalty 3106.645538 = -65515.369693 nChanged 0 SP:Iteration 5F (7678.160000 sec): 3 clusters Score: Raw -68622.015232 + Penalty 3106.645538 = -65515.369693 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 18 (10608 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7678.210000 sec): 2 clusters Score: Raw -1554894.764293 + Penalty 2298.802201 = -1552595.962092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7678.250000 sec): 3 clusters Score: Raw -1549194.611072 + Penalty 4597.604401 = -1544597.006671 nChanged 4333 SP:Iteration 1F (7678.290000 sec): 3 clusters Score: Raw -1551576.316854 + Penalty 4597.604401 = -1546978.712453 nChanged 747 SP:Iteration 2F (7678.320000 sec): 3 clusters Score: Raw -1551989.168026 + Penalty 4597.604401 = -1547391.563625 nChanged 660 SP:Iteration 3F (7678.360000 sec): 3 clusters Score: Raw -1552381.753205 + Penalty 4597.604401 = -1547784.148804 nChanged 627 SP:Iteration 4F (7678.400000 sec): 3 clusters Score: Raw -1552790.220338 + Penalty 4597.604401 = -1548192.615936 nChanged 598 SP:Iteration 5F (7678.440000 sec): 3 clusters Score: Raw -1553207.514150 + Penalty 4597.604401 = -1548609.909748 nChanged 558 SP:Iteration 6F (7678.480000 sec): 3 clusters Score: Raw -1553598.383253 + Penalty 4597.604401 = -1549000.778852 nChanged 499 SP:Iteration 7Q (7678.520000 sec): 3 clusters Score: Raw -1553931.755698 + Penalty 4597.604401 = -1549334.151296 nChanged 440 SP:Iteration 8Q (7678.560000 sec): 3 clusters Score: Raw -1554231.531348 + Penalty 4597.604401 = -1549633.926947 nChanged 358 SP:Iteration 9Q (7678.600000 sec): 3 clusters Score: Raw -1554494.215786 + Penalty 4597.604401 = -1549896.611384 nChanged 302 SP:Iteration 10Q (7678.640000 sec): 3 clusters Score: Raw -1554729.268369 + Penalty 4597.604401 = -1550131.663968 nChanged 258 SP:Iteration 11Q (7678.680000 sec): 3 clusters Score: Raw -1554923.167300 + Penalty 4597.604401 = -1550325.562899 nChanged 210 SP:Iteration 12Q (7678.720000 sec): 3 clusters Score: Raw -1555059.589518 + Penalty 4597.604401 = -1550461.985116 nChanged 168 SP:Iteration 13Q (7678.750000 sec): 3 clusters Score: Raw -1555155.114069 + Penalty 4597.604401 = -1550557.509667 nChanged 133 SP:Iteration 14Q (7678.790000 sec): 3 clusters Score: Raw -1555225.967844 + Penalty 4597.604401 = -1550628.363443 nChanged 117 SP:Iteration 15Q (7678.830000 sec): 3 clusters Score: Raw -1555297.247352 + Penalty 4597.604401 = -1550699.642951 nChanged 111 SP:Iteration 16Q (7678.870000 sec): 3 clusters Score: Raw -1555367.074000 + Penalty 4597.604401 = -1550769.469599 nChanged 100 SP:Iteration 17Q (7678.910000 sec): 3 clusters Score: Raw -1555424.235847 + Penalty 4597.604401 = -1550826.631445 nChanged 86 SP:Iteration 18Q (7678.950000 sec): 3 clusters Score: Raw -1555469.583776 + Penalty 4597.604401 = -1550871.979374 nChanged 79 SP:Iteration 19Q (7678.990000 sec): 3 clusters Score: Raw -1555511.835618 + Penalty 4597.604401 = -1550914.231217 nChanged 84 SP:Iteration 20F (7679.030000 sec): 3 clusters Score: Raw -1555553.376220 + Penalty 4597.604401 = -1550955.771818 nChanged 57 SP:Iteration 21Q (7679.060000 sec): 3 clusters Score: Raw -1555586.160331 + Penalty 4597.604401 = -1550988.555930 nChanged 63 SP:Iteration 22Q (7679.100000 sec): 3 clusters Score: Raw -1555628.196235 + Penalty 4597.604401 = -1551030.591834 nChanged 58 SP:Iteration 23Q (7679.130000 sec): 3 clusters Score: Raw -1555667.570524 + Penalty 4597.604401 = -1551069.966122 nChanged 56 SP:Iteration 24Q (7679.170000 sec): 3 clusters Score: Raw -1555705.755591 + Penalty 4597.604401 = -1551108.151189 nChanged 63 SP:Iteration 25Q (7679.200000 sec): 3 clusters Score: Raw -1555750.436043 + Penalty 4597.604401 = -1551152.831642 nChanged 55 SP:Iteration 26Q (7679.230000 sec): 3 clusters Score: Raw -1555784.040465 + Penalty 4597.604401 = -1551186.436064 nChanged 34 SP:Iteration 27Q (7679.270000 sec): 3 clusters Score: Raw -1555801.362271 + Penalty 4597.604401 = -1551203.757869 nChanged 23 SP:Iteration 28Q (7679.300000 sec): 3 clusters Score: Raw -1555812.239296 + Penalty 4597.604401 = -1551214.634895 nChanged 26 SP:Iteration 29Q (7679.330000 sec): 3 clusters Score: Raw -1555825.057730 + Penalty 4597.604401 = -1551227.453329 nChanged 22 SP:Iteration 30Q (7679.360000 sec): 3 clusters Score: Raw -1555837.798294 + Penalty 4597.604401 = -1551240.193893 nChanged 23 SP:Iteration 31Q (7679.390000 sec): 3 clusters Score: Raw -1555846.659824 + Penalty 4597.604401 = -1551249.055423 nChanged 7 SP:Iteration 32Q (7679.430000 sec): 3 clusters Score: Raw -1555848.664655 + Penalty 4597.604401 = -1551251.060254 nChanged 7 SP:Iteration 33Q (7679.470000 sec): 3 clusters Score: Raw -1555850.964461 + Penalty 4597.604401 = -1551253.360059 nChanged 7 SP:Iteration 34Q (7679.500000 sec): 3 clusters Score: Raw -1555853.161937 + Penalty 4597.604401 = -1551255.557536 nChanged 7 SP:Iteration 35Q (7679.530000 sec): 3 clusters Score: Raw -1555856.091121 + Penalty 4597.604401 = -1551258.486720 nChanged 8 SP:Iteration 36Q (7679.570000 sec): 3 clusters Score: Raw -1555859.028864 + Penalty 4597.604401 = -1551261.424462 nChanged 4 SP:Iteration 37Q (7679.600000 sec): 3 clusters Score: Raw -1555859.803963 + Penalty 4597.604401 = -1551262.199561 nChanged 2 SP:Iteration 38Q (7679.630000 sec): 3 clusters Score: Raw -1555860.135128 + Penalty 4597.604401 = -1551262.530726 nChanged 1 SP:Iteration 39Q (7679.660000 sec): 3 clusters Score: Raw -1555860.380020 + Penalty 4597.604401 = -1551262.775618 nChanged 2 SP:Iteration 40F (7679.710000 sec): 3 clusters Score: Raw -1555860.794828 + Penalty 4597.604401 = -1551263.190426 nChanged 2 SP:Iteration 41Q (7679.740000 sec): 3 clusters Score: Raw -1555861.387411 + Penalty 4597.604401 = -1551263.783009 nChanged 1 SP:Iteration 42Q (7679.770000 sec): 3 clusters Score: Raw -1555861.668970 + Penalty 4597.604401 = -1551264.064569 nChanged 1 SP:Iteration 43Q (7679.800000 sec): 3 clusters Score: Raw -1555862.179867 + Penalty 4597.604401 = -1551264.575466 nChanged 1 SP:Iteration 44Q (7679.840000 sec): 3 clusters Score: Raw -1555862.591364 + Penalty 4597.604401 = -1551264.986963 nChanged 2 SP:Iteration 45Q (7679.880000 sec): 3 clusters Score: Raw -1555863.198181 + Penalty 4597.604401 = -1551265.593779 nChanged 2 SP:Iteration 46Q (7679.910000 sec): 3 clusters Score: Raw -1555863.832702 + Penalty 4597.604401 = -1551266.228301 nChanged 3 SP:Iteration 47Q (7679.940000 sec): 3 clusters Score: Raw -1555865.932897 + Penalty 4597.604401 = -1551268.328496 nChanged 5 SP:Iteration 48Q (7679.970000 sec): 3 clusters Score: Raw -1555867.323251 + Penalty 4597.604401 = -1551269.718849 nChanged 2 SP:Iteration 49Q (7680.000000 sec): 3 clusters Score: Raw -1555868.197163 + Penalty 4597.604401 = -1551270.592761 nChanged 2 SP:Iteration 50Q (7680.040000 sec): 3 clusters Score: Raw -1555868.854042 + Penalty 4597.604401 = -1551271.249641 nChanged 2 SP:Iteration 51Q (7680.070000 sec): 3 clusters Score: Raw -1555869.538335 + Penalty 4597.604401 = -1551271.933934 nChanged 2 SP:Iteration 52Q (7680.100000 sec): 3 clusters Score: Raw -1555869.806117 + Penalty 4597.604401 = -1551272.201716 nChanged 1 SP:Iteration 53Q (7680.130000 sec): 3 clusters Score: Raw -1555870.140404 + Penalty 4597.604401 = -1551272.536002 nChanged 1 SP:Iteration 54Q (7680.160000 sec): 3 clusters Score: Raw -1555870.566473 + Penalty 4597.604401 = -1551272.962071 nChanged 1 SP:Iteration 55Q (7680.200000 sec): 3 clusters Score: Raw -1555870.824036 + Penalty 4597.604401 = -1551273.219635 nChanged 1 SP:Iteration 56Q (7680.230000 sec): 3 clusters Score: Raw -1555871.146776 + Penalty 4597.604401 = -1551273.542374 nChanged 2 SP:Iteration 57Q (7680.260000 sec): 3 clusters Score: Raw -1555871.382943 + Penalty 4597.604401 = -1551273.778542 nChanged 1 SP:Iteration 58Q (7680.290000 sec): 3 clusters Score: Raw -1555871.652878 + Penalty 4597.604401 = -1551274.048477 nChanged 1 SP:Iteration 59Q (7680.320000 sec): 3 clusters Score: Raw -1555872.277322 + Penalty 4597.604401 = -1551274.672921 nChanged 1 SP:Iteration 60F (7680.360000 sec): 3 clusters Score: Raw -1555872.605177 + Penalty 4597.604401 = -1551275.000775 nChanged 2 SP:Iteration 61Q (7680.390000 sec): 3 clusters Score: Raw -1555873.460786 + Penalty 4597.604401 = -1551275.856384 nChanged 1 SP:Iteration 62Q (7680.430000 sec): 3 clusters Score: Raw -1555873.781525 + Penalty 4597.604401 = -1551276.177123 nChanged 0 SP:Iteration 63F (7680.460000 sec): 3 clusters Score: Raw -1555873.781525 + Penalty 4597.604401 = -1551276.177123 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 19 (12022 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7680.500000 sec): 2 clusters Score: Raw -1696364.868030 + Penalty 2329.834409 = -1694035.033621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7680.550000 sec): 3 clusters Score: Raw -1689730.943367 + Penalty 4659.668817 = -1685071.274550 nChanged 5147 SP:Iteration 1F (7680.590000 sec): 3 clusters Score: Raw -1692597.479402 + Penalty 4659.668817 = -1687937.810584 nChanged 804 SP:Iteration 2F (7680.640000 sec): 3 clusters Score: Raw -1693008.165514 + Penalty 4659.668817 = -1688348.496697 nChanged 636 SP:Iteration 3F (7680.680000 sec): 3 clusters Score: Raw -1693331.633119 + Penalty 4659.668817 = -1688671.964301 nChanged 556 SP:Iteration 4Q (7680.730000 sec): 3 clusters Score: Raw -1693608.622260 + Penalty 4659.668817 = -1688948.953443 nChanged 501 SP:Iteration 5Q (7680.770000 sec): 3 clusters Score: Raw -1693838.286899 + Penalty 4659.668817 = -1689178.618081 nChanged 440 SP:Iteration 6Q (7680.820000 sec): 3 clusters Score: Raw -1694025.709289 + Penalty 4659.668817 = -1689366.040471 nChanged 419 SP:Iteration 7Q (7680.870000 sec): 3 clusters Score: Raw -1694219.155404 + Penalty 4659.668817 = -1689559.486586 nChanged 372 SP:Iteration 8Q (7680.910000 sec): 3 clusters Score: Raw -1694376.604385 + Penalty 4659.668817 = -1689716.935567 nChanged 362 SP:Iteration 9Q (7680.960000 sec): 3 clusters Score: Raw -1694531.631046 + Penalty 4659.668817 = -1689871.962229 nChanged 373 SP:Iteration 10Q (7681.010000 sec): 3 clusters Score: Raw -1694710.649476 + Penalty 4659.668817 = -1690050.980659 nChanged 401 SP:Iteration 11Q (7681.050000 sec): 3 clusters Score: Raw -1694927.011523 + Penalty 4659.668817 = -1690267.342706 nChanged 408 SP:Iteration 12Q (7681.110000 sec): 3 clusters Score: Raw -1695153.806517 + Penalty 4659.668817 = -1690494.137700 nChanged 392 SP:Iteration 13Q (7681.160000 sec): 3 clusters Score: Raw -1695384.233478 + Penalty 4659.668817 = -1690724.564661 nChanged 385 SP:Iteration 14Q (7681.210000 sec): 3 clusters Score: Raw -1695599.878164 + Penalty 4659.668817 = -1690940.209346 nChanged 362 SP:Iteration 15Q (7681.250000 sec): 3 clusters Score: Raw -1695794.750301 + Penalty 4659.668817 = -1691135.081483 nChanged 332 SP:Iteration 16Q (7681.300000 sec): 3 clusters Score: Raw -1695970.519810 + Penalty 4659.668817 = -1691310.850992 nChanged 303 SP:Iteration 17Q (7681.350000 sec): 3 clusters Score: Raw -1696133.196032 + Penalty 4659.668817 = -1691473.527215 nChanged 268 SP:Iteration 18Q (7681.390000 sec): 3 clusters Score: Raw -1696269.183558 + Penalty 4659.668817 = -1691609.514741 nChanged 241 SP:Iteration 19Q (7681.430000 sec): 3 clusters Score: Raw -1696394.323804 + Penalty 4659.668817 = -1691734.654986 nChanged 211 SP:Iteration 20F (7681.470000 sec): 3 clusters Score: Raw -1696490.857927 + Penalty 4659.668817 = -1691831.189110 nChanged 188 SP:Iteration 21Q (7681.510000 sec): 3 clusters Score: Raw -1696579.135775 + Penalty 4659.668817 = -1691919.466957 nChanged 171 SP:Iteration 22Q (7681.550000 sec): 3 clusters Score: Raw -1696650.153997 + Penalty 4659.668817 = -1691990.485180 nChanged 138 SP:Iteration 23Q (7681.590000 sec): 3 clusters Score: Raw -1696699.908529 + Penalty 4659.668817 = -1692040.239712 nChanged 101 SP:Iteration 24Q (7681.630000 sec): 3 clusters Score: Raw -1696733.600934 + Penalty 4659.668817 = -1692073.932116 nChanged 87 SP:Iteration 25Q (7681.680000 sec): 3 clusters Score: Raw -1696758.660047 + Penalty 4659.668817 = -1692098.991230 nChanged 78 SP:Iteration 26Q (7681.730000 sec): 3 clusters Score: Raw -1696778.270086 + Penalty 4659.668817 = -1692118.601269 nChanged 66 SP:Iteration 27Q (7681.770000 sec): 3 clusters Score: Raw -1696792.678640 + Penalty 4659.668817 = -1692133.009822 nChanged 57 SP:Iteration 28Q (7681.820000 sec): 3 clusters Score: Raw -1696806.498192 + Penalty 4659.668817 = -1692146.829375 nChanged 35 SP:Iteration 29Q (7681.860000 sec): 3 clusters Score: Raw -1696812.602548 + Penalty 4659.668817 = -1692152.933731 nChanged 21 SP:Iteration 30Q (7681.900000 sec): 3 clusters Score: Raw -1696816.525263 + Penalty 4659.668817 = -1692156.856446 nChanged 22 SP:Iteration 31Q (7681.940000 sec): 3 clusters Score: Raw -1696820.305079 + Penalty 4659.668817 = -1692160.636262 nChanged 20 SP:Iteration 32Q (7681.980000 sec): 3 clusters Score: Raw -1696823.644435 + Penalty 4659.668817 = -1692163.975617 nChanged 6 SP:Iteration 33Q (7682.020000 sec): 3 clusters Score: Raw -1696824.554468 + Penalty 4659.668817 = -1692164.885651 nChanged 7 SP:Iteration 34Q (7682.060000 sec): 3 clusters Score: Raw -1696825.311038 + Penalty 4659.668817 = -1692165.642220 nChanged 5 SP:Iteration 35Q (7682.100000 sec): 3 clusters Score: Raw -1696826.065769 + Penalty 4659.668817 = -1692166.396952 nChanged 5 SP:Iteration 36Q (7682.150000 sec): 3 clusters Score: Raw -1696826.634476 + Penalty 4659.668817 = -1692166.965658 nChanged 2 SP:Iteration 37Q (7682.190000 sec): 3 clusters Score: Raw -1696826.765876 + Penalty 4659.668817 = -1692167.097058 nChanged 0 SP:Iteration 38F (7682.230000 sec): 3 clusters Score: Raw -1696826.765876 + Penalty 4659.668817 = -1692167.097058 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 20 (52298 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7682.410000 sec): 2 clusters Score: Raw -7622337.715696 + Penalty 2694.448925 = -7619643.266771 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7682.610000 sec): 3 clusters Score: Raw -7589956.849480 + Penalty 5388.897851 = -7584567.951630 nChanged 24135 SP:Iteration 1F (7682.810000 sec): 3 clusters Score: Raw -7603358.311745 + Penalty 5388.897851 = -7597969.413894 nChanged 2400 SP:Iteration 2Q (7683.010000 sec): 3 clusters Score: Raw -7604254.288201 + Penalty 5388.897851 = -7598865.390350 nChanged 2538 SP:Iteration 3Q (7683.210000 sec): 3 clusters Score: Raw -7605426.771546 + Penalty 5388.897851 = -7600037.873695 nChanged 2949 SP:Iteration 4F (7683.410000 sec): 3 clusters Score: Raw -7607015.779288 + Penalty 5388.897851 = -7601626.881437 nChanged 3294 SP:Iteration 5F (7683.610000 sec): 3 clusters Score: Raw -7608982.141407 + Penalty 5388.897851 = -7603593.243557 nChanged 3543 SP:Iteration 6F (7683.810000 sec): 3 clusters Score: Raw -7611428.980684 + Penalty 5388.897851 = -7606040.082833 nChanged 3729 SP:Iteration 7F (7684.010000 sec): 3 clusters Score: Raw -7614215.685445 + Penalty 5388.897851 = -7608826.787595 nChanged 3368 SP:Iteration 8F (7684.220000 sec): 3 clusters Score: Raw -7616925.796015 + Penalty 5388.897851 = -7611536.898165 nChanged 2710 SP:Iteration 9F (7684.420000 sec): 3 clusters Score: Raw -7619153.795979 + Penalty 5388.897851 = -7613764.898128 nChanged 1861 SP:Iteration 10Q (7684.620000 sec): 3 clusters Score: Raw -7620706.088816 + Penalty 5388.897851 = -7615317.190965 nChanged 1129 SP:Iteration 11Q (7684.800000 sec): 3 clusters Score: Raw -7621665.981930 + Penalty 5388.897851 = -7616277.084079 nChanged 544 SP:Iteration 12Q (7684.970000 sec): 3 clusters Score: Raw -7622108.134302 + Penalty 5388.897851 = -7616719.236452 nChanged 255 SP:Iteration 13Q (7685.130000 sec): 3 clusters Score: Raw -7622325.975617 + Penalty 5388.897851 = -7616937.077767 nChanged 140 SP:Iteration 14Q (7685.290000 sec): 3 clusters Score: Raw -7622454.456613 + Penalty 5388.897851 = -7617065.558763 nChanged 79 SP:Iteration 15Q (7685.480000 sec): 3 clusters Score: Raw -7622526.466552 + Penalty 5388.897851 = -7617137.568702 nChanged 51 SP:Iteration 16Q (7685.650000 sec): 3 clusters Score: Raw -7622577.433519 + Penalty 5388.897851 = -7617188.535669 nChanged 44 SP:Iteration 17Q (7685.810000 sec): 3 clusters Score: Raw -7622630.358601 + Penalty 5388.897851 = -7617241.460750 nChanged 28 SP:Iteration 18Q (7685.970000 sec): 3 clusters Score: Raw -7622656.696893 + Penalty 5388.897851 = -7617267.799043 nChanged 22 SP:Iteration 19Q (7686.140000 sec): 3 clusters Score: Raw -7622675.747634 + Penalty 5388.897851 = -7617286.849784 nChanged 18 SP:Iteration 20F (7686.350000 sec): 3 clusters Score: Raw -7622698.930366 + Penalty 5388.897851 = -7617310.032515 nChanged 15 SP:Iteration 21Q (7686.500000 sec): 3 clusters Score: Raw -7622715.652122 + Penalty 5388.897851 = -7617326.754272 nChanged 11 SP:Iteration 22Q (7686.640000 sec): 3 clusters Score: Raw -7622724.264035 + Penalty 5388.897851 = -7617335.366184 nChanged 4 SP:Iteration 23Q (7686.850000 sec): 3 clusters Score: Raw -7622727.148217 + Penalty 5388.897851 = -7617338.250366 nChanged 2 SP:Iteration 24Q (7687.020000 sec): 3 clusters Score: Raw -7622728.687552 + Penalty 5388.897851 = -7617339.789702 nChanged 1 SP:Iteration 25Q (7687.170000 sec): 3 clusters Score: Raw -7622729.203286 + Penalty 5388.897851 = -7617340.305436 nChanged 0 SP:Iteration 26F (7687.370000 sec): 3 clusters Score: Raw -7622729.203286 + Penalty 5388.897851 = -7617340.305436 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 21 (315 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7687.400000 sec): 2 clusters Score: Raw -40426.039706 + Penalty 1426.638014 = -38999.401692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7687.400000 sec): 3 clusters Score: Raw -40650.263961 + Penalty 2853.276029 = -37796.987932 nChanged 53 SP:Iteration 1F (7687.400000 sec): 3 clusters Score: Raw -40915.764036 + Penalty 2853.276029 = -38062.488007 nChanged 12 SP:Iteration 2Q (7687.400000 sec): 3 clusters Score: Raw -40983.123867 + Penalty 2853.276029 = -38129.847838 nChanged 9 SP:Iteration 3Q (7687.400000 sec): 3 clusters Score: Raw -41013.867731 + Penalty 2853.276029 = -38160.591702 nChanged 3 SP:Iteration 4Q (7687.400000 sec): 3 clusters Score: Raw -41030.980769 + Penalty 2853.276029 = -38177.704740 nChanged 1 SP:Iteration 5Q (7687.400000 sec): 3 clusters Score: Raw -41032.351587 + Penalty 2853.276029 = -38179.075559 nChanged 1 SP:Iteration 6Q (7687.400000 sec): 3 clusters Score: Raw -41034.367528 + Penalty 2853.276029 = -38181.091499 nChanged 2 SP:Iteration 7Q (7687.400000 sec): 3 clusters Score: Raw -41042.838017 + Penalty 2853.276029 = -38189.561988 nChanged 3 SP:Iteration 8Q (7687.400000 sec): 3 clusters Score: Raw -41102.168953 + Penalty 2853.276029 = -38248.892924 nChanged 8 SP:Iteration 9Q (7687.410000 sec): 3 clusters Score: Raw -41176.047794 + Penalty 2853.276029 = -38322.771765 nChanged 12 SP:Iteration 10Q (7687.410000 sec): 3 clusters Score: Raw -41287.550444 + Penalty 2853.276029 = -38434.274415 nChanged 11 SP:Iteration 11Q (7687.410000 sec): 3 clusters Score: Raw -41342.654684 + Penalty 2853.276029 = -38489.378655 nChanged 5 SP:Iteration 12Q (7687.410000 sec): 3 clusters Score: Raw -41378.584529 + Penalty 2853.276029 = -38525.308501 nChanged 0 SP:Iteration 13F (7687.410000 sec): 3 clusters Score: Raw -41379.709374 + Penalty 2853.276029 = -38526.433345 nChanged 1 SP:Iteration 14Q (7687.410000 sec): 3 clusters Score: Raw -41437.219362 + Penalty 2853.276029 = -38583.943333 nChanged 2 SP:Iteration 15Q (7687.410000 sec): 3 clusters Score: Raw -41461.992124 + Penalty 2853.276029 = -38608.716095 nChanged 0 SP:Iteration 16F (7687.420000 sec): 3 clusters Score: Raw -41461.992124 + Penalty 2853.276029 = -38608.716095 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 22 (730 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7687.420000 sec): 2 clusters Score: Raw -107213.851405 + Penalty 1635.075044 = -105578.776360 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7687.420000 sec): 3 clusters Score: Raw -107140.007642 + Penalty 3270.150089 = -103869.857553 nChanged 139 SP:Iteration 1F (7687.430000 sec): 3 clusters Score: Raw -107328.956883 + Penalty 3270.150089 = -104058.806795 nChanged 35 SP:Iteration 2Q (7687.430000 sec): 3 clusters Score: Raw -107399.319954 + Penalty 3270.150089 = -104129.169865 nChanged 24 SP:Iteration 3Q (7687.430000 sec): 3 clusters Score: Raw -107439.988120 + Penalty 3270.150089 = -104169.838031 nChanged 7 SP:Iteration 4Q (7687.440000 sec): 3 clusters Score: Raw -107448.994500 + Penalty 3270.150089 = -104178.844411 nChanged 6 SP:Iteration 5Q (7687.440000 sec): 3 clusters Score: Raw -107458.161453 + Penalty 3270.150089 = -104188.011364 nChanged 2 SP:Iteration 6Q (7687.440000 sec): 3 clusters Score: Raw -107462.416584 + Penalty 3270.150089 = -104192.266495 nChanged 2 SP:Iteration 7Q (7687.440000 sec): 3 clusters Score: Raw -107465.231882 + Penalty 3270.150089 = -104195.081793 nChanged 0 SP:Iteration 8F (7687.440000 sec): 3 clusters Score: Raw -107465.231882 + Penalty 3270.150089 = -104195.081793 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 23 (21040 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7687.520000 sec): 2 clusters Score: Raw -3073401.936881 + Penalty 2468.636805 = -3070933.300076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7687.600000 sec): 3 clusters Score: Raw -3061150.292804 + Penalty 4937.273611 = -3056213.019193 nChanged 9248 SP:Iteration 1F (7687.680000 sec): 3 clusters Score: Raw -3065965.434165 + Penalty 4937.273611 = -3061028.160554 nChanged 1082 SP:Iteration 2F (7687.760000 sec): 3 clusters Score: Raw -3066336.573618 + Penalty 4937.273611 = -3061399.300007 nChanged 932 SP:Iteration 3Q (7687.840000 sec): 3 clusters Score: Raw -3066665.223700 + Penalty 4937.273611 = -3061727.950089 nChanged 902 SP:Iteration 4Q (7687.920000 sec): 3 clusters Score: Raw -3067019.418587 + Penalty 4937.273611 = -3062082.144976 nChanged 949 SP:Iteration 5Q (7688.000000 sec): 3 clusters Score: Raw -3067411.241663 + Penalty 4937.273611 = -3062473.968052 nChanged 943 SP:Iteration 6Q (7688.080000 sec): 3 clusters Score: Raw -3067855.634568 + Penalty 4937.273611 = -3062918.360957 nChanged 1038 SP:Iteration 7Q (7688.160000 sec): 3 clusters Score: Raw -3068386.443293 + Penalty 4937.273611 = -3063449.169683 nChanged 1114 SP:Iteration 8F (7688.460000 sec): 3 clusters Score: Raw -3069042.867458 + Penalty 4937.273611 = -3064105.593847 nChanged 1200 SP:Iteration 9F (7688.560000 sec): 3 clusters Score: Raw -3069828.178239 + Penalty 4937.273611 = -3064890.904629 nChanged 1169 SP:Iteration 10F (7688.640000 sec): 3 clusters Score: Raw -3070681.254306 + Penalty 4937.273611 = -3065743.980695 nChanged 1057 SP:Iteration 11F (7688.710000 sec): 3 clusters Score: Raw -3071516.994591 + Penalty 4937.273611 = -3066579.720980 nChanged 855 SP:Iteration 12Q (7688.790000 sec): 3 clusters Score: Raw -3072211.270317 + Penalty 4937.273611 = -3067273.996706 nChanged 619 SP:Iteration 13Q (7688.870000 sec): 3 clusters Score: Raw -3072704.322815 + Penalty 4937.273611 = -3067767.049204 nChanged 413 SP:Iteration 14Q (7688.950000 sec): 3 clusters Score: Raw -3073042.849912 + Penalty 4937.273611 = -3068105.576301 nChanged 233 SP:Iteration 15Q (7689.080000 sec): 3 clusters Score: Raw -3073241.381184 + Penalty 4937.273611 = -3068304.107573 nChanged 159 SP:Iteration 16Q (7689.150000 sec): 3 clusters Score: Raw -3073394.407974 + Penalty 4937.273611 = -3068457.134363 nChanged 105 SP:Iteration 17Q (7689.430000 sec): 3 clusters Score: Raw -3073487.329279 + Penalty 4937.273611 = -3068550.055669 nChanged 53 SP:Iteration 18Q (7689.500000 sec): 3 clusters Score: Raw -3073535.740096 + Penalty 4937.273611 = -3068598.466485 nChanged 47 SP:Iteration 19Q (7689.570000 sec): 3 clusters Score: Raw -3073574.330038 + Penalty 4937.273611 = -3068637.056427 nChanged 38 SP:Iteration 20F (7689.650000 sec): 3 clusters Score: Raw -3073610.942086 + Penalty 4937.273611 = -3068673.668475 nChanged 25 SP:Iteration 21Q (7689.710000 sec): 3 clusters Score: Raw -3073637.848045 + Penalty 4937.273611 = -3068700.574434 nChanged 14 SP:Iteration 22Q (7689.770000 sec): 3 clusters Score: Raw -3073651.568042 + Penalty 4937.273611 = -3068714.294431 nChanged 9 SP:Iteration 23Q (7689.830000 sec): 3 clusters Score: Raw -3073660.935905 + Penalty 4937.273611 = -3068723.662294 nChanged 10 SP:Iteration 24Q (7689.890000 sec): 3 clusters Score: Raw -3073668.917168 + Penalty 4937.273611 = -3068731.643557 nChanged 6 SP:Iteration 25Q (7689.950000 sec): 3 clusters Score: Raw -3073673.677191 + Penalty 4937.273611 = -3068736.403580 nChanged 5 SP:Iteration 26Q (7690.020000 sec): 3 clusters Score: Raw -3073678.331604 + Penalty 4937.273611 = -3068741.057993 nChanged 5 SP:Iteration 27Q (7690.080000 sec): 3 clusters Score: Raw -3073684.929611 + Penalty 4937.273611 = -3068747.656000 nChanged 3 SP:Iteration 28Q (7690.140000 sec): 3 clusters Score: Raw -3073688.039556 + Penalty 4937.273611 = -3068750.765945 nChanged 0 SP:Iteration 29F (7690.220000 sec): 3 clusters Score: Raw -3073688.039556 + Penalty 4937.273611 = -3068750.765945 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 24 (2681 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7690.240000 sec): 2 clusters Score: Raw -378402.504388 + Penalty 1957.698394 = -376444.805994 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7690.250000 sec): 3 clusters Score: Raw -377318.678761 + Penalty 3915.396789 = -373403.281972 nChanged 909 SP:Iteration 1F (7690.260000 sec): 3 clusters Score: Raw -377971.262041 + Penalty 3915.396789 = -374055.865252 nChanged 223 SP:Iteration 2F (7690.270000 sec): 3 clusters Score: Raw -378148.218345 + Penalty 3915.396789 = -374232.821557 nChanged 125 SP:Iteration 3Q (7690.280000 sec): 3 clusters Score: Raw -378266.933961 + Penalty 3915.396789 = -374351.537172 nChanged 110 SP:Iteration 4Q (7690.290000 sec): 3 clusters Score: Raw -378359.694888 + Penalty 3915.396789 = -374444.298099 nChanged 94 SP:Iteration 5Q (7690.300000 sec): 3 clusters Score: Raw -378443.563447 + Penalty 3915.396789 = -374528.166659 nChanged 84 SP:Iteration 6Q (7690.310000 sec): 3 clusters Score: Raw -378528.192050 + Penalty 3915.396789 = -374612.795262 nChanged 83 SP:Iteration 7Q (7690.320000 sec): 3 clusters Score: Raw -378617.560601 + Penalty 3915.396789 = -374702.163812 nChanged 83 SP:Iteration 8Q (7690.320000 sec): 3 clusters Score: Raw -378720.192636 + Penalty 3915.396789 = -374804.795847 nChanged 102 SP:Iteration 9Q (7690.340000 sec): 3 clusters Score: Raw -378820.436697 + Penalty 3915.396789 = -374905.039909 nChanged 81 SP:Iteration 10Q (7690.340000 sec): 3 clusters Score: Raw -378910.271468 + Penalty 3915.396789 = -374994.874679 nChanged 69 SP:Iteration 11Q (7690.350000 sec): 3 clusters Score: Raw -378982.754228 + Penalty 3915.396789 = -375067.357439 nChanged 62 SP:Iteration 12Q (7690.360000 sec): 3 clusters Score: Raw -379047.516317 + Penalty 3915.396789 = -375132.119528 nChanged 61 SP:Iteration 13Q (7690.370000 sec): 3 clusters Score: Raw -379113.374416 + Penalty 3915.396789 = -375197.977628 nChanged 59 SP:Iteration 14Q (7690.380000 sec): 3 clusters Score: Raw -379177.560350 + Penalty 3915.396789 = -375262.163562 nChanged 64 SP:Iteration 15Q (7690.390000 sec): 3 clusters Score: Raw -379239.303811 + Penalty 3915.396789 = -375323.907022 nChanged 59 SP:Iteration 16Q (7690.400000 sec): 3 clusters Score: Raw -379328.301843 + Penalty 3915.396789 = -375412.905055 nChanged 78 SP:Iteration 17Q (7690.410000 sec): 3 clusters Score: Raw -379430.856682 + Penalty 3915.396789 = -375515.459893 nChanged 81 SP:Iteration 18Q (7690.420000 sec): 3 clusters Score: Raw -379550.532708 + Penalty 3915.396789 = -375635.135919 nChanged 91 SP:Iteration 19Q (7690.420000 sec): 3 clusters Score: Raw -379716.163725 + Penalty 3915.396789 = -375800.766936 nChanged 92 SP:Iteration 20F (7690.440000 sec): 3 clusters Score: Raw -379864.592322 + Penalty 3915.396789 = -375949.195534 nChanged 68 SP:Iteration 21Q (7690.440000 sec): 3 clusters Score: Raw -379967.187386 + Penalty 3915.396789 = -376051.790597 nChanged 51 SP:Iteration 22Q (7690.450000 sec): 3 clusters Score: Raw -380036.711421 + Penalty 3915.396789 = -376121.314632 nChanged 38 SP:Iteration 23Q (7690.460000 sec): 3 clusters Score: Raw -380084.240956 + Penalty 3915.396789 = -376168.844167 nChanged 16 SP:Iteration 24Q (7690.460000 sec): 3 clusters Score: Raw -380101.516824 + Penalty 3915.396789 = -376186.120036 nChanged 13 SP:Iteration 25Q (7690.470000 sec): 3 clusters Score: Raw -380115.403839 + Penalty 3915.396789 = -376200.007051 nChanged 7 SP:Iteration 26Q (7690.480000 sec): 3 clusters Score: Raw -380121.010393 + Penalty 3915.396789 = -376205.613605 nChanged 4 SP:Iteration 27Q (7690.490000 sec): 3 clusters Score: Raw -380123.867262 + Penalty 3915.396789 = -376208.470473 nChanged 4 SP:Iteration 28Q (7690.500000 sec): 3 clusters Score: Raw -380127.704403 + Penalty 3915.396789 = -376212.307615 nChanged 6 SP:Iteration 29Q (7690.500000 sec): 3 clusters Score: Raw -380132.079524 + Penalty 3915.396789 = -376216.682736 nChanged 7 SP:Iteration 30Q (7690.510000 sec): 3 clusters Score: Raw -380136.628309 + Penalty 3915.396789 = -376221.231520 nChanged 3 SP:Iteration 31Q (7690.520000 sec): 3 clusters Score: Raw -380139.234579 + Penalty 3915.396789 = -376223.837790 nChanged 0 SP:Iteration 32F (7690.530000 sec): 3 clusters Score: Raw -380139.234579 + Penalty 3915.396789 = -376223.837790 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 25 (1080 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7690.540000 sec): 2 clusters Score: Raw -147831.989763 + Penalty 1732.209647 = -146099.780115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7690.540000 sec): 3 clusters Score: Raw -147580.364254 + Penalty 3464.419295 = -144115.944960 nChanged 281 SP:Iteration 1F (7690.540000 sec): 3 clusters Score: Raw -147893.876045 + Penalty 3464.419295 = -144429.456750 nChanged 67 SP:Iteration 2F (7690.550000 sec): 3 clusters Score: Raw -147986.265779 + Penalty 3464.419295 = -144521.846484 nChanged 36 SP:Iteration 3Q (7690.560000 sec): 3 clusters Score: Raw -148023.897223 + Penalty 3464.419295 = -144559.477928 nChanged 14 SP:Iteration 4Q (7690.560000 sec): 3 clusters Score: Raw -148040.855483 + Penalty 3464.419295 = -144576.436188 nChanged 8 SP:Iteration 5Q (7690.560000 sec): 3 clusters Score: Raw -148049.097196 + Penalty 3464.419295 = -144584.677901 nChanged 2 SP:Iteration 6Q (7690.570000 sec): 3 clusters Score: Raw -148051.395522 + Penalty 3464.419295 = -144586.976228 nChanged 1 SP:Iteration 7Q (7690.570000 sec): 3 clusters Score: Raw -148053.540732 + Penalty 3464.419295 = -144589.121437 nChanged 3 SP:Iteration 8Q (7690.580000 sec): 3 clusters Score: Raw -148057.459117 + Penalty 3464.419295 = -144593.039823 nChanged 2 SP:Iteration 9Q (7690.580000 sec): 3 clusters Score: Raw -148059.565104 + Penalty 3464.419295 = -144595.145809 nChanged 0 SP:Iteration 10F (7690.580000 sec): 3 clusters Score: Raw -148059.565104 + Penalty 3464.419295 = -144595.145809 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 26 (26616 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7690.690000 sec): 2 clusters Score: Raw -3608407.632918 + Penalty 2526.938419 = -3605880.694500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7690.790000 sec): 3 clusters Score: Raw -3592518.478364 + Penalty 5053.876838 = -3587464.601527 nChanged 11820 SP:Iteration 1F (7690.890000 sec): 3 clusters Score: Raw -3599186.336384 + Penalty 5053.876838 = -3594132.459547 nChanged 1432 SP:Iteration 2F (7691.000000 sec): 3 clusters Score: Raw -3599762.063053 + Penalty 5053.876838 = -3594708.186216 nChanged 1333 SP:Iteration 3F (7691.100000 sec): 3 clusters Score: Raw -3600353.523436 + Penalty 5053.876838 = -3595299.646598 nChanged 1378 SP:Iteration 4F (7691.210000 sec): 3 clusters Score: Raw -3601068.231231 + Penalty 5053.876838 = -3596014.354393 nChanged 1467 SP:Iteration 5F (7691.320000 sec): 3 clusters Score: Raw -3601980.872518 + Penalty 5053.876838 = -3596926.995681 nChanged 1531 SP:Iteration 6F (7691.420000 sec): 3 clusters Score: Raw -3603057.844624 + Penalty 5053.876838 = -3598003.967786 nChanged 1566 SP:Iteration 7F (7691.540000 sec): 3 clusters Score: Raw -3604217.333507 + Penalty 5053.876838 = -3599163.456670 nChanged 1451 SP:Iteration 8F (7691.640000 sec): 3 clusters Score: Raw -3605230.743979 + Penalty 5053.876838 = -3600176.867142 nChanged 1285 SP:Iteration 9Q (7691.780000 sec): 3 clusters Score: Raw -3606110.786676 + Penalty 5053.876838 = -3601056.909838 nChanged 1064 SP:Iteration 10Q (7691.970000 sec): 3 clusters Score: Raw -3606766.062449 + Penalty 5053.876838 = -3601712.185612 nChanged 806 SP:Iteration 11Q (7692.100000 sec): 3 clusters Score: Raw -3607254.579779 + Penalty 5053.876838 = -3602200.702942 nChanged 685 SP:Iteration 12Q (7692.200000 sec): 3 clusters Score: Raw -3607633.610617 + Penalty 5053.876838 = -3602579.733779 nChanged 559 SP:Iteration 13Q (7692.300000 sec): 3 clusters Score: Raw -3607929.591517 + Penalty 5053.876838 = -3602875.714679 nChanged 486 SP:Iteration 14Q (7692.390000 sec): 3 clusters Score: Raw -3608178.056113 + Penalty 5053.876838 = -3603124.179275 nChanged 404 SP:Iteration 15Q (7692.480000 sec): 3 clusters Score: Raw -3608372.306617 + Penalty 5053.876838 = -3603318.429779 nChanged 355 SP:Iteration 16Q (7692.630000 sec): 3 clusters Score: Raw -3608534.761687 + Penalty 5053.876838 = -3603480.884849 nChanged 316 SP:Iteration 17Q (7692.730000 sec): 3 clusters Score: Raw -3608695.846510 + Penalty 5053.876838 = -3603641.969672 nChanged 285 SP:Iteration 18Q (7692.810000 sec): 3 clusters Score: Raw -3608833.450947 + Penalty 5053.876838 = -3603779.574109 nChanged 258 SP:Iteration 19Q (7693.010000 sec): 3 clusters Score: Raw -3608950.663953 + Penalty 5053.876838 = -3603896.787116 nChanged 244 SP:Iteration 20F (7693.190000 sec): 3 clusters Score: Raw -3609057.469894 + Penalty 5053.876838 = -3604003.593057 nChanged 205 SP:Iteration 21Q (7693.270000 sec): 3 clusters Score: Raw -3609165.210979 + Penalty 5053.876838 = -3604111.334141 nChanged 194 SP:Iteration 22Q (7693.350000 sec): 3 clusters Score: Raw -3609276.611996 + Penalty 5053.876838 = -3604222.735159 nChanged 200 SP:Iteration 23Q (7693.440000 sec): 3 clusters Score: Raw -3609391.530747 + Penalty 5053.876838 = -3604337.653910 nChanged 189 SP:Iteration 24Q (7693.520000 sec): 3 clusters Score: Raw -3609502.525207 + Penalty 5053.876838 = -3604448.648369 nChanged 153 SP:Iteration 25Q (7693.610000 sec): 3 clusters Score: Raw -3609601.143944 + Penalty 5053.876838 = -3604547.267106 nChanged 164 SP:Iteration 26Q (7693.690000 sec): 3 clusters Score: Raw -3609700.715889 + Penalty 5053.876838 = -3604646.839052 nChanged 140 SP:Iteration 27Q (7693.770000 sec): 3 clusters Score: Raw -3609780.122056 + Penalty 5053.876838 = -3604726.245218 nChanged 116 SP:Iteration 28Q (7693.850000 sec): 3 clusters Score: Raw -3609842.705236 + Penalty 5053.876838 = -3604788.828399 nChanged 104 SP:Iteration 29Q (7693.930000 sec): 3 clusters Score: Raw -3609891.034227 + Penalty 5053.876838 = -3604837.157390 nChanged 87 SP:Iteration 30Q (7694.010000 sec): 3 clusters Score: Raw -3609932.901853 + Penalty 5053.876838 = -3604879.025016 nChanged 73 SP:Iteration 31Q (7694.080000 sec): 3 clusters Score: Raw -3609962.593093 + Penalty 5053.876838 = -3604908.716255 nChanged 56 SP:Iteration 32Q (7694.150000 sec): 3 clusters Score: Raw -3609988.059163 + Penalty 5053.876838 = -3604934.182325 nChanged 56 SP:Iteration 33Q (7694.230000 sec): 3 clusters Score: Raw -3610009.761304 + Penalty 5053.876838 = -3604955.884467 nChanged 31 SP:Iteration 34Q (7694.310000 sec): 3 clusters Score: Raw -3610019.690616 + Penalty 5053.876838 = -3604965.813779 nChanged 25 SP:Iteration 35Q (7694.390000 sec): 3 clusters Score: Raw -3610025.330359 + Penalty 5053.876838 = -3604971.453521 nChanged 19 SP:Iteration 36Q (7694.470000 sec): 3 clusters Score: Raw -3610029.580104 + Penalty 5053.876838 = -3604975.703266 nChanged 14 SP:Iteration 37Q (7694.550000 sec): 3 clusters Score: Raw -3610031.842320 + Penalty 5053.876838 = -3604977.965482 nChanged 12 SP:Iteration 38Q (7694.630000 sec): 3 clusters Score: Raw -3610035.275950 + Penalty 5053.876838 = -3604981.399113 nChanged 11 SP:Iteration 39Q (7694.720000 sec): 3 clusters Score: Raw -3610038.802649 + Penalty 5053.876838 = -3604984.925811 nChanged 11 SP:Iteration 40F (7694.830000 sec): 3 clusters Score: Raw -3610041.065080 + Penalty 5053.876838 = -3604987.188243 nChanged 7 SP:Iteration 41Q (7694.910000 sec): 3 clusters Score: Raw -3610042.272214 + Penalty 5053.876838 = -3604988.395377 nChanged 3 SP:Iteration 42Q (7694.990000 sec): 3 clusters Score: Raw -3610042.806257 + Penalty 5053.876838 = -3604988.929420 nChanged 3 SP:Iteration 43Q (7695.070000 sec): 3 clusters Score: Raw -3610043.277633 + Penalty 5053.876838 = -3604989.400795 nChanged 3 SP:Iteration 44Q (7695.150000 sec): 3 clusters Score: Raw -3610043.957126 + Penalty 5053.876838 = -3604990.080289 nChanged 2 SP:Iteration 45Q (7695.230000 sec): 3 clusters Score: Raw -3610044.520093 + Penalty 5053.876838 = -3604990.643256 nChanged 4 SP:Iteration 46Q (7695.310000 sec): 3 clusters Score: Raw -3610045.693715 + Penalty 5053.876838 = -3604991.816877 nChanged 4 SP:Iteration 47Q (7695.390000 sec): 3 clusters Score: Raw -3610047.231566 + Penalty 5053.876838 = -3604993.354728 nChanged 5 SP:Iteration 48Q (7695.470000 sec): 3 clusters Score: Raw -3610048.485020 + Penalty 5053.876838 = -3604994.608183 nChanged 7 SP:Iteration 49Q (7695.550000 sec): 3 clusters Score: Raw -3610050.296758 + Penalty 5053.876838 = -3604996.419921 nChanged 5 SP:Iteration 50Q (7695.630000 sec): 3 clusters Score: Raw -3610051.852387 + Penalty 5053.876838 = -3604997.975550 nChanged 4 SP:Iteration 51Q (7695.710000 sec): 3 clusters Score: Raw -3610052.648668 + Penalty 5053.876838 = -3604998.771831 nChanged 2 SP:Iteration 52Q (7695.790000 sec): 3 clusters Score: Raw -3610052.961126 + Penalty 5053.876838 = -3604999.084289 nChanged 5 SP:Iteration 53Q (7695.880000 sec): 3 clusters Score: Raw -3610053.827124 + Penalty 5053.876838 = -3604999.950287 nChanged 1 SP:Iteration 54Q (7695.960000 sec): 3 clusters Score: Raw -3610054.035241 + Penalty 5053.876838 = -3605000.158404 nChanged 1 SP:Iteration 55Q (7696.040000 sec): 3 clusters Score: Raw -3610054.234689 + Penalty 5053.876838 = -3605000.357851 nChanged 0 SP:Iteration 56F (7696.150000 sec): 3 clusters Score: Raw -3610054.234689 + Penalty 5053.876838 = -3605000.357851 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 27 (1680 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7696.170000 sec): 2 clusters Score: Raw -227073.586114 + Penalty 1841.784170 = -225231.801944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7696.170000 sec): 3 clusters Score: Raw -226500.338353 + Penalty 3683.568340 = -222816.770013 nChanged 499 SP:Iteration 1F (7696.180000 sec): 3 clusters Score: Raw -227020.293014 + Penalty 3683.568340 = -223336.724674 nChanged 165 SP:Iteration 2F (7696.180000 sec): 3 clusters Score: Raw -227339.963222 + Penalty 3683.568340 = -223656.394882 nChanged 139 SP:Iteration 3F (7696.190000 sec): 3 clusters Score: Raw -227574.922386 + Penalty 3683.568340 = -223891.354046 nChanged 102 SP:Iteration 4F (7696.190000 sec): 3 clusters Score: Raw -227727.632275 + Penalty 3683.568340 = -224044.063935 nChanged 79 SP:Iteration 5Q (7696.200000 sec): 3 clusters Score: Raw -227845.500103 + Penalty 3683.568340 = -224161.931763 nChanged 76 SP:Iteration 6Q (7696.210000 sec): 3 clusters Score: Raw -227960.628566 + Penalty 3683.568340 = -224277.060226 nChanged 59 SP:Iteration 7Q (7696.210000 sec): 3 clusters Score: Raw -228084.072174 + Penalty 3683.568340 = -224400.503834 nChanged 67 SP:Iteration 8Q (7696.220000 sec): 3 clusters Score: Raw -228287.010787 + Penalty 3683.568340 = -224603.442448 nChanged 65 SP:Iteration 9Q (7696.230000 sec): 3 clusters Score: Raw -228479.241742 + Penalty 3683.568340 = -224795.673402 nChanged 50 SP:Iteration 10Q (7696.230000 sec): 3 clusters Score: Raw -228569.992223 + Penalty 3683.568340 = -224886.423883 nChanged 27 SP:Iteration 11Q (7696.230000 sec): 3 clusters Score: Raw -228617.210240 + Penalty 3683.568340 = -224933.641900 nChanged 19 SP:Iteration 12Q (7696.240000 sec): 3 clusters Score: Raw -228650.643815 + Penalty 3683.568340 = -224967.075475 nChanged 17 SP:Iteration 13Q (7696.250000 sec): 3 clusters Score: Raw -228679.807279 + Penalty 3683.568340 = -224996.238939 nChanged 15 SP:Iteration 14Q (7696.250000 sec): 3 clusters Score: Raw -228710.617056 + Penalty 3683.568340 = -225027.048716 nChanged 22 SP:Iteration 15Q (7696.250000 sec): 3 clusters Score: Raw -228783.870233 + Penalty 3683.568340 = -225100.301893 nChanged 33 SP:Iteration 16Q (7696.260000 sec): 3 clusters Score: Raw -228935.811877 + Penalty 3683.568340 = -225252.243537 nChanged 38 SP:Iteration 17Q (7696.270000 sec): 3 clusters Score: Raw -229113.461645 + Penalty 3683.568340 = -225429.893305 nChanged 31 SP:Iteration 18Q (7696.270000 sec): 3 clusters Score: Raw -229308.431132 + Penalty 3683.568340 = -225624.862792 nChanged 21 SP:Iteration 19Q (7696.270000 sec): 3 clusters Score: Raw -229389.202873 + Penalty 3683.568340 = -225705.634533 nChanged 13 SP:Iteration 20F (7696.280000 sec): 3 clusters Score: Raw -229428.529893 + Penalty 3683.568340 = -225744.961553 nChanged 9 SP:Iteration 21Q (7696.290000 sec): 3 clusters Score: Raw -229455.378777 + Penalty 3683.568340 = -225771.810438 nChanged 6 SP:Iteration 22Q (7696.290000 sec): 3 clusters Score: Raw -229473.312215 + Penalty 3683.568340 = -225789.743875 nChanged 5 SP:Iteration 23Q (7696.300000 sec): 3 clusters Score: Raw -229486.013372 + Penalty 3683.568340 = -225802.445032 nChanged 4 SP:Iteration 24Q (7696.300000 sec): 3 clusters Score: Raw -229503.736369 + Penalty 3683.568340 = -225820.168030 nChanged 2 SP:Iteration 25Q (7696.310000 sec): 3 clusters Score: Raw -229508.723596 + Penalty 3683.568340 = -225825.155256 nChanged 0 SP:Iteration 26F (7696.310000 sec): 3 clusters Score: Raw -229508.723596 + Penalty 3683.568340 = -225825.155256 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 40. Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 28 (718 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7696.320000 sec): 2 clusters Score: Raw -96578.381521 + Penalty 1630.964453 = -94947.417068 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7696.320000 sec): 3 clusters Score: Raw -96565.945194 + Penalty 3261.928906 = -93304.016288 nChanged 196 SP:Iteration 1F (7696.330000 sec): 3 clusters Score: Raw -97059.120513 + Penalty 3261.928906 = -93797.191607 nChanged 81 SP:Iteration 2F (7696.330000 sec): 3 clusters Score: Raw -97483.970640 + Penalty 3261.928906 = -94222.041734 nChanged 60 SP:Iteration 3F (7696.330000 sec): 3 clusters Score: Raw -97798.884042 + Penalty 3261.928906 = -94536.955136 nChanged 34 SP:Iteration 4Q (7696.330000 sec): 3 clusters Score: Raw -97916.514708 + Penalty 3261.928906 = -94654.585802 nChanged 15 SP:Iteration 5Q (7696.330000 sec): 3 clusters Score: Raw -97981.701221 + Penalty 3261.928906 = -94719.772315 nChanged 21 SP:Iteration 6Q (7696.340000 sec): 3 clusters Score: Raw -98079.675572 + Penalty 3261.928906 = -94817.746665 nChanged 19 SP:Iteration 7Q (7696.340000 sec): 3 clusters Score: Raw -98157.136681 + Penalty 3261.928906 = -94895.207774 nChanged 11 SP:Iteration 8Q (7696.340000 sec): 3 clusters Score: Raw -98189.191275 + Penalty 3261.928906 = -94927.262368 nChanged 5 SP:Iteration 9Q (7696.340000 sec): 3 clusters Score: Raw -98203.164528 + Penalty 3261.928906 = -94941.235622 nChanged 3 SP:Iteration 10Q (7696.350000 sec): 3 clusters Score: Raw -98215.292383 + Penalty 3261.928906 = -94953.363476 nChanged 7 SP:Iteration 11Q (7696.350000 sec): 3 clusters Score: Raw -98229.356857 + Penalty 3261.928906 = -94967.427950 nChanged 8 SP:Iteration 12Q (7696.350000 sec): 3 clusters Score: Raw -98245.817715 + Penalty 3261.928906 = -94983.888809 nChanged 4 SP:Iteration 13Q (7696.350000 sec): 3 clusters Score: Raw -98251.964743 + Penalty 3261.928906 = -94990.035837 nChanged 3 SP:Iteration 14Q (7696.350000 sec): 3 clusters Score: Raw -98256.055453 + Penalty 3261.928906 = -94994.126547 nChanged 0 SP:Iteration 15F (7696.360000 sec): 3 clusters Score: Raw -98256.055453 + Penalty 3261.928906 = -94994.126547 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 41. Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 29 (5355 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7696.380000 sec): 2 clusters Score: Raw -755359.003960 + Penalty 2129.274924 = -753229.729036 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7696.410000 sec): 3 clusters Score: Raw -752778.432821 + Penalty 4258.549848 = -748519.882973 nChanged 2025 SP:Iteration 1F (7696.430000 sec): 3 clusters Score: Raw -753945.886699 + Penalty 4258.549848 = -749687.336851 nChanged 400 SP:Iteration 2F (7696.450000 sec): 3 clusters Score: Raw -754167.176478 + Penalty 4258.549848 = -749908.626630 nChanged 234 SP:Iteration 3Q (7696.470000 sec): 3 clusters Score: Raw -754294.005893 + Penalty 4258.549848 = -750035.456045 nChanged 176 SP:Iteration 4Q (7696.490000 sec): 3 clusters Score: Raw -754392.940949 + Penalty 4258.549848 = -750134.391102 nChanged 153 SP:Iteration 5Q (7696.510000 sec): 3 clusters Score: Raw -754482.143691 + Penalty 4258.549848 = -750223.593843 nChanged 149 SP:Iteration 6Q (7696.530000 sec): 3 clusters Score: Raw -754563.983276 + Penalty 4258.549848 = -750305.433429 nChanged 139 SP:Iteration 7Q (7696.550000 sec): 3 clusters Score: Raw -754639.652098 + Penalty 4258.549848 = -750381.102250 nChanged 139 SP:Iteration 8Q (7696.570000 sec): 3 clusters Score: Raw -754723.054191 + Penalty 4258.549848 = -750464.504343 nChanged 144 SP:Iteration 9Q (7696.590000 sec): 3 clusters Score: Raw -754810.482487 + Penalty 4258.549848 = -750551.932640 nChanged 154 SP:Iteration 10Q (7696.610000 sec): 3 clusters Score: Raw -754897.477677 + Penalty 4258.549848 = -750638.927829 nChanged 124 SP:Iteration 11Q (7696.620000 sec): 3 clusters Score: Raw -754974.321087 + Penalty 4258.549848 = -750715.771239 nChanged 124 SP:Iteration 12Q (7696.640000 sec): 3 clusters Score: Raw -755040.269715 + Penalty 4258.549848 = -750781.719868 nChanged 118 SP:Iteration 13Q (7696.660000 sec): 3 clusters Score: Raw -755099.917709 + Penalty 4258.549848 = -750841.367861 nChanged 107 SP:Iteration 14Q (7696.680000 sec): 3 clusters Score: Raw -755153.723425 + Penalty 4258.549848 = -750895.173577 nChanged 92 SP:Iteration 15Q (7696.700000 sec): 3 clusters Score: Raw -755199.884054 + Penalty 4258.549848 = -750941.334206 nChanged 73 SP:Iteration 16Q (7696.720000 sec): 3 clusters Score: Raw -755238.689142 + Penalty 4258.549848 = -750980.139294 nChanged 76 SP:Iteration 17Q (7696.740000 sec): 3 clusters Score: Raw -755277.949369 + Penalty 4258.549848 = -751019.399522 nChanged 80 SP:Iteration 18Q (7696.760000 sec): 3 clusters Score: Raw -755313.819491 + Penalty 4258.549848 = -751055.269644 nChanged 75 SP:Iteration 19Q (7696.780000 sec): 3 clusters Score: Raw -755348.729543 + Penalty 4258.549848 = -751090.179696 nChanged 71 SP:Iteration 20F (7696.800000 sec): 3 clusters Score: Raw -755383.005117 + Penalty 4258.549848 = -751124.455269 nChanged 68 SP:Iteration 21Q (7696.810000 sec): 3 clusters Score: Raw -755418.974136 + Penalty 4258.549848 = -751160.424289 nChanged 74 SP:Iteration 22Q (7696.830000 sec): 3 clusters Score: Raw -755455.673969 + Penalty 4258.549848 = -751197.124122 nChanged 70 SP:Iteration 23Q (7696.850000 sec): 3 clusters Score: Raw -755488.477945 + Penalty 4258.549848 = -751229.928097 nChanged 64 SP:Iteration 24Q (7696.870000 sec): 3 clusters Score: Raw -755521.411374 + Penalty 4258.549848 = -751262.861527 nChanged 59 SP:Iteration 25Q (7696.890000 sec): 3 clusters Score: Raw -755548.640756 + Penalty 4258.549848 = -751290.090908 nChanged 52 SP:Iteration 26Q (7696.910000 sec): 3 clusters Score: Raw -755575.920446 + Penalty 4258.549848 = -751317.370598 nChanged 55 SP:Iteration 27Q (7696.930000 sec): 3 clusters Score: Raw -755600.764885 + Penalty 4258.549848 = -751342.215038 nChanged 40 SP:Iteration 28Q (7696.950000 sec): 3 clusters Score: Raw -755619.364752 + Penalty 4258.549848 = -751360.814905 nChanged 35 SP:Iteration 29Q (7696.960000 sec): 3 clusters Score: Raw -755631.728414 + Penalty 4258.549848 = -751373.178567 nChanged 27 SP:Iteration 30Q (7696.980000 sec): 3 clusters Score: Raw -755642.082081 + Penalty 4258.549848 = -751383.532233 nChanged 23 SP:Iteration 31Q (7697.000000 sec): 3 clusters Score: Raw -755650.507849 + Penalty 4258.549848 = -751391.958001 nChanged 21 SP:Iteration 32Q (7697.020000 sec): 3 clusters Score: Raw -755658.460772 + Penalty 4258.549848 = -751399.910924 nChanged 19 SP:Iteration 33Q (7697.030000 sec): 3 clusters Score: Raw -755664.092206 + Penalty 4258.549848 = -751405.542359 nChanged 21 SP:Iteration 34Q (7697.050000 sec): 3 clusters Score: Raw -755672.416256 + Penalty 4258.549848 = -751413.866409 nChanged 16 SP:Iteration 35Q (7697.070000 sec): 3 clusters Score: Raw -755679.271740 + Penalty 4258.549848 = -751420.721893 nChanged 15 SP:Iteration 36Q (7697.090000 sec): 3 clusters Score: Raw -755685.327698 + Penalty 4258.549848 = -751426.777850 nChanged 13 SP:Iteration 37Q (7697.110000 sec): 3 clusters Score: Raw -755689.108998 + Penalty 4258.549848 = -751430.559151 nChanged 8 SP:Iteration 38Q (7697.130000 sec): 3 clusters Score: Raw -755691.227238 + Penalty 4258.549848 = -751432.677391 nChanged 6 SP:Iteration 39Q (7697.150000 sec): 3 clusters Score: Raw -755693.697308 + Penalty 4258.549848 = -751435.147461 nChanged 6 SP:Iteration 40F (7697.200000 sec): 3 clusters Score: Raw -755696.310472 + Penalty 4258.549848 = -751437.760624 nChanged 11 SP:Iteration 41Q (7697.240000 sec): 3 clusters Score: Raw -755700.674076 + Penalty 4258.549848 = -751442.124229 nChanged 9 SP:Iteration 42Q (7697.270000 sec): 3 clusters Score: Raw -755706.070958 + Penalty 4258.549848 = -751447.521111 nChanged 15 SP:Iteration 43Q (7697.320000 sec): 3 clusters Score: Raw -755712.994363 + Penalty 4258.549848 = -751454.444515 nChanged 16 SP:Iteration 44Q (7697.340000 sec): 3 clusters Score: Raw -755720.052087 + Penalty 4258.549848 = -751461.502240 nChanged 19 SP:Iteration 45Q (7697.360000 sec): 3 clusters Score: Raw -755727.997844 + Penalty 4258.549848 = -751469.447996 nChanged 12 SP:Iteration 46Q (7697.450000 sec): 3 clusters Score: Raw -755732.610887 + Penalty 4258.549848 = -751474.061040 nChanged 12 SP:Iteration 47Q (7697.490000 sec): 3 clusters Score: Raw -755737.967967 + Penalty 4258.549848 = -751479.418120 nChanged 13 SP:Iteration 48Q (7697.530000 sec): 3 clusters Score: Raw -755744.041858 + Penalty 4258.549848 = -751485.492011 nChanged 18 SP:Iteration 49Q (7697.560000 sec): 3 clusters Score: Raw -755750.968758 + Penalty 4258.549848 = -751492.418911 nChanged 23 SP:Iteration 50Q (7697.590000 sec): 3 clusters Score: Raw -755760.177129 + Penalty 4258.549848 = -751501.627282 nChanged 22 SP:Iteration 51Q (7697.640000 sec): 3 clusters Score: Raw -755770.392594 + Penalty 4258.549848 = -751511.842747 nChanged 21 SP:Iteration 52Q (7697.690000 sec): 3 clusters Score: Raw -755778.420646 + Penalty 4258.549848 = -751519.870798 nChanged 23 SP:Iteration 53Q (7697.740000 sec): 3 clusters Score: Raw -755788.078740 + Penalty 4258.549848 = -751529.528892 nChanged 22 SP:Iteration 54Q (7697.780000 sec): 3 clusters Score: Raw -755798.198737 + Penalty 4258.549848 = -751539.648889 nChanged 14 SP:Iteration 55Q (7697.820000 sec): 3 clusters Score: Raw -755803.599950 + Penalty 4258.549848 = -751545.050103 nChanged 13 SP:Iteration 56Q (7697.860000 sec): 3 clusters Score: Raw -755808.866506 + Penalty 4258.549848 = -751550.316659 nChanged 16 SP:Iteration 57Q (7697.890000 sec): 3 clusters Score: Raw -755816.681175 + Penalty 4258.549848 = -751558.131328 nChanged 14 SP:Iteration 58Q (7697.910000 sec): 3 clusters Score: Raw -755822.503283 + Penalty 4258.549848 = -751563.953436 nChanged 9 SP:Iteration 59Q (7697.930000 sec): 3 clusters Score: Raw -755827.394792 + Penalty 4258.549848 = -751568.844944 nChanged 12 SP:Iteration 60F (7697.950000 sec): 3 clusters Score: Raw -755832.401375 + Penalty 4258.549848 = -751573.851527 nChanged 12 SP:Iteration 61Q (7697.960000 sec): 3 clusters Score: Raw -755836.287847 + Penalty 4258.549848 = -751577.738000 nChanged 12 SP:Iteration 62Q (7697.980000 sec): 3 clusters Score: Raw -755841.590623 + Penalty 4258.549848 = -751583.040775 nChanged 13 SP:Iteration 63Q (7698.000000 sec): 3 clusters Score: Raw -755847.556939 + Penalty 4258.549848 = -751589.007091 nChanged 13 SP:Iteration 64Q (7698.020000 sec): 3 clusters Score: Raw -755852.863576 + Penalty 4258.549848 = -751594.313728 nChanged 10 SP:Iteration 65Q (7698.040000 sec): 3 clusters Score: Raw -755857.958201 + Penalty 4258.549848 = -751599.408353 nChanged 10 SP:Iteration 66Q (7698.050000 sec): 3 clusters Score: Raw -755861.896856 + Penalty 4258.549848 = -751603.347008 nChanged 7 SP:Iteration 67Q (7698.070000 sec): 3 clusters Score: Raw -755865.471811 + Penalty 4258.549848 = -751606.921964 nChanged 7 SP:Iteration 68Q (7698.090000 sec): 3 clusters Score: Raw -755868.580653 + Penalty 4258.549848 = -751610.030806 nChanged 8 SP:Iteration 69Q (7698.100000 sec): 3 clusters Score: Raw -755872.465575 + Penalty 4258.549848 = -751613.915727 nChanged 6 SP:Iteration 70Q (7698.130000 sec): 3 clusters Score: Raw -755875.003918 + Penalty 4258.549848 = -751616.454070 nChanged 7 SP:Iteration 71Q (7698.140000 sec): 3 clusters Score: Raw -755878.064123 + Penalty 4258.549848 = -751619.514275 nChanged 12 SP:Iteration 72Q (7698.160000 sec): 3 clusters Score: Raw -755883.476102 + Penalty 4258.549848 = -751624.926255 nChanged 7 SP:Iteration 73Q (7698.180000 sec): 3 clusters Score: Raw -755887.865818 + Penalty 4258.549848 = -751629.315970 nChanged 5 SP:Iteration 74Q (7698.190000 sec): 3 clusters Score: Raw -755889.754209 + Penalty 4258.549848 = -751631.204362 nChanged 5 SP:Iteration 75Q (7698.210000 sec): 3 clusters Score: Raw -755891.153594 + Penalty 4258.549848 = -751632.603747 nChanged 4 SP:Iteration 76Q (7698.230000 sec): 3 clusters Score: Raw -755892.488244 + Penalty 4258.549848 = -751633.938396 nChanged 3 SP:Iteration 77Q (7698.250000 sec): 3 clusters Score: Raw -755893.477240 + Penalty 4258.549848 = -751634.927392 nChanged 1 SP:Iteration 78Q (7698.270000 sec): 3 clusters Score: Raw -755893.583760 + Penalty 4258.549848 = -751635.033913 nChanged 1 SP:Iteration 79Q (7698.280000 sec): 3 clusters Score: Raw -755894.898377 + Penalty 4258.549848 = -751636.348529 nChanged 2 SP:Iteration 80F (7698.300000 sec): 3 clusters Score: Raw -755895.624213 + Penalty 4258.549848 = -751637.074365 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 30 (283 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7698.310000 sec): 2 clusters Score: Raw -33488.827132 + Penalty 1400.070831 = -32088.756301 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7698.310000 sec): 3 clusters Score: Raw -33823.509548 + Penalty 2800.141661 = -31023.367886 nChanged 59 SP:Iteration 1F (7698.310000 sec): 3 clusters Score: Raw -34041.956335 + Penalty 2800.141661 = -31241.814674 nChanged 23 SP:Iteration 2F (7698.310000 sec): 3 clusters Score: Raw -34182.111615 + Penalty 2800.141661 = -31381.969953 nChanged 8 SP:Iteration 3Q (7698.310000 sec): 3 clusters Score: Raw -34229.994759 + Penalty 2800.141661 = -31429.853098 nChanged 7 SP:Iteration 4Q (7698.310000 sec): 3 clusters Score: Raw -34257.633572 + Penalty 2800.141661 = -31457.491911 nChanged 1 SP:Iteration 5Q (7698.310000 sec): 3 clusters Score: Raw -34260.670078 + Penalty 2800.141661 = -31460.528416 nChanged 0 SP:Iteration 6F (7698.310000 sec): 3 clusters Score: Raw -34260.670078 + Penalty 2800.141661 = -31460.528416 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 31 (337 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7698.320000 sec): 2 clusters Score: Raw -40894.584410 + Penalty 1443.380567 = -39451.203843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7698.320000 sec): 3 clusters Score: Raw -41140.618727 + Penalty 2886.761133 = -38253.857594 nChanged 59 SP:Iteration 1F (7698.330000 sec): 3 clusters Score: Raw -41405.337259 + Penalty 2886.761133 = -38518.576126 nChanged 24 SP:Iteration 2F (7698.330000 sec): 3 clusters Score: Raw -41506.492204 + Penalty 2886.761133 = -38619.731070 nChanged 14 SP:Iteration 3Q (7698.330000 sec): 3 clusters Score: Raw -41649.896543 + Penalty 2886.761133 = -38763.135409 nChanged 13 SP:Iteration 4Q (7698.330000 sec): 3 clusters Score: Raw -41779.412950 + Penalty 2886.761133 = -38892.651817 nChanged 12 SP:Iteration 5Q (7698.330000 sec): 3 clusters Score: Raw -41927.477383 + Penalty 2886.761133 = -39040.716249 nChanged 5 SP:Iteration 6Q (7698.330000 sec): 3 clusters Score: Raw -42071.494641 + Penalty 2886.761133 = -39184.733507 nChanged 5 SP:Iteration 7Q (7698.330000 sec): 3 clusters Score: Raw -42099.139981 + Penalty 2886.761133 = -39212.378848 nChanged 5 SP:Iteration 8Q (7698.330000 sec): 3 clusters Score: Raw -42131.469193 + Penalty 2886.761133 = -39244.708059 nChanged 2 SP:Iteration 9Q (7698.330000 sec): 3 clusters Score: Raw -42139.684541 + Penalty 2886.761133 = -39252.923408 nChanged 2 SP:Iteration 10Q (7698.330000 sec): 3 clusters Score: Raw -42147.836302 + Penalty 2886.761133 = -39261.075169 nChanged 1 SP:Iteration 11Q (7698.330000 sec): 3 clusters Score: Raw -42152.685656 + Penalty 2886.761133 = -39265.924523 nChanged 1 SP:Iteration 12Q (7698.340000 sec): 3 clusters Score: Raw -42165.259021 + Penalty 2886.761133 = -39278.497888 nChanged 1 SP:Iteration 13Q (7698.340000 sec): 3 clusters Score: Raw -42168.376279 + Penalty 2886.761133 = -39281.615146 nChanged 0 SP:Iteration 14F (7698.340000 sec): 3 clusters Score: Raw -42172.999498 + Penalty 2886.761133 = -39286.238365 nChanged 1 SP:Iteration 15Q (7698.340000 sec): 3 clusters Score: Raw -42229.190358 + Penalty 2886.761133 = -39342.429224 nChanged 1 SP:Iteration 16Q (7698.340000 sec): 3 clusters Score: Raw -42246.052078 + Penalty 2886.761133 = -39359.290944 nChanged 3 SP:Iteration 17Q (7698.340000 sec): 3 clusters Score: Raw -42276.575891 + Penalty 2886.761133 = -39389.814757 nChanged 2 SP:Iteration 18Q (7698.340000 sec): 3 clusters Score: Raw -42325.306369 + Penalty 2886.761133 = -39438.545235 nChanged 2 SP:Iteration 19Q (7698.350000 sec): 3 clusters Score: Raw -42373.287522 + Penalty 2886.761133 = -39486.526388 nChanged 1 SP:Iteration 20F (7698.350000 sec): 3 clusters Score: Raw -42382.177161 + Penalty 2886.761133 = -39495.416027 nChanged 1 SP:Iteration 21Q (7698.350000 sec): 3 clusters Score: Raw -42387.925442 + Penalty 2886.761133 = -39501.164309 nChanged 2 SP:Iteration 22Q (7698.350000 sec): 3 clusters Score: Raw -42395.417929 + Penalty 2886.761133 = -39508.656795 nChanged 0 SP:Iteration 23F (7698.350000 sec): 3 clusters Score: Raw -42395.417929 + Penalty 2886.761133 = -39508.656795 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 42. Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 32 (5688 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7698.560000 sec): 2 clusters Score: Raw -781831.079690 + Penalty 2144.236265 = -779686.843425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7698.590000 sec): 3 clusters Score: Raw -779016.161685 + Penalty 4288.472530 = -774727.689155 nChanged 2223 SP:Iteration 1F (7698.630000 sec): 3 clusters Score: Raw -780357.534851 + Penalty 4288.472530 = -776069.062321 nChanged 491 SP:Iteration 2F (7698.680000 sec): 3 clusters Score: Raw -780717.843640 + Penalty 4288.472530 = -776429.371110 nChanged 371 SP:Iteration 3F (7698.720000 sec): 3 clusters Score: Raw -780993.265124 + Penalty 4288.472530 = -776704.792594 nChanged 310 SP:Iteration 4F (7698.770000 sec): 3 clusters Score: Raw -781209.842043 + Penalty 4288.472530 = -776921.369513 nChanged 262 SP:Iteration 5Q (7698.810000 sec): 3 clusters Score: Raw -781391.502564 + Penalty 4288.472530 = -777103.030034 nChanged 230 SP:Iteration 6Q (7698.860000 sec): 3 clusters Score: Raw -781555.737178 + Penalty 4288.472530 = -777267.264648 nChanged 191 SP:Iteration 7Q (7698.900000 sec): 3 clusters Score: Raw -781688.981399 + Penalty 4288.472530 = -777400.508870 nChanged 168 SP:Iteration 8Q (7698.920000 sec): 3 clusters Score: Raw -781805.424327 + Penalty 4288.472530 = -777516.951797 nChanged 149 SP:Iteration 9Q (7698.970000 sec): 3 clusters Score: Raw -781904.444477 + Penalty 4288.472530 = -777615.971948 nChanged 133 SP:Iteration 10Q (7699.030000 sec): 3 clusters Score: Raw -781984.016716 + Penalty 4288.472530 = -777695.544186 nChanged 106 SP:Iteration 11Q (7699.080000 sec): 3 clusters Score: Raw -782055.293227 + Penalty 4288.472530 = -777766.820697 nChanged 96 SP:Iteration 12Q (7699.120000 sec): 3 clusters Score: Raw -782107.413003 + Penalty 4288.472530 = -777818.940473 nChanged 75 SP:Iteration 13Q (7699.140000 sec): 3 clusters Score: Raw -782148.434831 + Penalty 4288.472530 = -777859.962301 nChanged 72 SP:Iteration 14Q (7699.160000 sec): 3 clusters Score: Raw -782186.873621 + Penalty 4288.472530 = -777898.401091 nChanged 60 SP:Iteration 15Q (7699.180000 sec): 3 clusters Score: Raw -782217.920271 + Penalty 4288.472530 = -777929.447741 nChanged 50 SP:Iteration 16Q (7699.200000 sec): 3 clusters Score: Raw -782242.737842 + Penalty 4288.472530 = -777954.265312 nChanged 45 SP:Iteration 17Q (7699.220000 sec): 3 clusters Score: Raw -782262.130780 + Penalty 4288.472530 = -777973.658250 nChanged 36 SP:Iteration 18Q (7699.240000 sec): 3 clusters Score: Raw -782278.445953 + Penalty 4288.472530 = -777989.973423 nChanged 32 SP:Iteration 19Q (7699.260000 sec): 3 clusters Score: Raw -782290.641281 + Penalty 4288.472530 = -778002.168751 nChanged 26 SP:Iteration 20F (7699.280000 sec): 3 clusters Score: Raw -782301.952760 + Penalty 4288.472530 = -778013.480230 nChanged 24 SP:Iteration 21Q (7699.300000 sec): 3 clusters Score: Raw -782310.206360 + Penalty 4288.472530 = -778021.733830 nChanged 15 SP:Iteration 22Q (7699.320000 sec): 3 clusters Score: Raw -782314.824286 + Penalty 4288.472530 = -778026.351756 nChanged 13 SP:Iteration 23Q (7699.340000 sec): 3 clusters Score: Raw -782318.671740 + Penalty 4288.472530 = -778030.199210 nChanged 7 SP:Iteration 24Q (7699.360000 sec): 3 clusters Score: Raw -782320.896441 + Penalty 4288.472530 = -778032.423911 nChanged 5 SP:Iteration 25Q (7699.410000 sec): 3 clusters Score: Raw -782322.773810 + Penalty 4288.472530 = -778034.301280 nChanged 5 SP:Iteration 26Q (7699.470000 sec): 3 clusters Score: Raw -782324.383038 + Penalty 4288.472530 = -778035.910508 nChanged 1 SP:Iteration 27Q (7699.510000 sec): 3 clusters Score: Raw -782324.614535 + Penalty 4288.472530 = -778036.142005 nChanged 1 SP:Iteration 28Q (7699.540000 sec): 3 clusters Score: Raw -782324.862021 + Penalty 4288.472530 = -778036.389491 nChanged 2 SP:Iteration 29Q (7699.560000 sec): 3 clusters Score: Raw -782326.168991 + Penalty 4288.472530 = -778037.696461 nChanged 6 SP:Iteration 30Q (7699.590000 sec): 3 clusters Score: Raw -782328.596602 + Penalty 4288.472530 = -778040.124072 nChanged 8 SP:Iteration 31Q (7699.640000 sec): 3 clusters Score: Raw -782330.911114 + Penalty 4288.472530 = -778042.438584 nChanged 9 SP:Iteration 32Q (7699.670000 sec): 3 clusters Score: Raw -782334.528161 + Penalty 4288.472530 = -778046.055632 nChanged 7 SP:Iteration 33Q (7699.710000 sec): 3 clusters Score: Raw -782336.617885 + Penalty 4288.472530 = -778048.145355 nChanged 8 SP:Iteration 34Q (7699.740000 sec): 3 clusters Score: Raw -782340.365578 + Penalty 4288.472530 = -778051.893048 nChanged 16 SP:Iteration 35Q (7699.760000 sec): 3 clusters Score: Raw -782346.422419 + Penalty 4288.472530 = -778057.949889 nChanged 11 SP:Iteration 36Q (7699.820000 sec): 3 clusters Score: Raw -782350.241891 + Penalty 4288.472530 = -778061.769361 nChanged 11 SP:Iteration 37Q (7699.880000 sec): 3 clusters Score: Raw -782354.944846 + Penalty 4288.472530 = -778066.472316 nChanged 13 SP:Iteration 38Q (7699.930000 sec): 3 clusters Score: Raw -782358.278173 + Penalty 4288.472530 = -778069.805643 nChanged 12 SP:Iteration 39Q (7699.970000 sec): 3 clusters Score: Raw -782361.516702 + Penalty 4288.472530 = -778073.044172 nChanged 7 SP:Iteration 40F (7700.000000 sec): 3 clusters Score: Raw -782363.826692 + Penalty 4288.472530 = -778075.354162 nChanged 6 SP:Iteration 41Q (7700.030000 sec): 3 clusters Score: Raw -782367.090888 + Penalty 4288.472530 = -778078.618359 nChanged 9 SP:Iteration 42Q (7700.060000 sec): 3 clusters Score: Raw -782370.426267 + Penalty 4288.472530 = -778081.953737 nChanged 4 SP:Iteration 43Q (7700.100000 sec): 3 clusters Score: Raw -782372.080836 + Penalty 4288.472530 = -778083.608306 nChanged 4 SP:Iteration 44Q (7700.160000 sec): 3 clusters Score: Raw -782373.589244 + Penalty 4288.472530 = -778085.116714 nChanged 3 SP:Iteration 45Q (7700.200000 sec): 3 clusters Score: Raw -782374.127292 + Penalty 4288.472530 = -778085.654763 nChanged 0 SP:Iteration 46F (7700.260000 sec): 3 clusters Score: Raw -782374.127292 + Penalty 4288.472530 = -778085.654763 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 33 (894 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7700.370000 sec): 2 clusters Score: Raw -124122.764840 + Penalty 1685.335032 = -122437.429808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7700.370000 sec): 3 clusters Score: Raw -123974.952968 + Penalty 3370.670064 = -120604.282903 nChanged 217 SP:Iteration 1F (7700.380000 sec): 3 clusters Score: Raw -124239.502335 + Penalty 3370.670064 = -120868.832271 nChanged 53 SP:Iteration 2F (7700.400000 sec): 3 clusters Score: Raw -124340.000743 + Penalty 3370.670064 = -120969.330678 nChanged 40 SP:Iteration 3Q (7700.400000 sec): 3 clusters Score: Raw -124398.389912 + Penalty 3370.670064 = -121027.719848 nChanged 21 SP:Iteration 4Q (7700.400000 sec): 3 clusters Score: Raw -124434.089871 + Penalty 3370.670064 = -121063.419806 nChanged 10 SP:Iteration 5Q (7700.400000 sec): 3 clusters Score: Raw -124452.112472 + Penalty 3370.670064 = -121081.442408 nChanged 6 SP:Iteration 6Q (7700.410000 sec): 3 clusters Score: Raw -124466.190484 + Penalty 3370.670064 = -121095.520420 nChanged 8 SP:Iteration 7Q (7700.410000 sec): 3 clusters Score: Raw -124478.738354 + Penalty 3370.670064 = -121108.068290 nChanged 7 SP:Iteration 8Q (7700.420000 sec): 3 clusters Score: Raw -124495.306416 + Penalty 3370.670064 = -121124.636352 nChanged 9 SP:Iteration 9Q (7700.420000 sec): 3 clusters Score: Raw -124508.689757 + Penalty 3370.670064 = -121138.019692 nChanged 8 SP:Iteration 10Q (7700.420000 sec): 3 clusters Score: Raw -124529.081709 + Penalty 3370.670064 = -121158.411645 nChanged 7 SP:Iteration 11Q (7700.420000 sec): 3 clusters Score: Raw -124540.147231 + Penalty 3370.670064 = -121169.477167 nChanged 7 SP:Iteration 12Q (7700.430000 sec): 3 clusters Score: Raw -124548.227530 + Penalty 3370.670064 = -121177.557466 nChanged 6 SP:Iteration 13Q (7700.430000 sec): 3 clusters Score: Raw -124557.782302 + Penalty 3370.670064 = -121187.112238 nChanged 5 SP:Iteration 14Q (7700.440000 sec): 3 clusters Score: Raw -124565.059093 + Penalty 3370.670064 = -121194.389028 nChanged 3 SP:Iteration 15Q (7700.440000 sec): 3 clusters Score: Raw -124567.847972 + Penalty 3370.670064 = -121197.177908 nChanged 3 SP:Iteration 16Q (7700.440000 sec): 3 clusters Score: Raw -124573.039151 + Penalty 3370.670064 = -121202.369087 nChanged 3 SP:Iteration 17Q (7700.440000 sec): 3 clusters Score: Raw -124575.990499 + Penalty 3370.670064 = -121205.320434 nChanged 3 SP:Iteration 18Q (7700.450000 sec): 3 clusters Score: Raw -124581.008257 + Penalty 3370.670064 = -121210.338192 nChanged 4 SP:Iteration 19Q (7700.450000 sec): 3 clusters Score: Raw -124585.188553 + Penalty 3370.670064 = -121214.518488 nChanged 2 SP:Iteration 20F (7700.460000 sec): 3 clusters Score: Raw -124587.211148 + Penalty 3370.670064 = -121216.541084 nChanged 1 SP:Iteration 21Q (7700.460000 sec): 3 clusters Score: Raw -124589.435678 + Penalty 3370.670064 = -121218.765613 nChanged 3 SP:Iteration 22Q (7700.460000 sec): 3 clusters Score: Raw -124593.119742 + Penalty 3370.670064 = -121222.449678 nChanged 1 SP:Iteration 23Q (7700.470000 sec): 3 clusters Score: Raw -124595.207638 + Penalty 3370.670064 = -121224.537574 nChanged 1 SP:Iteration 24Q (7700.470000 sec): 3 clusters Score: Raw -124596.194364 + Penalty 3370.670064 = -121225.524299 nChanged 0 SP:Iteration 25F (7700.470000 sec): 3 clusters Score: Raw -124596.194364 + Penalty 3370.670064 = -121225.524299 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 34 (447 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7700.510000 sec): 2 clusters Score: Raw -61442.931272 + Penalty 1513.434531 = -59929.496741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7700.520000 sec): 3 clusters Score: Raw -61455.457850 + Penalty 3026.869063 = -58428.588788 nChanged 69 SP:Iteration 1F (7700.520000 sec): 3 clusters Score: Raw -61629.548072 + Penalty 3026.869063 = -58602.679009 nChanged 28 SP:Iteration 2F (7700.520000 sec): 3 clusters Score: Raw -61729.685037 + Penalty 3026.869063 = -58702.815974 nChanged 11 SP:Iteration 3Q (7700.520000 sec): 3 clusters Score: Raw -61759.519439 + Penalty 3026.869063 = -58732.650377 nChanged 0 SP:Iteration 4F (7700.520000 sec): 3 clusters Score: Raw -61759.519439 + Penalty 3026.869063 = -58732.650377 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 35 (424 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7700.560000 sec): 2 clusters Score: Raw -68615.507438 + Penalty 1500.333897 = -67115.173541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7700.560000 sec): 3 clusters Score: Raw -68724.610155 + Penalty 3000.667794 = -65723.942361 nChanged 92 SP:Iteration 1F (7700.570000 sec): 3 clusters Score: Raw -68900.380883 + Penalty 3000.667794 = -65899.713089 nChanged 35 SP:Iteration 2F (7700.570000 sec): 3 clusters Score: Raw -68997.023755 + Penalty 3000.667794 = -65996.355961 nChanged 16 SP:Iteration 3Q (7700.570000 sec): 3 clusters Score: Raw -69025.842811 + Penalty 3000.667794 = -66025.175017 nChanged 17 SP:Iteration 4Q (7700.570000 sec): 3 clusters Score: Raw -69069.192255 + Penalty 3000.667794 = -66068.524461 nChanged 8 SP:Iteration 5Q (7700.570000 sec): 3 clusters Score: Raw -69097.419735 + Penalty 3000.667794 = -66096.751942 nChanged 1 SP:Iteration 6Q (7700.580000 sec): 3 clusters Score: Raw -69098.353694 + Penalty 3000.667794 = -66097.685901 nChanged 1 SP:Iteration 7Q (7700.580000 sec): 3 clusters Score: Raw -69099.566459 + Penalty 3000.667794 = -66098.898665 nChanged 1 SP:Iteration 8Q (7700.580000 sec): 3 clusters Score: Raw -69100.315534 + Penalty 3000.667794 = -66099.647740 nChanged 2 SP:Iteration 9Q (7700.580000 sec): 3 clusters Score: Raw -69109.161431 + Penalty 3000.667794 = -66108.493638 nChanged 1 SP:Iteration 10Q (7700.580000 sec): 3 clusters Score: Raw -69110.257836 + Penalty 3000.667794 = -66109.590043 nChanged 0 SP:Iteration 11F (7700.580000 sec): 3 clusters Score: Raw -69110.257836 + Penalty 3000.667794 = -66109.590043 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 36 (257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7700.660000 sec): 2 clusters Score: Raw -34120.941920 + Penalty 1376.170869 = -32744.771051 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7700.660000 sec): 3 clusters Score: Raw -34312.192691 + Penalty 2752.341738 = -31559.850953 nChanged 29 SP:Iteration 1F (7700.660000 sec): 3 clusters Score: Raw -34407.307523 + Penalty 2752.341738 = -31654.965785 nChanged 6 SP:Iteration 2Q (7700.660000 sec): 3 clusters Score: Raw -34425.587487 + Penalty 2752.341738 = -31673.245749 nChanged 0 SP:Iteration 3F (7700.660000 sec): 3 clusters Score: Raw -34425.587487 + Penalty 2752.341738 = -31673.245749 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 37 (639 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7700.660000 sec): 2 clusters Score: Raw -92810.071403 + Penalty 1602.056305 = -91208.015099 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7700.670000 sec): 3 clusters Score: Raw -92757.439846 + Penalty 3204.112609 = -89553.327237 nChanged 125 SP:Iteration 1F (7700.670000 sec): 3 clusters Score: Raw -92972.497543 + Penalty 3204.112609 = -89768.384934 nChanged 28 SP:Iteration 2Q (7700.670000 sec): 3 clusters Score: Raw -93014.005141 + Penalty 3204.112609 = -89809.892531 nChanged 7 SP:Iteration 3Q (7700.680000 sec): 3 clusters Score: Raw -93031.376462 + Penalty 3204.112609 = -89827.263853 nChanged 10 SP:Iteration 4Q (7700.680000 sec): 3 clusters Score: Raw -93049.010585 + Penalty 3204.112609 = -89844.897976 nChanged 7 SP:Iteration 5Q (7700.680000 sec): 3 clusters Score: Raw -93065.580990 + Penalty 3204.112609 = -89861.468381 nChanged 5 SP:Iteration 6Q (7700.680000 sec): 3 clusters Score: Raw -93074.865298 + Penalty 3204.112609 = -89870.752688 nChanged 6 SP:Iteration 7Q (7700.680000 sec): 3 clusters Score: Raw -93089.199999 + Penalty 3204.112609 = -89885.087389 nChanged 7 SP:Iteration 8Q (7700.690000 sec): 3 clusters Score: Raw -93104.223680 + Penalty 3204.112609 = -89900.111070 nChanged 4 SP:Iteration 9Q (7700.690000 sec): 3 clusters Score: Raw -93114.438090 + Penalty 3204.112609 = -89910.325480 nChanged 7 SP:Iteration 10Q (7700.690000 sec): 3 clusters Score: Raw -93125.646079 + Penalty 3204.112609 = -89921.533469 nChanged 6 SP:Iteration 11Q (7700.690000 sec): 3 clusters Score: Raw -93138.356174 + Penalty 3204.112609 = -89934.243564 nChanged 8 SP:Iteration 12Q (7700.690000 sec): 3 clusters Score: Raw -93166.214752 + Penalty 3204.112609 = -89962.102143 nChanged 8 SP:Iteration 13Q (7700.690000 sec): 3 clusters Score: Raw -93196.619168 + Penalty 3204.112609 = -89992.506559 nChanged 13 SP:Iteration 14Q (7700.700000 sec): 3 clusters Score: Raw -93255.098341 + Penalty 3204.112609 = -90050.985731 nChanged 11 SP:Iteration 15Q (7700.700000 sec): 3 clusters Score: Raw -93307.957394 + Penalty 3204.112609 = -90103.844785 nChanged 5 SP:Iteration 16Q (7700.700000 sec): 3 clusters Score: Raw -93314.480789 + Penalty 3204.112609 = -90110.368180 nChanged 3 SP:Iteration 17Q (7700.700000 sec): 3 clusters Score: Raw -93320.869290 + Penalty 3204.112609 = -90116.756680 nChanged 1 SP:Iteration 18Q (7700.700000 sec): 3 clusters Score: Raw -93322.552082 + Penalty 3204.112609 = -90118.439472 nChanged 0 SP:Iteration 19F (7700.710000 sec): 3 clusters Score: Raw -93322.552082 + Penalty 3204.112609 = -90118.439472 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 38 (5418 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7700.730000 sec): 2 clusters Score: Raw -752385.028239 + Penalty 2132.175542 = -750252.852697 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7700.750000 sec): 3 clusters Score: Raw -749787.040865 + Penalty 4264.351083 = -745522.689781 nChanged 2064 SP:Iteration 1F (7700.770000 sec): 3 clusters Score: Raw -750962.833946 + Penalty 4264.351083 = -746698.482863 nChanged 407 SP:Iteration 2F (7700.790000 sec): 3 clusters Score: Raw -751266.824198 + Penalty 4264.351083 = -747002.473115 nChanged 311 SP:Iteration 3F (7700.810000 sec): 3 clusters Score: Raw -751515.556643 + Penalty 4264.351083 = -747251.205560 nChanged 276 SP:Iteration 4F (7700.830000 sec): 3 clusters Score: Raw -751784.684842 + Penalty 4264.351083 = -747520.333759 nChanged 275 SP:Iteration 5F (7700.850000 sec): 3 clusters Score: Raw -752084.772923 + Penalty 4264.351083 = -747820.421840 nChanged 304 SP:Iteration 6F (7700.870000 sec): 3 clusters Score: Raw -752463.288853 + Penalty 4264.351083 = -748198.937770 nChanged 321 SP:Iteration 7F (7700.890000 sec): 3 clusters Score: Raw -752883.308583 + Penalty 4264.351083 = -748618.957500 nChanged 323 SP:Iteration 8F (7700.910000 sec): 3 clusters Score: Raw -753263.135705 + Penalty 4264.351083 = -748998.784622 nChanged 257 SP:Iteration 9Q (7700.920000 sec): 3 clusters Score: Raw -753533.018929 + Penalty 4264.351083 = -749268.667846 nChanged 194 SP:Iteration 10Q (7700.940000 sec): 3 clusters Score: Raw -753725.846923 + Penalty 4264.351083 = -749461.495840 nChanged 123 SP:Iteration 11Q (7700.960000 sec): 3 clusters Score: Raw -753839.110816 + Penalty 4264.351083 = -749574.759733 nChanged 109 SP:Iteration 12Q (7700.980000 sec): 3 clusters Score: Raw -753912.922439 + Penalty 4264.351083 = -749648.571355 nChanged 60 SP:Iteration 13Q (7701.000000 sec): 3 clusters Score: Raw -753944.815088 + Penalty 4264.351083 = -749680.464005 nChanged 47 SP:Iteration 14Q (7701.010000 sec): 3 clusters Score: Raw -753969.471302 + Penalty 4264.351083 = -749705.120219 nChanged 32 SP:Iteration 15Q (7701.030000 sec): 3 clusters Score: Raw -753982.709642 + Penalty 4264.351083 = -749718.358559 nChanged 14 SP:Iteration 16Q (7701.050000 sec): 3 clusters Score: Raw -753988.774859 + Penalty 4264.351083 = -749724.423775 nChanged 14 SP:Iteration 17Q (7701.060000 sec): 3 clusters Score: Raw -753997.045668 + Penalty 4264.351083 = -749732.694584 nChanged 19 SP:Iteration 18Q (7701.080000 sec): 3 clusters Score: Raw -754005.033940 + Penalty 4264.351083 = -749740.682857 nChanged 13 SP:Iteration 19Q (7701.100000 sec): 3 clusters Score: Raw -754011.272755 + Penalty 4264.351083 = -749746.921672 nChanged 11 SP:Iteration 20F (7701.120000 sec): 3 clusters Score: Raw -754015.800280 + Penalty 4264.351083 = -749751.449197 nChanged 6 SP:Iteration 21Q (7701.130000 sec): 3 clusters Score: Raw -754017.827250 + Penalty 4264.351083 = -749753.476167 nChanged 11 SP:Iteration 22Q (7701.150000 sec): 3 clusters Score: Raw -754021.284786 + Penalty 4264.351083 = -749756.933703 nChanged 9 SP:Iteration 23Q (7701.170000 sec): 3 clusters Score: Raw -754023.868371 + Penalty 4264.351083 = -749759.517288 nChanged 6 SP:Iteration 24Q (7701.180000 sec): 3 clusters Score: Raw -754025.114060 + Penalty 4264.351083 = -749760.762977 nChanged 6 SP:Iteration 25Q (7701.200000 sec): 3 clusters Score: Raw -754027.029394 + Penalty 4264.351083 = -749762.678311 nChanged 3 SP:Iteration 26Q (7701.220000 sec): 3 clusters Score: Raw -754027.740667 + Penalty 4264.351083 = -749763.389583 nChanged 3 SP:Iteration 27Q (7701.240000 sec): 3 clusters Score: Raw -754028.462803 + Penalty 4264.351083 = -749764.111720 nChanged 3 SP:Iteration 28Q (7701.250000 sec): 3 clusters Score: Raw -754029.208148 + Penalty 4264.351083 = -749764.857064 nChanged 4 SP:Iteration 29Q (7701.270000 sec): 3 clusters Score: Raw -754029.932190 + Penalty 4264.351083 = -749765.581107 nChanged 1 SP:Iteration 30Q (7701.280000 sec): 3 clusters Score: Raw -754030.078031 + Penalty 4264.351083 = -749765.726947 nChanged 0 SP:Iteration 31F (7701.300000 sec): 3 clusters Score: Raw -754030.078031 + Penalty 4264.351083 = -749765.726947 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 39 (505 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7701.310000 sec): 2 clusters Score: Raw -69135.163013 + Penalty 1543.690490 = -67591.472522 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7701.310000 sec): 3 clusters Score: Raw -69209.436607 + Penalty 3087.380981 = -66122.055626 nChanged 76 SP:Iteration 1F (7701.320000 sec): 3 clusters Score: Raw -69414.799051 + Penalty 3087.380981 = -66327.418070 nChanged 29 SP:Iteration 2F (7701.320000 sec): 3 clusters Score: Raw -69494.901843 + Penalty 3087.380981 = -66407.520862 nChanged 14 SP:Iteration 3Q (7701.320000 sec): 3 clusters Score: Raw -69535.997344 + Penalty 3087.380981 = -66448.616363 nChanged 10 SP:Iteration 4Q (7701.320000 sec): 3 clusters Score: Raw -69569.571278 + Penalty 3087.380981 = -66482.190298 nChanged 5 SP:Iteration 5Q (7701.320000 sec): 3 clusters Score: Raw -69581.458370 + Penalty 3087.380981 = -66494.077389 nChanged 2 SP:Iteration 6Q (7701.320000 sec): 3 clusters Score: Raw -69585.333363 + Penalty 3087.380981 = -66497.952382 nChanged 1 SP:Iteration 7Q (7701.320000 sec): 3 clusters Score: Raw -69586.781448 + Penalty 3087.380981 = -66499.400467 nChanged 1 SP:Iteration 8Q (7701.330000 sec): 3 clusters Score: Raw -69588.046990 + Penalty 3087.380981 = -66500.666009 nChanged 1 SP:Iteration 9Q (7701.330000 sec): 3 clusters Score: Raw -69589.423714 + Penalty 3087.380981 = -66502.042733 nChanged 1 SP:Iteration 10Q (7701.330000 sec): 3 clusters Score: Raw -69591.603945 + Penalty 3087.380981 = -66504.222964 nChanged 0 SP:Iteration 11F (7701.330000 sec): 3 clusters Score: Raw -69591.603945 + Penalty 3087.380981 = -66504.222964 nChanged 0 Iteration 139Q (7720.060000 sec): 43 clusters Score: Raw -139331551.048653 + Penalty 143638.487436 = -139187912.561217 nChanged 77 Iteration 140F (7780.080000 sec): 43 clusters Score: Raw -139331740.856174 + Penalty 143638.487436 = -139188102.368737 nChanged 137 Iteration 141Q (7791.850000 sec): 43 clusters Score: Raw -139331965.769639 + Penalty 143638.487436 = -139188327.282203 nChanged 131 Iteration 142Q (7803.770000 sec): 43 clusters Score: Raw -139332141.249434 + Penalty 143638.487436 = -139188502.761998 nChanged 108 Iteration 143Q (7817.540000 sec): 43 clusters Score: Raw -139332301.198627 + Penalty 143638.487436 = -139188662.711191 nChanged 92 Iteration 144Q (7830.570000 sec): 43 clusters Score: Raw -139332396.148433 + Penalty 143638.487436 = -139188757.660997 nChanged 63 Iteration 145Q (7844.700000 sec): 43 clusters Score: Raw -139332453.557197 + Penalty 143638.487436 = -139188815.069761 nChanged 46 Iteration 146Q (7858.460000 sec): 43 clusters Score: Raw -139332475.086473 + Penalty 143638.487436 = -139188836.599037 nChanged 43 Iteration 147Q (7870.530000 sec): 43 clusters Score: Raw -139332494.698661 + Penalty 143638.487436 = -139188856.211225 nChanged 35 Iteration 148Q (7882.350000 sec): 43 clusters Score: Raw -139332516.778095 + Penalty 143638.487436 = -139188878.290658 nChanged 28 Iteration 149Q (7894.580000 sec): 43 clusters Score: Raw -139332549.119825 + Penalty 143638.487436 = -139188910.632389 nChanged 21 Iteration 150Q (7908.720000 sec): 43 clusters Score: Raw -139332564.681756 + Penalty 143638.487436 = -139188926.194320 nChanged 22 Iteration 151Q (7921.490000 sec): 43 clusters Score: Raw -139332576.250063 + Penalty 143638.487436 = -139188937.762627 nChanged 22 Iteration 152Q (7933.040000 sec): 43 clusters Score: Raw -139332595.608423 + Penalty 143638.487436 = -139188957.120986 nChanged 27 Iteration 153Q (7944.470000 sec): 43 clusters Score: Raw -139332610.622897 + Penalty 143638.487436 = -139188972.135461 nChanged 20 Iteration 154Q (7956.080000 sec): 43 clusters Score: Raw -139332624.346434 + Penalty 143638.487436 = -139188985.858998 nChanged 18 Iteration 155Q (7967.600000 sec): 43 clusters Score: Raw -139332631.086773 + Penalty 143638.487436 = -139188992.599337 nChanged 18 Iteration 156Q (7980.130000 sec): 43 clusters Score: Raw -139332652.614345 + Penalty 143638.487436 = -139189014.126909 nChanged 13 Iteration 157Q (7991.790000 sec): 43 clusters Score: Raw -139332660.215573 + Penalty 143638.487436 = -139189021.728137 nChanged 11 Iteration 158Q (8003.540000 sec): 43 clusters Score: Raw -139332688.510193 + Penalty 143638.487436 = -139189050.022757 nChanged 12 Iteration 159Q (8016.100000 sec): 43 clusters Score: Raw -139332707.699847 + Penalty 143638.487436 = -139189069.212411 nChanged 8 Iteration 160F (8075.540000 sec): 43 clusters Score: Raw -139332874.416667 + Penalty 143638.487436 = -139189235.929231 nChanged 23 Iteration 161Q (8087.240000 sec): 43 clusters Score: Raw -139333223.704250 + Penalty 143638.487436 = -139189585.216814 nChanged 12 Iteration 162Q (8100.160000 sec): 43 clusters Score: Raw -139333431.221465 + Penalty 143638.487436 = -139189792.734028 nChanged 11 Iteration 163Q (8112.040000 sec): 43 clusters Score: Raw -139333461.963311 + Penalty 143638.487436 = -139189823.475875 nChanged 16 Iteration 164Q (8128.300000 sec): 43 clusters Score: Raw -139333472.225605 + Penalty 143638.487436 = -139189833.738168 nChanged 16 Iteration 165Q (8145.100000 sec): 43 clusters Score: Raw -139333473.564800 + Penalty 143638.487436 = -139189835.077364 nChanged 8 Iteration 166Q (8164.220000 sec): 43 clusters Score: Raw -139333474.276895 + Penalty 143638.487436 = -139189835.789459 nChanged 9 Iteration 167Q (8180.030000 sec): 43 clusters Score: Raw -139333476.194463 + Penalty 143638.487436 = -139189837.707027 nChanged 9 Iteration 168Q (8205.800000 sec): 43 clusters Score: Raw -139333477.797934 + Penalty 143638.487436 = -139189839.310497 nChanged 4 Iteration 169Q (8221.440000 sec): 43 clusters Score: Raw -139333479.534404 + Penalty 143638.487436 = -139189841.046967 nChanged 2 Iteration 170Q (8237.630000 sec): 43 clusters Score: Raw -139333480.676250 + Penalty 143638.487436 = -139189842.188814 nChanged 1 Iteration 171Q (8252.980000 sec): 43 clusters Score: Raw -139333480.958925 + Penalty 143638.487436 = -139189842.471489 nChanged 1 Iteration 172Q (8269.980000 sec): 43 clusters Score: Raw -139333481.765926 + Penalty 143638.487436 = -139189843.278489 nChanged 3 Iteration 173Q (8289.220000 sec): 43 clusters Score: Raw -139333486.137292 + Penalty 143638.487436 = -139189847.649856 nChanged 6 Iteration 174Q (8303.970000 sec): 43 clusters Score: Raw -139333504.854535 + Penalty 143638.487436 = -139189866.367098 nChanged 6 Iteration 175Q (8316.040000 sec): 43 clusters Score: Raw -139333523.555075 + Penalty 143638.487436 = -139189885.067638 nChanged 5 Iteration 176Q (8335.310000 sec): 43 clusters Score: Raw -139333526.316057 + Penalty 143638.487436 = -139189887.828621 nChanged 4 Iteration 177Q (8353.030000 sec): 43 clusters Score: Raw -139333546.770948 + Penalty 143638.487436 = -139189908.283512 nChanged 9 Iteration 178Q (8372.750000 sec): 43 clusters Score: Raw -139333607.203452 + Penalty 143638.487436 = -139189968.716016 nChanged 10 Writing temp clu file Because OldScore, -139189908.283512, is greater than current (better) Score,-139189968.716016 Compute initial score before splitting: Score: Raw -139333607.203452 + Penalty 143638.487436 = -139189968.716016 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 1 (3112 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8372.920000 sec): 2 clusters Score: Raw -434808.382822 + Penalty 1994.669180 = -432813.713642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8372.930000 sec): 3 clusters Score: Raw -433458.826842 + Penalty 3989.338359 = -429469.488483 nChanged 1112 SP:Iteration 1F (8372.940000 sec): 3 clusters Score: Raw -434321.510807 + Penalty 3989.338359 = -430332.172448 nChanged 299 SP:Iteration 2F (8372.950000 sec): 3 clusters Score: Raw -434672.544345 + Penalty 3989.338359 = -430683.205986 nChanged 224 SP:Iteration 3F (8372.960000 sec): 3 clusters Score: Raw -434919.938007 + Penalty 3989.338359 = -430930.599648 nChanged 196 SP:Iteration 4F (8372.980000 sec): 3 clusters Score: Raw -435116.152050 + Penalty 3989.338359 = -431126.813691 nChanged 175 SP:Iteration 5F (8372.990000 sec): 3 clusters Score: Raw -435259.990552 + Penalty 3989.338359 = -431270.652193 nChanged 129 SP:Iteration 6Q (8373.000000 sec): 3 clusters Score: Raw -435363.681167 + Penalty 3989.338359 = -431374.342808 nChanged 122 SP:Iteration 7Q (8373.010000 sec): 3 clusters Score: Raw -435458.902011 + Penalty 3989.338359 = -431469.563652 nChanged 133 SP:Iteration 8Q (8373.020000 sec): 3 clusters Score: Raw -435570.013793 + Penalty 3989.338359 = -431580.675434 nChanged 107 SP:Iteration 9Q (8373.030000 sec): 3 clusters Score: Raw -435650.878620 + Penalty 3989.338359 = -431661.540261 nChanged 83 SP:Iteration 10Q (8373.040000 sec): 3 clusters Score: Raw -435707.046862 + Penalty 3989.338359 = -431717.708503 nChanged 55 SP:Iteration 11Q (8373.050000 sec): 3 clusters Score: Raw -435757.872172 + Penalty 3989.338359 = -431768.533813 nChanged 45 SP:Iteration 12Q (8373.060000 sec): 3 clusters Score: Raw -435786.065363 + Penalty 3989.338359 = -431796.727004 nChanged 29 SP:Iteration 13Q (8373.070000 sec): 3 clusters Score: Raw -435802.364659 + Penalty 3989.338359 = -431813.026300 nChanged 15 SP:Iteration 14Q (8373.080000 sec): 3 clusters Score: Raw -435814.980908 + Penalty 3989.338359 = -431825.642548 nChanged 14 SP:Iteration 15Q (8373.100000 sec): 3 clusters Score: Raw -435822.418056 + Penalty 3989.338359 = -431833.079696 nChanged 7 SP:Iteration 16Q (8373.100000 sec): 3 clusters Score: Raw -435825.291541 + Penalty 3989.338359 = -431835.953182 nChanged 2 SP:Iteration 17Q (8373.120000 sec): 3 clusters Score: Raw -435826.453689 + Penalty 3989.338359 = -431837.115330 nChanged 3 SP:Iteration 18Q (8373.130000 sec): 3 clusters Score: Raw -435827.835397 + Penalty 3989.338359 = -431838.497037 nChanged 2 SP:Iteration 19Q (8373.140000 sec): 3 clusters Score: Raw -435829.161507 + Penalty 3989.338359 = -431839.823148 nChanged 2 SP:Iteration 20F (8373.150000 sec): 3 clusters Score: Raw -435829.973211 + Penalty 3989.338359 = -431840.634852 nChanged 1 SP:Iteration 21Q (8373.160000 sec): 3 clusters Score: Raw -435830.337351 + Penalty 3989.338359 = -431840.998991 nChanged 2 SP:Iteration 22Q (8373.170000 sec): 3 clusters Score: Raw -435830.937650 + Penalty 3989.338359 = -431841.599291 nChanged 2 SP:Iteration 23Q (8373.180000 sec): 3 clusters Score: Raw -435832.149073 + Penalty 3989.338359 = -431842.810714 nChanged 1 SP:Iteration 24Q (8373.190000 sec): 3 clusters Score: Raw -435832.495003 + Penalty 3989.338359 = -431843.156644 nChanged 1 SP:Iteration 25Q (8373.200000 sec): 3 clusters Score: Raw -435833.043673 + Penalty 3989.338359 = -431843.705314 nChanged 2 SP:Iteration 26Q (8373.210000 sec): 3 clusters Score: Raw -435834.100639 + Penalty 3989.338359 = -431844.762280 nChanged 4 SP:Iteration 27Q (8373.220000 sec): 3 clusters Score: Raw -435835.657171 + Penalty 3989.338359 = -431846.318812 nChanged 3 SP:Iteration 28Q (8373.240000 sec): 3 clusters Score: Raw -435836.379416 + Penalty 3989.338359 = -431847.041057 nChanged 3 SP:Iteration 29Q (8373.250000 sec): 3 clusters Score: Raw -435837.356451 + Penalty 3989.338359 = -431848.018092 nChanged 0 SP:Iteration 30F (8373.260000 sec): 3 clusters Score: Raw -435837.356451 + Penalty 3989.338359 = -431848.018092 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 2 (138760 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8373.740000 sec): 2 clusters Score: Raw -20113761.602591 + Penalty 2936.444273 = -20110825.158318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8374.970000 sec): 3 clusters Score: Raw -20023608.460002 + Penalty 5872.888546 = -20017735.571456 nChanged 66236 SP:Iteration 1F (8376.220000 sec): 3 clusters Score: Raw -20062020.631404 + Penalty 5872.888546 = -20056147.742858 nChanged 5270 SP:Iteration 2Q (8376.770000 sec): 3 clusters Score: Raw -20063650.290810 + Penalty 5872.888546 = -20057777.402264 nChanged 6596 SP:Iteration 3Q (8377.630000 sec): 3 clusters Score: Raw -20066439.569847 + Penalty 5872.888546 = -20060566.681301 nChanged 8764 SP:Iteration 4F (8378.850000 sec): 3 clusters Score: Raw -20071605.689612 + Penalty 5872.888546 = -20065732.801066 nChanged 10936 SP:Iteration 5F (8379.420000 sec): 3 clusters Score: Raw -20079773.760226 + Penalty 5872.888546 = -20073900.871680 nChanged 11845 SP:Iteration 6F (8381.440000 sec): 3 clusters Score: Raw -20089874.009040 + Penalty 5872.888546 = -20084001.120494 nChanged 10180 SP:Iteration 7F (8381.990000 sec): 3 clusters Score: Raw -20098919.137309 + Penalty 5872.888546 = -20093046.248763 nChanged 7392 SP:Iteration 8F (8382.820000 sec): 3 clusters Score: Raw -20105562.559595 + Penalty 5872.888546 = -20099689.671048 nChanged 4420 SP:Iteration 9Q (8384.020000 sec): 3 clusters Score: Raw -20109527.202995 + Penalty 5872.888546 = -20103654.314449 nChanged 2459 SP:Iteration 10Q (8384.760000 sec): 3 clusters Score: Raw -20111726.314950 + Penalty 5872.888546 = -20105853.426404 nChanged 1259 SP:Iteration 11Q (8385.190000 sec): 3 clusters Score: Raw -20112835.892968 + Penalty 5872.888546 = -20106963.004422 nChanged 660 SP:Iteration 12Q (8385.600000 sec): 3 clusters Score: Raw -20113405.653607 + Penalty 5872.888546 = -20107532.765061 nChanged 369 SP:Iteration 13Q (8385.990000 sec): 3 clusters Score: Raw -20113699.999413 + Penalty 5872.888546 = -20107827.110867 nChanged 237 SP:Iteration 14Q (8386.370000 sec): 3 clusters Score: Raw -20113861.142182 + Penalty 5872.888546 = -20107988.253636 nChanged 159 SP:Iteration 15Q (8386.740000 sec): 3 clusters Score: Raw -20113959.887771 + Penalty 5872.888546 = -20108086.999224 nChanged 88 SP:Iteration 16Q (8387.120000 sec): 3 clusters Score: Raw -20114013.040458 + Penalty 5872.888546 = -20108140.151912 nChanged 70 SP:Iteration 17Q (8387.760000 sec): 3 clusters Score: Raw -20114056.540836 + Penalty 5872.888546 = -20108183.652290 nChanged 53 SP:Iteration 18Q (8388.300000 sec): 3 clusters Score: Raw -20114089.098701 + Penalty 5872.888546 = -20108216.210155 nChanged 51 SP:Iteration 19Q (8388.670000 sec): 3 clusters Score: Raw -20114119.291843 + Penalty 5872.888546 = -20108246.403296 nChanged 42 SP:Iteration 20F (8389.220000 sec): 3 clusters Score: Raw -20114140.730661 + Penalty 5872.888546 = -20108267.842115 nChanged 27 SP:Iteration 21Q (8389.770000 sec): 3 clusters Score: Raw -20114155.528423 + Penalty 5872.888546 = -20108282.639877 nChanged 22 SP:Iteration 22Q (8390.150000 sec): 3 clusters Score: Raw -20114171.182373 + Penalty 5872.888546 = -20108298.293827 nChanged 21 SP:Iteration 23Q (8390.520000 sec): 3 clusters Score: Raw -20114183.155702 + Penalty 5872.888546 = -20108310.267155 nChanged 14 SP:Iteration 24Q (8390.910000 sec): 3 clusters Score: Raw -20114190.693511 + Penalty 5872.888546 = -20108317.804965 nChanged 7 SP:Iteration 25Q (8391.290000 sec): 3 clusters Score: Raw -20114193.760492 + Penalty 5872.888546 = -20108320.871945 nChanged 8 SP:Iteration 26Q (8391.670000 sec): 3 clusters Score: Raw -20114198.525649 + Penalty 5872.888546 = -20108325.637102 nChanged 8 SP:Iteration 27Q (8392.640000 sec): 3 clusters Score: Raw -20114201.855162 + Penalty 5872.888546 = -20108328.966616 nChanged 5 SP:Iteration 28Q (8393.010000 sec): 3 clusters Score: Raw -20114205.025761 + Penalty 5872.888546 = -20108332.137215 nChanged 4 SP:Iteration 29Q (8393.380000 sec): 3 clusters Score: Raw -20114207.007682 + Penalty 5872.888546 = -20108334.119136 nChanged 1 SP:Iteration 30Q (8393.740000 sec): 3 clusters Score: Raw -20114207.503992 + Penalty 5872.888546 = -20108334.615446 nChanged 2 SP:Iteration 31Q (8394.110000 sec): 3 clusters Score: Raw -20114208.204421 + Penalty 5872.888546 = -20108335.315875 nChanged 2 SP:Iteration 32Q (8394.490000 sec): 3 clusters Score: Raw -20114209.092901 + Penalty 5872.888546 = -20108336.204354 nChanged 0 SP:Iteration 33F (8395.000000 sec): 3 clusters Score: Raw -20114209.092901 + Penalty 5872.888546 = -20108336.204354 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 3 (3439 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8395.080000 sec): 2 clusters Score: Raw -497633.160391 + Penalty 2019.448131 = -495613.712260 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8395.090000 sec): 3 clusters Score: Raw -496067.358345 + Penalty 4038.896261 = -492028.462084 nChanged 1230 SP:Iteration 1F (8395.110000 sec): 3 clusters Score: Raw -496816.755720 + Penalty 4038.896261 = -492777.859459 nChanged 262 SP:Iteration 2F (8395.120000 sec): 3 clusters Score: Raw -496976.534377 + Penalty 4038.896261 = -492937.638115 nChanged 162 SP:Iteration 3Q (8395.130000 sec): 3 clusters Score: Raw -497071.339669 + Penalty 4038.896261 = -493032.443407 nChanged 102 SP:Iteration 4Q (8395.150000 sec): 3 clusters Score: Raw -497129.884612 + Penalty 4038.896261 = -493090.988351 nChanged 93 SP:Iteration 5Q (8395.160000 sec): 3 clusters Score: Raw -497174.692942 + Penalty 4038.896261 = -493135.796681 nChanged 53 SP:Iteration 6Q (8395.170000 sec): 3 clusters Score: Raw -497204.012690 + Penalty 4038.896261 = -493165.116429 nChanged 48 SP:Iteration 7Q (8395.180000 sec): 3 clusters Score: Raw -497228.030247 + Penalty 4038.896261 = -493189.133986 nChanged 43 SP:Iteration 8Q (8395.200000 sec): 3 clusters Score: Raw -497250.265985 + Penalty 4038.896261 = -493211.369724 nChanged 46 SP:Iteration 9Q (8395.210000 sec): 3 clusters Score: Raw -497274.824688 + Penalty 4038.896261 = -493235.928427 nChanged 37 SP:Iteration 10Q (8395.230000 sec): 3 clusters Score: Raw -497292.266611 + Penalty 4038.896261 = -493253.370350 nChanged 36 SP:Iteration 11Q (8395.240000 sec): 3 clusters Score: Raw -497311.517025 + Penalty 4038.896261 = -493272.620764 nChanged 39 SP:Iteration 12Q (8395.250000 sec): 3 clusters Score: Raw -497330.226525 + Penalty 4038.896261 = -493291.330264 nChanged 32 SP:Iteration 13Q (8395.260000 sec): 3 clusters Score: Raw -497341.377265 + Penalty 4038.896261 = -493302.481004 nChanged 20 SP:Iteration 14Q (8395.270000 sec): 3 clusters Score: Raw -497349.931253 + Penalty 4038.896261 = -493311.034991 nChanged 20 SP:Iteration 15Q (8395.290000 sec): 3 clusters Score: Raw -497357.476569 + Penalty 4038.896261 = -493318.580307 nChanged 17 SP:Iteration 16Q (8395.300000 sec): 3 clusters Score: Raw -497362.678639 + Penalty 4038.896261 = -493323.782377 nChanged 13 SP:Iteration 17Q (8395.310000 sec): 3 clusters Score: Raw -497366.016607 + Penalty 4038.896261 = -493327.120345 nChanged 10 SP:Iteration 18Q (8395.320000 sec): 3 clusters Score: Raw -497370.036226 + Penalty 4038.896261 = -493331.139964 nChanged 12 SP:Iteration 19Q (8395.340000 sec): 3 clusters Score: Raw -497373.856011 + Penalty 4038.896261 = -493334.959750 nChanged 11 SP:Iteration 20F (8395.350000 sec): 3 clusters Score: Raw -497378.246770 + Penalty 4038.896261 = -493339.350508 nChanged 16 SP:Iteration 21Q (8395.360000 sec): 3 clusters Score: Raw -497385.427066 + Penalty 4038.896261 = -493346.530805 nChanged 18 SP:Iteration 22Q (8395.380000 sec): 3 clusters Score: Raw -497394.397041 + Penalty 4038.896261 = -493355.500780 nChanged 20 SP:Iteration 23Q (8395.390000 sec): 3 clusters Score: Raw -497404.283028 + Penalty 4038.896261 = -493365.386767 nChanged 24 SP:Iteration 24Q (8395.410000 sec): 3 clusters Score: Raw -497415.467458 + Penalty 4038.896261 = -493376.571197 nChanged 26 SP:Iteration 25Q (8395.420000 sec): 3 clusters Score: Raw -497425.372225 + Penalty 4038.896261 = -493386.475964 nChanged 17 SP:Iteration 26Q (8395.430000 sec): 3 clusters Score: Raw -497431.104550 + Penalty 4038.896261 = -493392.208288 nChanged 16 SP:Iteration 27Q (8395.440000 sec): 3 clusters Score: Raw -497436.721508 + Penalty 4038.896261 = -493397.825247 nChanged 17 SP:Iteration 28Q (8395.450000 sec): 3 clusters Score: Raw -497442.903774 + Penalty 4038.896261 = -493404.007512 nChanged 15 SP:Iteration 29Q (8395.470000 sec): 3 clusters Score: Raw -497447.985915 + Penalty 4038.896261 = -493409.089654 nChanged 11 SP:Iteration 30Q (8395.480000 sec): 3 clusters Score: Raw -497452.324656 + Penalty 4038.896261 = -493413.428395 nChanged 11 SP:Iteration 31Q (8395.490000 sec): 3 clusters Score: Raw -497455.656068 + Penalty 4038.896261 = -493416.759806 nChanged 6 SP:Iteration 32Q (8395.510000 sec): 3 clusters Score: Raw -497458.477938 + Penalty 4038.896261 = -493419.581676 nChanged 11 SP:Iteration 33Q (8395.520000 sec): 3 clusters Score: Raw -497462.753801 + Penalty 4038.896261 = -493423.857539 nChanged 15 SP:Iteration 34Q (8395.540000 sec): 3 clusters Score: Raw -497467.606198 + Penalty 4038.896261 = -493428.709937 nChanged 8 SP:Iteration 35Q (8395.550000 sec): 3 clusters Score: Raw -497469.596742 + Penalty 4038.896261 = -493430.700481 nChanged 6 SP:Iteration 36Q (8395.570000 sec): 3 clusters Score: Raw -497470.520212 + Penalty 4038.896261 = -493431.623951 nChanged 2 SP:Iteration 37Q (8395.620000 sec): 3 clusters Score: Raw -497470.962880 + Penalty 4038.896261 = -493432.066619 nChanged 1 SP:Iteration 38Q (8395.630000 sec): 3 clusters Score: Raw -497471.611950 + Penalty 4038.896261 = -493432.715689 nChanged 1 SP:Iteration 39Q (8395.650000 sec): 3 clusters Score: Raw -497471.880915 + Penalty 4038.896261 = -493432.984654 nChanged 2 SP:Iteration 40F (8395.660000 sec): 3 clusters Score: Raw -497472.686780 + Penalty 4038.896261 = -493433.790519 nChanged 2 SP:Iteration 41Q (8395.670000 sec): 3 clusters Score: Raw -497473.184923 + Penalty 4038.896261 = -493434.288662 nChanged 0 SP:Iteration 42F (8395.700000 sec): 3 clusters Score: Raw -497473.184923 + Penalty 4038.896261 = -493434.288662 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 4 (2051 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8395.720000 sec): 2 clusters Score: Raw -255953.327535 + Penalty 1891.268524 = -254062.059011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8395.760000 sec): 3 clusters Score: Raw -255219.447608 + Penalty 3782.537048 = -251436.910560 nChanged 683 SP:Iteration 1F (8395.800000 sec): 3 clusters Score: Raw -255754.487034 + Penalty 3782.537048 = -251971.949986 nChanged 161 SP:Iteration 2F (8395.840000 sec): 3 clusters Score: Raw -255922.884535 + Penalty 3782.537048 = -252140.347487 nChanged 96 SP:Iteration 3Q (8395.870000 sec): 3 clusters Score: Raw -256032.631033 + Penalty 3782.537048 = -252250.093985 nChanged 74 SP:Iteration 4Q (8395.890000 sec): 3 clusters Score: Raw -256112.753359 + Penalty 3782.537048 = -252330.216311 nChanged 58 SP:Iteration 5Q (8395.900000 sec): 3 clusters Score: Raw -256160.318436 + Penalty 3782.537048 = -252377.781388 nChanged 40 SP:Iteration 6Q (8395.910000 sec): 3 clusters Score: Raw -256191.364268 + Penalty 3782.537048 = -252408.827220 nChanged 32 SP:Iteration 7Q (8395.920000 sec): 3 clusters Score: Raw -256214.769322 + Penalty 3782.537048 = -252432.232274 nChanged 27 SP:Iteration 8Q (8395.920000 sec): 3 clusters Score: Raw -256235.115724 + Penalty 3782.537048 = -252452.578676 nChanged 28 SP:Iteration 9Q (8395.930000 sec): 3 clusters Score: Raw -256258.656913 + Penalty 3782.537048 = -252476.119865 nChanged 24 SP:Iteration 10Q (8395.940000 sec): 3 clusters Score: Raw -256281.205608 + Penalty 3782.537048 = -252498.668560 nChanged 25 SP:Iteration 11Q (8395.950000 sec): 3 clusters Score: Raw -256303.000142 + Penalty 3782.537048 = -252520.463094 nChanged 25 SP:Iteration 12Q (8395.960000 sec): 3 clusters Score: Raw -256321.691592 + Penalty 3782.537048 = -252539.154544 nChanged 21 SP:Iteration 13Q (8395.980000 sec): 3 clusters Score: Raw -256339.401467 + Penalty 3782.537048 = -252556.864419 nChanged 27 SP:Iteration 14Q (8396.000000 sec): 3 clusters Score: Raw -256358.595300 + Penalty 3782.537048 = -252576.058252 nChanged 23 SP:Iteration 15Q (8396.010000 sec): 3 clusters Score: Raw -256372.393882 + Penalty 3782.537048 = -252589.856834 nChanged 22 SP:Iteration 16Q (8396.020000 sec): 3 clusters Score: Raw -256393.262791 + Penalty 3782.537048 = -252610.725743 nChanged 26 SP:Iteration 17Q (8396.020000 sec): 3 clusters Score: Raw -256417.748227 + Penalty 3782.537048 = -252635.211179 nChanged 22 SP:Iteration 18Q (8396.030000 sec): 3 clusters Score: Raw -256436.684742 + Penalty 3782.537048 = -252654.147694 nChanged 20 SP:Iteration 19Q (8396.050000 sec): 3 clusters Score: Raw -256456.211390 + Penalty 3782.537048 = -252673.674342 nChanged 16 SP:Iteration 20F (8396.060000 sec): 3 clusters Score: Raw -256467.451570 + Penalty 3782.537048 = -252684.914522 nChanged 12 SP:Iteration 21Q (8396.070000 sec): 3 clusters Score: Raw -256472.499897 + Penalty 3782.537048 = -252689.962849 nChanged 5 SP:Iteration 22Q (8396.080000 sec): 3 clusters Score: Raw -256476.131667 + Penalty 3782.537048 = -252693.594619 nChanged 4 SP:Iteration 23Q (8396.100000 sec): 3 clusters Score: Raw -256478.360010 + Penalty 3782.537048 = -252695.822962 nChanged 4 SP:Iteration 24Q (8396.100000 sec): 3 clusters Score: Raw -256480.723686 + Penalty 3782.537048 = -252698.186638 nChanged 4 SP:Iteration 25Q (8396.110000 sec): 3 clusters Score: Raw -256486.691216 + Penalty 3782.537048 = -252704.154168 nChanged 4 SP:Iteration 26Q (8396.120000 sec): 3 clusters Score: Raw -256489.804066 + Penalty 3782.537048 = -252707.267018 nChanged 4 SP:Iteration 27Q (8396.120000 sec): 3 clusters Score: Raw -256492.695247 + Penalty 3782.537048 = -252710.158199 nChanged 4 SP:Iteration 28Q (8396.130000 sec): 3 clusters Score: Raw -256495.476181 + Penalty 3782.537048 = -252712.939133 nChanged 2 SP:Iteration 29Q (8396.160000 sec): 3 clusters Score: Raw -256496.805411 + Penalty 3782.537048 = -252714.268363 nChanged 1 SP:Iteration 30Q (8396.180000 sec): 3 clusters Score: Raw -256497.284334 + Penalty 3782.537048 = -252714.747286 nChanged 1 SP:Iteration 31Q (8396.180000 sec): 3 clusters Score: Raw -256497.759908 + Penalty 3782.537048 = -252715.222860 nChanged 0 SP:Iteration 32F (8396.190000 sec): 3 clusters Score: Raw -256497.759908 + Penalty 3782.537048 = -252715.222860 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 5 (12770 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8396.540000 sec): 2 clusters Score: Raw -1819337.000844 + Penalty 2344.803779 = -1816992.197064 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8396.690000 sec): 3 clusters Score: Raw -1812231.728770 + Penalty 4689.607559 = -1807542.121212 nChanged 5394 SP:Iteration 1F (8396.770000 sec): 3 clusters Score: Raw -1815102.696752 + Penalty 4689.607559 = -1810413.089193 nChanged 851 SP:Iteration 2F (8396.900000 sec): 3 clusters Score: Raw -1815480.229886 + Penalty 4689.607559 = -1810790.622327 nChanged 642 SP:Iteration 3F (8396.980000 sec): 3 clusters Score: Raw -1815763.144604 + Penalty 4689.607559 = -1811073.537045 nChanged 580 SP:Iteration 4Q (8397.180000 sec): 3 clusters Score: Raw -1816030.469125 + Penalty 4689.607559 = -1811340.861566 nChanged 513 SP:Iteration 5Q (8397.370000 sec): 3 clusters Score: Raw -1816268.632359 + Penalty 4689.607559 = -1811579.024800 nChanged 498 SP:Iteration 6Q (8397.680000 sec): 3 clusters Score: Raw -1816485.745469 + Penalty 4689.607559 = -1811796.137910 nChanged 441 SP:Iteration 7Q (8397.820000 sec): 3 clusters Score: Raw -1816677.875648 + Penalty 4689.607559 = -1811988.268089 nChanged 439 SP:Iteration 8Q (8398.030000 sec): 3 clusters Score: Raw -1816869.047706 + Penalty 4689.607559 = -1812179.440147 nChanged 439 SP:Iteration 9Q (8398.260000 sec): 3 clusters Score: Raw -1817054.969568 + Penalty 4689.607559 = -1812365.362010 nChanged 377 SP:Iteration 10Q (8398.390000 sec): 3 clusters Score: Raw -1817200.584385 + Penalty 4689.607559 = -1812510.976826 nChanged 338 SP:Iteration 11Q (8398.580000 sec): 3 clusters Score: Raw -1817331.820575 + Penalty 4689.607559 = -1812642.213016 nChanged 342 SP:Iteration 12Q (8398.780000 sec): 3 clusters Score: Raw -1817463.008117 + Penalty 4689.607559 = -1812773.400558 nChanged 299 SP:Iteration 13Q (8399.070000 sec): 3 clusters Score: Raw -1817571.120784 + Penalty 4689.607559 = -1812881.513225 nChanged 283 SP:Iteration 14Q (8399.250000 sec): 3 clusters Score: Raw -1817670.039049 + Penalty 4689.607559 = -1812980.431490 nChanged 252 SP:Iteration 15Q (8399.420000 sec): 3 clusters Score: Raw -1817766.694250 + Penalty 4689.607559 = -1813077.086691 nChanged 228 SP:Iteration 16Q (8399.590000 sec): 3 clusters Score: Raw -1817847.707769 + Penalty 4689.607559 = -1813158.100210 nChanged 233 SP:Iteration 17Q (8399.710000 sec): 3 clusters Score: Raw -1817934.315824 + Penalty 4689.607559 = -1813244.708265 nChanged 233 SP:Iteration 18Q (8399.760000 sec): 3 clusters Score: Raw -1818018.363982 + Penalty 4689.607559 = -1813328.756423 nChanged 238 SP:Iteration 19Q (8399.800000 sec): 3 clusters Score: Raw -1818130.808726 + Penalty 4689.607559 = -1813441.201167 nChanged 265 SP:Iteration 20F (8399.860000 sec): 3 clusters Score: Raw -1818263.243442 + Penalty 4689.607559 = -1813573.635883 nChanged 248 SP:Iteration 21Q (8399.910000 sec): 3 clusters Score: Raw -1818400.373277 + Penalty 4689.607559 = -1813710.765718 nChanged 256 SP:Iteration 22Q (8399.950000 sec): 3 clusters Score: Raw -1818542.898084 + Penalty 4689.607559 = -1813853.290525 nChanged 225 SP:Iteration 23Q (8400.000000 sec): 3 clusters Score: Raw -1818663.476453 + Penalty 4689.607559 = -1813973.868894 nChanged 224 SP:Iteration 24Q (8400.050000 sec): 3 clusters Score: Raw -1818777.717086 + Penalty 4689.607559 = -1814088.109527 nChanged 186 SP:Iteration 25Q (8400.240000 sec): 3 clusters Score: Raw -1818878.762994 + Penalty 4689.607559 = -1814189.155436 nChanged 172 SP:Iteration 26Q (8400.330000 sec): 3 clusters Score: Raw -1818967.505086 + Penalty 4689.607559 = -1814277.897527 nChanged 159 SP:Iteration 27Q (8400.380000 sec): 3 clusters Score: Raw -1819042.082529 + Penalty 4689.607559 = -1814352.474971 nChanged 134 SP:Iteration 28Q (8400.430000 sec): 3 clusters Score: Raw -1819098.297605 + Penalty 4689.607559 = -1814408.690047 nChanged 99 SP:Iteration 29Q (8400.470000 sec): 3 clusters Score: Raw -1819139.638352 + Penalty 4689.607559 = -1814450.030793 nChanged 93 SP:Iteration 30Q (8400.610000 sec): 3 clusters Score: Raw -1819173.873671 + Penalty 4689.607559 = -1814484.266112 nChanged 75 SP:Iteration 31Q (8400.840000 sec): 3 clusters Score: Raw -1819202.358779 + Penalty 4689.607559 = -1814512.751221 nChanged 69 SP:Iteration 32Q (8401.000000 sec): 3 clusters Score: Raw -1819228.855057 + Penalty 4689.607559 = -1814539.247498 nChanged 57 SP:Iteration 33Q (8401.110000 sec): 3 clusters Score: Raw -1819250.682570 + Penalty 4689.607559 = -1814561.075012 nChanged 55 SP:Iteration 34Q (8401.290000 sec): 3 clusters Score: Raw -1819268.734159 + Penalty 4689.607559 = -1814579.126601 nChanged 45 SP:Iteration 35Q (8401.600000 sec): 3 clusters Score: Raw -1819287.079968 + Penalty 4689.607559 = -1814597.472409 nChanged 52 SP:Iteration 36Q (8401.640000 sec): 3 clusters Score: Raw -1819307.801231 + Penalty 4689.607559 = -1814618.193672 nChanged 43 SP:Iteration 37Q (8401.680000 sec): 3 clusters Score: Raw -1819324.123346 + Penalty 4689.607559 = -1814634.515787 nChanged 43 SP:Iteration 38Q (8401.720000 sec): 3 clusters Score: Raw -1819341.322705 + Penalty 4689.607559 = -1814651.715147 nChanged 43 SP:Iteration 39Q (8401.760000 sec): 3 clusters Score: Raw -1819354.916427 + Penalty 4689.607559 = -1814665.308868 nChanged 31 SP:Iteration 40F (8401.810000 sec): 3 clusters Score: Raw -1819363.062963 + Penalty 4689.607559 = -1814673.455404 nChanged 25 SP:Iteration 41Q (8401.850000 sec): 3 clusters Score: Raw -1819370.288789 + Penalty 4689.607559 = -1814680.681230 nChanged 22 SP:Iteration 42Q (8401.890000 sec): 3 clusters Score: Raw -1819376.531214 + Penalty 4689.607559 = -1814686.923655 nChanged 22 SP:Iteration 43Q (8401.930000 sec): 3 clusters Score: Raw -1819383.267738 + Penalty 4689.607559 = -1814693.660179 nChanged 25 SP:Iteration 44Q (8401.970000 sec): 3 clusters Score: Raw -1819393.084752 + Penalty 4689.607559 = -1814703.477193 nChanged 26 SP:Iteration 45Q (8402.010000 sec): 3 clusters Score: Raw -1819400.581103 + Penalty 4689.607559 = -1814710.973544 nChanged 20 SP:Iteration 46Q (8402.050000 sec): 3 clusters Score: Raw -1819407.001429 + Penalty 4689.607559 = -1814717.393870 nChanged 24 SP:Iteration 47Q (8402.090000 sec): 3 clusters Score: Raw -1819415.855152 + Penalty 4689.607559 = -1814726.247593 nChanged 26 SP:Iteration 48Q (8402.130000 sec): 3 clusters Score: Raw -1819424.189661 + Penalty 4689.607559 = -1814734.582103 nChanged 26 SP:Iteration 49Q (8402.170000 sec): 3 clusters Score: Raw -1819432.413400 + Penalty 4689.607559 = -1814742.805842 nChanged 25 SP:Iteration 50Q (8402.210000 sec): 3 clusters Score: Raw -1819440.332044 + Penalty 4689.607559 = -1814750.724486 nChanged 17 SP:Iteration 51Q (8402.250000 sec): 3 clusters Score: Raw -1819445.569345 + Penalty 4689.607559 = -1814755.961786 nChanged 22 SP:Iteration 52Q (8402.290000 sec): 3 clusters Score: Raw -1819452.895190 + Penalty 4689.607559 = -1814763.287631 nChanged 20 SP:Iteration 53Q (8402.340000 sec): 3 clusters Score: Raw -1819459.252556 + Penalty 4689.607559 = -1814769.644997 nChanged 17 SP:Iteration 54Q (8402.380000 sec): 3 clusters Score: Raw -1819464.638903 + Penalty 4689.607559 = -1814775.031344 nChanged 20 SP:Iteration 55Q (8402.420000 sec): 3 clusters Score: Raw -1819470.084493 + Penalty 4689.607559 = -1814780.476934 nChanged 23 SP:Iteration 56Q (8402.460000 sec): 3 clusters Score: Raw -1819478.214975 + Penalty 4689.607559 = -1814788.607416 nChanged 24 SP:Iteration 57Q (8402.500000 sec): 3 clusters Score: Raw -1819487.052476 + Penalty 4689.607559 = -1814797.444917 nChanged 25 SP:Iteration 58Q (8402.550000 sec): 3 clusters Score: Raw -1819497.722631 + Penalty 4689.607559 = -1814808.115072 nChanged 28 SP:Iteration 59Q (8402.590000 sec): 3 clusters Score: Raw -1819509.754838 + Penalty 4689.607559 = -1814820.147280 nChanged 35 SP:Iteration 60F (8402.640000 sec): 3 clusters Score: Raw -1819523.789484 + Penalty 4689.607559 = -1814834.181925 nChanged 39 SP:Iteration 61Q (8402.680000 sec): 3 clusters Score: Raw -1819544.015189 + Penalty 4689.607559 = -1814854.407630 nChanged 41 SP:Iteration 62Q (8402.720000 sec): 3 clusters Score: Raw -1819567.151978 + Penalty 4689.607559 = -1814877.544419 nChanged 44 SP:Iteration 63Q (8402.750000 sec): 3 clusters Score: Raw -1819590.531991 + Penalty 4689.607559 = -1814900.924432 nChanged 41 SP:Iteration 64Q (8402.790000 sec): 3 clusters Score: Raw -1819612.142508 + Penalty 4689.607559 = -1814922.534949 nChanged 38 SP:Iteration 65Q (8402.830000 sec): 3 clusters Score: Raw -1819630.544686 + Penalty 4689.607559 = -1814940.937127 nChanged 42 SP:Iteration 66Q (8402.870000 sec): 3 clusters Score: Raw -1819651.617293 + Penalty 4689.607559 = -1814962.009735 nChanged 30 SP:Iteration 67Q (8402.910000 sec): 3 clusters Score: Raw -1819665.270726 + Penalty 4689.607559 = -1814975.663167 nChanged 26 SP:Iteration 68Q (8402.940000 sec): 3 clusters Score: Raw -1819676.735915 + Penalty 4689.607559 = -1814987.128356 nChanged 17 SP:Iteration 69Q (8402.980000 sec): 3 clusters Score: Raw -1819685.116658 + Penalty 4689.607559 = -1814995.509099 nChanged 14 SP:Iteration 70Q (8403.010000 sec): 3 clusters Score: Raw -1819692.866823 + Penalty 4689.607559 = -1815003.259265 nChanged 11 SP:Iteration 71Q (8403.050000 sec): 3 clusters Score: Raw -1819698.651988 + Penalty 4689.607559 = -1815009.044429 nChanged 12 SP:Iteration 72Q (8403.080000 sec): 3 clusters Score: Raw -1819704.539909 + Penalty 4689.607559 = -1815014.932351 nChanged 8 SP:Iteration 73Q (8403.120000 sec): 3 clusters Score: Raw -1819708.749249 + Penalty 4689.607559 = -1815019.141691 nChanged 10 SP:Iteration 74Q (8403.170000 sec): 3 clusters Score: Raw -1819714.400746 + Penalty 4689.607559 = -1815024.793187 nChanged 8 SP:Iteration 75Q (8403.210000 sec): 3 clusters Score: Raw -1819718.015999 + Penalty 4689.607559 = -1815028.408440 nChanged 6 SP:Iteration 76Q (8403.240000 sec): 3 clusters Score: Raw -1819720.222868 + Penalty 4689.607559 = -1815030.615309 nChanged 6 SP:Iteration 77Q (8403.280000 sec): 3 clusters Score: Raw -1819722.744088 + Penalty 4689.607559 = -1815033.136529 nChanged 5 SP:Iteration 78Q (8403.310000 sec): 3 clusters Score: Raw -1819725.517722 + Penalty 4689.607559 = -1815035.910163 nChanged 5 SP:Iteration 79Q (8403.350000 sec): 3 clusters Score: Raw -1819728.100717 + Penalty 4689.607559 = -1815038.493159 nChanged 6 SP:Iteration 80F (8403.400000 sec): 3 clusters Score: Raw -1819731.712521 + Penalty 4689.607559 = -1815042.104963 nChanged 7 SP:Iteration 81Q (8403.440000 sec): 3 clusters Score: Raw -1819736.149049 + Penalty 4689.607559 = -1815046.541490 nChanged 8 SP:Iteration 82Q (8403.480000 sec): 3 clusters Score: Raw -1819740.921920 + Penalty 4689.607559 = -1815051.314361 nChanged 6 SP:Iteration 83Q (8403.520000 sec): 3 clusters Score: Raw -1819746.356791 + Penalty 4689.607559 = -1815056.749233 nChanged 6 SP:Iteration 84Q (8403.550000 sec): 3 clusters Score: Raw -1819749.583025 + Penalty 4689.607559 = -1815059.975467 nChanged 5 SP:Iteration 85Q (8403.590000 sec): 3 clusters Score: Raw -1819753.455197 + Penalty 4689.607559 = -1815063.847638 nChanged 6 SP:Iteration 86Q (8403.630000 sec): 3 clusters Score: Raw -1819757.060830 + Penalty 4689.607559 = -1815067.453271 nChanged 4 SP:Iteration 87Q (8403.670000 sec): 3 clusters Score: Raw -1819759.343935 + Penalty 4689.607559 = -1815069.736376 nChanged 3 SP:Iteration 88Q (8403.710000 sec): 3 clusters Score: Raw -1819761.496587 + Penalty 4689.607559 = -1815071.889028 nChanged 4 SP:Iteration 89Q (8403.750000 sec): 3 clusters Score: Raw -1819762.859064 + Penalty 4689.607559 = -1815073.251505 nChanged 1 SP:Iteration 90Q (8403.790000 sec): 3 clusters Score: Raw -1819763.291800 + Penalty 4689.607559 = -1815073.684241 nChanged 1 SP:Iteration 91Q (8403.830000 sec): 3 clusters Score: Raw -1819764.437696 + Penalty 4689.607559 = -1815074.830137 nChanged 0 SP:Iteration 92F (8403.880000 sec): 3 clusters Score: Raw -1819764.437696 + Penalty 4689.607559 = -1815074.830137 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 6 (102861 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8404.750000 sec): 2 clusters Score: Raw -14820470.649964 + Penalty 2862.201193 = -14817608.448771 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8406.260000 sec): 3 clusters Score: Raw -14754599.182175 + Penalty 5724.402385 = -14748874.779790 nChanged 48496 SP:Iteration 1F (8406.990000 sec): 3 clusters Score: Raw -14782494.408090 + Penalty 5724.402385 = -14776770.005705 nChanged 3612 SP:Iteration 2Q (8407.420000 sec): 3 clusters Score: Raw -14783492.306503 + Penalty 5724.402385 = -14777767.904118 nChanged 3810 SP:Iteration 3Q (8407.830000 sec): 3 clusters Score: Raw -14784770.202040 + Penalty 5724.402385 = -14779045.799655 nChanged 4063 SP:Iteration 4Q (8408.460000 sec): 3 clusters Score: Raw -14786387.398786 + Penalty 5724.402385 = -14780662.996400 nChanged 4553 SP:Iteration 5Q (8408.880000 sec): 3 clusters Score: Raw -14788454.880191 + Penalty 5724.402385 = -14782730.477805 nChanged 5046 SP:Iteration 6Q (8409.280000 sec): 3 clusters Score: Raw -14790866.804517 + Penalty 5724.402385 = -14785142.402132 nChanged 5386 SP:Iteration 7F (8409.690000 sec): 3 clusters Score: Raw -14793614.749045 + Penalty 5724.402385 = -14787890.346660 nChanged 5684 SP:Iteration 8F (8410.080000 sec): 3 clusters Score: Raw -14796809.447058 + Penalty 5724.402385 = -14791085.044672 nChanged 5780 SP:Iteration 9F (8410.480000 sec): 3 clusters Score: Raw -14800472.243135 + Penalty 5724.402385 = -14794747.840750 nChanged 5692 SP:Iteration 10F (8410.880000 sec): 3 clusters Score: Raw -14804497.316719 + Penalty 5724.402385 = -14798772.914334 nChanged 5358 SP:Iteration 11F (8411.290000 sec): 3 clusters Score: Raw -14808625.304873 + Penalty 5724.402385 = -14802900.902488 nChanged 4482 SP:Iteration 12Q (8411.680000 sec): 3 clusters Score: Raw -14812319.197364 + Penalty 5724.402385 = -14806594.794979 nChanged 3389 SP:Iteration 13Q (8412.060000 sec): 3 clusters Score: Raw -14815114.824288 + Penalty 5724.402385 = -14809390.421902 nChanged 2431 SP:Iteration 14Q (8412.410000 sec): 3 clusters Score: Raw -14817093.059923 + Penalty 5724.402385 = -14811368.657538 nChanged 1789 SP:Iteration 15Q (8413.330000 sec): 3 clusters Score: Raw -14818461.387093 + Penalty 5724.402385 = -14812736.984707 nChanged 1213 SP:Iteration 16Q (8413.650000 sec): 3 clusters Score: Raw -14819315.307873 + Penalty 5724.402385 = -14813590.905488 nChanged 860 SP:Iteration 17Q (8413.960000 sec): 3 clusters Score: Raw -14819910.039515 + Penalty 5724.402385 = -14814185.637129 nChanged 619 SP:Iteration 18Q (8414.260000 sec): 3 clusters Score: Raw -14820323.041019 + Penalty 5724.402385 = -14814598.638634 nChanged 462 SP:Iteration 19Q (8414.560000 sec): 3 clusters Score: Raw -14820623.721018 + Penalty 5724.402385 = -14814899.318633 nChanged 328 SP:Iteration 20F (8414.950000 sec): 3 clusters Score: Raw -14820805.904837 + Penalty 5724.402385 = -14815081.502452 nChanged 219 SP:Iteration 21Q (8415.230000 sec): 3 clusters Score: Raw -14820909.712571 + Penalty 5724.402385 = -14815185.310185 nChanged 163 SP:Iteration 22Q (8415.520000 sec): 3 clusters Score: Raw -14820990.543765 + Penalty 5724.402385 = -14815266.141379 nChanged 124 SP:Iteration 23Q (8415.800000 sec): 3 clusters Score: Raw -14821051.026558 + Penalty 5724.402385 = -14815326.624173 nChanged 88 SP:Iteration 24Q (8416.100000 sec): 3 clusters Score: Raw -14821088.369576 + Penalty 5724.402385 = -14815363.967190 nChanged 75 SP:Iteration 25Q (8416.380000 sec): 3 clusters Score: Raw -14821122.408713 + Penalty 5724.402385 = -14815398.006327 nChanged 58 SP:Iteration 26Q (8416.660000 sec): 3 clusters Score: Raw -14821145.952933 + Penalty 5724.402385 = -14815421.550548 nChanged 42 SP:Iteration 27Q (8416.950000 sec): 3 clusters Score: Raw -14821161.284456 + Penalty 5724.402385 = -14815436.882071 nChanged 35 SP:Iteration 28Q (8417.230000 sec): 3 clusters Score: Raw -14821175.627089 + Penalty 5724.402385 = -14815451.224703 nChanged 37 SP:Iteration 29Q (8417.520000 sec): 3 clusters Score: Raw -14821191.044438 + Penalty 5724.402385 = -14815466.642052 nChanged 24 SP:Iteration 30Q (8417.810000 sec): 3 clusters Score: Raw -14821199.507792 + Penalty 5724.402385 = -14815475.105407 nChanged 20 SP:Iteration 31Q (8418.100000 sec): 3 clusters Score: Raw -14821208.076831 + Penalty 5724.402385 = -14815483.674446 nChanged 27 SP:Iteration 32Q (8418.380000 sec): 3 clusters Score: Raw -14821218.423962 + Penalty 5724.402385 = -14815494.021576 nChanged 24 SP:Iteration 33Q (8418.660000 sec): 3 clusters Score: Raw -14821225.800480 + Penalty 5724.402385 = -14815501.398095 nChanged 14 SP:Iteration 34Q (8418.930000 sec): 3 clusters Score: Raw -14821230.618940 + Penalty 5724.402385 = -14815506.216554 nChanged 16 SP:Iteration 35Q (8419.210000 sec): 3 clusters Score: Raw -14821236.094658 + Penalty 5724.402385 = -14815511.692273 nChanged 10 SP:Iteration 36Q (8419.490000 sec): 3 clusters Score: Raw -14821239.746561 + Penalty 5724.402385 = -14815515.344176 nChanged 11 SP:Iteration 37Q (8419.770000 sec): 3 clusters Score: Raw -14821243.192677 + Penalty 5724.402385 = -14815518.790292 nChanged 12 SP:Iteration 38Q (8420.060000 sec): 3 clusters Score: Raw -14821246.317403 + Penalty 5724.402385 = -14815521.915018 nChanged 5 SP:Iteration 39Q (8420.340000 sec): 3 clusters Score: Raw -14821247.607184 + Penalty 5724.402385 = -14815523.204799 nChanged 4 SP:Iteration 40F (8420.740000 sec): 3 clusters Score: Raw -14821248.847486 + Penalty 5724.402385 = -14815524.445101 nChanged 3 SP:Iteration 41Q (8421.030000 sec): 3 clusters Score: Raw -14821249.323103 + Penalty 5724.402385 = -14815524.920718 nChanged 4 SP:Iteration 42Q (8421.320000 sec): 3 clusters Score: Raw -14821251.345433 + Penalty 5724.402385 = -14815526.943048 nChanged 4 SP:Iteration 43Q (8421.600000 sec): 3 clusters Score: Raw -14821252.566556 + Penalty 5724.402385 = -14815528.164171 nChanged 2 SP:Iteration 44Q (8421.890000 sec): 3 clusters Score: Raw -14821252.902086 + Penalty 5724.402385 = -14815528.499701 nChanged 1 SP:Iteration 45Q (8422.180000 sec): 3 clusters Score: Raw -14821253.154023 + Penalty 5724.402385 = -14815528.751638 nChanged 4 SP:Iteration 46Q (8422.480000 sec): 3 clusters Score: Raw -14821254.021887 + Penalty 5724.402385 = -14815529.619502 nChanged 3 SP:Iteration 47Q (8422.780000 sec): 3 clusters Score: Raw -14821255.108416 + Penalty 5724.402385 = -14815530.706030 nChanged 2 SP:Iteration 48Q (8423.060000 sec): 3 clusters Score: Raw -14821255.645766 + Penalty 5724.402385 = -14815531.243380 nChanged 1 SP:Iteration 49Q (8423.340000 sec): 3 clusters Score: Raw -14821256.029654 + Penalty 5724.402385 = -14815531.627269 nChanged 1 SP:Iteration 50Q (8423.640000 sec): 3 clusters Score: Raw -14821256.282505 + Penalty 5724.402385 = -14815531.880120 nChanged 0 SP:Iteration 51F (8424.040000 sec): 3 clusters Score: Raw -14821256.282505 + Penalty 5724.402385 = -14815531.880120 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 7 (41437 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8424.200000 sec): 2 clusters Score: Raw -6005330.860845 + Penalty 2636.718511 = -6002694.142333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8424.370000 sec): 3 clusters Score: Raw -5980017.854508 + Penalty 5273.437022 = -5974744.417486 nChanged 18842 SP:Iteration 1F (8424.540000 sec): 3 clusters Score: Raw -5990468.883011 + Penalty 5273.437022 = -5985195.445988 nChanged 1855 SP:Iteration 2Q (8424.700000 sec): 3 clusters Score: Raw -5991202.927748 + Penalty 5273.437022 = -5985929.490725 nChanged 1983 SP:Iteration 3Q (8424.880000 sec): 3 clusters Score: Raw -5992158.337085 + Penalty 5273.437022 = -5986884.900063 nChanged 2156 SP:Iteration 4F (8425.040000 sec): 3 clusters Score: Raw -5993371.226844 + Penalty 5273.437022 = -5988097.789822 nChanged 2343 SP:Iteration 5F (8425.200000 sec): 3 clusters Score: Raw -5994789.836593 + Penalty 5273.437022 = -5989516.399571 nChanged 2433 SP:Iteration 6F (8425.360000 sec): 3 clusters Score: Raw -5996239.981892 + Penalty 5273.437022 = -5990966.544869 nChanged 2283 SP:Iteration 7F (8425.530000 sec): 3 clusters Score: Raw -5997464.035935 + Penalty 5273.437022 = -5992190.598913 nChanged 1979 SP:Iteration 8Q (8425.700000 sec): 3 clusters Score: Raw -5998378.132413 + Penalty 5273.437022 = -5993104.695391 nChanged 1665 SP:Iteration 9Q (8425.870000 sec): 3 clusters Score: Raw -5999010.933973 + Penalty 5273.437022 = -5993737.496950 nChanged 1250 SP:Iteration 10Q (8426.040000 sec): 3 clusters Score: Raw -5999424.202329 + Penalty 5273.437022 = -5994150.765306 nChanged 916 SP:Iteration 11Q (8426.210000 sec): 3 clusters Score: Raw -5999685.319854 + Penalty 5273.437022 = -5994411.882831 nChanged 734 SP:Iteration 12Q (8426.380000 sec): 3 clusters Score: Raw -5999880.500304 + Penalty 5273.437022 = -5994607.063282 nChanged 658 SP:Iteration 13Q (8426.540000 sec): 3 clusters Score: Raw -6000049.547759 + Penalty 5273.437022 = -5994776.110737 nChanged 586 SP:Iteration 14Q (8426.700000 sec): 3 clusters Score: Raw -6000181.328223 + Penalty 5273.437022 = -5994907.891201 nChanged 558 SP:Iteration 15Q (8426.870000 sec): 3 clusters Score: Raw -6000301.528292 + Penalty 5273.437022 = -5995028.091270 nChanged 519 SP:Iteration 16Q (8427.030000 sec): 3 clusters Score: Raw -6000395.368189 + Penalty 5273.437022 = -5995121.931167 nChanged 437 SP:Iteration 17Q (8427.190000 sec): 3 clusters Score: Raw -6000480.185351 + Penalty 5273.437022 = -5995206.748329 nChanged 422 SP:Iteration 18Q (8427.350000 sec): 3 clusters Score: Raw -6000555.181073 + Penalty 5273.437022 = -5995281.744051 nChanged 382 SP:Iteration 19Q (8427.520000 sec): 3 clusters Score: Raw -6000621.454102 + Penalty 5273.437022 = -5995348.017079 nChanged 369 SP:Iteration 20F (8427.680000 sec): 3 clusters Score: Raw -6000680.942643 + Penalty 5273.437022 = -5995407.505620 nChanged 340 SP:Iteration 21Q (8427.850000 sec): 3 clusters Score: Raw -6000731.642155 + Penalty 5273.437022 = -5995458.205133 nChanged 321 SP:Iteration 22Q (8428.000000 sec): 3 clusters Score: Raw -6000776.026712 + Penalty 5273.437022 = -5995502.589689 nChanged 301 SP:Iteration 23Q (8428.160000 sec): 3 clusters Score: Raw -6000819.815281 + Penalty 5273.437022 = -5995546.378258 nChanged 271 SP:Iteration 24Q (8428.320000 sec): 3 clusters Score: Raw -6000857.465066 + Penalty 5273.437022 = -5995584.028043 nChanged 262 SP:Iteration 25Q (8428.490000 sec): 3 clusters Score: Raw -6000891.362386 + Penalty 5273.437022 = -5995617.925364 nChanged 237 SP:Iteration 26Q (8428.660000 sec): 3 clusters Score: Raw -6000919.207232 + Penalty 5273.437022 = -5995645.770210 nChanged 212 SP:Iteration 27Q (8428.820000 sec): 3 clusters Score: Raw -6000942.667662 + Penalty 5273.437022 = -5995669.230640 nChanged 189 SP:Iteration 28Q (8428.980000 sec): 3 clusters Score: Raw -6000961.698518 + Penalty 5273.437022 = -5995688.261495 nChanged 168 SP:Iteration 29Q (8429.140000 sec): 3 clusters Score: Raw -6000978.224626 + Penalty 5273.437022 = -5995704.787604 nChanged 156 SP:Iteration 30Q (8429.300000 sec): 3 clusters Score: Raw -6000992.322595 + Penalty 5273.437022 = -5995718.885573 nChanged 162 SP:Iteration 31Q (8429.450000 sec): 3 clusters Score: Raw -6001008.231012 + Penalty 5273.437022 = -5995734.793989 nChanged 138 SP:Iteration 32Q (8429.610000 sec): 3 clusters Score: Raw -6001020.293091 + Penalty 5273.437022 = -5995746.856069 nChanged 129 SP:Iteration 33Q (8429.900000 sec): 3 clusters Score: Raw -6001032.101459 + Penalty 5273.437022 = -5995758.664437 nChanged 137 SP:Iteration 34Q (8430.180000 sec): 3 clusters Score: Raw -6001044.665196 + Penalty 5273.437022 = -5995771.228173 nChanged 120 SP:Iteration 35Q (8430.340000 sec): 3 clusters Score: Raw -6001056.382604 + Penalty 5273.437022 = -5995782.945582 nChanged 133 SP:Iteration 36Q (8430.500000 sec): 3 clusters Score: Raw -6001067.931174 + Penalty 5273.437022 = -5995794.494151 nChanged 119 SP:Iteration 37Q (8430.670000 sec): 3 clusters Score: Raw -6001078.564063 + Penalty 5273.437022 = -5995805.127041 nChanged 118 SP:Iteration 38Q (8430.860000 sec): 3 clusters Score: Raw -6001089.001603 + Penalty 5273.437022 = -5995815.564580 nChanged 128 SP:Iteration 39Q (8431.020000 sec): 3 clusters Score: Raw -6001102.750442 + Penalty 5273.437022 = -5995829.313420 nChanged 137 SP:Iteration 40F (8431.210000 sec): 3 clusters Score: Raw -6001116.187617 + Penalty 5273.437022 = -5995842.750595 nChanged 135 SP:Iteration 41Q (8431.380000 sec): 3 clusters Score: Raw -6001129.391896 + Penalty 5273.437022 = -5995855.954874 nChanged 142 SP:Iteration 42Q (8431.540000 sec): 3 clusters Score: Raw -6001144.436687 + Penalty 5273.437022 = -5995870.999665 nChanged 158 SP:Iteration 43Q (8431.700000 sec): 3 clusters Score: Raw -6001160.485020 + Penalty 5273.437022 = -5995887.047997 nChanged 133 SP:Iteration 44Q (8431.860000 sec): 3 clusters Score: Raw -6001172.746457 + Penalty 5273.437022 = -5995899.309435 nChanged 154 SP:Iteration 45Q (8432.020000 sec): 3 clusters Score: Raw -6001188.038055 + Penalty 5273.437022 = -5995914.601032 nChanged 156 SP:Iteration 46Q (8432.180000 sec): 3 clusters Score: Raw -6001203.801347 + Penalty 5273.437022 = -5995930.364325 nChanged 149 SP:Iteration 47Q (8432.330000 sec): 3 clusters Score: Raw -6001220.350588 + Penalty 5273.437022 = -5995946.913565 nChanged 156 SP:Iteration 48Q (8432.480000 sec): 3 clusters Score: Raw -6001236.153190 + Penalty 5273.437022 = -5995962.716167 nChanged 157 SP:Iteration 49Q (8432.640000 sec): 3 clusters Score: Raw -6001251.189580 + Penalty 5273.437022 = -5995977.752558 nChanged 154 SP:Iteration 50Q (8432.800000 sec): 3 clusters Score: Raw -6001266.899190 + Penalty 5273.437022 = -5995993.462168 nChanged 170 SP:Iteration 51Q (8432.960000 sec): 3 clusters Score: Raw -6001286.632868 + Penalty 5273.437022 = -5996013.195846 nChanged 173 SP:Iteration 52Q (8433.120000 sec): 3 clusters Score: Raw -6001307.917507 + Penalty 5273.437022 = -5996034.480485 nChanged 179 SP:Iteration 53Q (8433.280000 sec): 3 clusters Score: Raw -6001329.122469 + Penalty 5273.437022 = -5996055.685446 nChanged 192 SP:Iteration 54Q (8433.440000 sec): 3 clusters Score: Raw -6001353.656537 + Penalty 5273.437022 = -5996080.219515 nChanged 224 SP:Iteration 55Q (8434.020000 sec): 3 clusters Score: Raw -6001382.145409 + Penalty 5273.437022 = -5996108.708387 nChanged 231 SP:Iteration 56Q (8434.260000 sec): 3 clusters Score: Raw -6001410.694929 + Penalty 5273.437022 = -5996137.257907 nChanged 226 SP:Iteration 57Q (8434.780000 sec): 3 clusters Score: Raw -6001439.016843 + Penalty 5273.437022 = -5996165.579821 nChanged 231 SP:Iteration 58Q (8435.230000 sec): 3 clusters Score: Raw -6001469.371537 + Penalty 5273.437022 = -5996195.934515 nChanged 236 SP:Iteration 59Q (8435.400000 sec): 3 clusters Score: Raw -6001501.050078 + Penalty 5273.437022 = -5996227.613056 nChanged 242 SP:Iteration 60F (8435.580000 sec): 3 clusters Score: Raw -6001533.293964 + Penalty 5273.437022 = -5996259.856942 nChanged 256 SP:Iteration 61Q (8435.730000 sec): 3 clusters Score: Raw -6001572.320891 + Penalty 5273.437022 = -5996298.883869 nChanged 286 SP:Iteration 62Q (8435.880000 sec): 3 clusters Score: Raw -6001615.945397 + Penalty 5273.437022 = -5996342.508375 nChanged 305 SP:Iteration 63Q (8436.040000 sec): 3 clusters Score: Raw -6001661.678935 + Penalty 5273.437022 = -5996388.241912 nChanged 332 SP:Iteration 64Q (8436.190000 sec): 3 clusters Score: Raw -6001713.576913 + Penalty 5273.437022 = -5996440.139891 nChanged 323 SP:Iteration 65Q (8436.350000 sec): 3 clusters Score: Raw -6001762.359847 + Penalty 5273.437022 = -5996488.922825 nChanged 357 SP:Iteration 66Q (8436.500000 sec): 3 clusters Score: Raw -6001819.953951 + Penalty 5273.437022 = -5996546.516929 nChanged 356 SP:Iteration 67Q (8436.650000 sec): 3 clusters Score: Raw -6001877.257365 + Penalty 5273.437022 = -5996603.820343 nChanged 362 SP:Iteration 68Q (8436.810000 sec): 3 clusters Score: Raw -6001937.262720 + Penalty 5273.437022 = -5996663.825698 nChanged 370 SP:Iteration 69Q (8436.960000 sec): 3 clusters Score: Raw -6001999.183606 + Penalty 5273.437022 = -5996725.746584 nChanged 378 SP:Iteration 70Q (8437.110000 sec): 3 clusters Score: Raw -6002065.176012 + Penalty 5273.437022 = -5996791.738989 nChanged 395 SP:Iteration 71Q (8437.260000 sec): 3 clusters Score: Raw -6002136.542475 + Penalty 5273.437022 = -5996863.105453 nChanged 432 SP:Iteration 72Q (8437.420000 sec): 3 clusters Score: Raw -6002213.869050 + Penalty 5273.437022 = -5996940.432028 nChanged 430 SP:Iteration 73Q (8437.570000 sec): 3 clusters Score: Raw -6002296.202299 + Penalty 5273.437022 = -5997022.765277 nChanged 444 SP:Iteration 74Q (8437.720000 sec): 3 clusters Score: Raw -6002389.742029 + Penalty 5273.437022 = -5997116.305007 nChanged 459 SP:Iteration 75Q (8437.880000 sec): 3 clusters Score: Raw -6002496.431754 + Penalty 5273.437022 = -5997222.994732 nChanged 470 SP:Iteration 76Q (8438.030000 sec): 3 clusters Score: Raw -6002608.655247 + Penalty 5273.437022 = -5997335.218225 nChanged 488 SP:Iteration 77Q (8438.180000 sec): 3 clusters Score: Raw -6002728.770769 + Penalty 5273.437022 = -5997455.333747 nChanged 502 SP:Iteration 78Q (8438.380000 sec): 3 clusters Score: Raw -6002866.435477 + Penalty 5273.437022 = -5997592.998454 nChanged 523 SP:Iteration 79Q (8438.530000 sec): 3 clusters Score: Raw -6003020.496264 + Penalty 5273.437022 = -5997747.059242 nChanged 563 SP:Iteration 80F (8438.690000 sec): 3 clusters Score: Raw -6003203.203913 + Penalty 5273.437022 = -5997929.766891 nChanged 591 SP:Iteration 81Q (8438.850000 sec): 3 clusters Score: Raw -6003408.227482 + Penalty 5273.437022 = -5998134.790460 nChanged 624 SP:Iteration 82Q (8439.000000 sec): 3 clusters Score: Raw -6003637.657248 + Penalty 5273.437022 = -5998364.220226 nChanged 607 SP:Iteration 83Q (8439.150000 sec): 3 clusters Score: Raw -6003884.068499 + Penalty 5273.437022 = -5998610.631476 nChanged 593 SP:Iteration 84Q (8439.300000 sec): 3 clusters Score: Raw -6004155.329092 + Penalty 5273.437022 = -5998881.892069 nChanged 577 SP:Iteration 85Q (8439.450000 sec): 3 clusters Score: Raw -6004435.829366 + Penalty 5273.437022 = -5999162.392343 nChanged 539 SP:Iteration 86Q (8439.600000 sec): 3 clusters Score: Raw -6004713.283152 + Penalty 5273.437022 = -5999439.846130 nChanged 512 SP:Iteration 87Q (8439.750000 sec): 3 clusters Score: Raw -6004999.782953 + Penalty 5273.437022 = -5999726.345930 nChanged 485 SP:Iteration 88Q (8439.890000 sec): 3 clusters Score: Raw -6005268.598779 + Penalty 5273.437022 = -5999995.161756 nChanged 440 SP:Iteration 89Q (8440.030000 sec): 3 clusters Score: Raw -6005495.689145 + Penalty 5273.437022 = -6000222.252123 nChanged 359 SP:Iteration 90Q (8440.170000 sec): 3 clusters Score: Raw -6005658.912534 + Penalty 5273.437022 = -6000385.475512 nChanged 304 SP:Iteration 91Q (8440.300000 sec): 3 clusters Score: Raw -6005788.713767 + Penalty 5273.437022 = -6000515.276745 nChanged 247 SP:Iteration 92Q (8440.440000 sec): 3 clusters Score: Raw -6005885.508161 + Penalty 5273.437022 = -6000612.071139 nChanged 202 SP:Iteration 93Q (8440.570000 sec): 3 clusters Score: Raw -6005950.646614 + Penalty 5273.437022 = -6000677.209591 nChanged 162 SP:Iteration 94Q (8440.710000 sec): 3 clusters Score: Raw -6005998.728811 + Penalty 5273.437022 = -6000725.291789 nChanged 127 SP:Iteration 95Q (8440.830000 sec): 3 clusters Score: Raw -6006032.021270 + Penalty 5273.437022 = -6000758.584248 nChanged 99 SP:Iteration 96Q (8440.960000 sec): 3 clusters Score: Raw -6006056.008143 + Penalty 5273.437022 = -6000782.571120 nChanged 76 SP:Iteration 97Q (8441.090000 sec): 3 clusters Score: Raw -6006073.319800 + Penalty 5273.437022 = -6000799.882778 nChanged 74 SP:Iteration 98Q (8441.210000 sec): 3 clusters Score: Raw -6006089.140295 + Penalty 5273.437022 = -6000815.703273 nChanged 61 SP:Iteration 99Q (8441.350000 sec): 3 clusters Score: Raw -6006103.105290 + Penalty 5273.437022 = -6000829.668268 nChanged 46 SP:Iteration 100F (8441.510000 sec): 3 clusters Score: Raw -6006112.772020 + Penalty 5273.437022 = -6000839.334998 nChanged 47 SP:Iteration 101Q (8441.640000 sec): 3 clusters Score: Raw -6006122.454321 + Penalty 5273.437022 = -6000849.017299 nChanged 32 SP:Iteration 102Q (8441.770000 sec): 3 clusters Score: Raw -6006128.406916 + Penalty 5273.437022 = -6000854.969894 nChanged 24 SP:Iteration 103Q (8441.890000 sec): 3 clusters Score: Raw -6006133.182032 + Penalty 5273.437022 = -6000859.745010 nChanged 20 SP:Iteration 104Q (8442.030000 sec): 3 clusters Score: Raw -6006137.237098 + Penalty 5273.437022 = -6000863.800076 nChanged 17 SP:Iteration 105Q (8442.150000 sec): 3 clusters Score: Raw -6006140.063827 + Penalty 5273.437022 = -6000866.626804 nChanged 12 SP:Iteration 106Q (8442.270000 sec): 3 clusters Score: Raw -6006142.160079 + Penalty 5273.437022 = -6000868.723056 nChanged 9 SP:Iteration 107Q (8442.390000 sec): 3 clusters Score: Raw -6006143.698735 + Penalty 5273.437022 = -6000870.261712 nChanged 6 SP:Iteration 108Q (8442.520000 sec): 3 clusters Score: Raw -6006144.272412 + Penalty 5273.437022 = -6000870.835390 nChanged 8 SP:Iteration 109Q (8442.650000 sec): 3 clusters Score: Raw -6006145.492599 + Penalty 5273.437022 = -6000872.055576 nChanged 7 SP:Iteration 110Q (8442.780000 sec): 3 clusters Score: Raw -6006146.490644 + Penalty 5273.437022 = -6000873.053622 nChanged 7 SP:Iteration 111Q (8442.900000 sec): 3 clusters Score: Raw -6006147.721804 + Penalty 5273.437022 = -6000874.284782 nChanged 6 SP:Iteration 112Q (8443.030000 sec): 3 clusters Score: Raw -6006148.761144 + Penalty 5273.437022 = -6000875.324121 nChanged 9 SP:Iteration 113Q (8443.160000 sec): 3 clusters Score: Raw -6006150.435580 + Penalty 5273.437022 = -6000876.998558 nChanged 12 SP:Iteration 114Q (8443.290000 sec): 3 clusters Score: Raw -6006152.740944 + Penalty 5273.437022 = -6000879.303921 nChanged 17 SP:Iteration 115Q (8443.420000 sec): 3 clusters Score: Raw -6006156.597264 + Penalty 5273.437022 = -6000883.160242 nChanged 17 SP:Iteration 116Q (8443.550000 sec): 3 clusters Score: Raw -6006160.949026 + Penalty 5273.437022 = -6000887.512004 nChanged 17 SP:Iteration 117Q (8443.670000 sec): 3 clusters Score: Raw -6006164.454938 + Penalty 5273.437022 = -6000891.017916 nChanged 15 SP:Iteration 118Q (8443.810000 sec): 3 clusters Score: Raw -6006166.578612 + Penalty 5273.437022 = -6000893.141590 nChanged 8 SP:Iteration 119Q (8443.940000 sec): 3 clusters Score: Raw -6006168.187159 + Penalty 5273.437022 = -6000894.750137 nChanged 11 SP:Iteration 120F (8444.110000 sec): 3 clusters Score: Raw -6006170.672324 + Penalty 5273.437022 = -6000897.235302 nChanged 16 SP:Iteration 121Q (8444.240000 sec): 3 clusters Score: Raw -6006173.298293 + Penalty 5273.437022 = -6000899.861270 nChanged 10 SP:Iteration 122Q (8444.370000 sec): 3 clusters Score: Raw -6006175.183564 + Penalty 5273.437022 = -6000901.746542 nChanged 12 SP:Iteration 123Q (8444.500000 sec): 3 clusters Score: Raw -6006177.207868 + Penalty 5273.437022 = -6000903.770845 nChanged 12 SP:Iteration 124Q (8444.620000 sec): 3 clusters Score: Raw -6006178.842888 + Penalty 5273.437022 = -6000905.405866 nChanged 4 SP:Iteration 125Q (8444.740000 sec): 3 clusters Score: Raw -6006179.186579 + Penalty 5273.437022 = -6000905.749556 nChanged 3 SP:Iteration 126Q (8444.870000 sec): 3 clusters Score: Raw -6006179.540526 + Penalty 5273.437022 = -6000906.103504 nChanged 3 SP:Iteration 127Q (8444.990000 sec): 3 clusters Score: Raw -6006179.795945 + Penalty 5273.437022 = -6000906.358922 nChanged 1 SP:Iteration 128Q (8445.110000 sec): 3 clusters Score: Raw -6006179.901981 + Penalty 5273.437022 = -6000906.464958 nChanged 0 SP:Iteration 129F (8445.280000 sec): 3 clusters Score: Raw -6006179.901981 + Penalty 5273.437022 = -6000906.464958 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 8 (20467 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8445.360000 sec): 2 clusters Score: Raw -2823127.746355 + Penalty 2461.789140 = -2820665.957215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8445.430000 sec): 3 clusters Score: Raw -2811201.694262 + Penalty 4923.578280 = -2806278.115983 nChanged 8978 SP:Iteration 1F (8445.520000 sec): 3 clusters Score: Raw -2816199.938327 + Penalty 4923.578280 = -2811276.360048 nChanged 1204 SP:Iteration 2F (8445.590000 sec): 3 clusters Score: Raw -2816747.124543 + Penalty 4923.578280 = -2811823.546264 nChanged 1040 SP:Iteration 3F (8445.680000 sec): 3 clusters Score: Raw -2817231.189887 + Penalty 4923.578280 = -2812307.611608 nChanged 1022 SP:Iteration 4Q (8445.770000 sec): 3 clusters Score: Raw -2817713.787519 + Penalty 4923.578280 = -2812790.209240 nChanged 993 SP:Iteration 5Q (8445.850000 sec): 3 clusters Score: Raw -2818247.105892 + Penalty 4923.578280 = -2813323.527613 nChanged 1010 SP:Iteration 6Q (8445.940000 sec): 3 clusters Score: Raw -2818860.934941 + Penalty 4923.578280 = -2813937.356662 nChanged 1083 SP:Iteration 7F (8446.020000 sec): 3 clusters Score: Raw -2819600.622868 + Penalty 4923.578280 = -2814677.044589 nChanged 1118 SP:Iteration 8F (8446.100000 sec): 3 clusters Score: Raw -2820435.455919 + Penalty 4923.578280 = -2815511.877640 nChanged 1044 SP:Iteration 9F (8446.180000 sec): 3 clusters Score: Raw -2821256.942881 + Penalty 4923.578280 = -2816333.364601 nChanged 886 SP:Iteration 10Q (8446.250000 sec): 3 clusters Score: Raw -2822047.231480 + Penalty 4923.578280 = -2817123.653200 nChanged 724 SP:Iteration 11Q (8446.340000 sec): 3 clusters Score: Raw -2822647.674394 + Penalty 4923.578280 = -2817724.096115 nChanged 570 SP:Iteration 12Q (8446.410000 sec): 3 clusters Score: Raw -2823074.065832 + Penalty 4923.578280 = -2818150.487552 nChanged 381 SP:Iteration 13Q (8446.480000 sec): 3 clusters Score: Raw -2823317.174454 + Penalty 4923.578280 = -2818393.596175 nChanged 292 SP:Iteration 14Q (8446.550000 sec): 3 clusters Score: Raw -2823493.917022 + Penalty 4923.578280 = -2818570.338742 nChanged 225 SP:Iteration 15Q (8446.620000 sec): 3 clusters Score: Raw -2823629.245811 + Penalty 4923.578280 = -2818705.667531 nChanged 190 SP:Iteration 16Q (8446.690000 sec): 3 clusters Score: Raw -2823732.414207 + Penalty 4923.578280 = -2818808.835928 nChanged 153 SP:Iteration 17Q (8446.760000 sec): 3 clusters Score: Raw -2823812.541429 + Penalty 4923.578280 = -2818888.963149 nChanged 122 SP:Iteration 18Q (8446.830000 sec): 3 clusters Score: Raw -2823868.657937 + Penalty 4923.578280 = -2818945.079658 nChanged 99 SP:Iteration 19Q (8446.890000 sec): 3 clusters Score: Raw -2823910.872177 + Penalty 4923.578280 = -2818987.293898 nChanged 73 SP:Iteration 20F (8446.970000 sec): 3 clusters Score: Raw -2823939.538567 + Penalty 4923.578280 = -2819015.960287 nChanged 62 SP:Iteration 21Q (8447.040000 sec): 3 clusters Score: Raw -2823967.659849 + Penalty 4923.578280 = -2819044.081570 nChanged 57 SP:Iteration 22Q (8447.090000 sec): 3 clusters Score: Raw -2823990.855808 + Penalty 4923.578280 = -2819067.277528 nChanged 48 SP:Iteration 23Q (8447.160000 sec): 3 clusters Score: Raw -2824011.724233 + Penalty 4923.578280 = -2819088.145954 nChanged 50 SP:Iteration 24Q (8447.220000 sec): 3 clusters Score: Raw -2824026.653567 + Penalty 4923.578280 = -2819103.075287 nChanged 31 SP:Iteration 25Q (8447.280000 sec): 3 clusters Score: Raw -2824034.138836 + Penalty 4923.578280 = -2819110.560556 nChanged 20 SP:Iteration 26Q (8447.340000 sec): 3 clusters Score: Raw -2824040.106861 + Penalty 4923.578280 = -2819116.528581 nChanged 20 SP:Iteration 27Q (8447.410000 sec): 3 clusters Score: Raw -2824047.086364 + Penalty 4923.578280 = -2819123.508084 nChanged 11 SP:Iteration 28Q (8447.470000 sec): 3 clusters Score: Raw -2824050.069922 + Penalty 4923.578280 = -2819126.491642 nChanged 12 SP:Iteration 29Q (8447.520000 sec): 3 clusters Score: Raw -2824052.391013 + Penalty 4923.578280 = -2819128.812734 nChanged 7 SP:Iteration 30Q (8447.590000 sec): 3 clusters Score: Raw -2824053.933544 + Penalty 4923.578280 = -2819130.355264 nChanged 5 SP:Iteration 31Q (8447.650000 sec): 3 clusters Score: Raw -2824055.132984 + Penalty 4923.578280 = -2819131.554704 nChanged 11 SP:Iteration 32Q (8447.710000 sec): 3 clusters Score: Raw -2824058.464862 + Penalty 4923.578280 = -2819134.886583 nChanged 4 SP:Iteration 33Q (8447.770000 sec): 3 clusters Score: Raw -2824059.107844 + Penalty 4923.578280 = -2819135.529565 nChanged 7 SP:Iteration 34Q (8447.830000 sec): 3 clusters Score: Raw -2824060.856517 + Penalty 4923.578280 = -2819137.278237 nChanged 5 SP:Iteration 35Q (8447.890000 sec): 3 clusters Score: Raw -2824062.215156 + Penalty 4923.578280 = -2819138.636876 nChanged 4 SP:Iteration 36Q (8447.950000 sec): 3 clusters Score: Raw -2824062.893406 + Penalty 4923.578280 = -2819139.315126 nChanged 3 SP:Iteration 37Q (8448.010000 sec): 3 clusters Score: Raw -2824063.430409 + Penalty 4923.578280 = -2819139.852129 nChanged 0 SP:Iteration 38F (8448.090000 sec): 3 clusters Score: Raw -2824063.430409 + Penalty 4923.578280 = -2819139.852129 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 9 (5091 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8448.110000 sec): 2 clusters Score: Raw -735461.044097 + Penalty 2116.736929 = -733344.307167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8448.130000 sec): 3 clusters Score: Raw -733022.255123 + Penalty 4233.473859 = -728788.781264 nChanged 1911 SP:Iteration 1F (8448.150000 sec): 3 clusters Score: Raw -734108.724138 + Penalty 4233.473859 = -729875.250279 nChanged 368 SP:Iteration 2F (8448.170000 sec): 3 clusters Score: Raw -734315.977908 + Penalty 4233.473859 = -730082.504050 nChanged 266 SP:Iteration 3F (8448.190000 sec): 3 clusters Score: Raw -734470.909650 + Penalty 4233.473859 = -730237.435791 nChanged 216 SP:Iteration 4Q (8448.210000 sec): 3 clusters Score: Raw -734604.116048 + Penalty 4233.473859 = -730370.642190 nChanged 188 SP:Iteration 5Q (8448.220000 sec): 3 clusters Score: Raw -734734.791020 + Penalty 4233.473859 = -730501.317161 nChanged 181 SP:Iteration 6Q (8448.240000 sec): 3 clusters Score: Raw -734873.071555 + Penalty 4233.473859 = -730639.597696 nChanged 192 SP:Iteration 7Q (8448.260000 sec): 3 clusters Score: Raw -735019.123756 + Penalty 4233.473859 = -730785.649897 nChanged 216 SP:Iteration 8Q (8448.280000 sec): 3 clusters Score: Raw -735179.549491 + Penalty 4233.473859 = -730946.075632 nChanged 213 SP:Iteration 9Q (8448.300000 sec): 3 clusters Score: Raw -735335.727645 + Penalty 4233.473859 = -731102.253786 nChanged 203 SP:Iteration 10Q (8448.320000 sec): 3 clusters Score: Raw -735492.667559 + Penalty 4233.473859 = -731259.193701 nChanged 200 SP:Iteration 11Q (8448.340000 sec): 3 clusters Score: Raw -735636.199768 + Penalty 4233.473859 = -731402.725909 nChanged 172 SP:Iteration 12Q (8448.360000 sec): 3 clusters Score: Raw -735765.174424 + Penalty 4233.473859 = -731531.700566 nChanged 160 SP:Iteration 13Q (8448.380000 sec): 3 clusters Score: Raw -735866.809718 + Penalty 4233.473859 = -731633.335860 nChanged 131 SP:Iteration 14Q (8448.400000 sec): 3 clusters Score: Raw -735949.994454 + Penalty 4233.473859 = -731716.520595 nChanged 113 SP:Iteration 15Q (8448.410000 sec): 3 clusters Score: Raw -736015.058252 + Penalty 4233.473859 = -731781.584393 nChanged 88 SP:Iteration 16Q (8448.430000 sec): 3 clusters Score: Raw -736073.194996 + Penalty 4233.473859 = -731839.721138 nChanged 81 SP:Iteration 17Q (8448.450000 sec): 3 clusters Score: Raw -736125.184513 + Penalty 4233.473859 = -731891.710654 nChanged 70 SP:Iteration 18Q (8448.470000 sec): 3 clusters Score: Raw -736169.770953 + Penalty 4233.473859 = -731936.297094 nChanged 49 SP:Iteration 19Q (8448.490000 sec): 3 clusters Score: Raw -736194.629436 + Penalty 4233.473859 = -731961.155577 nChanged 45 SP:Iteration 20F (8448.510000 sec): 3 clusters Score: Raw -736221.004822 + Penalty 4233.473859 = -731987.530963 nChanged 36 SP:Iteration 21Q (8448.530000 sec): 3 clusters Score: Raw -736243.764970 + Penalty 4233.473859 = -732010.291112 nChanged 41 SP:Iteration 22Q (8448.540000 sec): 3 clusters Score: Raw -736266.902093 + Penalty 4233.473859 = -732033.428235 nChanged 26 SP:Iteration 23Q (8448.560000 sec): 3 clusters Score: Raw -736275.343596 + Penalty 4233.473859 = -732041.869737 nChanged 16 SP:Iteration 24Q (8448.580000 sec): 3 clusters Score: Raw -736281.703141 + Penalty 4233.473859 = -732048.229282 nChanged 19 SP:Iteration 25Q (8448.590000 sec): 3 clusters Score: Raw -736288.317358 + Penalty 4233.473859 = -732054.843500 nChanged 8 SP:Iteration 26Q (8448.610000 sec): 3 clusters Score: Raw -736291.333885 + Penalty 4233.473859 = -732057.860026 nChanged 6 SP:Iteration 27Q (8448.630000 sec): 3 clusters Score: Raw -736294.304201 + Penalty 4233.473859 = -732060.830342 nChanged 11 SP:Iteration 28Q (8448.650000 sec): 3 clusters Score: Raw -736298.541353 + Penalty 4233.473859 = -732065.067494 nChanged 5 SP:Iteration 29Q (8448.670000 sec): 3 clusters Score: Raw -736299.760990 + Penalty 4233.473859 = -732066.287131 nChanged 3 SP:Iteration 30Q (8448.680000 sec): 3 clusters Score: Raw -736300.852635 + Penalty 4233.473859 = -732067.378776 nChanged 4 SP:Iteration 31Q (8448.700000 sec): 3 clusters Score: Raw -736302.941909 + Penalty 4233.473859 = -732069.468050 nChanged 4 SP:Iteration 32Q (8448.720000 sec): 3 clusters Score: Raw -736304.091792 + Penalty 4233.473859 = -732070.617933 nChanged 3 SP:Iteration 33Q (8448.740000 sec): 3 clusters Score: Raw -736305.464430 + Penalty 4233.473859 = -732071.990571 nChanged 4 SP:Iteration 34Q (8448.750000 sec): 3 clusters Score: Raw -736307.984817 + Penalty 4233.473859 = -732074.510958 nChanged 6 SP:Iteration 35Q (8448.770000 sec): 3 clusters Score: Raw -736310.281913 + Penalty 4233.473859 = -732076.808054 nChanged 4 SP:Iteration 36Q (8448.790000 sec): 3 clusters Score: Raw -736311.990838 + Penalty 4233.473859 = -732078.516979 nChanged 2 SP:Iteration 37Q (8448.800000 sec): 3 clusters Score: Raw -736312.730868 + Penalty 4233.473859 = -732079.257010 nChanged 1 SP:Iteration 38Q (8448.820000 sec): 3 clusters Score: Raw -736313.206556 + Penalty 4233.473859 = -732079.732698 nChanged 1 SP:Iteration 39Q (8448.840000 sec): 3 clusters Score: Raw -736313.296308 + Penalty 4233.473859 = -732079.822449 nChanged 0 SP:Iteration 40F (8448.860000 sec): 3 clusters Score: Raw -736313.296308 + Penalty 4233.473859 = -732079.822449 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 10 (46962 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8449.020000 sec): 2 clusters Score: Raw -6947205.580596 + Penalty 2667.759323 = -6944537.821273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8449.200000 sec): 3 clusters Score: Raw -6918107.671213 + Penalty 5335.518645 = -6912772.152567 nChanged 21649 SP:Iteration 1F (8449.390000 sec): 3 clusters Score: Raw -6930212.537309 + Penalty 5335.518645 = -6924877.018664 nChanged 1808 SP:Iteration 2Q (8449.570000 sec): 3 clusters Score: Raw -6930651.716770 + Penalty 5335.518645 = -6925316.198125 nChanged 1538 SP:Iteration 3Q (8449.770000 sec): 3 clusters Score: Raw -6931007.253883 + Penalty 5335.518645 = -6925671.735237 nChanged 1491 SP:Iteration 4Q (8449.960000 sec): 3 clusters Score: Raw -6931367.542000 + Penalty 5335.518645 = -6926032.023355 nChanged 1427 SP:Iteration 5Q (8450.150000 sec): 3 clusters Score: Raw -6931731.659805 + Penalty 5335.518645 = -6926396.141160 nChanged 1428 SP:Iteration 6Q (8450.350000 sec): 3 clusters Score: Raw -6932150.853447 + Penalty 5335.518645 = -6926815.334801 nChanged 1565 SP:Iteration 7Q (8450.530000 sec): 3 clusters Score: Raw -6932706.917043 + Penalty 5335.518645 = -6927371.398397 nChanged 1844 SP:Iteration 8Q (8450.730000 sec): 3 clusters Score: Raw -6933549.062981 + Penalty 5335.518645 = -6928213.544336 nChanged 2194 SP:Iteration 9Q (8450.920000 sec): 3 clusters Score: Raw -6934867.166930 + Penalty 5335.518645 = -6929531.648285 nChanged 2626 SP:Iteration 10F (8451.110000 sec): 3 clusters Score: Raw -6936793.092504 + Penalty 5335.518645 = -6931457.573859 nChanged 2929 SP:Iteration 11F (8451.310000 sec): 3 clusters Score: Raw -6939025.420548 + Penalty 5335.518645 = -6933689.901903 nChanged 2833 SP:Iteration 12F (8451.500000 sec): 3 clusters Score: Raw -6940923.177100 + Penalty 5335.518645 = -6935587.658455 nChanged 2475 SP:Iteration 13F (8451.690000 sec): 3 clusters Score: Raw -6942216.204655 + Penalty 5335.518645 = -6936880.686010 nChanged 1916 SP:Iteration 14Q (8451.880000 sec): 3 clusters Score: Raw -6943039.154792 + Penalty 5335.518645 = -6937703.636147 nChanged 1537 SP:Iteration 15Q (8452.070000 sec): 3 clusters Score: Raw -6943609.684577 + Penalty 5335.518645 = -6938274.165932 nChanged 1226 SP:Iteration 16Q (8452.250000 sec): 3 clusters Score: Raw -6944015.048580 + Penalty 5335.518645 = -6938679.529934 nChanged 997 SP:Iteration 17Q (8452.440000 sec): 3 clusters Score: Raw -6944292.041255 + Penalty 5335.518645 = -6938956.522609 nChanged 769 SP:Iteration 18Q (8452.610000 sec): 3 clusters Score: Raw -6944497.037367 + Penalty 5335.518645 = -6939161.518721 nChanged 680 SP:Iteration 19Q (8452.920000 sec): 3 clusters Score: Raw -6944680.494468 + Penalty 5335.518645 = -6939344.975823 nChanged 650 SP:Iteration 20F (8453.150000 sec): 3 clusters Score: Raw -6944862.170374 + Penalty 5335.518645 = -6939526.651728 nChanged 608 SP:Iteration 21Q (8453.380000 sec): 3 clusters Score: Raw -6945053.829319 + Penalty 5335.518645 = -6939718.310673 nChanged 629 SP:Iteration 22Q (8453.560000 sec): 3 clusters Score: Raw -6945259.156517 + Penalty 5335.518645 = -6939923.637872 nChanged 600 SP:Iteration 23Q (8453.730000 sec): 3 clusters Score: Raw -6945466.756582 + Penalty 5335.518645 = -6940131.237936 nChanged 620 SP:Iteration 24Q (8453.910000 sec): 3 clusters Score: Raw -6945682.971553 + Penalty 5335.518645 = -6940347.452907 nChanged 612 SP:Iteration 25Q (8454.240000 sec): 3 clusters Score: Raw -6945894.781941 + Penalty 5335.518645 = -6940559.263296 nChanged 645 SP:Iteration 26Q (8454.420000 sec): 3 clusters Score: Raw -6946101.999646 + Penalty 5335.518645 = -6940766.481000 nChanged 618 SP:Iteration 27Q (8454.600000 sec): 3 clusters Score: Raw -6946277.489357 + Penalty 5335.518645 = -6940941.970712 nChanged 570 SP:Iteration 28Q (8454.770000 sec): 3 clusters Score: Raw -6946446.003209 + Penalty 5335.518645 = -6941110.484564 nChanged 605 SP:Iteration 29Q (8454.950000 sec): 3 clusters Score: Raw -6946618.716874 + Penalty 5335.518645 = -6941283.198229 nChanged 592 SP:Iteration 30Q (8455.130000 sec): 3 clusters Score: Raw -6946785.332147 + Penalty 5335.518645 = -6941449.813501 nChanged 568 SP:Iteration 31Q (8455.300000 sec): 3 clusters Score: Raw -6946954.951483 + Penalty 5335.518645 = -6941619.432838 nChanged 610 SP:Iteration 32Q (8455.480000 sec): 3 clusters Score: Raw -6947130.246777 + Penalty 5335.518645 = -6941794.728132 nChanged 541 SP:Iteration 33Q (8455.660000 sec): 3 clusters Score: Raw -6947271.702922 + Penalty 5335.518645 = -6941936.184276 nChanged 515 SP:Iteration 34Q (8455.930000 sec): 3 clusters Score: Raw -6947411.196581 + Penalty 5335.518645 = -6942075.677936 nChanged 515 SP:Iteration 35Q (8456.090000 sec): 3 clusters Score: Raw -6947554.532801 + Penalty 5335.518645 = -6942219.014155 nChanged 514 SP:Iteration 36Q (8456.240000 sec): 3 clusters Score: Raw -6947698.562477 + Penalty 5335.518645 = -6942363.043831 nChanged 514 SP:Iteration 37Q (8456.400000 sec): 3 clusters Score: Raw -6947836.361674 + Penalty 5335.518645 = -6942500.843029 nChanged 474 SP:Iteration 38Q (8456.560000 sec): 3 clusters Score: Raw -6947961.418497 + Penalty 5335.518645 = -6942625.899851 nChanged 444 SP:Iteration 39Q (8456.710000 sec): 3 clusters Score: Raw -6948073.982309 + Penalty 5335.518645 = -6942738.463664 nChanged 375 SP:Iteration 40F (8456.880000 sec): 3 clusters Score: Raw -6948160.146644 + Penalty 5335.518645 = -6942824.627999 nChanged 324 SP:Iteration 41Q (8457.050000 sec): 3 clusters Score: Raw -6948232.705880 + Penalty 5335.518645 = -6942897.187235 nChanged 299 SP:Iteration 42Q (8457.210000 sec): 3 clusters Score: Raw -6948290.340131 + Penalty 5335.518645 = -6942954.821485 nChanged 257 SP:Iteration 43Q (8457.370000 sec): 3 clusters Score: Raw -6948333.175473 + Penalty 5335.518645 = -6942997.656828 nChanged 234 SP:Iteration 44Q (8457.520000 sec): 3 clusters Score: Raw -6948370.538417 + Penalty 5335.518645 = -6943035.019772 nChanged 195 SP:Iteration 45Q (8457.680000 sec): 3 clusters Score: Raw -6948398.159499 + Penalty 5335.518645 = -6943062.640853 nChanged 159 SP:Iteration 46Q (8457.830000 sec): 3 clusters Score: Raw -6948416.812882 + Penalty 5335.518645 = -6943081.294237 nChanged 134 SP:Iteration 47Q (8457.990000 sec): 3 clusters Score: Raw -6948431.403965 + Penalty 5335.518645 = -6943095.885320 nChanged 112 SP:Iteration 48Q (8458.150000 sec): 3 clusters Score: Raw -6948443.573666 + Penalty 5335.518645 = -6943108.055021 nChanged 118 SP:Iteration 49Q (8458.310000 sec): 3 clusters Score: Raw -6948457.864478 + Penalty 5335.518645 = -6943122.345833 nChanged 127 SP:Iteration 50Q (8458.470000 sec): 3 clusters Score: Raw -6948471.558697 + Penalty 5335.518645 = -6943136.040051 nChanged 115 SP:Iteration 51Q (8458.620000 sec): 3 clusters Score: Raw -6948483.028619 + Penalty 5335.518645 = -6943147.509973 nChanged 108 SP:Iteration 52Q (8458.780000 sec): 3 clusters Score: Raw -6948493.716016 + Penalty 5335.518645 = -6943158.197371 nChanged 116 SP:Iteration 53Q (8458.940000 sec): 3 clusters Score: Raw -6948507.154149 + Penalty 5335.518645 = -6943171.635504 nChanged 109 SP:Iteration 54Q (8459.090000 sec): 3 clusters Score: Raw -6948518.033442 + Penalty 5335.518645 = -6943182.514797 nChanged 93 SP:Iteration 55Q (8459.250000 sec): 3 clusters Score: Raw -6948525.545084 + Penalty 5335.518645 = -6943190.026439 nChanged 72 SP:Iteration 56Q (8459.400000 sec): 3 clusters Score: Raw -6948530.837311 + Penalty 5335.518645 = -6943195.318666 nChanged 65 SP:Iteration 57Q (8459.560000 sec): 3 clusters Score: Raw -6948536.095439 + Penalty 5335.518645 = -6943200.576794 nChanged 72 SP:Iteration 58Q (8459.720000 sec): 3 clusters Score: Raw -6948541.687293 + Penalty 5335.518645 = -6943206.168648 nChanged 65 SP:Iteration 59Q (8459.880000 sec): 3 clusters Score: Raw -6948546.272223 + Penalty 5335.518645 = -6943210.753578 nChanged 45 SP:Iteration 60F (8460.060000 sec): 3 clusters Score: Raw -6948549.254883 + Penalty 5335.518645 = -6943213.736238 nChanged 51 SP:Iteration 61Q (8460.210000 sec): 3 clusters Score: Raw -6948552.976219 + Penalty 5335.518645 = -6943217.457574 nChanged 48 SP:Iteration 62Q (8460.350000 sec): 3 clusters Score: Raw -6948555.916966 + Penalty 5335.518645 = -6943220.398320 nChanged 41 SP:Iteration 63Q (8460.510000 sec): 3 clusters Score: Raw -6948558.270539 + Penalty 5335.518645 = -6943222.751893 nChanged 38 SP:Iteration 64Q (8460.670000 sec): 3 clusters Score: Raw -6948560.670759 + Penalty 5335.518645 = -6943225.152114 nChanged 29 SP:Iteration 65Q (8460.820000 sec): 3 clusters Score: Raw -6948562.468473 + Penalty 5335.518645 = -6943226.949828 nChanged 28 SP:Iteration 66Q (8460.980000 sec): 3 clusters Score: Raw -6948564.019761 + Penalty 5335.518645 = -6943228.501116 nChanged 29 SP:Iteration 67Q (8461.140000 sec): 3 clusters Score: Raw -6948565.616625 + Penalty 5335.518645 = -6943230.097979 nChanged 25 SP:Iteration 68Q (8461.290000 sec): 3 clusters Score: Raw -6948567.065900 + Penalty 5335.518645 = -6943231.547254 nChanged 24 SP:Iteration 69Q (8461.470000 sec): 3 clusters Score: Raw -6948568.574271 + Penalty 5335.518645 = -6943233.055626 nChanged 31 SP:Iteration 70Q (8461.650000 sec): 3 clusters Score: Raw -6948570.433605 + Penalty 5335.518645 = -6943234.914960 nChanged 27 SP:Iteration 71Q (8461.840000 sec): 3 clusters Score: Raw -6948572.165962 + Penalty 5335.518645 = -6943236.647316 nChanged 29 SP:Iteration 72Q (8462.010000 sec): 3 clusters Score: Raw -6948573.465196 + Penalty 5335.518645 = -6943237.946551 nChanged 15 SP:Iteration 73Q (8462.180000 sec): 3 clusters Score: Raw -6948574.048206 + Penalty 5335.518645 = -6943238.529561 nChanged 10 SP:Iteration 74Q (8462.360000 sec): 3 clusters Score: Raw -6948574.506362 + Penalty 5335.518645 = -6943238.987716 nChanged 12 SP:Iteration 75Q (8462.550000 sec): 3 clusters Score: Raw -6948575.144774 + Penalty 5335.518645 = -6943239.626128 nChanged 17 SP:Iteration 76Q (8462.720000 sec): 3 clusters Score: Raw -6948576.149865 + Penalty 5335.518645 = -6943240.631220 nChanged 20 SP:Iteration 77Q (8462.880000 sec): 3 clusters Score: Raw -6948577.100089 + Penalty 5335.518645 = -6943241.581443 nChanged 13 SP:Iteration 78Q (8463.050000 sec): 3 clusters Score: Raw -6948577.751048 + Penalty 5335.518645 = -6943242.232402 nChanged 15 SP:Iteration 79Q (8463.210000 sec): 3 clusters Score: Raw -6948578.346802 + Penalty 5335.518645 = -6943242.828157 nChanged 10 SP:Iteration 80F (8463.410000 sec): 3 clusters Score: Raw -6948578.823170 + Penalty 5335.518645 = -6943243.304525 nChanged 12 SP:Iteration 81Q (8463.590000 sec): 3 clusters Score: Raw -6948579.297836 + Penalty 5335.518645 = -6943243.779191 nChanged 6 SP:Iteration 82Q (8463.750000 sec): 3 clusters Score: Raw -6948579.536671 + Penalty 5335.518645 = -6943244.018026 nChanged 4 SP:Iteration 83Q (8463.910000 sec): 3 clusters Score: Raw -6948579.714250 + Penalty 5335.518645 = -6943244.195604 nChanged 2 SP:Iteration 84Q (8464.060000 sec): 3 clusters Score: Raw -6948579.819696 + Penalty 5335.518645 = -6943244.301050 nChanged 1 SP:Iteration 85Q (8464.220000 sec): 3 clusters Score: Raw -6948579.852077 + Penalty 5335.518645 = -6943244.333431 nChanged 2 SP:Iteration 86Q (8464.370000 sec): 3 clusters Score: Raw -6948579.942368 + Penalty 5335.518645 = -6943244.423723 nChanged 4 SP:Iteration 87Q (8464.520000 sec): 3 clusters Score: Raw -6948580.137817 + Penalty 5335.518645 = -6943244.619172 nChanged 7 SP:Iteration 88Q (8464.680000 sec): 3 clusters Score: Raw -6948580.372440 + Penalty 5335.518645 = -6943244.853795 nChanged 4 SP:Iteration 89Q (8464.840000 sec): 3 clusters Score: Raw -6948580.477569 + Penalty 5335.518645 = -6943244.958923 nChanged 3 SP:Iteration 90Q (8465.000000 sec): 3 clusters Score: Raw -6948580.648708 + Penalty 5335.518645 = -6943245.130063 nChanged 8 SP:Iteration 91Q (8465.160000 sec): 3 clusters Score: Raw -6948580.984838 + Penalty 5335.518645 = -6943245.466192 nChanged 8 SP:Iteration 92Q (8465.320000 sec): 3 clusters Score: Raw -6948581.306232 + Penalty 5335.518645 = -6943245.787586 nChanged 4 SP:Iteration 93Q (8465.480000 sec): 3 clusters Score: Raw -6948581.447064 + Penalty 5335.518645 = -6943245.928418 nChanged 3 SP:Iteration 94Q (8465.650000 sec): 3 clusters Score: Raw -6948581.583369 + Penalty 5335.518645 = -6943246.064724 nChanged 4 SP:Iteration 95Q (8465.800000 sec): 3 clusters Score: Raw -6948581.702594 + Penalty 5335.518645 = -6943246.183949 nChanged 4 SP:Iteration 96Q (8465.960000 sec): 3 clusters Score: Raw -6948581.809310 + Penalty 5335.518645 = -6943246.290665 nChanged 3 SP:Iteration 97Q (8466.110000 sec): 3 clusters Score: Raw -6948581.902690 + Penalty 5335.518645 = -6943246.384044 nChanged 2 SP:Iteration 98Q (8466.280000 sec): 3 clusters Score: Raw -6948581.980560 + Penalty 5335.518645 = -6943246.461915 nChanged 0 SP:Iteration 99F (8466.450000 sec): 3 clusters Score: Raw -6948581.980560 + Penalty 5335.518645 = -6943246.461915 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 11 (507 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8466.470000 sec): 2 clusters Score: Raw -72287.215992 + Penalty 1544.670729 = -70742.545263 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8466.470000 sec): 3 clusters Score: Raw -72298.376580 + Penalty 3089.341458 = -69209.035122 nChanged 87 SP:Iteration 1F (8466.470000 sec): 3 clusters Score: Raw -72470.662636 + Penalty 3089.341458 = -69381.321178 nChanged 23 SP:Iteration 2Q (8466.480000 sec): 3 clusters Score: Raw -72527.937228 + Penalty 3089.341458 = -69438.595770 nChanged 11 SP:Iteration 3Q (8466.480000 sec): 3 clusters Score: Raw -72550.405679 + Penalty 3089.341458 = -69461.064221 nChanged 4 SP:Iteration 4Q (8466.480000 sec): 3 clusters Score: Raw -72557.775477 + Penalty 3089.341458 = -69468.434019 nChanged 0 SP:Iteration 5F (8466.480000 sec): 3 clusters Score: Raw -72557.775477 + Penalty 3089.341458 = -69468.434019 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 12 (531 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8466.490000 sec): 2 clusters Score: Raw -74391.955822 + Penalty 1556.140981 = -72835.814841 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8466.490000 sec): 3 clusters Score: Raw -74374.713145 + Penalty 3112.281963 = -71262.431182 nChanged 96 SP:Iteration 1F (8466.490000 sec): 3 clusters Score: Raw -74552.053945 + Penalty 3112.281963 = -71439.771983 nChanged 28 SP:Iteration 2F (8466.490000 sec): 3 clusters Score: Raw -74611.993062 + Penalty 3112.281963 = -71499.711099 nChanged 11 SP:Iteration 3Q (8466.490000 sec): 3 clusters Score: Raw -74637.494798 + Penalty 3112.281963 = -71525.212835 nChanged 7 SP:Iteration 4Q (8466.490000 sec): 3 clusters Score: Raw -74648.968469 + Penalty 3112.281963 = -71536.686507 nChanged 10 SP:Iteration 5Q (8466.500000 sec): 3 clusters Score: Raw -74678.510853 + Penalty 3112.281963 = -71566.228891 nChanged 9 SP:Iteration 6Q (8466.500000 sec): 3 clusters Score: Raw -74706.428547 + Penalty 3112.281963 = -71594.146585 nChanged 4 SP:Iteration 7Q (8466.500000 sec): 3 clusters Score: Raw -74725.291885 + Penalty 3112.281963 = -71613.009923 nChanged 3 SP:Iteration 8Q (8466.500000 sec): 3 clusters Score: Raw -74732.131082 + Penalty 3112.281963 = -71619.849119 nChanged 3 SP:Iteration 9Q (8466.510000 sec): 3 clusters Score: Raw -74749.244088 + Penalty 3112.281963 = -71636.962125 nChanged 3 SP:Iteration 10Q (8466.510000 sec): 3 clusters Score: Raw -74757.494537 + Penalty 3112.281963 = -71645.212575 nChanged 1 SP:Iteration 11Q (8466.510000 sec): 3 clusters Score: Raw -74762.187249 + Penalty 3112.281963 = -71649.905287 nChanged 1 SP:Iteration 12Q (8466.510000 sec): 3 clusters Score: Raw -74765.825881 + Penalty 3112.281963 = -71653.543919 nChanged 1 SP:Iteration 13Q (8466.510000 sec): 3 clusters Score: Raw -74767.858565 + Penalty 3112.281963 = -71655.576603 nChanged 0 SP:Iteration 14F (8466.510000 sec): 3 clusters Score: Raw -74767.858565 + Penalty 3112.281963 = -71655.576603 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 13 (50048 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8466.690000 sec): 2 clusters Score: Raw -7384534.591750 + Penalty 2683.542980 = -7381851.048770 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8466.880000 sec): 3 clusters Score: Raw -7353600.922099 + Penalty 5367.085961 = -7348233.836138 nChanged 23033 SP:Iteration 1F (8467.070000 sec): 3 clusters Score: Raw -7366618.008270 + Penalty 5367.085961 = -7361250.922310 nChanged 2360 SP:Iteration 2Q (8467.270000 sec): 3 clusters Score: Raw -7367577.179182 + Penalty 5367.085961 = -7362210.093221 nChanged 2527 SP:Iteration 3F (8467.470000 sec): 3 clusters Score: Raw -7368891.174754 + Penalty 5367.085961 = -7363524.088794 nChanged 2832 SP:Iteration 4F (8467.660000 sec): 3 clusters Score: Raw -7370716.736248 + Penalty 5367.085961 = -7365349.650288 nChanged 3163 SP:Iteration 5F (8467.850000 sec): 3 clusters Score: Raw -7372855.911766 + Penalty 5367.085961 = -7367488.825805 nChanged 3157 SP:Iteration 6F (8468.040000 sec): 3 clusters Score: Raw -7374994.712587 + Penalty 5367.085961 = -7369627.626627 nChanged 3008 SP:Iteration 7F (8468.230000 sec): 3 clusters Score: Raw -7376845.748284 + Penalty 5367.085961 = -7371478.662324 nChanged 2606 SP:Iteration 8F (8468.430000 sec): 3 clusters Score: Raw -7378183.672705 + Penalty 5367.085961 = -7372816.586744 nChanged 2091 SP:Iteration 9Q (8468.620000 sec): 3 clusters Score: Raw -7379164.126178 + Penalty 5367.085961 = -7373797.040217 nChanged 1734 SP:Iteration 10Q (8468.810000 sec): 3 clusters Score: Raw -7379895.832149 + Penalty 5367.085961 = -7374528.746189 nChanged 1424 SP:Iteration 11Q (8469.010000 sec): 3 clusters Score: Raw -7380409.442112 + Penalty 5367.085961 = -7375042.356151 nChanged 1183 SP:Iteration 12Q (8469.190000 sec): 3 clusters Score: Raw -7380797.439153 + Penalty 5367.085961 = -7375430.353193 nChanged 1000 SP:Iteration 13Q (8469.370000 sec): 3 clusters Score: Raw -7381103.262498 + Penalty 5367.085961 = -7375736.176538 nChanged 913 SP:Iteration 14Q (8469.560000 sec): 3 clusters Score: Raw -7381376.371307 + Penalty 5367.085961 = -7376009.285346 nChanged 785 SP:Iteration 15Q (8469.760000 sec): 3 clusters Score: Raw -7381593.892646 + Penalty 5367.085961 = -7376226.806685 nChanged 731 SP:Iteration 16Q (8469.940000 sec): 3 clusters Score: Raw -7381785.850399 + Penalty 5367.085961 = -7376418.764438 nChanged 648 SP:Iteration 17Q (8470.160000 sec): 3 clusters Score: Raw -7381945.429605 + Penalty 5367.085961 = -7376578.343644 nChanged 608 SP:Iteration 18Q (8470.330000 sec): 3 clusters Score: Raw -7382101.154743 + Penalty 5367.085961 = -7376734.068782 nChanged 599 SP:Iteration 19Q (8470.510000 sec): 3 clusters Score: Raw -7382266.965204 + Penalty 5367.085961 = -7376899.879243 nChanged 578 SP:Iteration 20F (8470.700000 sec): 3 clusters Score: Raw -7382442.187683 + Penalty 5367.085961 = -7377075.101722 nChanged 635 SP:Iteration 21Q (8470.870000 sec): 3 clusters Score: Raw -7382649.226820 + Penalty 5367.085961 = -7377282.140860 nChanged 668 SP:Iteration 22Q (8471.040000 sec): 3 clusters Score: Raw -7382876.588780 + Penalty 5367.085961 = -7377509.502819 nChanged 660 SP:Iteration 23Q (8471.210000 sec): 3 clusters Score: Raw -7383108.156605 + Penalty 5367.085961 = -7377741.070644 nChanged 660 SP:Iteration 24Q (8471.380000 sec): 3 clusters Score: Raw -7383351.512987 + Penalty 5367.085961 = -7377984.427027 nChanged 690 SP:Iteration 25Q (8471.550000 sec): 3 clusters Score: Raw -7383614.958614 + Penalty 5367.085961 = -7378247.872653 nChanged 649 SP:Iteration 26Q (8471.720000 sec): 3 clusters Score: Raw -7383873.348587 + Penalty 5367.085961 = -7378506.262626 nChanged 689 SP:Iteration 27Q (8471.890000 sec): 3 clusters Score: Raw -7384165.632782 + Penalty 5367.085961 = -7378798.546821 nChanged 694 SP:Iteration 28Q (8472.050000 sec): 3 clusters Score: Raw -7384478.884820 + Penalty 5367.085961 = -7379111.798859 nChanged 651 SP:Iteration 29Q (8472.220000 sec): 3 clusters Score: Raw -7384761.664676 + Penalty 5367.085961 = -7379394.578715 nChanged 602 SP:Iteration 30Q (8472.380000 sec): 3 clusters Score: Raw -7385051.223684 + Penalty 5367.085961 = -7379684.137724 nChanged 596 SP:Iteration 31Q (8472.550000 sec): 3 clusters Score: Raw -7385335.175537 + Penalty 5367.085961 = -7379968.089576 nChanged 517 SP:Iteration 32Q (8472.700000 sec): 3 clusters Score: Raw -7385559.608854 + Penalty 5367.085961 = -7380192.522894 nChanged 459 SP:Iteration 33Q (8472.860000 sec): 3 clusters Score: Raw -7385738.015159 + Penalty 5367.085961 = -7380370.929198 nChanged 378 SP:Iteration 34Q (8473.020000 sec): 3 clusters Score: Raw -7385872.553696 + Penalty 5367.085961 = -7380505.467735 nChanged 354 SP:Iteration 35Q (8473.180000 sec): 3 clusters Score: Raw -7385992.101623 + Penalty 5367.085961 = -7380625.015663 nChanged 313 SP:Iteration 36Q (8473.340000 sec): 3 clusters Score: Raw -7386089.817822 + Penalty 5367.085961 = -7380722.731861 nChanged 266 SP:Iteration 37Q (8473.480000 sec): 3 clusters Score: Raw -7386166.452974 + Penalty 5367.085961 = -7380799.367014 nChanged 233 SP:Iteration 38Q (8473.630000 sec): 3 clusters Score: Raw -7386225.810752 + Penalty 5367.085961 = -7380858.724791 nChanged 182 SP:Iteration 39Q (8473.780000 sec): 3 clusters Score: Raw -7386269.464987 + Penalty 5367.085961 = -7380902.379026 nChanged 163 SP:Iteration 40F (8473.970000 sec): 3 clusters Score: Raw -7386305.620631 + Penalty 5367.085961 = -7380938.534671 nChanged 130 SP:Iteration 41Q (8474.120000 sec): 3 clusters Score: Raw -7386332.799921 + Penalty 5367.085961 = -7380965.713960 nChanged 118 SP:Iteration 42Q (8474.280000 sec): 3 clusters Score: Raw -7386356.049843 + Penalty 5367.085961 = -7380988.963882 nChanged 101 SP:Iteration 43Q (8474.430000 sec): 3 clusters Score: Raw -7386376.869451 + Penalty 5367.085961 = -7381009.783490 nChanged 87 SP:Iteration 44Q (8474.580000 sec): 3 clusters Score: Raw -7386393.228894 + Penalty 5367.085961 = -7381026.142934 nChanged 88 SP:Iteration 45Q (8474.730000 sec): 3 clusters Score: Raw -7386408.741816 + Penalty 5367.085961 = -7381041.655855 nChanged 78 SP:Iteration 46Q (8474.880000 sec): 3 clusters Score: Raw -7386423.077970 + Penalty 5367.085961 = -7381055.992009 nChanged 62 SP:Iteration 47Q (8475.020000 sec): 3 clusters Score: Raw -7386432.897467 + Penalty 5367.085961 = -7381065.811507 nChanged 52 SP:Iteration 48Q (8475.160000 sec): 3 clusters Score: Raw -7386441.857969 + Penalty 5367.085961 = -7381074.772009 nChanged 64 SP:Iteration 49Q (8475.310000 sec): 3 clusters Score: Raw -7386451.700736 + Penalty 5367.085961 = -7381084.614775 nChanged 44 SP:Iteration 50Q (8475.450000 sec): 3 clusters Score: Raw -7386457.950214 + Penalty 5367.085961 = -7381090.864253 nChanged 38 SP:Iteration 51Q (8475.600000 sec): 3 clusters Score: Raw -7386463.612688 + Penalty 5367.085961 = -7381096.526728 nChanged 34 SP:Iteration 52Q (8475.740000 sec): 3 clusters Score: Raw -7386467.976128 + Penalty 5367.085961 = -7381100.890167 nChanged 26 SP:Iteration 53Q (8475.890000 sec): 3 clusters Score: Raw -7386471.603779 + Penalty 5367.085961 = -7381104.517819 nChanged 30 SP:Iteration 54Q (8476.040000 sec): 3 clusters Score: Raw -7386475.809791 + Penalty 5367.085961 = -7381108.723831 nChanged 29 SP:Iteration 55Q (8476.180000 sec): 3 clusters Score: Raw -7386479.875753 + Penalty 5367.085961 = -7381112.789793 nChanged 22 SP:Iteration 56Q (8476.320000 sec): 3 clusters Score: Raw -7386483.008865 + Penalty 5367.085961 = -7381115.922905 nChanged 15 SP:Iteration 57Q (8476.470000 sec): 3 clusters Score: Raw -7386484.755878 + Penalty 5367.085961 = -7381117.669918 nChanged 12 SP:Iteration 58Q (8476.600000 sec): 3 clusters Score: Raw -7386486.625811 + Penalty 5367.085961 = -7381119.539851 nChanged 18 SP:Iteration 59Q (8476.750000 sec): 3 clusters Score: Raw -7386488.449174 + Penalty 5367.085961 = -7381121.363213 nChanged 15 SP:Iteration 60F (8476.930000 sec): 3 clusters Score: Raw -7386490.014875 + Penalty 5367.085961 = -7381122.928914 nChanged 12 SP:Iteration 61Q (8477.090000 sec): 3 clusters Score: Raw -7386490.959396 + Penalty 5367.085961 = -7381123.873435 nChanged 8 SP:Iteration 62Q (8477.230000 sec): 3 clusters Score: Raw -7386491.602653 + Penalty 5367.085961 = -7381124.516692 nChanged 4 SP:Iteration 63Q (8477.380000 sec): 3 clusters Score: Raw -7386492.016656 + Penalty 5367.085961 = -7381124.930695 nChanged 4 SP:Iteration 64Q (8477.520000 sec): 3 clusters Score: Raw -7386492.607948 + Penalty 5367.085961 = -7381125.521987 nChanged 7 SP:Iteration 65Q (8477.680000 sec): 3 clusters Score: Raw -7386493.532903 + Penalty 5367.085961 = -7381126.446942 nChanged 6 SP:Iteration 66Q (8477.820000 sec): 3 clusters Score: Raw -7386494.100780 + Penalty 5367.085961 = -7381127.014820 nChanged 10 SP:Iteration 67Q (8477.970000 sec): 3 clusters Score: Raw -7386495.203640 + Penalty 5367.085961 = -7381128.117679 nChanged 8 SP:Iteration 68Q (8478.130000 sec): 3 clusters Score: Raw -7386495.961883 + Penalty 5367.085961 = -7381128.875923 nChanged 10 SP:Iteration 69Q (8478.280000 sec): 3 clusters Score: Raw -7386496.736100 + Penalty 5367.085961 = -7381129.650139 nChanged 10 SP:Iteration 70Q (8478.430000 sec): 3 clusters Score: Raw -7386497.960499 + Penalty 5367.085961 = -7381130.874539 nChanged 9 SP:Iteration 71Q (8478.580000 sec): 3 clusters Score: Raw -7386498.843386 + Penalty 5367.085961 = -7381131.757426 nChanged 9 SP:Iteration 72Q (8478.730000 sec): 3 clusters Score: Raw -7386499.651940 + Penalty 5367.085961 = -7381132.565979 nChanged 5 SP:Iteration 73Q (8478.880000 sec): 3 clusters Score: Raw -7386499.911394 + Penalty 5367.085961 = -7381132.825433 nChanged 4 SP:Iteration 74Q (8479.020000 sec): 3 clusters Score: Raw -7386500.367231 + Penalty 5367.085961 = -7381133.281270 nChanged 6 SP:Iteration 75Q (8479.180000 sec): 3 clusters Score: Raw -7386500.784703 + Penalty 5367.085961 = -7381133.698742 nChanged 3 SP:Iteration 76Q (8479.320000 sec): 3 clusters Score: Raw -7386501.100194 + Penalty 5367.085961 = -7381134.014233 nChanged 3 SP:Iteration 77Q (8479.460000 sec): 3 clusters Score: Raw -7386501.462308 + Penalty 5367.085961 = -7381134.376348 nChanged 4 SP:Iteration 78Q (8479.610000 sec): 3 clusters Score: Raw -7386501.791094 + Penalty 5367.085961 = -7381134.705133 nChanged 3 SP:Iteration 79Q (8479.760000 sec): 3 clusters Score: Raw -7386502.079147 + Penalty 5367.085961 = -7381134.993187 nChanged 2 SP:Iteration 80F (8479.950000 sec): 3 clusters Score: Raw -7386502.315033 + Penalty 5367.085961 = -7381135.229073 nChanged 3 SP:Iteration 81Q (8480.120000 sec): 3 clusters Score: Raw -7386502.604662 + Penalty 5367.085961 = -7381135.518702 nChanged 1 SP:Iteration 82Q (8480.270000 sec): 3 clusters Score: Raw -7386502.778655 + Penalty 5367.085961 = -7381135.692694 nChanged 3 SP:Iteration 83Q (8480.420000 sec): 3 clusters Score: Raw -7386503.033286 + Penalty 5367.085961 = -7381135.947325 nChanged 1 SP:Iteration 84Q (8480.580000 sec): 3 clusters Score: Raw -7386503.125386 + Penalty 5367.085961 = -7381136.039425 nChanged 2 SP:Iteration 85Q (8480.730000 sec): 3 clusters Score: Raw -7386503.353157 + Penalty 5367.085961 = -7381136.267196 nChanged 1 SP:Iteration 86Q (8480.880000 sec): 3 clusters Score: Raw -7386503.431023 + Penalty 5367.085961 = -7381136.345062 nChanged 0 SP:Iteration 87F (8481.070000 sec): 3 clusters Score: Raw -7386503.431023 + Penalty 5367.085961 = -7381136.345062 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 14 (7058 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8481.120000 sec): 2 clusters Score: Raw -1015841.282648 + Penalty 2197.755417 = -1013643.527231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8481.150000 sec): 3 clusters Score: Raw -1012217.462030 + Penalty 4395.510834 = -1007821.951196 nChanged 2835 SP:Iteration 1F (8481.180000 sec): 3 clusters Score: Raw -1013760.918636 + Penalty 4395.510834 = -1009365.407802 nChanged 485 SP:Iteration 2F (8481.200000 sec): 3 clusters Score: Raw -1014006.179667 + Penalty 4395.510834 = -1009610.668832 nChanged 325 SP:Iteration 3Q (8481.230000 sec): 3 clusters Score: Raw -1014151.622252 + Penalty 4395.510834 = -1009756.111418 nChanged 272 SP:Iteration 4Q (8481.260000 sec): 3 clusters Score: Raw -1014259.553209 + Penalty 4395.510834 = -1009864.042375 nChanged 189 SP:Iteration 5Q (8481.280000 sec): 3 clusters Score: Raw -1014335.283881 + Penalty 4395.510834 = -1009939.773047 nChanged 156 SP:Iteration 6Q (8481.310000 sec): 3 clusters Score: Raw -1014389.108464 + Penalty 4395.510834 = -1009993.597630 nChanged 123 SP:Iteration 7Q (8481.340000 sec): 3 clusters Score: Raw -1014428.318303 + Penalty 4395.510834 = -1010032.807469 nChanged 106 SP:Iteration 8Q (8481.360000 sec): 3 clusters Score: Raw -1014464.435946 + Penalty 4395.510834 = -1010068.925112 nChanged 112 SP:Iteration 9Q (8481.390000 sec): 3 clusters Score: Raw -1014498.659444 + Penalty 4395.510834 = -1010103.148610 nChanged 98 SP:Iteration 10Q (8481.420000 sec): 3 clusters Score: Raw -1014526.369774 + Penalty 4395.510834 = -1010130.858940 nChanged 91 SP:Iteration 11Q (8481.450000 sec): 3 clusters Score: Raw -1014557.684791 + Penalty 4395.510834 = -1010162.173956 nChanged 105 SP:Iteration 12Q (8481.480000 sec): 3 clusters Score: Raw -1014599.398783 + Penalty 4395.510834 = -1010203.887949 nChanged 129 SP:Iteration 13Q (8481.500000 sec): 3 clusters Score: Raw -1014654.507032 + Penalty 4395.510834 = -1010258.996198 nChanged 149 SP:Iteration 14Q (8481.530000 sec): 3 clusters Score: Raw -1014715.488374 + Penalty 4395.510834 = -1010319.977540 nChanged 174 SP:Iteration 15Q (8481.560000 sec): 3 clusters Score: Raw -1014789.409436 + Penalty 4395.510834 = -1010393.898602 nChanged 164 SP:Iteration 16Q (8481.580000 sec): 3 clusters Score: Raw -1014862.870152 + Penalty 4395.510834 = -1010467.359318 nChanged 161 SP:Iteration 17Q (8481.610000 sec): 3 clusters Score: Raw -1014944.322673 + Penalty 4395.510834 = -1010548.811839 nChanged 180 SP:Iteration 18Q (8481.640000 sec): 3 clusters Score: Raw -1015041.047876 + Penalty 4395.510834 = -1010645.537042 nChanged 182 SP:Iteration 19Q (8481.660000 sec): 3 clusters Score: Raw -1015153.157684 + Penalty 4395.510834 = -1010757.646850 nChanged 209 SP:Iteration 20F (8481.690000 sec): 3 clusters Score: Raw -1015291.581360 + Penalty 4395.510834 = -1010896.070526 nChanged 204 SP:Iteration 21Q (8481.720000 sec): 3 clusters Score: Raw -1015424.415792 + Penalty 4395.510834 = -1011028.904958 nChanged 171 SP:Iteration 22Q (8481.740000 sec): 3 clusters Score: Raw -1015538.124393 + Penalty 4395.510834 = -1011142.613559 nChanged 147 SP:Iteration 23Q (8481.770000 sec): 3 clusters Score: Raw -1015639.631684 + Penalty 4395.510834 = -1011244.120850 nChanged 131 SP:Iteration 24Q (8481.800000 sec): 3 clusters Score: Raw -1015737.698856 + Penalty 4395.510834 = -1011342.188022 nChanged 101 SP:Iteration 25Q (8481.820000 sec): 3 clusters Score: Raw -1015806.246685 + Penalty 4395.510834 = -1011410.735851 nChanged 79 SP:Iteration 26Q (8481.840000 sec): 3 clusters Score: Raw -1015867.560442 + Penalty 4395.510834 = -1011472.049607 nChanged 64 SP:Iteration 27Q (8481.870000 sec): 3 clusters Score: Raw -1015914.956444 + Penalty 4395.510834 = -1011519.445609 nChanged 56 SP:Iteration 28Q (8481.900000 sec): 3 clusters Score: Raw -1015964.511548 + Penalty 4395.510834 = -1011569.000714 nChanged 55 SP:Iteration 29Q (8481.920000 sec): 3 clusters Score: Raw -1016011.030233 + Penalty 4395.510834 = -1011615.519399 nChanged 54 SP:Iteration 30Q (8481.940000 sec): 3 clusters Score: Raw -1016052.529035 + Penalty 4395.510834 = -1011657.018201 nChanged 32 SP:Iteration 31Q (8481.960000 sec): 3 clusters Score: Raw -1016081.340604 + Penalty 4395.510834 = -1011685.829770 nChanged 29 SP:Iteration 32Q (8481.990000 sec): 3 clusters Score: Raw -1016103.367112 + Penalty 4395.510834 = -1011707.856278 nChanged 23 SP:Iteration 33Q (8482.010000 sec): 3 clusters Score: Raw -1016124.060265 + Penalty 4395.510834 = -1011728.549430 nChanged 15 SP:Iteration 34Q (8482.040000 sec): 3 clusters Score: Raw -1016137.038519 + Penalty 4395.510834 = -1011741.527685 nChanged 9 SP:Iteration 35Q (8482.060000 sec): 3 clusters Score: Raw -1016142.828602 + Penalty 4395.510834 = -1011747.317768 nChanged 9 SP:Iteration 36Q (8482.080000 sec): 3 clusters Score: Raw -1016149.015874 + Penalty 4395.510834 = -1011753.505040 nChanged 10 SP:Iteration 37Q (8482.110000 sec): 3 clusters Score: Raw -1016156.262144 + Penalty 4395.510834 = -1011760.751310 nChanged 6 SP:Iteration 38Q (8482.130000 sec): 3 clusters Score: Raw -1016160.661001 + Penalty 4395.510834 = -1011765.150167 nChanged 7 SP:Iteration 39Q (8482.150000 sec): 3 clusters Score: Raw -1016166.892891 + Penalty 4395.510834 = -1011771.382057 nChanged 8 SP:Iteration 40F (8482.180000 sec): 3 clusters Score: Raw -1016173.982277 + Penalty 4395.510834 = -1011778.471443 nChanged 7 SP:Iteration 41Q (8482.200000 sec): 3 clusters Score: Raw -1016180.285987 + Penalty 4395.510834 = -1011784.775153 nChanged 8 SP:Iteration 42Q (8482.220000 sec): 3 clusters Score: Raw -1016185.826497 + Penalty 4395.510834 = -1011790.315663 nChanged 8 SP:Iteration 43Q (8482.250000 sec): 3 clusters Score: Raw -1016194.575616 + Penalty 4395.510834 = -1011799.064782 nChanged 5 SP:Iteration 44Q (8482.270000 sec): 3 clusters Score: Raw -1016199.046040 + Penalty 4395.510834 = -1011803.535206 nChanged 4 SP:Iteration 45Q (8482.290000 sec): 3 clusters Score: Raw -1016202.663372 + Penalty 4395.510834 = -1011807.152538 nChanged 1 SP:Iteration 46Q (8482.310000 sec): 3 clusters Score: Raw -1016203.256101 + Penalty 4395.510834 = -1011807.745267 nChanged 1 SP:Iteration 47Q (8482.340000 sec): 3 clusters Score: Raw -1016204.574280 + Penalty 4395.510834 = -1011809.063446 nChanged 1 SP:Iteration 48Q (8482.360000 sec): 3 clusters Score: Raw -1016205.154594 + Penalty 4395.510834 = -1011809.643760 nChanged 0 SP:Iteration 49F (8482.380000 sec): 3 clusters Score: Raw -1016205.154594 + Penalty 4395.510834 = -1011809.643760 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 15 (368435 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8483.680000 sec): 2 clusters Score: Raw -54066416.126711 + Penalty 3178.620857 = -54063237.505854 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8485.100000 sec): 3 clusters Score: Raw -53821163.462462 + Penalty 6357.241714 = -53814806.220748 nChanged 179155 SP:Iteration 1F (8486.550000 sec): 3 clusters Score: Raw -53927620.818050 + Penalty 6357.241714 = -53921263.576336 nChanged 7904 SP:Iteration 2Q (8488.040000 sec): 3 clusters Score: Raw -53928803.570405 + Penalty 6357.241714 = -53922446.328692 nChanged 8137 SP:Iteration 3Q (8489.540000 sec): 3 clusters Score: Raw -53930120.561315 + Penalty 6357.241714 = -53923763.319601 nChanged 8573 SP:Iteration 4Q (8491.000000 sec): 3 clusters Score: Raw -53931641.140012 + Penalty 6357.241714 = -53925283.898298 nChanged 9576 SP:Iteration 5Q (8492.440000 sec): 3 clusters Score: Raw -53933640.072258 + Penalty 6357.241714 = -53927282.830544 nChanged 10907 SP:Iteration 6Q (8493.890000 sec): 3 clusters Score: Raw -53936379.300468 + Penalty 6357.241714 = -53930022.058754 nChanged 12890 SP:Iteration 7Q (8495.330000 sec): 3 clusters Score: Raw -53940524.575983 + Penalty 6357.241714 = -53934167.334269 nChanged 15894 SP:Iteration 8Q (8496.810000 sec): 3 clusters Score: Raw -53947316.416246 + Penalty 6357.241714 = -53940959.174532 nChanged 19432 SP:Iteration 9F (8498.220000 sec): 3 clusters Score: Raw -53958099.377206 + Penalty 6357.241714 = -53951742.135493 nChanged 22743 SP:Iteration 10F (8499.640000 sec): 3 clusters Score: Raw -53974092.645088 + Penalty 6357.241714 = -53967735.403375 nChanged 24132 SP:Iteration 11F (8501.030000 sec): 3 clusters Score: Raw -53993856.108686 + Penalty 6357.241714 = -53987498.866973 nChanged 22206 SP:Iteration 12F (8502.460000 sec): 3 clusters Score: Raw -54012975.294951 + Penalty 6357.241714 = -54006618.053238 nChanged 17591 SP:Iteration 13Q (8503.830000 sec): 3 clusters Score: Raw -54027596.355916 + Penalty 6357.241714 = -54021239.114202 nChanged 13048 SP:Iteration 14Q (8505.140000 sec): 3 clusters Score: Raw -54037774.182556 + Penalty 6357.241714 = -54031416.940842 nChanged 10142 SP:Iteration 15Q (8506.330000 sec): 3 clusters Score: Raw -54045528.870490 + Penalty 6357.241714 = -54039171.628776 nChanged 8258 SP:Iteration 16Q (8507.500000 sec): 3 clusters Score: Raw -54051881.905353 + Penalty 6357.241714 = -54045524.663639 nChanged 6510 SP:Iteration 17Q (8508.590000 sec): 3 clusters Score: Raw -54057010.477390 + Penalty 6357.241714 = -54050653.235676 nChanged 4954 SP:Iteration 18Q (8509.660000 sec): 3 clusters Score: Raw -54060988.001650 + Penalty 6357.241714 = -54054630.759936 nChanged 3349 SP:Iteration 19Q (8510.740000 sec): 3 clusters Score: Raw -54063667.952052 + Penalty 6357.241714 = -54057310.710338 nChanged 1974 SP:Iteration 20F (8512.150000 sec): 3 clusters Score: Raw -54065232.847931 + Penalty 6357.241714 = -54058875.606217 nChanged 970 SP:Iteration 21Q (8513.150000 sec): 3 clusters Score: Raw -54065984.160763 + Penalty 6357.241714 = -54059626.919049 nChanged 426 SP:Iteration 22Q (8514.830000 sec): 3 clusters Score: Raw -54066334.538982 + Penalty 6357.241714 = -54059977.297268 nChanged 197 SP:Iteration 23Q (8516.540000 sec): 3 clusters Score: Raw -54066516.534741 + Penalty 6357.241714 = -54060159.293027 nChanged 107 SP:Iteration 24Q (8517.530000 sec): 3 clusters Score: Raw -54066624.736032 + Penalty 6357.241714 = -54060267.494319 nChanged 55 SP:Iteration 25Q (8519.990000 sec): 3 clusters Score: Raw -54066673.059879 + Penalty 6357.241714 = -54060315.818166 nChanged 33 SP:Iteration 26Q (8521.030000 sec): 3 clusters Score: Raw -54066706.153222 + Penalty 6357.241714 = -54060348.911508 nChanged 30 SP:Iteration 27Q (8522.310000 sec): 3 clusters Score: Raw -54066735.216628 + Penalty 6357.241714 = -54060377.974914 nChanged 15 SP:Iteration 28Q (8523.380000 sec): 3 clusters Score: Raw -54066749.476093 + Penalty 6357.241714 = -54060392.234379 nChanged 11 SP:Iteration 29Q (8524.380000 sec): 3 clusters Score: Raw -54066760.539694 + Penalty 6357.241714 = -54060403.297980 nChanged 7 SP:Iteration 30Q (8525.390000 sec): 3 clusters Score: Raw -54066767.298976 + Penalty 6357.241714 = -54060410.057262 nChanged 3 SP:Iteration 31Q (8526.390000 sec): 3 clusters Score: Raw -54066770.722355 + Penalty 6357.241714 = -54060413.480641 nChanged 5 SP:Iteration 32Q (8527.380000 sec): 3 clusters Score: Raw -54066774.964022 + Penalty 6357.241714 = -54060417.722308 nChanged 3 SP:Iteration 33Q (8528.390000 sec): 3 clusters Score: Raw -54066777.276606 + Penalty 6357.241714 = -54060420.034893 nChanged 2 SP:Iteration 34Q (8529.380000 sec): 3 clusters Score: Raw -54066779.918911 + Penalty 6357.241714 = -54060422.677197 nChanged 3 SP:Iteration 35Q (8530.390000 sec): 3 clusters Score: Raw -54066782.876739 + Penalty 6357.241714 = -54060425.635025 nChanged 2 SP:Iteration 36Q (8531.390000 sec): 3 clusters Score: Raw -54066784.304031 + Penalty 6357.241714 = -54060427.062318 nChanged 1 SP:Iteration 37Q (8532.390000 sec): 3 clusters Score: Raw -54066784.617790 + Penalty 6357.241714 = -54060427.376077 nChanged 1 SP:Iteration 38Q (8533.390000 sec): 3 clusters Score: Raw -54066785.023402 + Penalty 6357.241714 = -54060427.781688 nChanged 1 SP:Iteration 39Q (8534.370000 sec): 3 clusters Score: Raw -54066785.840734 + Penalty 6357.241714 = -54060428.599020 nChanged 1 SP:Iteration 40F (8535.850000 sec): 3 clusters Score: Raw -54066786.970134 + Penalty 6357.241714 = -54060429.728420 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 16 (20796 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8536.070000 sec): 2 clusters Score: Raw -3024990.327205 + Penalty 2465.743953 = -3022524.583252 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8536.150000 sec): 3 clusters Score: Raw -3012953.059734 + Penalty 4931.487906 = -3008021.571828 nChanged 9170 SP:Iteration 1F (8536.230000 sec): 3 clusters Score: Raw -3017997.902537 + Penalty 4931.487906 = -3013066.414631 nChanged 1212 SP:Iteration 2F (8536.310000 sec): 3 clusters Score: Raw -3018505.461348 + Penalty 4931.487906 = -3013573.973442 nChanged 1038 SP:Iteration 3Q (8536.390000 sec): 3 clusters Score: Raw -3018939.081008 + Penalty 4931.487906 = -3014007.593102 nChanged 1004 SP:Iteration 4Q (8536.480000 sec): 3 clusters Score: Raw -3019412.140957 + Penalty 4931.487906 = -3014480.653051 nChanged 1002 SP:Iteration 5Q (8536.560000 sec): 3 clusters Score: Raw -3019933.130890 + Penalty 4931.487906 = -3015001.642984 nChanged 1035 SP:Iteration 6Q (8536.640000 sec): 3 clusters Score: Raw -3020515.564213 + Penalty 4931.487906 = -3015584.076307 nChanged 1064 SP:Iteration 7F (8536.720000 sec): 3 clusters Score: Raw -3021151.395064 + Penalty 4931.487906 = -3016219.907158 nChanged 1060 SP:Iteration 8F (8536.800000 sec): 3 clusters Score: Raw -3021783.755682 + Penalty 4931.487906 = -3016852.267776 nChanged 971 SP:Iteration 9Q (8536.880000 sec): 3 clusters Score: Raw -3022341.010198 + Penalty 4931.487906 = -3017409.522292 nChanged 816 SP:Iteration 10Q (8536.960000 sec): 3 clusters Score: Raw -3022776.072760 + Penalty 4931.487906 = -3017844.584854 nChanged 633 SP:Iteration 11Q (8537.040000 sec): 3 clusters Score: Raw -3023080.981039 + Penalty 4931.487906 = -3018149.493133 nChanged 513 SP:Iteration 12Q (8537.120000 sec): 3 clusters Score: Raw -3023288.875038 + Penalty 4931.487906 = -3018357.387132 nChanged 395 SP:Iteration 13Q (8537.200000 sec): 3 clusters Score: Raw -3023440.408337 + Penalty 4931.487906 = -3018508.920431 nChanged 339 SP:Iteration 14Q (8537.280000 sec): 3 clusters Score: Raw -3023567.108258 + Penalty 4931.487906 = -3018635.620352 nChanged 321 SP:Iteration 15Q (8537.360000 sec): 3 clusters Score: Raw -3023685.589733 + Penalty 4931.487906 = -3018754.101827 nChanged 289 SP:Iteration 16Q (8537.430000 sec): 3 clusters Score: Raw -3023785.662905 + Penalty 4931.487906 = -3018854.174999 nChanged 284 SP:Iteration 17Q (8537.510000 sec): 3 clusters Score: Raw -3023889.537702 + Penalty 4931.487906 = -3018958.049796 nChanged 283 SP:Iteration 18Q (8537.590000 sec): 3 clusters Score: Raw -3023990.028843 + Penalty 4931.487906 = -3019058.540937 nChanged 268 SP:Iteration 19Q (8537.670000 sec): 3 clusters Score: Raw -3024080.572981 + Penalty 4931.487906 = -3019149.085075 nChanged 226 SP:Iteration 20F (8537.750000 sec): 3 clusters Score: Raw -3024157.270918 + Penalty 4931.487906 = -3019225.783012 nChanged 223 SP:Iteration 21Q (8537.820000 sec): 3 clusters Score: Raw -3024237.837872 + Penalty 4931.487906 = -3019306.349966 nChanged 218 SP:Iteration 22Q (8537.890000 sec): 3 clusters Score: Raw -3024322.532669 + Penalty 4931.487906 = -3019391.044763 nChanged 212 SP:Iteration 23Q (8537.970000 sec): 3 clusters Score: Raw -3024413.065465 + Penalty 4931.487906 = -3019481.577559 nChanged 221 SP:Iteration 24Q (8538.040000 sec): 3 clusters Score: Raw -3024523.998396 + Penalty 4931.487906 = -3019592.510490 nChanged 228 SP:Iteration 25Q (8538.110000 sec): 3 clusters Score: Raw -3024631.211112 + Penalty 4931.487906 = -3019699.723206 nChanged 185 SP:Iteration 26Q (8538.180000 sec): 3 clusters Score: Raw -3024713.463167 + Penalty 4931.487906 = -3019781.975261 nChanged 174 SP:Iteration 27Q (8538.250000 sec): 3 clusters Score: Raw -3024798.992159 + Penalty 4931.487906 = -3019867.504253 nChanged 177 SP:Iteration 28Q (8538.310000 sec): 3 clusters Score: Raw -3024884.631014 + Penalty 4931.487906 = -3019953.143108 nChanged 167 SP:Iteration 29Q (8538.380000 sec): 3 clusters Score: Raw -3024953.744642 + Penalty 4931.487906 = -3020022.256737 nChanged 135 SP:Iteration 30Q (8538.440000 sec): 3 clusters Score: Raw -3025004.776749 + Penalty 4931.487906 = -3020073.288843 nChanged 123 SP:Iteration 31Q (8538.510000 sec): 3 clusters Score: Raw -3025052.175472 + Penalty 4931.487906 = -3020120.687566 nChanged 122 SP:Iteration 32Q (8538.570000 sec): 3 clusters Score: Raw -3025092.836015 + Penalty 4931.487906 = -3020161.348109 nChanged 85 SP:Iteration 33Q (8538.640000 sec): 3 clusters Score: Raw -3025116.094572 + Penalty 4931.487906 = -3020184.606666 nChanged 76 SP:Iteration 34Q (8538.710000 sec): 3 clusters Score: Raw -3025136.136142 + Penalty 4931.487906 = -3020204.648236 nChanged 63 SP:Iteration 35Q (8538.770000 sec): 3 clusters Score: Raw -3025150.603852 + Penalty 4931.487906 = -3020219.115946 nChanged 54 SP:Iteration 36Q (8538.850000 sec): 3 clusters Score: Raw -3025162.097232 + Penalty 4931.487906 = -3020230.609326 nChanged 50 SP:Iteration 37Q (8538.920000 sec): 3 clusters Score: Raw -3025171.523030 + Penalty 4931.487906 = -3020240.035124 nChanged 43 SP:Iteration 38Q (8538.990000 sec): 3 clusters Score: Raw -3025179.880670 + Penalty 4931.487906 = -3020248.392764 nChanged 43 SP:Iteration 39Q (8539.060000 sec): 3 clusters Score: Raw -3025188.322381 + Penalty 4931.487906 = -3020256.834475 nChanged 33 SP:Iteration 40F (8539.150000 sec): 3 clusters Score: Raw -3025195.622655 + Penalty 4931.487906 = -3020264.134749 nChanged 34 SP:Iteration 41Q (8539.210000 sec): 3 clusters Score: Raw -3025202.289992 + Penalty 4931.487906 = -3020270.802086 nChanged 35 SP:Iteration 42Q (8539.280000 sec): 3 clusters Score: Raw -3025210.557166 + Penalty 4931.487906 = -3020279.069260 nChanged 35 SP:Iteration 43Q (8539.350000 sec): 3 clusters Score: Raw -3025217.278421 + Penalty 4931.487906 = -3020285.790515 nChanged 23 SP:Iteration 44Q (8539.420000 sec): 3 clusters Score: Raw -3025220.989844 + Penalty 4931.487906 = -3020289.501938 nChanged 24 SP:Iteration 45Q (8539.490000 sec): 3 clusters Score: Raw -3025224.728828 + Penalty 4931.487906 = -3020293.240922 nChanged 17 SP:Iteration 46Q (8539.550000 sec): 3 clusters Score: Raw -3025227.956952 + Penalty 4931.487906 = -3020296.469046 nChanged 14 SP:Iteration 47Q (8539.630000 sec): 3 clusters Score: Raw -3025229.994186 + Penalty 4931.487906 = -3020298.506280 nChanged 20 SP:Iteration 48Q (8539.700000 sec): 3 clusters Score: Raw -3025232.374600 + Penalty 4931.487906 = -3020300.886694 nChanged 11 SP:Iteration 49Q (8539.770000 sec): 3 clusters Score: Raw -3025233.737694 + Penalty 4931.487906 = -3020302.249788 nChanged 13 SP:Iteration 50Q (8539.840000 sec): 3 clusters Score: Raw -3025236.001582 + Penalty 4931.487906 = -3020304.513676 nChanged 17 SP:Iteration 51Q (8539.910000 sec): 3 clusters Score: Raw -3025238.809797 + Penalty 4931.487906 = -3020307.321891 nChanged 20 SP:Iteration 52Q (8539.980000 sec): 3 clusters Score: Raw -3025241.518569 + Penalty 4931.487906 = -3020310.030663 nChanged 20 SP:Iteration 53Q (8540.050000 sec): 3 clusters Score: Raw -3025245.345874 + Penalty 4931.487906 = -3020313.857968 nChanged 25 SP:Iteration 54Q (8540.120000 sec): 3 clusters Score: Raw -3025250.256310 + Penalty 4931.487906 = -3020318.768404 nChanged 30 SP:Iteration 55Q (8540.180000 sec): 3 clusters Score: Raw -3025256.477936 + Penalty 4931.487906 = -3020324.990030 nChanged 30 SP:Iteration 56Q (8540.240000 sec): 3 clusters Score: Raw -3025262.495314 + Penalty 4931.487906 = -3020331.007408 nChanged 24 SP:Iteration 57Q (8540.300000 sec): 3 clusters Score: Raw -3025266.187719 + Penalty 4931.487906 = -3020334.699813 nChanged 15 SP:Iteration 58Q (8540.370000 sec): 3 clusters Score: Raw -3025268.770836 + Penalty 4931.487906 = -3020337.282930 nChanged 16 SP:Iteration 59Q (8540.440000 sec): 3 clusters Score: Raw -3025271.626596 + Penalty 4931.487906 = -3020340.138690 nChanged 18 SP:Iteration 60F (8540.510000 sec): 3 clusters Score: Raw -3025274.896889 + Penalty 4931.487906 = -3020343.408983 nChanged 16 SP:Iteration 61Q (8540.570000 sec): 3 clusters Score: Raw -3025277.772684 + Penalty 4931.487906 = -3020346.284778 nChanged 16 SP:Iteration 62Q (8540.640000 sec): 3 clusters Score: Raw -3025280.468862 + Penalty 4931.487906 = -3020348.980956 nChanged 17 SP:Iteration 63Q (8541.000000 sec): 3 clusters Score: Raw -3025283.295783 + Penalty 4931.487906 = -3020351.807877 nChanged 18 SP:Iteration 64Q (8541.230000 sec): 3 clusters Score: Raw -3025287.240233 + Penalty 4931.487906 = -3020355.752327 nChanged 20 SP:Iteration 65Q (8541.490000 sec): 3 clusters Score: Raw -3025290.773869 + Penalty 4931.487906 = -3020359.285963 nChanged 22 SP:Iteration 66Q (8541.700000 sec): 3 clusters Score: Raw -3025295.625237 + Penalty 4931.487906 = -3020364.137331 nChanged 13 SP:Iteration 67Q (8542.030000 sec): 3 clusters Score: Raw -3025297.184936 + Penalty 4931.487906 = -3020365.697030 nChanged 5 SP:Iteration 68Q (8542.160000 sec): 3 clusters Score: Raw -3025297.774182 + Penalty 4931.487906 = -3020366.286276 nChanged 7 SP:Iteration 69Q (8542.230000 sec): 3 clusters Score: Raw -3025298.622478 + Penalty 4931.487906 = -3020367.134572 nChanged 7 SP:Iteration 70Q (8542.300000 sec): 3 clusters Score: Raw -3025299.754368 + Penalty 4931.487906 = -3020368.266462 nChanged 8 SP:Iteration 71Q (8542.360000 sec): 3 clusters Score: Raw -3025301.480005 + Penalty 4931.487906 = -3020369.992099 nChanged 5 SP:Iteration 72Q (8542.420000 sec): 3 clusters Score: Raw -3025302.118166 + Penalty 4931.487906 = -3020370.630260 nChanged 5 SP:Iteration 73Q (8542.490000 sec): 3 clusters Score: Raw -3025303.040623 + Penalty 4931.487906 = -3020371.552717 nChanged 5 SP:Iteration 74Q (8542.560000 sec): 3 clusters Score: Raw -3025303.673700 + Penalty 4931.487906 = -3020372.185794 nChanged 6 SP:Iteration 75Q (8542.620000 sec): 3 clusters Score: Raw -3025304.443834 + Penalty 4931.487906 = -3020372.955928 nChanged 4 SP:Iteration 76Q (8542.690000 sec): 3 clusters Score: Raw -3025305.089361 + Penalty 4931.487906 = -3020373.601455 nChanged 2 SP:Iteration 77Q (8542.750000 sec): 3 clusters Score: Raw -3025305.310200 + Penalty 4931.487906 = -3020373.822294 nChanged 1 SP:Iteration 78Q (8542.820000 sec): 3 clusters Score: Raw -3025305.409704 + Penalty 4931.487906 = -3020373.921798 nChanged 2 SP:Iteration 79Q (8543.090000 sec): 3 clusters Score: Raw -3025305.653893 + Penalty 4931.487906 = -3020374.165987 nChanged 1 SP:Iteration 80F (8543.420000 sec): 3 clusters Score: Raw -3025305.862147 + Penalty 4931.487906 = -3020374.374241 nChanged 4 SP:Iteration 81Q (8543.590000 sec): 3 clusters Score: Raw -3025306.793774 + Penalty 4931.487906 = -3020375.305868 nChanged 5 SP:Iteration 82Q (8543.680000 sec): 3 clusters Score: Raw -3025307.593425 + Penalty 4931.487906 = -3020376.105519 nChanged 5 SP:Iteration 83Q (8543.750000 sec): 3 clusters Score: Raw -3025308.476526 + Penalty 4931.487906 = -3020376.988620 nChanged 3 SP:Iteration 84Q (8543.810000 sec): 3 clusters Score: Raw -3025308.922047 + Penalty 4931.487906 = -3020377.434141 nChanged 3 SP:Iteration 85Q (8543.870000 sec): 3 clusters Score: Raw -3025309.517351 + Penalty 4931.487906 = -3020378.029445 nChanged 4 SP:Iteration 86Q (8543.930000 sec): 3 clusters Score: Raw -3025309.942656 + Penalty 4931.487906 = -3020378.454750 nChanged 4 SP:Iteration 87Q (8543.990000 sec): 3 clusters Score: Raw -3025310.571318 + Penalty 4931.487906 = -3020379.083412 nChanged 8 SP:Iteration 88Q (8544.140000 sec): 3 clusters Score: Raw -3025311.986973 + Penalty 4931.487906 = -3020380.499067 nChanged 5 SP:Iteration 89Q (8544.400000 sec): 3 clusters Score: Raw -3025312.839094 + Penalty 4931.487906 = -3020381.351188 nChanged 7 SP:Iteration 90Q (8544.490000 sec): 3 clusters Score: Raw -3025314.000544 + Penalty 4931.487906 = -3020382.512638 nChanged 8 SP:Iteration 91Q (8544.540000 sec): 3 clusters Score: Raw -3025315.095639 + Penalty 4931.487906 = -3020383.607733 nChanged 4 SP:Iteration 92Q (8544.600000 sec): 3 clusters Score: Raw -3025315.877679 + Penalty 4931.487906 = -3020384.389773 nChanged 3 SP:Iteration 93Q (8544.660000 sec): 3 clusters Score: Raw -3025316.614495 + Penalty 4931.487906 = -3020385.126589 nChanged 2 SP:Iteration 94Q (8544.720000 sec): 3 clusters Score: Raw -3025316.975322 + Penalty 4931.487906 = -3020385.487416 nChanged 5 SP:Iteration 95Q (8544.780000 sec): 3 clusters Score: Raw -3025318.290836 + Penalty 4931.487906 = -3020386.802930 nChanged 6 SP:Iteration 96Q (8544.850000 sec): 3 clusters Score: Raw -3025319.373967 + Penalty 4931.487906 = -3020387.886061 nChanged 11 SP:Iteration 97Q (8544.920000 sec): 3 clusters Score: Raw -3025321.587818 + Penalty 4931.487906 = -3020390.099912 nChanged 8 SP:Iteration 98Q (8544.970000 sec): 3 clusters Score: Raw -3025323.269228 + Penalty 4931.487906 = -3020391.781322 nChanged 7 SP:Iteration 99Q (8545.030000 sec): 3 clusters Score: Raw -3025324.707586 + Penalty 4931.487906 = -3020393.219680 nChanged 12 SP:Iteration 100F (8545.120000 sec): 3 clusters Score: Raw -3025327.018094 + Penalty 4931.487906 = -3020395.530188 nChanged 10 SP:Iteration 101Q (8545.180000 sec): 3 clusters Score: Raw -3025328.467927 + Penalty 4931.487906 = -3020396.980021 nChanged 9 SP:Iteration 102Q (8545.250000 sec): 3 clusters Score: Raw -3025330.606071 + Penalty 4931.487906 = -3020399.118165 nChanged 12 SP:Iteration 103Q (8545.310000 sec): 3 clusters Score: Raw -3025332.819668 + Penalty 4931.487906 = -3020401.331762 nChanged 7 SP:Iteration 104Q (8545.370000 sec): 3 clusters Score: Raw -3025333.736910 + Penalty 4931.487906 = -3020402.249004 nChanged 7 SP:Iteration 105Q (8545.440000 sec): 3 clusters Score: Raw -3025334.636873 + Penalty 4931.487906 = -3020403.148967 nChanged 6 SP:Iteration 106Q (8545.490000 sec): 3 clusters Score: Raw -3025335.805213 + Penalty 4931.487906 = -3020404.317307 nChanged 8 SP:Iteration 107Q (8545.560000 sec): 3 clusters Score: Raw -3025337.285310 + Penalty 4931.487906 = -3020405.797404 nChanged 7 SP:Iteration 108Q (8545.620000 sec): 3 clusters Score: Raw -3025338.362197 + Penalty 4931.487906 = -3020406.874291 nChanged 7 SP:Iteration 109Q (8545.680000 sec): 3 clusters Score: Raw -3025339.275310 + Penalty 4931.487906 = -3020407.787404 nChanged 6 SP:Iteration 110Q (8545.740000 sec): 3 clusters Score: Raw -3025340.295383 + Penalty 4931.487906 = -3020408.807477 nChanged 6 SP:Iteration 111Q (8545.810000 sec): 3 clusters Score: Raw -3025341.380311 + Penalty 4931.487906 = -3020409.892405 nChanged 6 SP:Iteration 112Q (8545.870000 sec): 3 clusters Score: Raw -3025342.467782 + Penalty 4931.487906 = -3020410.979876 nChanged 7 SP:Iteration 113Q (8545.940000 sec): 3 clusters Score: Raw -3025343.659656 + Penalty 4931.487906 = -3020412.171750 nChanged 4 SP:Iteration 114Q (8546.000000 sec): 3 clusters Score: Raw -3025344.127360 + Penalty 4931.487906 = -3020412.639454 nChanged 4 SP:Iteration 115Q (8546.060000 sec): 3 clusters Score: Raw -3025345.090878 + Penalty 4931.487906 = -3020413.602972 nChanged 6 SP:Iteration 116Q (8546.150000 sec): 3 clusters Score: Raw -3025345.765735 + Penalty 4931.487906 = -3020414.277829 nChanged 4 SP:Iteration 117Q (8546.410000 sec): 3 clusters Score: Raw -3025346.418575 + Penalty 4931.487906 = -3020414.930669 nChanged 3 SP:Iteration 118Q (8546.630000 sec): 3 clusters Score: Raw -3025346.966189 + Penalty 4931.487906 = -3020415.478283 nChanged 6 SP:Iteration 119Q (8546.850000 sec): 3 clusters Score: Raw -3025347.920650 + Penalty 4931.487906 = -3020416.432744 nChanged 6 SP:Iteration 120F (8547.090000 sec): 3 clusters Score: Raw -3025349.054492 + Penalty 4931.487906 = -3020417.566586 nChanged 4 SP:Iteration 121Q (8547.410000 sec): 3 clusters Score: Raw -3025349.575148 + Penalty 4931.487906 = -3020418.087242 nChanged 4 SP:Iteration 122Q (8547.640000 sec): 3 clusters Score: Raw -3025350.355093 + Penalty 4931.487906 = -3020418.867187 nChanged 5 SP:Iteration 123Q (8547.990000 sec): 3 clusters Score: Raw -3025351.214085 + Penalty 4931.487906 = -3020419.726179 nChanged 4 SP:Iteration 124Q (8548.180000 sec): 3 clusters Score: Raw -3025351.620621 + Penalty 4931.487906 = -3020420.132715 nChanged 3 SP:Iteration 125Q (8548.470000 sec): 3 clusters Score: Raw -3025352.047678 + Penalty 4931.487906 = -3020420.559772 nChanged 2 SP:Iteration 126Q (8548.690000 sec): 3 clusters Score: Raw -3025352.253905 + Penalty 4931.487906 = -3020420.765999 nChanged 3 SP:Iteration 127Q (8548.870000 sec): 3 clusters Score: Raw -3025352.741476 + Penalty 4931.487906 = -3020421.253570 nChanged 6 SP:Iteration 128Q (8549.060000 sec): 3 clusters Score: Raw -3025353.642517 + Penalty 4931.487906 = -3020422.154611 nChanged 4 SP:Iteration 129Q (8549.310000 sec): 3 clusters Score: Raw -3025354.394842 + Penalty 4931.487906 = -3020422.906936 nChanged 3 SP:Iteration 130Q (8549.540000 sec): 3 clusters Score: Raw -3025354.720403 + Penalty 4931.487906 = -3020423.232497 nChanged 4 SP:Iteration 131Q (8549.900000 sec): 3 clusters Score: Raw -3025355.341273 + Penalty 4931.487906 = -3020423.853367 nChanged 2 SP:Iteration 132Q (8550.210000 sec): 3 clusters Score: Raw -3025355.754185 + Penalty 4931.487906 = -3020424.266279 nChanged 2 SP:Iteration 133Q (8550.510000 sec): 3 clusters Score: Raw -3025356.039908 + Penalty 4931.487906 = -3020424.552002 nChanged 2 SP:Iteration 134Q (8550.730000 sec): 3 clusters Score: Raw -3025356.334130 + Penalty 4931.487906 = -3020424.846224 nChanged 3 SP:Iteration 135Q (8550.790000 sec): 3 clusters Score: Raw -3025356.770892 + Penalty 4931.487906 = -3020425.282986 nChanged 1 SP:Iteration 136Q (8550.860000 sec): 3 clusters Score: Raw -3025357.051740 + Penalty 4931.487906 = -3020425.563834 nChanged 2 SP:Iteration 137Q (8550.980000 sec): 3 clusters Score: Raw -3025357.259955 + Penalty 4931.487906 = -3020425.772049 nChanged 0 SP:Iteration 138F (8551.060000 sec): 3 clusters Score: Raw -3025357.259955 + Penalty 4931.487906 = -3020425.772049 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 17 (525 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8551.070000 sec): 2 clusters Score: Raw -68354.761432 + Penalty 1553.322769 = -66801.438663 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8551.080000 sec): 3 clusters Score: Raw -68345.542575 + Penalty 3106.645538 = -65238.897037 nChanged 93 SP:Iteration 1F (8551.080000 sec): 3 clusters Score: Raw -68516.700716 + Penalty 3106.645538 = -65410.055178 nChanged 24 SP:Iteration 2Q (8551.080000 sec): 3 clusters Score: Raw -68570.797562 + Penalty 3106.645538 = -65464.152024 nChanged 19 SP:Iteration 3Q (8551.080000 sec): 3 clusters Score: Raw -68625.741159 + Penalty 3106.645538 = -65519.095621 nChanged 15 SP:Iteration 4Q (8551.080000 sec): 3 clusters Score: Raw -68662.550351 + Penalty 3106.645538 = -65555.904813 nChanged 7 SP:Iteration 5Q (8551.080000 sec): 3 clusters Score: Raw -68674.567782 + Penalty 3106.645538 = -65567.922244 nChanged 5 SP:Iteration 6Q (8551.090000 sec): 3 clusters Score: Raw -68685.119048 + Penalty 3106.645538 = -65578.473510 nChanged 1 SP:Iteration 7Q (8551.090000 sec): 3 clusters Score: Raw -68688.148645 + Penalty 3106.645538 = -65581.503107 nChanged 0 SP:Iteration 8F (8551.090000 sec): 3 clusters Score: Raw -68688.148645 + Penalty 3106.645538 = -65581.503107 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 18 (10608 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8551.140000 sec): 2 clusters Score: Raw -1554890.977009 + Penalty 2298.802201 = -1552592.174808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8551.180000 sec): 3 clusters Score: Raw -1549151.380461 + Penalty 4597.604401 = -1544553.776059 nChanged 4399 SP:Iteration 1F (8551.220000 sec): 3 clusters Score: Raw -1551451.598911 + Penalty 4597.604401 = -1546853.994510 nChanged 647 SP:Iteration 2F (8551.260000 sec): 3 clusters Score: Raw -1551722.815507 + Penalty 4597.604401 = -1547125.211106 nChanged 501 SP:Iteration 3Q (8551.300000 sec): 3 clusters Score: Raw -1551964.508876 + Penalty 4597.604401 = -1547366.904475 nChanged 490 SP:Iteration 4Q (8551.340000 sec): 3 clusters Score: Raw -1552190.411520 + Penalty 4597.604401 = -1547592.807118 nChanged 443 SP:Iteration 5Q (8551.420000 sec): 3 clusters Score: Raw -1552433.439773 + Penalty 4597.604401 = -1547835.835372 nChanged 513 SP:Iteration 6Q (8551.550000 sec): 3 clusters Score: Raw -1552762.574948 + Penalty 4597.604401 = -1548164.970547 nChanged 564 SP:Iteration 7F (8551.670000 sec): 3 clusters Score: Raw -1553180.724394 + Penalty 4597.604401 = -1548583.119992 nChanged 570 SP:Iteration 8F (8551.780000 sec): 3 clusters Score: Raw -1553600.683406 + Penalty 4597.604401 = -1549003.079005 nChanged 544 SP:Iteration 9F (8551.910000 sec): 3 clusters Score: Raw -1554021.042523 + Penalty 4597.604401 = -1549423.438122 nChanged 467 SP:Iteration 10Q (8552.080000 sec): 3 clusters Score: Raw -1554390.068949 + Penalty 4597.604401 = -1549792.464547 nChanged 374 SP:Iteration 11Q (8552.170000 sec): 3 clusters Score: Raw -1554717.149168 + Penalty 4597.604401 = -1550119.544767 nChanged 309 SP:Iteration 12Q (8552.330000 sec): 3 clusters Score: Raw -1555024.982929 + Penalty 4597.604401 = -1550427.378527 nChanged 211 SP:Iteration 13Q (8552.460000 sec): 3 clusters Score: Raw -1555231.186274 + Penalty 4597.604401 = -1550633.581872 nChanged 158 SP:Iteration 14Q (8552.490000 sec): 3 clusters Score: Raw -1555393.012346 + Penalty 4597.604401 = -1550795.407945 nChanged 109 SP:Iteration 15Q (8552.530000 sec): 3 clusters Score: Raw -1555520.311377 + Penalty 4597.604401 = -1550922.706975 nChanged 87 SP:Iteration 16Q (8552.560000 sec): 3 clusters Score: Raw -1555613.481811 + Penalty 4597.604401 = -1551015.877410 nChanged 73 SP:Iteration 17Q (8552.600000 sec): 3 clusters Score: Raw -1555681.362735 + Penalty 4597.604401 = -1551083.758334 nChanged 56 SP:Iteration 18Q (8552.640000 sec): 3 clusters Score: Raw -1555722.546887 + Penalty 4597.604401 = -1551124.942485 nChanged 39 SP:Iteration 19Q (8552.680000 sec): 3 clusters Score: Raw -1555751.419346 + Penalty 4597.604401 = -1551153.814945 nChanged 32 SP:Iteration 20F (8552.720000 sec): 3 clusters Score: Raw -1555776.325061 + Penalty 4597.604401 = -1551178.720659 nChanged 23 SP:Iteration 21Q (8552.760000 sec): 3 clusters Score: Raw -1555790.179818 + Penalty 4597.604401 = -1551192.575416 nChanged 13 SP:Iteration 22Q (8552.790000 sec): 3 clusters Score: Raw -1555797.411932 + Penalty 4597.604401 = -1551199.807530 nChanged 7 SP:Iteration 23Q (8552.820000 sec): 3 clusters Score: Raw -1555800.588977 + Penalty 4597.604401 = -1551202.984576 nChanged 5 SP:Iteration 24Q (8552.850000 sec): 3 clusters Score: Raw -1555803.078936 + Penalty 4597.604401 = -1551205.474535 nChanged 7 SP:Iteration 25Q (8552.880000 sec): 3 clusters Score: Raw -1555807.105614 + Penalty 4597.604401 = -1551209.501213 nChanged 6 SP:Iteration 26Q (8552.900000 sec): 3 clusters Score: Raw -1555810.262926 + Penalty 4597.604401 = -1551212.658524 nChanged 2 SP:Iteration 27Q (8552.940000 sec): 3 clusters Score: Raw -1555811.241667 + Penalty 4597.604401 = -1551213.637266 nChanged 1 SP:Iteration 28Q (8552.960000 sec): 3 clusters Score: Raw -1555811.457734 + Penalty 4597.604401 = -1551213.853333 nChanged 2 SP:Iteration 29Q (8553.000000 sec): 3 clusters Score: Raw -1555812.128784 + Penalty 4597.604401 = -1551214.524383 nChanged 1 SP:Iteration 30Q (8553.040000 sec): 3 clusters Score: Raw -1555812.686585 + Penalty 4597.604401 = -1551215.082184 nChanged 1 SP:Iteration 31Q (8553.070000 sec): 3 clusters Score: Raw -1555813.555625 + Penalty 4597.604401 = -1551215.951224 nChanged 2 SP:Iteration 32Q (8553.100000 sec): 3 clusters Score: Raw -1555814.444291 + Penalty 4597.604401 = -1551216.839890 nChanged 1 SP:Iteration 33Q (8553.130000 sec): 3 clusters Score: Raw -1555814.894283 + Penalty 4597.604401 = -1551217.289882 nChanged 0 SP:Iteration 34F (8553.180000 sec): 3 clusters Score: Raw -1555814.894283 + Penalty 4597.604401 = -1551217.289882 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 19 (12061 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8553.220000 sec): 2 clusters Score: Raw -1701780.019019 + Penalty 2330.637632 = -1699449.381388 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8553.260000 sec): 3 clusters Score: Raw -1695153.818808 + Penalty 4661.275263 = -1690492.543545 nChanged 5097 SP:Iteration 1F (8553.310000 sec): 3 clusters Score: Raw -1697978.875792 + Penalty 4661.275263 = -1693317.600529 nChanged 827 SP:Iteration 2F (8553.370000 sec): 3 clusters Score: Raw -1698463.477252 + Penalty 4661.275263 = -1693802.201989 nChanged 737 SP:Iteration 3F (8553.410000 sec): 3 clusters Score: Raw -1698940.828658 + Penalty 4661.275263 = -1694279.553395 nChanged 764 SP:Iteration 4F (8553.450000 sec): 3 clusters Score: Raw -1699474.590712 + Penalty 4661.275263 = -1694813.315449 nChanged 736 SP:Iteration 5F (8553.500000 sec): 3 clusters Score: Raw -1700029.008591 + Penalty 4661.275263 = -1695367.733328 nChanged 718 SP:Iteration 6F (8553.540000 sec): 3 clusters Score: Raw -1700569.336289 + Penalty 4661.275263 = -1695908.061025 nChanged 673 SP:Iteration 7F (8553.590000 sec): 3 clusters Score: Raw -1701085.069657 + Penalty 4661.275263 = -1696423.794393 nChanged 577 SP:Iteration 8Q (8553.630000 sec): 3 clusters Score: Raw -1701474.839731 + Penalty 4661.275263 = -1696813.564468 nChanged 418 SP:Iteration 9Q (8553.680000 sec): 3 clusters Score: Raw -1701721.102791 + Penalty 4661.275263 = -1697059.827527 nChanged 320 SP:Iteration 10Q (8553.730000 sec): 3 clusters Score: Raw -1701902.846706 + Penalty 4661.275263 = -1697241.571443 nChanged 242 SP:Iteration 11Q (8553.770000 sec): 3 clusters Score: Raw -1702036.691970 + Penalty 4661.275263 = -1697375.416707 nChanged 202 SP:Iteration 12Q (8553.820000 sec): 3 clusters Score: Raw -1702139.423968 + Penalty 4661.275263 = -1697478.148704 nChanged 169 SP:Iteration 13Q (8553.860000 sec): 3 clusters Score: Raw -1702209.328187 + Penalty 4661.275263 = -1697548.052923 nChanged 125 SP:Iteration 14Q (8553.910000 sec): 3 clusters Score: Raw -1702265.443851 + Penalty 4661.275263 = -1697604.168588 nChanged 95 SP:Iteration 15Q (8553.950000 sec): 3 clusters Score: Raw -1702298.254334 + Penalty 4661.275263 = -1697636.979071 nChanged 83 SP:Iteration 16Q (8554.000000 sec): 3 clusters Score: Raw -1702329.545856 + Penalty 4661.275263 = -1697668.270592 nChanged 73 SP:Iteration 17Q (8554.040000 sec): 3 clusters Score: Raw -1702355.065221 + Penalty 4661.275263 = -1697693.789957 nChanged 55 SP:Iteration 18Q (8554.090000 sec): 3 clusters Score: Raw -1702374.178592 + Penalty 4661.275263 = -1697712.903329 nChanged 56 SP:Iteration 19Q (8554.130000 sec): 3 clusters Score: Raw -1702392.321132 + Penalty 4661.275263 = -1697731.045869 nChanged 43 SP:Iteration 20F (8554.170000 sec): 3 clusters Score: Raw -1702403.017474 + Penalty 4661.275263 = -1697741.742211 nChanged 31 SP:Iteration 21Q (8554.210000 sec): 3 clusters Score: Raw -1702409.735267 + Penalty 4661.275263 = -1697748.460004 nChanged 25 SP:Iteration 22Q (8554.250000 sec): 3 clusters Score: Raw -1702415.441287 + Penalty 4661.275263 = -1697754.166024 nChanged 22 SP:Iteration 23Q (8554.300000 sec): 3 clusters Score: Raw -1702421.760158 + Penalty 4661.275263 = -1697760.484894 nChanged 29 SP:Iteration 24Q (8554.340000 sec): 3 clusters Score: Raw -1702428.357434 + Penalty 4661.275263 = -1697767.082171 nChanged 22 SP:Iteration 25Q (8554.390000 sec): 3 clusters Score: Raw -1702433.456162 + Penalty 4661.275263 = -1697772.180899 nChanged 23 SP:Iteration 26Q (8554.430000 sec): 3 clusters Score: Raw -1702437.789786 + Penalty 4661.275263 = -1697776.514522 nChanged 13 SP:Iteration 27Q (8554.470000 sec): 3 clusters Score: Raw -1702439.724700 + Penalty 4661.275263 = -1697778.449437 nChanged 7 SP:Iteration 28Q (8554.520000 sec): 3 clusters Score: Raw -1702441.013999 + Penalty 4661.275263 = -1697779.738736 nChanged 6 SP:Iteration 29Q (8554.600000 sec): 3 clusters Score: Raw -1702443.112437 + Penalty 4661.275263 = -1697781.837174 nChanged 7 SP:Iteration 30Q (8554.640000 sec): 3 clusters Score: Raw -1702444.953530 + Penalty 4661.275263 = -1697783.678267 nChanged 12 SP:Iteration 31Q (8554.690000 sec): 3 clusters Score: Raw -1702447.386730 + Penalty 4661.275263 = -1697786.111467 nChanged 7 SP:Iteration 32Q (8554.730000 sec): 3 clusters Score: Raw -1702448.606428 + Penalty 4661.275263 = -1697787.331165 nChanged 8 SP:Iteration 33Q (8554.770000 sec): 3 clusters Score: Raw -1702450.271503 + Penalty 4661.275263 = -1697788.996240 nChanged 3 SP:Iteration 34Q (8554.810000 sec): 3 clusters Score: Raw -1702450.722911 + Penalty 4661.275263 = -1697789.447648 nChanged 2 SP:Iteration 35Q (8554.850000 sec): 3 clusters Score: Raw -1702450.995682 + Penalty 4661.275263 = -1697789.720419 nChanged 2 SP:Iteration 36Q (8554.890000 sec): 3 clusters Score: Raw -1702451.357682 + Penalty 4661.275263 = -1697790.082419 nChanged 3 SP:Iteration 37Q (8554.930000 sec): 3 clusters Score: Raw -1702452.329583 + Penalty 4661.275263 = -1697791.054320 nChanged 10 SP:Iteration 38Q (8554.980000 sec): 3 clusters Score: Raw -1702454.699278 + Penalty 4661.275263 = -1697793.424015 nChanged 8 SP:Iteration 39Q (8555.020000 sec): 3 clusters Score: Raw -1702456.456778 + Penalty 4661.275263 = -1697795.181515 nChanged 10 SP:Iteration 40F (8555.070000 sec): 3 clusters Score: Raw -1702458.278323 + Penalty 4661.275263 = -1697797.003060 nChanged 8 SP:Iteration 41Q (8555.110000 sec): 3 clusters Score: Raw -1702460.389226 + Penalty 4661.275263 = -1697799.113962 nChanged 10 SP:Iteration 42Q (8555.150000 sec): 3 clusters Score: Raw -1702462.619721 + Penalty 4661.275263 = -1697801.344458 nChanged 6 SP:Iteration 43Q (8555.190000 sec): 3 clusters Score: Raw -1702463.381868 + Penalty 4661.275263 = -1697802.106605 nChanged 4 SP:Iteration 44Q (8555.230000 sec): 3 clusters Score: Raw -1702463.973049 + Penalty 4661.275263 = -1697802.697785 nChanged 5 SP:Iteration 45Q (8555.270000 sec): 3 clusters Score: Raw -1702465.147701 + Penalty 4661.275263 = -1697803.872438 nChanged 7 SP:Iteration 46Q (8555.320000 sec): 3 clusters Score: Raw -1702466.508358 + Penalty 4661.275263 = -1697805.233094 nChanged 6 SP:Iteration 47Q (8555.370000 sec): 3 clusters Score: Raw -1702468.178123 + Penalty 4661.275263 = -1697806.902860 nChanged 5 SP:Iteration 48Q (8555.410000 sec): 3 clusters Score: Raw -1702469.088519 + Penalty 4661.275263 = -1697807.813256 nChanged 6 SP:Iteration 49Q (8555.450000 sec): 3 clusters Score: Raw -1702470.094758 + Penalty 4661.275263 = -1697808.819495 nChanged 4 SP:Iteration 50Q (8555.500000 sec): 3 clusters Score: Raw -1702470.457947 + Penalty 4661.275263 = -1697809.182684 nChanged 2 SP:Iteration 51Q (8555.540000 sec): 3 clusters Score: Raw -1702470.910500 + Penalty 4661.275263 = -1697809.635237 nChanged 3 SP:Iteration 52Q (8555.580000 sec): 3 clusters Score: Raw -1702471.356490 + Penalty 4661.275263 = -1697810.081227 nChanged 2 SP:Iteration 53Q (8555.620000 sec): 3 clusters Score: Raw -1702471.686929 + Penalty 4661.275263 = -1697810.411666 nChanged 6 SP:Iteration 54Q (8555.670000 sec): 3 clusters Score: Raw -1702474.029004 + Penalty 4661.275263 = -1697812.753741 nChanged 9 SP:Iteration 55Q (8555.720000 sec): 3 clusters Score: Raw -1702476.021890 + Penalty 4661.275263 = -1697814.746626 nChanged 9 SP:Iteration 56Q (8555.760000 sec): 3 clusters Score: Raw -1702477.910466 + Penalty 4661.275263 = -1697816.635203 nChanged 5 SP:Iteration 57Q (8555.800000 sec): 3 clusters Score: Raw -1702478.708337 + Penalty 4661.275263 = -1697817.433074 nChanged 2 SP:Iteration 58Q (8555.840000 sec): 3 clusters Score: Raw -1702478.984275 + Penalty 4661.275263 = -1697817.709012 nChanged 1 SP:Iteration 59Q (8555.880000 sec): 3 clusters Score: Raw -1702479.225604 + Penalty 4661.275263 = -1697817.950341 nChanged 2 SP:Iteration 60F (8555.930000 sec): 3 clusters Score: Raw -1702479.470320 + Penalty 4661.275263 = -1697818.195056 nChanged 2 SP:Iteration 61Q (8555.980000 sec): 3 clusters Score: Raw -1702479.821900 + Penalty 4661.275263 = -1697818.546636 nChanged 4 SP:Iteration 62Q (8556.020000 sec): 3 clusters Score: Raw -1702480.818222 + Penalty 4661.275263 = -1697819.542959 nChanged 4 SP:Iteration 63Q (8556.060000 sec): 3 clusters Score: Raw -1702481.791406 + Penalty 4661.275263 = -1697820.516143 nChanged 6 SP:Iteration 64Q (8556.110000 sec): 3 clusters Score: Raw -1702482.813704 + Penalty 4661.275263 = -1697821.538441 nChanged 1 SP:Iteration 65Q (8556.150000 sec): 3 clusters Score: Raw -1702482.988380 + Penalty 4661.275263 = -1697821.713117 nChanged 1 SP:Iteration 66Q (8556.190000 sec): 3 clusters Score: Raw -1702483.289126 + Penalty 4661.275263 = -1697822.013863 nChanged 0 SP:Iteration 67F (8556.240000 sec): 3 clusters Score: Raw -1702483.289126 + Penalty 4661.275263 = -1697822.013863 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 20 (52283 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8556.430000 sec): 2 clusters Score: Raw -7620262.104084 + Penalty 2694.377784 = -7617567.726300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8556.640000 sec): 3 clusters Score: Raw -7587723.760782 + Penalty 5388.755569 = -7582335.005214 nChanged 24225 SP:Iteration 1F (8556.840000 sec): 3 clusters Score: Raw -7601322.049091 + Penalty 5388.755569 = -7595933.293522 nChanged 1956 SP:Iteration 2Q (8557.040000 sec): 3 clusters Score: Raw -7601801.997392 + Penalty 5388.755569 = -7596413.241823 nChanged 1741 SP:Iteration 3Q (8557.250000 sec): 3 clusters Score: Raw -7602245.128398 + Penalty 5388.755569 = -7596856.372829 nChanged 1677 SP:Iteration 4Q (8557.460000 sec): 3 clusters Score: Raw -7602692.784978 + Penalty 5388.755569 = -7597304.029409 nChanged 1780 SP:Iteration 5Q (8557.670000 sec): 3 clusters Score: Raw -7603242.380502 + Penalty 5388.755569 = -7597853.624933 nChanged 2048 SP:Iteration 6Q (8557.890000 sec): 3 clusters Score: Raw -7604048.138434 + Penalty 5388.755569 = -7598659.382866 nChanged 2616 SP:Iteration 7F (8558.090000 sec): 3 clusters Score: Raw -7605398.162570 + Penalty 5388.755569 = -7600009.407001 nChanged 3357 SP:Iteration 8F (8558.290000 sec): 3 clusters Score: Raw -7607602.438742 + Penalty 5388.755569 = -7602213.683174 nChanged 4095 SP:Iteration 9F (8558.500000 sec): 3 clusters Score: Raw -7610956.114861 + Penalty 5388.755569 = -7605567.359293 nChanged 4061 SP:Iteration 10F (8558.700000 sec): 3 clusters Score: Raw -7614633.709624 + Penalty 5388.755569 = -7609244.954056 nChanged 3124 SP:Iteration 11F (8558.890000 sec): 3 clusters Score: Raw -7617531.677598 + Penalty 5388.755569 = -7612142.922030 nChanged 1840 SP:Iteration 12Q (8559.080000 sec): 3 clusters Score: Raw -7619187.326499 + Penalty 5388.755569 = -7613798.570931 nChanged 860 SP:Iteration 13Q (8559.250000 sec): 3 clusters Score: Raw -7619949.019960 + Penalty 5388.755569 = -7614560.264392 nChanged 324 SP:Iteration 14Q (8559.410000 sec): 3 clusters Score: Raw -7620256.256183 + Penalty 5388.755569 = -7614867.500614 nChanged 143 SP:Iteration 15Q (8559.560000 sec): 3 clusters Score: Raw -7620403.593258 + Penalty 5388.755569 = -7615014.837689 nChanged 70 SP:Iteration 16Q (8559.710000 sec): 3 clusters Score: Raw -7620485.895627 + Penalty 5388.755569 = -7615097.140058 nChanged 43 SP:Iteration 17Q (8559.870000 sec): 3 clusters Score: Raw -7620531.096601 + Penalty 5388.755569 = -7615142.341033 nChanged 18 SP:Iteration 18Q (8560.030000 sec): 3 clusters Score: Raw -7620557.892432 + Penalty 5388.755569 = -7615169.136863 nChanged 18 SP:Iteration 19Q (8560.170000 sec): 3 clusters Score: Raw -7620588.121007 + Penalty 5388.755569 = -7615199.365439 nChanged 13 SP:Iteration 20F (8560.370000 sec): 3 clusters Score: Raw -7620608.175340 + Penalty 5388.755569 = -7615219.419771 nChanged 11 SP:Iteration 21Q (8560.520000 sec): 3 clusters Score: Raw -7620620.431356 + Penalty 5388.755569 = -7615231.675787 nChanged 10 SP:Iteration 22Q (8560.670000 sec): 3 clusters Score: Raw -7620629.667389 + Penalty 5388.755569 = -7615240.911820 nChanged 4 SP:Iteration 23Q (8560.800000 sec): 3 clusters Score: Raw -7620634.905243 + Penalty 5388.755569 = -7615246.149675 nChanged 6 SP:Iteration 24Q (8560.940000 sec): 3 clusters Score: Raw -7620643.276283 + Penalty 5388.755569 = -7615254.520714 nChanged 5 SP:Iteration 25Q (8561.220000 sec): 3 clusters Score: Raw -7620652.215623 + Penalty 5388.755569 = -7615263.460055 nChanged 3 SP:Iteration 26Q (8561.360000 sec): 3 clusters Score: Raw -7620655.174961 + Penalty 5388.755569 = -7615266.419393 nChanged 1 SP:Iteration 27Q (8561.510000 sec): 3 clusters Score: Raw -7620655.953833 + Penalty 5388.755569 = -7615267.198264 nChanged 1 SP:Iteration 28Q (8561.650000 sec): 3 clusters Score: Raw -7620658.906517 + Penalty 5388.755569 = -7615270.150949 nChanged 1 SP:Iteration 29Q (8561.790000 sec): 3 clusters Score: Raw -7620660.437021 + Penalty 5388.755569 = -7615271.681453 nChanged 1 SP:Iteration 30Q (8561.940000 sec): 3 clusters Score: Raw -7620660.727781 + Penalty 5388.755569 = -7615271.972212 nChanged 0 SP:Iteration 31F (8562.150000 sec): 3 clusters Score: Raw -7620660.727781 + Penalty 5388.755569 = -7615271.972212 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 21 (311 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8562.170000 sec): 2 clusters Score: Raw -39989.980465 + Penalty 1423.468642 = -38566.511823 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8562.170000 sec): 3 clusters Score: Raw -40209.108706 + Penalty 2846.937284 = -37362.171422 nChanged 41 SP:Iteration 1F (8562.180000 sec): 3 clusters Score: Raw -40440.776114 + Penalty 2846.937284 = -37593.838829 nChanged 13 SP:Iteration 2Q (8562.180000 sec): 3 clusters Score: Raw -40539.991927 + Penalty 2846.937284 = -37693.054643 nChanged 5 SP:Iteration 3Q (8562.180000 sec): 3 clusters Score: Raw -40556.741952 + Penalty 2846.937284 = -37709.804667 nChanged 1 SP:Iteration 4Q (8562.180000 sec): 3 clusters Score: Raw -40560.748872 + Penalty 2846.937284 = -37713.811588 nChanged 0 SP:Iteration 5F (8562.180000 sec): 3 clusters Score: Raw -40560.748872 + Penalty 2846.937284 = -37713.811588 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 22 (730 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8562.190000 sec): 2 clusters Score: Raw -107213.851405 + Penalty 1635.075044 = -105578.776360 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8562.190000 sec): 3 clusters Score: Raw -107098.027011 + Penalty 3270.150089 = -103827.876923 nChanged 150 SP:Iteration 1F (8562.190000 sec): 3 clusters Score: Raw -107317.808691 + Penalty 3270.150089 = -104047.658602 nChanged 32 SP:Iteration 2Q (8562.200000 sec): 3 clusters Score: Raw -107382.672850 + Penalty 3270.150089 = -104112.522761 nChanged 19 SP:Iteration 3Q (8562.200000 sec): 3 clusters Score: Raw -107415.281740 + Penalty 3270.150089 = -104145.131651 nChanged 12 SP:Iteration 4Q (8562.200000 sec): 3 clusters Score: Raw -107432.280612 + Penalty 3270.150089 = -104162.130523 nChanged 6 SP:Iteration 5Q (8562.210000 sec): 3 clusters Score: Raw -107438.622570 + Penalty 3270.150089 = -104168.472481 nChanged 4 SP:Iteration 6Q (8562.210000 sec): 3 clusters Score: Raw -107444.228117 + Penalty 3270.150089 = -104174.078028 nChanged 5 SP:Iteration 7Q (8562.210000 sec): 3 clusters Score: Raw -107451.939366 + Penalty 3270.150089 = -104181.789277 nChanged 1 SP:Iteration 8Q (8562.210000 sec): 3 clusters Score: Raw -107455.265885 + Penalty 3270.150089 = -104185.115796 nChanged 3 SP:Iteration 9Q (8562.210000 sec): 3 clusters Score: Raw -107459.180066 + Penalty 3270.150089 = -104189.029977 nChanged 1 SP:Iteration 10Q (8562.220000 sec): 3 clusters Score: Raw -107460.895031 + Penalty 3270.150089 = -104190.744942 nChanged 3 SP:Iteration 11Q (8562.220000 sec): 3 clusters Score: Raw -107466.650487 + Penalty 3270.150089 = -104196.500398 nChanged 6 SP:Iteration 12Q (8562.220000 sec): 3 clusters Score: Raw -107479.408801 + Penalty 3270.150089 = -104209.258712 nChanged 2 SP:Iteration 13Q (8562.230000 sec): 3 clusters Score: Raw -107482.233520 + Penalty 3270.150089 = -104212.083431 nChanged 1 SP:Iteration 14Q (8562.230000 sec): 3 clusters Score: Raw -107483.464776 + Penalty 3270.150089 = -104213.314687 nChanged 0 SP:Iteration 15F (8562.230000 sec): 3 clusters Score: Raw -107483.464776 + Penalty 3270.150089 = -104213.314687 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 23 (21038 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8562.310000 sec): 2 clusters Score: Raw -3073154.873197 + Penalty 2468.613230 = -3070686.259967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8562.400000 sec): 3 clusters Score: Raw -3060904.791763 + Penalty 4937.226460 = -3055967.565303 nChanged 9333 SP:Iteration 1F (8562.490000 sec): 3 clusters Score: Raw -3065918.024432 + Penalty 4937.226460 = -3060980.797972 nChanged 1069 SP:Iteration 2F (8562.570000 sec): 3 clusters Score: Raw -3066295.790011 + Penalty 4937.226460 = -3061358.563551 nChanged 912 SP:Iteration 3Q (8562.660000 sec): 3 clusters Score: Raw -3066620.649417 + Penalty 4937.226460 = -3061683.422957 nChanged 815 SP:Iteration 4Q (8562.740000 sec): 3 clusters Score: Raw -3066919.762395 + Penalty 4937.226460 = -3061982.535935 nChanged 802 SP:Iteration 5Q (8562.830000 sec): 3 clusters Score: Raw -3067210.605772 + Penalty 4937.226460 = -3062273.379312 nChanged 731 SP:Iteration 6Q (8562.910000 sec): 3 clusters Score: Raw -3067493.422063 + Penalty 4937.226460 = -3062556.195603 nChanged 733 SP:Iteration 7Q (8562.990000 sec): 3 clusters Score: Raw -3067762.943999 + Penalty 4937.226460 = -3062825.717538 nChanged 694 SP:Iteration 8Q (8563.080000 sec): 3 clusters Score: Raw -3068020.968204 + Penalty 4937.226460 = -3063083.741744 nChanged 617 SP:Iteration 9Q (8563.470000 sec): 3 clusters Score: Raw -3068256.232715 + Penalty 4937.226460 = -3063319.006254 nChanged 647 SP:Iteration 10Q (8563.660000 sec): 3 clusters Score: Raw -3068489.021892 + Penalty 4937.226460 = -3063551.795432 nChanged 577 SP:Iteration 11Q (8563.740000 sec): 3 clusters Score: Raw -3068712.278658 + Penalty 4937.226460 = -3063775.052198 nChanged 582 SP:Iteration 12Q (8563.810000 sec): 3 clusters Score: Raw -3068961.670242 + Penalty 4937.226460 = -3064024.443782 nChanged 592 SP:Iteration 13Q (8563.890000 sec): 3 clusters Score: Raw -3069214.759295 + Penalty 4937.226460 = -3064277.532834 nChanged 551 SP:Iteration 14Q (8563.970000 sec): 3 clusters Score: Raw -3069456.134080 + Penalty 4937.226460 = -3064518.907620 nChanged 614 SP:Iteration 15Q (8564.070000 sec): 3 clusters Score: Raw -3069735.286949 + Penalty 4937.226460 = -3064798.060489 nChanged 615 SP:Iteration 16Q (8564.140000 sec): 3 clusters Score: Raw -3070017.059148 + Penalty 4937.226460 = -3065079.832688 nChanged 637 SP:Iteration 17Q (8564.210000 sec): 3 clusters Score: Raw -3070330.476284 + Penalty 4937.226460 = -3065393.249824 nChanged 650 SP:Iteration 18Q (8564.290000 sec): 3 clusters Score: Raw -3070649.217039 + Penalty 4937.226460 = -3065711.990579 nChanged 669 SP:Iteration 19Q (8564.360000 sec): 3 clusters Score: Raw -3070992.991146 + Penalty 4937.226460 = -3066055.764686 nChanged 641 SP:Iteration 20F (8564.440000 sec): 3 clusters Score: Raw -3071325.721653 + Penalty 4937.226460 = -3066388.495193 nChanged 612 SP:Iteration 21Q (8564.510000 sec): 3 clusters Score: Raw -3071645.065430 + Penalty 4937.226460 = -3066707.838969 nChanged 570 SP:Iteration 22Q (8564.580000 sec): 3 clusters Score: Raw -3071954.074175 + Penalty 4937.226460 = -3067016.847715 nChanged 534 SP:Iteration 23Q (8564.650000 sec): 3 clusters Score: Raw -3072260.900819 + Penalty 4937.226460 = -3067323.674359 nChanged 486 SP:Iteration 24Q (8564.720000 sec): 3 clusters Score: Raw -3072550.590011 + Penalty 4937.226460 = -3067613.363551 nChanged 361 SP:Iteration 25Q (8564.790000 sec): 3 clusters Score: Raw -3072762.239726 + Penalty 4937.226460 = -3067825.013265 nChanged 279 SP:Iteration 26Q (8564.850000 sec): 3 clusters Score: Raw -3072926.980544 + Penalty 4937.226460 = -3067989.754084 nChanged 238 SP:Iteration 27Q (8564.910000 sec): 3 clusters Score: Raw -3073062.128362 + Penalty 4937.226460 = -3068124.901902 nChanged 167 SP:Iteration 28Q (8564.980000 sec): 3 clusters Score: Raw -3073159.221745 + Penalty 4937.226460 = -3068221.995285 nChanged 130 SP:Iteration 29Q (8565.040000 sec): 3 clusters Score: Raw -3073234.712516 + Penalty 4937.226460 = -3068297.486055 nChanged 106 SP:Iteration 30Q (8565.100000 sec): 3 clusters Score: Raw -3073294.293279 + Penalty 4937.226460 = -3068357.066819 nChanged 66 SP:Iteration 31Q (8565.160000 sec): 3 clusters Score: Raw -3073331.941782 + Penalty 4937.226460 = -3068394.715322 nChanged 57 SP:Iteration 32Q (8565.220000 sec): 3 clusters Score: Raw -3073370.742226 + Penalty 4937.226460 = -3068433.515766 nChanged 52 SP:Iteration 33Q (8565.280000 sec): 3 clusters Score: Raw -3073402.878435 + Penalty 4937.226460 = -3068465.651975 nChanged 47 SP:Iteration 34Q (8565.340000 sec): 3 clusters Score: Raw -3073431.823967 + Penalty 4937.226460 = -3068494.597506 nChanged 34 SP:Iteration 35Q (8565.400000 sec): 3 clusters Score: Raw -3073450.322205 + Penalty 4937.226460 = -3068513.095744 nChanged 29 SP:Iteration 36Q (8565.470000 sec): 3 clusters Score: Raw -3073469.084605 + Penalty 4937.226460 = -3068531.858145 nChanged 25 SP:Iteration 37Q (8565.530000 sec): 3 clusters Score: Raw -3073485.795951 + Penalty 4937.226460 = -3068548.569491 nChanged 19 SP:Iteration 38Q (8565.590000 sec): 3 clusters Score: Raw -3073495.177642 + Penalty 4937.226460 = -3068557.951182 nChanged 11 SP:Iteration 39Q (8565.650000 sec): 3 clusters Score: Raw -3073502.093829 + Penalty 4937.226460 = -3068564.867369 nChanged 11 SP:Iteration 40F (8565.730000 sec): 3 clusters Score: Raw -3073508.969209 + Penalty 4937.226460 = -3068571.742749 nChanged 13 SP:Iteration 41Q (8565.790000 sec): 3 clusters Score: Raw -3073515.166620 + Penalty 4937.226460 = -3068577.940160 nChanged 8 SP:Iteration 42Q (8565.850000 sec): 3 clusters Score: Raw -3073520.034332 + Penalty 4937.226460 = -3068582.807871 nChanged 8 SP:Iteration 43Q (8565.900000 sec): 3 clusters Score: Raw -3073526.180734 + Penalty 4937.226460 = -3068588.954274 nChanged 13 SP:Iteration 44Q (8565.960000 sec): 3 clusters Score: Raw -3073533.498168 + Penalty 4937.226460 = -3068596.271708 nChanged 7 SP:Iteration 45Q (8566.020000 sec): 3 clusters Score: Raw -3073536.943062 + Penalty 4937.226460 = -3068599.716602 nChanged 7 SP:Iteration 46Q (8566.080000 sec): 3 clusters Score: Raw -3073540.463777 + Penalty 4937.226460 = -3068603.237317 nChanged 2 SP:Iteration 47Q (8566.220000 sec): 3 clusters Score: Raw -3073541.352500 + Penalty 4937.226460 = -3068604.126040 nChanged 2 SP:Iteration 48Q (8566.280000 sec): 3 clusters Score: Raw -3073542.264109 + Penalty 4937.226460 = -3068605.037649 nChanged 3 SP:Iteration 49Q (8566.340000 sec): 3 clusters Score: Raw -3073543.834079 + Penalty 4937.226460 = -3068606.607618 nChanged 1 SP:Iteration 50Q (8566.400000 sec): 3 clusters Score: Raw -3073544.227384 + Penalty 4937.226460 = -3068607.000924 nChanged 1 SP:Iteration 51Q (8566.460000 sec): 3 clusters Score: Raw -3073544.459541 + Penalty 4937.226460 = -3068607.233081 nChanged 1 SP:Iteration 52Q (8566.520000 sec): 3 clusters Score: Raw -3073545.055455 + Penalty 4937.226460 = -3068607.828994 nChanged 2 SP:Iteration 53Q (8566.580000 sec): 3 clusters Score: Raw -3073546.042258 + Penalty 4937.226460 = -3068608.815797 nChanged 3 SP:Iteration 54Q (8566.640000 sec): 3 clusters Score: Raw -3073547.710666 + Penalty 4937.226460 = -3068610.484206 nChanged 3 SP:Iteration 55Q (8566.700000 sec): 3 clusters Score: Raw -3073549.283067 + Penalty 4937.226460 = -3068612.056607 nChanged 2 SP:Iteration 56Q (8566.750000 sec): 3 clusters Score: Raw -3073550.574295 + Penalty 4937.226460 = -3068613.347835 nChanged 6 SP:Iteration 57Q (8566.810000 sec): 3 clusters Score: Raw -3073555.073701 + Penalty 4937.226460 = -3068617.847240 nChanged 3 SP:Iteration 58Q (8566.870000 sec): 3 clusters Score: Raw -3073556.737542 + Penalty 4937.226460 = -3068619.511081 nChanged 2 SP:Iteration 59Q (8566.920000 sec): 3 clusters Score: Raw -3073557.870442 + Penalty 4937.226460 = -3068620.643981 nChanged 0 SP:Iteration 60F (8567.000000 sec): 3 clusters Score: Raw -3073557.870442 + Penalty 4937.226460 = -3068620.643981 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 24 (2680 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8567.020000 sec): 2 clusters Score: Raw -378288.195733 + Penalty 1957.605874 = -376330.589859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8567.030000 sec): 3 clusters Score: Raw -377267.053988 + Penalty 3915.211748 = -373351.842240 nChanged 918 SP:Iteration 1F (8567.040000 sec): 3 clusters Score: Raw -378039.625820 + Penalty 3915.211748 = -374124.414072 nChanged 258 SP:Iteration 2F (8567.050000 sec): 3 clusters Score: Raw -378340.721782 + Penalty 3915.211748 = -374425.510033 nChanged 199 SP:Iteration 3F (8567.060000 sec): 3 clusters Score: Raw -378595.287253 + Penalty 3915.211748 = -374680.075504 nChanged 156 SP:Iteration 4F (8567.070000 sec): 3 clusters Score: Raw -378800.495661 + Penalty 3915.211748 = -374885.283912 nChanged 134 SP:Iteration 5Q (8567.080000 sec): 3 clusters Score: Raw -378960.423480 + Penalty 3915.211748 = -375045.211732 nChanged 102 SP:Iteration 6Q (8567.090000 sec): 3 clusters Score: Raw -379079.565619 + Penalty 3915.211748 = -375164.353870 nChanged 89 SP:Iteration 7Q (8567.100000 sec): 3 clusters Score: Raw -379201.568269 + Penalty 3915.211748 = -375286.356520 nChanged 86 SP:Iteration 8Q (8567.110000 sec): 3 clusters Score: Raw -379325.512982 + Penalty 3915.211748 = -375410.301234 nChanged 80 SP:Iteration 9Q (8567.120000 sec): 3 clusters Score: Raw -379448.422931 + Penalty 3915.211748 = -375533.211182 nChanged 74 SP:Iteration 10Q (8567.120000 sec): 3 clusters Score: Raw -379541.383790 + Penalty 3915.211748 = -375626.172042 nChanged 69 SP:Iteration 11Q (8567.130000 sec): 3 clusters Score: Raw -379618.507510 + Penalty 3915.211748 = -375703.295762 nChanged 53 SP:Iteration 12Q (8567.140000 sec): 3 clusters Score: Raw -379688.951389 + Penalty 3915.211748 = -375773.739640 nChanged 52 SP:Iteration 13Q (8567.150000 sec): 3 clusters Score: Raw -379764.644194 + Penalty 3915.211748 = -375849.432446 nChanged 60 SP:Iteration 14Q (8567.160000 sec): 3 clusters Score: Raw -379871.630667 + Penalty 3915.211748 = -375956.418919 nChanged 60 SP:Iteration 15Q (8567.160000 sec): 3 clusters Score: Raw -379955.650818 + Penalty 3915.211748 = -376040.439070 nChanged 38 SP:Iteration 16Q (8567.170000 sec): 3 clusters Score: Raw -379998.394787 + Penalty 3915.211748 = -376083.183039 nChanged 23 SP:Iteration 17Q (8567.180000 sec): 3 clusters Score: Raw -380015.140885 + Penalty 3915.211748 = -376099.929137 nChanged 14 SP:Iteration 18Q (8567.190000 sec): 3 clusters Score: Raw -380027.059489 + Penalty 3915.211748 = -376111.847740 nChanged 7 SP:Iteration 19Q (8567.200000 sec): 3 clusters Score: Raw -380035.076622 + Penalty 3915.211748 = -376119.864873 nChanged 1 SP:Iteration 20F (8567.200000 sec): 3 clusters Score: Raw -380037.209999 + Penalty 3915.211748 = -376121.998250 nChanged 1 SP:Iteration 21Q (8567.210000 sec): 3 clusters Score: Raw -380037.712412 + Penalty 3915.211748 = -376122.500663 nChanged 1 SP:Iteration 22Q (8567.220000 sec): 3 clusters Score: Raw -380037.987443 + Penalty 3915.211748 = -376122.775694 nChanged 0 SP:Iteration 23F (8567.230000 sec): 3 clusters Score: Raw -380037.987443 + Penalty 3915.211748 = -376122.775694 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 25 (1080 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8567.240000 sec): 2 clusters Score: Raw -147831.989763 + Penalty 1732.209647 = -146099.780115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8567.240000 sec): 3 clusters Score: Raw -147543.836625 + Penalty 3464.419295 = -144079.417330 nChanged 260 SP:Iteration 1F (8567.240000 sec): 3 clusters Score: Raw -147818.330814 + Penalty 3464.419295 = -144353.911520 nChanged 68 SP:Iteration 2F (8567.250000 sec): 3 clusters Score: Raw -147914.900058 + Penalty 3464.419295 = -144450.480763 nChanged 45 SP:Iteration 3Q (8567.250000 sec): 3 clusters Score: Raw -147993.217068 + Penalty 3464.419295 = -144528.797773 nChanged 31 SP:Iteration 4Q (8567.260000 sec): 3 clusters Score: Raw -148033.855457 + Penalty 3464.419295 = -144569.436162 nChanged 22 SP:Iteration 5Q (8567.260000 sec): 3 clusters Score: Raw -148059.678813 + Penalty 3464.419295 = -144595.259518 nChanged 18 SP:Iteration 6Q (8567.260000 sec): 3 clusters Score: Raw -148085.187142 + Penalty 3464.419295 = -144620.767847 nChanged 23 SP:Iteration 7Q (8567.270000 sec): 3 clusters Score: Raw -148131.832086 + Penalty 3464.419295 = -144667.412791 nChanged 18 SP:Iteration 8Q (8567.270000 sec): 3 clusters Score: Raw -148170.768767 + Penalty 3464.419295 = -144706.349473 nChanged 15 SP:Iteration 9Q (8567.280000 sec): 3 clusters Score: Raw -148196.311924 + Penalty 3464.419295 = -144731.892629 nChanged 12 SP:Iteration 10Q (8567.280000 sec): 3 clusters Score: Raw -148220.104253 + Penalty 3464.419295 = -144755.684958 nChanged 11 SP:Iteration 11Q (8567.280000 sec): 3 clusters Score: Raw -148232.664255 + Penalty 3464.419295 = -144768.244961 nChanged 12 SP:Iteration 12Q (8567.290000 sec): 3 clusters Score: Raw -148251.740143 + Penalty 3464.419295 = -144787.320848 nChanged 6 SP:Iteration 13Q (8567.300000 sec): 3 clusters Score: Raw -148263.685709 + Penalty 3464.419295 = -144799.266414 nChanged 9 SP:Iteration 14Q (8567.300000 sec): 3 clusters Score: Raw -148276.477077 + Penalty 3464.419295 = -144812.057782 nChanged 7 SP:Iteration 15Q (8567.310000 sec): 3 clusters Score: Raw -148288.215958 + Penalty 3464.419295 = -144823.796663 nChanged 7 SP:Iteration 16Q (8567.320000 sec): 3 clusters Score: Raw -148299.320365 + Penalty 3464.419295 = -144834.901070 nChanged 7 SP:Iteration 17Q (8567.320000 sec): 3 clusters Score: Raw -148311.712902 + Penalty 3464.419295 = -144847.293608 nChanged 16 SP:Iteration 18Q (8567.320000 sec): 3 clusters Score: Raw -148353.643196 + Penalty 3464.419295 = -144889.223901 nChanged 16 SP:Iteration 19Q (8567.320000 sec): 3 clusters Score: Raw -148405.342698 + Penalty 3464.419295 = -144940.923403 nChanged 16 SP:Iteration 20F (8567.330000 sec): 3 clusters Score: Raw -148434.835630 + Penalty 3464.419295 = -144970.416335 nChanged 13 SP:Iteration 21Q (8567.330000 sec): 3 clusters Score: Raw -148461.733040 + Penalty 3464.419295 = -144997.313745 nChanged 18 SP:Iteration 22Q (8567.340000 sec): 3 clusters Score: Raw -148486.938851 + Penalty 3464.419295 = -145022.519557 nChanged 10 SP:Iteration 23Q (8567.340000 sec): 3 clusters Score: Raw -148501.619673 + Penalty 3464.419295 = -145037.200378 nChanged 8 SP:Iteration 24Q (8567.340000 sec): 3 clusters Score: Raw -148517.724513 + Penalty 3464.419295 = -145053.305218 nChanged 11 SP:Iteration 25Q (8567.350000 sec): 3 clusters Score: Raw -148533.503632 + Penalty 3464.419295 = -145069.084337 nChanged 9 SP:Iteration 26Q (8567.350000 sec): 3 clusters Score: Raw -148548.735375 + Penalty 3464.419295 = -145084.316081 nChanged 10 SP:Iteration 27Q (8567.350000 sec): 3 clusters Score: Raw -148567.577299 + Penalty 3464.419295 = -145103.158004 nChanged 6 SP:Iteration 28Q (8567.360000 sec): 3 clusters Score: Raw -148576.230027 + Penalty 3464.419295 = -145111.810733 nChanged 4 SP:Iteration 29Q (8567.360000 sec): 3 clusters Score: Raw -148582.751357 + Penalty 3464.419295 = -145118.332062 nChanged 5 SP:Iteration 30Q (8567.360000 sec): 3 clusters Score: Raw -148588.259894 + Penalty 3464.419295 = -145123.840599 nChanged 2 SP:Iteration 31Q (8567.370000 sec): 3 clusters Score: Raw -148591.634596 + Penalty 3464.419295 = -145127.215301 nChanged 2 SP:Iteration 32Q (8567.370000 sec): 3 clusters Score: Raw -148594.800685 + Penalty 3464.419295 = -145130.381390 nChanged 1 SP:Iteration 33Q (8567.380000 sec): 3 clusters Score: Raw -148598.455677 + Penalty 3464.419295 = -145134.036382 nChanged 1 SP:Iteration 34Q (8567.380000 sec): 3 clusters Score: Raw -148599.303939 + Penalty 3464.419295 = -145134.884644 nChanged 1 SP:Iteration 35Q (8567.380000 sec): 3 clusters Score: Raw -148600.117843 + Penalty 3464.419295 = -145135.698549 nChanged 0 SP:Iteration 36F (8567.380000 sec): 3 clusters Score: Raw -148600.117843 + Penalty 3464.419295 = -145135.698549 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 26 (26661 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8567.480000 sec): 2 clusters Score: Raw -3614505.421685 + Penalty 2527.357361 = -3611978.064324 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8567.580000 sec): 3 clusters Score: Raw -3598652.269089 + Penalty 5054.714723 = -3593597.554366 nChanged 11950 SP:Iteration 1F (8567.690000 sec): 3 clusters Score: Raw -3605462.911053 + Penalty 5054.714723 = -3600408.196330 nChanged 1626 SP:Iteration 2F (8567.790000 sec): 3 clusters Score: Raw -3606283.792315 + Penalty 5054.714723 = -3601229.077592 nChanged 1599 SP:Iteration 3F (8567.900000 sec): 3 clusters Score: Raw -3607220.027751 + Penalty 5054.714723 = -3602165.313028 nChanged 1620 SP:Iteration 4F (8568.000000 sec): 3 clusters Score: Raw -3608310.559902 + Penalty 5054.714723 = -3603255.845179 nChanged 1624 SP:Iteration 5F (8568.110000 sec): 3 clusters Score: Raw -3609429.551248 + Penalty 5054.714723 = -3604374.836525 nChanged 1582 SP:Iteration 6F (8568.210000 sec): 3 clusters Score: Raw -3610533.169486 + Penalty 5054.714723 = -3605478.454763 nChanged 1462 SP:Iteration 7F (8568.320000 sec): 3 clusters Score: Raw -3611516.458932 + Penalty 5054.714723 = -3606461.744209 nChanged 1214 SP:Iteration 8Q (8568.420000 sec): 3 clusters Score: Raw -3612213.931794 + Penalty 5054.714723 = -3607159.217071 nChanged 954 SP:Iteration 9Q (8568.530000 sec): 3 clusters Score: Raw -3612667.466486 + Penalty 5054.714723 = -3607612.751764 nChanged 732 SP:Iteration 10Q (8568.630000 sec): 3 clusters Score: Raw -3612934.045161 + Penalty 5054.714723 = -3607879.330438 nChanged 504 SP:Iteration 11Q (8568.740000 sec): 3 clusters Score: Raw -3613086.750102 + Penalty 5054.714723 = -3608032.035380 nChanged 356 SP:Iteration 12Q (8568.830000 sec): 3 clusters Score: Raw -3613171.926879 + Penalty 5054.714723 = -3608117.212156 nChanged 251 SP:Iteration 13Q (8568.930000 sec): 3 clusters Score: Raw -3613223.178726 + Penalty 5054.714723 = -3608168.464003 nChanged 207 SP:Iteration 14Q (8569.030000 sec): 3 clusters Score: Raw -3613262.822517 + Penalty 5054.714723 = -3608208.107794 nChanged 180 SP:Iteration 15Q (8569.130000 sec): 3 clusters Score: Raw -3613296.968649 + Penalty 5054.714723 = -3608242.253926 nChanged 183 SP:Iteration 16Q (8569.230000 sec): 3 clusters Score: Raw -3613331.603197 + Penalty 5054.714723 = -3608276.888474 nChanged 158 SP:Iteration 17Q (8569.330000 sec): 3 clusters Score: Raw -3613359.810656 + Penalty 5054.714723 = -3608305.095933 nChanged 157 SP:Iteration 18Q (8569.430000 sec): 3 clusters Score: Raw -3613388.510033 + Penalty 5054.714723 = -3608333.795310 nChanged 164 SP:Iteration 19Q (8569.530000 sec): 3 clusters Score: Raw -3613418.126491 + Penalty 5054.714723 = -3608363.411769 nChanged 155 SP:Iteration 20F (8569.630000 sec): 3 clusters Score: Raw -3613451.160002 + Penalty 5054.714723 = -3608396.445279 nChanged 184 SP:Iteration 21Q (8569.730000 sec): 3 clusters Score: Raw -3613493.517236 + Penalty 5054.714723 = -3608438.802513 nChanged 200 SP:Iteration 22Q (8569.830000 sec): 3 clusters Score: Raw -3613534.716786 + Penalty 5054.714723 = -3608480.002064 nChanged 175 SP:Iteration 23Q (8569.930000 sec): 3 clusters Score: Raw -3613570.893688 + Penalty 5054.714723 = -3608516.178965 nChanged 172 SP:Iteration 24Q (8570.030000 sec): 3 clusters Score: Raw -3613604.902722 + Penalty 5054.714723 = -3608550.187999 nChanged 152 SP:Iteration 25Q (8570.130000 sec): 3 clusters Score: Raw -3613635.720254 + Penalty 5054.714723 = -3608581.005531 nChanged 159 SP:Iteration 26Q (8570.230000 sec): 3 clusters Score: Raw -3613667.203525 + Penalty 5054.714723 = -3608612.488802 nChanged 159 SP:Iteration 27Q (8570.330000 sec): 3 clusters Score: Raw -3613697.236283 + Penalty 5054.714723 = -3608642.521560 nChanged 169 SP:Iteration 28Q (8570.430000 sec): 3 clusters Score: Raw -3613730.305477 + Penalty 5054.714723 = -3608675.590754 nChanged 176 SP:Iteration 29Q (8570.530000 sec): 3 clusters Score: Raw -3613771.832832 + Penalty 5054.714723 = -3608717.118109 nChanged 199 SP:Iteration 30Q (8570.620000 sec): 3 clusters Score: Raw -3613821.915326 + Penalty 5054.714723 = -3608767.200603 nChanged 203 SP:Iteration 31Q (8570.720000 sec): 3 clusters Score: Raw -3613875.111836 + Penalty 5054.714723 = -3608820.397114 nChanged 184 SP:Iteration 32Q (8570.810000 sec): 3 clusters Score: Raw -3613924.354397 + Penalty 5054.714723 = -3608869.639675 nChanged 206 SP:Iteration 33Q (8570.900000 sec): 3 clusters Score: Raw -3613990.133809 + Penalty 5054.714723 = -3608935.419086 nChanged 231 SP:Iteration 34Q (8571.000000 sec): 3 clusters Score: Raw -3614064.640053 + Penalty 5054.714723 = -3609009.925331 nChanged 241 SP:Iteration 35Q (8571.100000 sec): 3 clusters Score: Raw -3614138.986082 + Penalty 5054.714723 = -3609084.271359 nChanged 209 SP:Iteration 36Q (8571.200000 sec): 3 clusters Score: Raw -3614206.392276 + Penalty 5054.714723 = -3609151.677553 nChanged 222 SP:Iteration 37Q (8571.290000 sec): 3 clusters Score: Raw -3614276.925781 + Penalty 5054.714723 = -3609222.211058 nChanged 211 SP:Iteration 38Q (8571.380000 sec): 3 clusters Score: Raw -3614342.654430 + Penalty 5054.714723 = -3609287.939707 nChanged 195 SP:Iteration 39Q (8571.470000 sec): 3 clusters Score: Raw -3614394.034360 + Penalty 5054.714723 = -3609339.319637 nChanged 154 SP:Iteration 40F (8571.580000 sec): 3 clusters Score: Raw -3614431.370984 + Penalty 5054.714723 = -3609376.656262 nChanged 156 SP:Iteration 41Q (8571.670000 sec): 3 clusters Score: Raw -3614472.653125 + Penalty 5054.714723 = -3609417.938402 nChanged 144 SP:Iteration 42Q (8571.760000 sec): 3 clusters Score: Raw -3614509.712626 + Penalty 5054.714723 = -3609454.997903 nChanged 144 SP:Iteration 43Q (8571.850000 sec): 3 clusters Score: Raw -3614551.923276 + Penalty 5054.714723 = -3609497.208553 nChanged 147 SP:Iteration 44Q (8571.940000 sec): 3 clusters Score: Raw -3614592.138319 + Penalty 5054.714723 = -3609537.423596 nChanged 129 SP:Iteration 45Q (8572.030000 sec): 3 clusters Score: Raw -3614625.556022 + Penalty 5054.714723 = -3609570.841299 nChanged 130 SP:Iteration 46Q (8572.120000 sec): 3 clusters Score: Raw -3614661.324490 + Penalty 5054.714723 = -3609606.609768 nChanged 128 SP:Iteration 47Q (8572.210000 sec): 3 clusters Score: Raw -3614698.006819 + Penalty 5054.714723 = -3609643.292096 nChanged 120 SP:Iteration 48Q (8572.300000 sec): 3 clusters Score: Raw -3614730.372109 + Penalty 5054.714723 = -3609675.657386 nChanged 116 SP:Iteration 49Q (8572.380000 sec): 3 clusters Score: Raw -3614763.875456 + Penalty 5054.714723 = -3609709.160734 nChanged 119 SP:Iteration 50Q (8572.460000 sec): 3 clusters Score: Raw -3614793.595841 + Penalty 5054.714723 = -3609738.881119 nChanged 118 SP:Iteration 51Q (8572.550000 sec): 3 clusters Score: Raw -3614826.075663 + Penalty 5054.714723 = -3609771.360940 nChanged 93 SP:Iteration 52Q (8572.630000 sec): 3 clusters Score: Raw -3614852.853247 + Penalty 5054.714723 = -3609798.138524 nChanged 95 SP:Iteration 53Q (8572.720000 sec): 3 clusters Score: Raw -3614877.775014 + Penalty 5054.714723 = -3609823.060292 nChanged 80 SP:Iteration 54Q (8572.800000 sec): 3 clusters Score: Raw -3614898.550173 + Penalty 5054.714723 = -3609843.835450 nChanged 87 SP:Iteration 55Q (8572.890000 sec): 3 clusters Score: Raw -3614922.494949 + Penalty 5054.714723 = -3609867.780226 nChanged 79 SP:Iteration 56Q (8572.980000 sec): 3 clusters Score: Raw -3614945.084287 + Penalty 5054.714723 = -3609890.369564 nChanged 66 SP:Iteration 57Q (8573.070000 sec): 3 clusters Score: Raw -3614962.095134 + Penalty 5054.714723 = -3609907.380411 nChanged 62 SP:Iteration 58Q (8573.160000 sec): 3 clusters Score: Raw -3614978.765458 + Penalty 5054.714723 = -3609924.050735 nChanged 63 SP:Iteration 59Q (8573.240000 sec): 3 clusters Score: Raw -3614995.854033 + Penalty 5054.714723 = -3609941.139310 nChanged 57 SP:Iteration 60F (8573.350000 sec): 3 clusters Score: Raw -3615012.524594 + Penalty 5054.714723 = -3609957.809871 nChanged 55 SP:Iteration 61Q (8573.440000 sec): 3 clusters Score: Raw -3615028.346164 + Penalty 5054.714723 = -3609973.631441 nChanged 49 SP:Iteration 62Q (8573.520000 sec): 3 clusters Score: Raw -3615040.335651 + Penalty 5054.714723 = -3609985.620929 nChanged 41 SP:Iteration 63Q (8573.610000 sec): 3 clusters Score: Raw -3615050.324350 + Penalty 5054.714723 = -3609995.609627 nChanged 38 SP:Iteration 64Q (8573.690000 sec): 3 clusters Score: Raw -3615059.822108 + Penalty 5054.714723 = -3610005.107385 nChanged 30 SP:Iteration 65Q (8573.780000 sec): 3 clusters Score: Raw -3615066.813975 + Penalty 5054.714723 = -3610012.099252 nChanged 24 SP:Iteration 66Q (8573.860000 sec): 3 clusters Score: Raw -3615074.030209 + Penalty 5054.714723 = -3610019.315486 nChanged 28 SP:Iteration 67Q (8573.950000 sec): 3 clusters Score: Raw -3615083.639021 + Penalty 5054.714723 = -3610028.924298 nChanged 32 SP:Iteration 68Q (8574.030000 sec): 3 clusters Score: Raw -3615090.536904 + Penalty 5054.714723 = -3610035.822181 nChanged 16 SP:Iteration 69Q (8574.110000 sec): 3 clusters Score: Raw -3615094.027704 + Penalty 5054.714723 = -3610039.312981 nChanged 17 SP:Iteration 70Q (8574.200000 sec): 3 clusters Score: Raw -3615097.855334 + Penalty 5054.714723 = -3610043.140612 nChanged 17 SP:Iteration 71Q (8574.290000 sec): 3 clusters Score: Raw -3615101.954658 + Penalty 5054.714723 = -3610047.239935 nChanged 17 SP:Iteration 72Q (8574.370000 sec): 3 clusters Score: Raw -3615107.742536 + Penalty 5054.714723 = -3610053.027813 nChanged 19 SP:Iteration 73Q (8574.450000 sec): 3 clusters Score: Raw -3615113.727574 + Penalty 5054.714723 = -3610059.012851 nChanged 25 SP:Iteration 74Q (8574.530000 sec): 3 clusters Score: Raw -3615120.639303 + Penalty 5054.714723 = -3610065.924580 nChanged 32 SP:Iteration 75Q (8574.610000 sec): 3 clusters Score: Raw -3615130.052003 + Penalty 5054.714723 = -3610075.337280 nChanged 29 SP:Iteration 76Q (8574.690000 sec): 3 clusters Score: Raw -3615138.085579 + Penalty 5054.714723 = -3610083.370856 nChanged 30 SP:Iteration 77Q (8574.770000 sec): 3 clusters Score: Raw -3615146.945002 + Penalty 5054.714723 = -3610092.230279 nChanged 33 SP:Iteration 78Q (8574.850000 sec): 3 clusters Score: Raw -3615157.417892 + Penalty 5054.714723 = -3610102.703170 nChanged 32 SP:Iteration 79Q (8574.930000 sec): 3 clusters Score: Raw -3615165.769906 + Penalty 5054.714723 = -3610111.055183 nChanged 30 SP:Iteration 80F (8575.030000 sec): 3 clusters Score: Raw -3615173.100723 + Penalty 5054.714723 = -3610118.386000 nChanged 32 SP:Iteration 81Q (8575.110000 sec): 3 clusters Score: Raw -3615181.013597 + Penalty 5054.714723 = -3610126.298874 nChanged 28 SP:Iteration 82Q (8575.190000 sec): 3 clusters Score: Raw -3615187.953288 + Penalty 5054.714723 = -3610133.238565 nChanged 30 SP:Iteration 83Q (8575.280000 sec): 3 clusters Score: Raw -3615196.050924 + Penalty 5054.714723 = -3610141.336201 nChanged 25 SP:Iteration 84Q (8575.360000 sec): 3 clusters Score: Raw -3615204.448762 + Penalty 5054.714723 = -3610149.734039 nChanged 27 SP:Iteration 85Q (8575.450000 sec): 3 clusters Score: Raw -3615211.624195 + Penalty 5054.714723 = -3610156.909472 nChanged 22 SP:Iteration 86Q (8575.530000 sec): 3 clusters Score: Raw -3615217.530759 + Penalty 5054.714723 = -3610162.816036 nChanged 20 SP:Iteration 87Q (8575.610000 sec): 3 clusters Score: Raw -3615222.909736 + Penalty 5054.714723 = -3610168.195014 nChanged 13 SP:Iteration 88Q (8575.690000 sec): 3 clusters Score: Raw -3615226.856827 + Penalty 5054.714723 = -3610172.142104 nChanged 16 SP:Iteration 89Q (8575.770000 sec): 3 clusters Score: Raw -3615231.460922 + Penalty 5054.714723 = -3610176.746199 nChanged 15 SP:Iteration 90Q (8575.860000 sec): 3 clusters Score: Raw -3615235.528113 + Penalty 5054.714723 = -3610180.813390 nChanged 21 SP:Iteration 91Q (8575.930000 sec): 3 clusters Score: Raw -3615243.515175 + Penalty 5054.714723 = -3610188.800452 nChanged 24 SP:Iteration 92Q (8576.020000 sec): 3 clusters Score: Raw -3615250.387222 + Penalty 5054.714723 = -3610195.672500 nChanged 15 SP:Iteration 93Q (8576.090000 sec): 3 clusters Score: Raw -3615254.532457 + Penalty 5054.714723 = -3610199.817734 nChanged 14 SP:Iteration 94Q (8576.180000 sec): 3 clusters Score: Raw -3615259.313031 + Penalty 5054.714723 = -3610204.598308 nChanged 16 SP:Iteration 95Q (8576.260000 sec): 3 clusters Score: Raw -3615265.694582 + Penalty 5054.714723 = -3610210.979860 nChanged 25 SP:Iteration 96Q (8576.340000 sec): 3 clusters Score: Raw -3615273.150476 + Penalty 5054.714723 = -3610218.435753 nChanged 21 SP:Iteration 97Q (8576.430000 sec): 3 clusters Score: Raw -3615279.257803 + Penalty 5054.714723 = -3610224.543080 nChanged 18 SP:Iteration 98Q (8576.510000 sec): 3 clusters Score: Raw -3615285.790209 + Penalty 5054.714723 = -3610231.075486 nChanged 24 SP:Iteration 99Q (8576.590000 sec): 3 clusters Score: Raw -3615293.130410 + Penalty 5054.714723 = -3610238.415688 nChanged 19 SP:Iteration 100F (8576.690000 sec): 3 clusters Score: Raw -3615298.393361 + Penalty 5054.714723 = -3610243.678638 nChanged 10 SP:Iteration 101Q (8576.760000 sec): 3 clusters Score: Raw -3615302.133349 + Penalty 5054.714723 = -3610247.418626 nChanged 19 SP:Iteration 102Q (8576.840000 sec): 3 clusters Score: Raw -3615306.071838 + Penalty 5054.714723 = -3610251.357115 nChanged 7 SP:Iteration 103Q (8576.920000 sec): 3 clusters Score: Raw -3615307.826218 + Penalty 5054.714723 = -3610253.111495 nChanged 11 SP:Iteration 104Q (8577.000000 sec): 3 clusters Score: Raw -3615311.279824 + Penalty 5054.714723 = -3610256.565101 nChanged 11 SP:Iteration 105Q (8577.090000 sec): 3 clusters Score: Raw -3615314.538211 + Penalty 5054.714723 = -3610259.823489 nChanged 11 SP:Iteration 106Q (8577.330000 sec): 3 clusters Score: Raw -3615318.204368 + Penalty 5054.714723 = -3610263.489645 nChanged 17 SP:Iteration 107Q (8577.410000 sec): 3 clusters Score: Raw -3615322.497256 + Penalty 5054.714723 = -3610267.782533 nChanged 12 SP:Iteration 108Q (8577.490000 sec): 3 clusters Score: Raw -3615325.726668 + Penalty 5054.714723 = -3610271.011945 nChanged 11 SP:Iteration 109Q (8577.570000 sec): 3 clusters Score: Raw -3615329.118200 + Penalty 5054.714723 = -3610274.403477 nChanged 14 SP:Iteration 110Q (8577.650000 sec): 3 clusters Score: Raw -3615334.293066 + Penalty 5054.714723 = -3610279.578344 nChanged 19 SP:Iteration 111Q (8577.730000 sec): 3 clusters Score: Raw -3615340.734728 + Penalty 5054.714723 = -3610286.020005 nChanged 26 SP:Iteration 112Q (8577.810000 sec): 3 clusters Score: Raw -3615352.140790 + Penalty 5054.714723 = -3610297.426067 nChanged 27 SP:Iteration 113Q (8577.900000 sec): 3 clusters Score: Raw -3615362.736491 + Penalty 5054.714723 = -3610308.021768 nChanged 23 SP:Iteration 114Q (8577.970000 sec): 3 clusters Score: Raw -3615371.559671 + Penalty 5054.714723 = -3610316.844948 nChanged 22 SP:Iteration 115Q (8578.050000 sec): 3 clusters Score: Raw -3615383.332559 + Penalty 5054.714723 = -3610328.617836 nChanged 23 SP:Iteration 116Q (8578.130000 sec): 3 clusters Score: Raw -3615394.360684 + Penalty 5054.714723 = -3610339.645961 nChanged 25 SP:Iteration 117Q (8578.210000 sec): 3 clusters Score: Raw -3615409.330230 + Penalty 5054.714723 = -3610354.615508 nChanged 20 SP:Iteration 118Q (8578.290000 sec): 3 clusters Score: Raw -3615423.323792 + Penalty 5054.714723 = -3610368.609069 nChanged 31 SP:Iteration 119Q (8578.370000 sec): 3 clusters Score: Raw -3615442.848004 + Penalty 5054.714723 = -3610388.133282 nChanged 31 SP:Iteration 120F (8578.470000 sec): 3 clusters Score: Raw -3615463.533613 + Penalty 5054.714723 = -3610408.818890 nChanged 37 SP:Iteration 121Q (8578.550000 sec): 3 clusters Score: Raw -3615488.385360 + Penalty 5054.714723 = -3610433.670637 nChanged 47 SP:Iteration 122Q (8578.630000 sec): 3 clusters Score: Raw -3615517.111594 + Penalty 5054.714723 = -3610462.396871 nChanged 45 SP:Iteration 123Q (8578.710000 sec): 3 clusters Score: Raw -3615543.304634 + Penalty 5054.714723 = -3610488.589911 nChanged 48 SP:Iteration 124Q (8578.780000 sec): 3 clusters Score: Raw -3615575.574904 + Penalty 5054.714723 = -3610520.860181 nChanged 44 SP:Iteration 125Q (8578.860000 sec): 3 clusters Score: Raw -3615603.310770 + Penalty 5054.714723 = -3610548.596047 nChanged 59 SP:Iteration 126Q (8578.930000 sec): 3 clusters Score: Raw -3615631.488329 + Penalty 5054.714723 = -3610576.773607 nChanged 44 SP:Iteration 127Q (8579.010000 sec): 3 clusters Score: Raw -3615656.109533 + Penalty 5054.714723 = -3610601.394810 nChanged 43 SP:Iteration 128Q (8579.090000 sec): 3 clusters Score: Raw -3615691.297577 + Penalty 5054.714723 = -3610636.582854 nChanged 49 SP:Iteration 129Q (8579.160000 sec): 3 clusters Score: Raw -3615728.350074 + Penalty 5054.714723 = -3610673.635351 nChanged 47 SP:Iteration 130Q (8579.240000 sec): 3 clusters Score: Raw -3615762.834266 + Penalty 5054.714723 = -3610708.119544 nChanged 44 SP:Iteration 131Q (8579.390000 sec): 3 clusters Score: Raw -3615796.550687 + Penalty 5054.714723 = -3610741.835964 nChanged 45 SP:Iteration 132Q (8579.650000 sec): 3 clusters Score: Raw -3615825.211944 + Penalty 5054.714723 = -3610770.497221 nChanged 43 SP:Iteration 133Q (8579.990000 sec): 3 clusters Score: Raw -3615856.653653 + Penalty 5054.714723 = -3610801.938930 nChanged 45 SP:Iteration 134Q (8580.210000 sec): 3 clusters Score: Raw -3615889.653366 + Penalty 5054.714723 = -3610834.938644 nChanged 47 SP:Iteration 135Q (8580.300000 sec): 3 clusters Score: Raw -3615918.542124 + Penalty 5054.714723 = -3610863.827401 nChanged 36 SP:Iteration 136Q (8580.380000 sec): 3 clusters Score: Raw -3615938.918306 + Penalty 5054.714723 = -3610884.203583 nChanged 31 SP:Iteration 137Q (8580.450000 sec): 3 clusters Score: Raw -3615955.244086 + Penalty 5054.714723 = -3610900.529363 nChanged 26 SP:Iteration 138Q (8580.530000 sec): 3 clusters Score: Raw -3615967.126954 + Penalty 5054.714723 = -3610912.412232 nChanged 15 SP:Iteration 139Q (8580.610000 sec): 3 clusters Score: Raw -3615974.818607 + Penalty 5054.714723 = -3610920.103884 nChanged 19 SP:Iteration 140F (8580.720000 sec): 3 clusters Score: Raw -3615988.558085 + Penalty 5054.714723 = -3610933.843362 nChanged 25 SP:Iteration 141Q (8580.800000 sec): 3 clusters Score: Raw -3615999.664660 + Penalty 5054.714723 = -3610944.949937 nChanged 18 SP:Iteration 142Q (8580.880000 sec): 3 clusters Score: Raw -3616009.598278 + Penalty 5054.714723 = -3610954.883555 nChanged 18 SP:Iteration 143Q (8580.960000 sec): 3 clusters Score: Raw -3616016.125852 + Penalty 5054.714723 = -3610961.411129 nChanged 8 SP:Iteration 144Q (8581.040000 sec): 3 clusters Score: Raw -3616019.188140 + Penalty 5054.714723 = -3610964.473417 nChanged 7 SP:Iteration 145Q (8581.110000 sec): 3 clusters Score: Raw -3616022.517130 + Penalty 5054.714723 = -3610967.802408 nChanged 11 SP:Iteration 146Q (8581.190000 sec): 3 clusters Score: Raw -3616025.803857 + Penalty 5054.714723 = -3610971.089135 nChanged 6 SP:Iteration 147Q (8581.260000 sec): 3 clusters Score: Raw -3616027.705456 + Penalty 5054.714723 = -3610972.990733 nChanged 7 SP:Iteration 148Q (8581.340000 sec): 3 clusters Score: Raw -3616029.254855 + Penalty 5054.714723 = -3610974.540132 nChanged 3 SP:Iteration 149Q (8581.410000 sec): 3 clusters Score: Raw -3616030.803142 + Penalty 5054.714723 = -3610976.088419 nChanged 8 SP:Iteration 150Q (8581.480000 sec): 3 clusters Score: Raw -3616034.162302 + Penalty 5054.714723 = -3610979.447579 nChanged 7 SP:Iteration 151Q (8581.550000 sec): 3 clusters Score: Raw -3616036.600495 + Penalty 5054.714723 = -3610981.885772 nChanged 8 SP:Iteration 152Q (8581.630000 sec): 3 clusters Score: Raw -3616039.361238 + Penalty 5054.714723 = -3610984.646515 nChanged 9 SP:Iteration 153Q (8581.700000 sec): 3 clusters Score: Raw -3616043.130544 + Penalty 5054.714723 = -3610988.415821 nChanged 11 SP:Iteration 154Q (8581.780000 sec): 3 clusters Score: Raw -3616046.949362 + Penalty 5054.714723 = -3610992.234639 nChanged 7 SP:Iteration 155Q (8581.850000 sec): 3 clusters Score: Raw -3616049.392419 + Penalty 5054.714723 = -3610994.677696 nChanged 6 SP:Iteration 156Q (8581.920000 sec): 3 clusters Score: Raw -3616051.510284 + Penalty 5054.714723 = -3610996.795562 nChanged 5 SP:Iteration 157Q (8581.990000 sec): 3 clusters Score: Raw -3616053.051256 + Penalty 5054.714723 = -3610998.336533 nChanged 4 SP:Iteration 158Q (8582.070000 sec): 3 clusters Score: Raw -3616054.086519 + Penalty 5054.714723 = -3610999.371796 nChanged 3 SP:Iteration 159Q (8582.140000 sec): 3 clusters Score: Raw -3616054.871060 + Penalty 5054.714723 = -3611000.156337 nChanged 2 SP:Iteration 160F (8582.250000 sec): 3 clusters Score: Raw -3616055.627356 + Penalty 5054.714723 = -3611000.912633 nChanged 5 SP:Iteration 161Q (8582.310000 sec): 3 clusters Score: Raw -3616057.228947 + Penalty 5054.714723 = -3611002.514224 nChanged 6 SP:Iteration 162Q (8582.420000 sec): 3 clusters Score: Raw -3616059.037064 + Penalty 5054.714723 = -3611004.322341 nChanged 1 SP:Iteration 163Q (8582.490000 sec): 3 clusters Score: Raw -3616059.436269 + Penalty 5054.714723 = -3611004.721546 nChanged 2 SP:Iteration 164Q (8582.570000 sec): 3 clusters Score: Raw -3616059.962925 + Penalty 5054.714723 = -3611005.248202 nChanged 2 SP:Iteration 165Q (8582.640000 sec): 3 clusters Score: Raw -3616060.623021 + Penalty 5054.714723 = -3611005.908298 nChanged 3 SP:Iteration 166Q (8582.720000 sec): 3 clusters Score: Raw -3616061.579587 + Penalty 5054.714723 = -3611006.864864 nChanged 3 SP:Iteration 167Q (8582.790000 sec): 3 clusters Score: Raw -3616062.738564 + Penalty 5054.714723 = -3611008.023841 nChanged 1 SP:Iteration 168Q (8582.860000 sec): 3 clusters Score: Raw -3616062.975970 + Penalty 5054.714723 = -3611008.261248 nChanged 0 SP:Iteration 169F (8582.960000 sec): 3 clusters Score: Raw -3616062.975970 + Penalty 5054.714723 = -3611008.261248 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 27 (613 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8582.980000 sec): 2 clusters Score: Raw -83154.122905 + Penalty 1591.754504 = -81562.368400 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8582.980000 sec): 3 clusters Score: Raw -83127.492059 + Penalty 3183.509008 = -79943.983051 nChanged 122 SP:Iteration 1F (8582.990000 sec): 3 clusters Score: Raw -83361.961274 + Penalty 3183.509008 = -80178.452266 nChanged 39 SP:Iteration 2F (8582.990000 sec): 3 clusters Score: Raw -83454.412458 + Penalty 3183.509008 = -80270.903450 nChanged 19 SP:Iteration 3Q (8582.990000 sec): 3 clusters Score: Raw -83498.698497 + Penalty 3183.509008 = -80315.189489 nChanged 16 SP:Iteration 4Q (8582.990000 sec): 3 clusters Score: Raw -83534.484705 + Penalty 3183.509008 = -80350.975697 nChanged 10 SP:Iteration 5Q (8582.990000 sec): 3 clusters Score: Raw -83562.014846 + Penalty 3183.509008 = -80378.505838 nChanged 6 SP:Iteration 6Q (8583.000000 sec): 3 clusters Score: Raw -83569.702357 + Penalty 3183.509008 = -80386.193348 nChanged 2 SP:Iteration 7Q (8583.000000 sec): 3 clusters Score: Raw -83575.215627 + Penalty 3183.509008 = -80391.706619 nChanged 0 SP:Iteration 8F (8583.000000 sec): 3 clusters Score: Raw -83575.215627 + Penalty 3183.509008 = -80391.706619 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 28 (378 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8583.010000 sec): 2 clusters Score: Raw -53178.095475 + Penalty 1471.853761 = -51706.241715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8583.010000 sec): 3 clusters Score: Raw -53221.009506 + Penalty 2943.707521 = -50277.301985 nChanged 54 SP:Iteration 1F (8583.010000 sec): 3 clusters Score: Raw -53373.964191 + Penalty 2943.707521 = -50430.256670 nChanged 13 SP:Iteration 2Q (8583.010000 sec): 3 clusters Score: Raw -53419.960240 + Penalty 2943.707521 = -50476.252719 nChanged 5 SP:Iteration 3Q (8583.010000 sec): 3 clusters Score: Raw -53433.409375 + Penalty 2943.707521 = -50489.701854 nChanged 1 SP:Iteration 4Q (8583.010000 sec): 3 clusters Score: Raw -53434.926949 + Penalty 2943.707521 = -50491.219428 nChanged 1 SP:Iteration 5Q (8583.010000 sec): 3 clusters Score: Raw -53438.839193 + Penalty 2943.707521 = -50495.131672 nChanged 2 SP:Iteration 6Q (8583.020000 sec): 3 clusters Score: Raw -53445.670052 + Penalty 2943.707521 = -50501.962531 nChanged 0 SP:Iteration 7F (8583.020000 sec): 3 clusters Score: Raw -53445.670052 + Penalty 2943.707521 = -50501.962531 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 29 (5381 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8583.040000 sec): 2 clusters Score: Raw -758917.894183 + Penalty 2130.476118 = -756787.418065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8583.060000 sec): 3 clusters Score: Raw -756218.212496 + Penalty 4260.952237 = -751957.260259 nChanged 2094 SP:Iteration 1F (8583.080000 sec): 3 clusters Score: Raw -757461.534492 + Penalty 4260.952237 = -753200.582255 nChanged 400 SP:Iteration 2F (8583.100000 sec): 3 clusters Score: Raw -757744.869279 + Penalty 4260.952237 = -753483.917042 nChanged 332 SP:Iteration 3F (8583.120000 sec): 3 clusters Score: Raw -757990.080954 + Penalty 4260.952237 = -753729.128717 nChanged 254 SP:Iteration 4Q (8583.140000 sec): 3 clusters Score: Raw -758144.461225 + Penalty 4260.952237 = -753883.508989 nChanged 185 SP:Iteration 5Q (8583.160000 sec): 3 clusters Score: Raw -758238.404768 + Penalty 4260.952237 = -753977.452531 nChanged 162 SP:Iteration 6Q (8583.180000 sec): 3 clusters Score: Raw -758337.622399 + Penalty 4260.952237 = -754076.670163 nChanged 158 SP:Iteration 7Q (8583.200000 sec): 3 clusters Score: Raw -758414.930848 + Penalty 4260.952237 = -754153.978611 nChanged 129 SP:Iteration 8Q (8583.220000 sec): 3 clusters Score: Raw -758476.264863 + Penalty 4260.952237 = -754215.312626 nChanged 104 SP:Iteration 9Q (8583.240000 sec): 3 clusters Score: Raw -758518.948530 + Penalty 4260.952237 = -754257.996293 nChanged 94 SP:Iteration 10Q (8583.260000 sec): 3 clusters Score: Raw -758562.061280 + Penalty 4260.952237 = -754301.109043 nChanged 86 SP:Iteration 11Q (8583.280000 sec): 3 clusters Score: Raw -758598.978809 + Penalty 4260.952237 = -754338.026572 nChanged 93 SP:Iteration 12Q (8583.300000 sec): 3 clusters Score: Raw -758637.655557 + Penalty 4260.952237 = -754376.703320 nChanged 85 SP:Iteration 13Q (8583.320000 sec): 3 clusters Score: Raw -758672.386630 + Penalty 4260.952237 = -754411.434394 nChanged 86 SP:Iteration 14Q (8583.340000 sec): 3 clusters Score: Raw -758710.918666 + Penalty 4260.952237 = -754449.966429 nChanged 75 SP:Iteration 15Q (8583.360000 sec): 3 clusters Score: Raw -758747.567336 + Penalty 4260.952237 = -754486.615099 nChanged 80 SP:Iteration 16Q (8583.380000 sec): 3 clusters Score: Raw -758783.390893 + Penalty 4260.952237 = -754522.438656 nChanged 84 SP:Iteration 17Q (8583.400000 sec): 3 clusters Score: Raw -758821.433126 + Penalty 4260.952237 = -754560.480889 nChanged 78 SP:Iteration 18Q (8583.420000 sec): 3 clusters Score: Raw -758858.140096 + Penalty 4260.952237 = -754597.187860 nChanged 79 SP:Iteration 19Q (8583.440000 sec): 3 clusters Score: Raw -758891.982566 + Penalty 4260.952237 = -754631.030329 nChanged 70 SP:Iteration 20F (8583.460000 sec): 3 clusters Score: Raw -758922.970414 + Penalty 4260.952237 = -754662.018177 nChanged 73 SP:Iteration 21Q (8583.480000 sec): 3 clusters Score: Raw -758954.815615 + Penalty 4260.952237 = -754693.863378 nChanged 74 SP:Iteration 22Q (8583.490000 sec): 3 clusters Score: Raw -758988.799462 + Penalty 4260.952237 = -754727.847225 nChanged 69 SP:Iteration 23Q (8583.510000 sec): 3 clusters Score: Raw -759023.895990 + Penalty 4260.952237 = -754762.943753 nChanged 69 SP:Iteration 24Q (8583.530000 sec): 3 clusters Score: Raw -759054.535825 + Penalty 4260.952237 = -754793.583588 nChanged 62 SP:Iteration 25Q (8583.570000 sec): 3 clusters Score: Raw -759086.500473 + Penalty 4260.952237 = -754825.548237 nChanged 73 SP:Iteration 26Q (8583.630000 sec): 3 clusters Score: Raw -759123.924127 + Penalty 4260.952237 = -754862.971890 nChanged 72 SP:Iteration 27Q (8583.690000 sec): 3 clusters Score: Raw -759161.226913 + Penalty 4260.952237 = -754900.274676 nChanged 62 SP:Iteration 28Q (8583.740000 sec): 3 clusters Score: Raw -759197.092920 + Penalty 4260.952237 = -754936.140683 nChanged 51 SP:Iteration 29Q (8583.780000 sec): 3 clusters Score: Raw -759229.421945 + Penalty 4260.952237 = -754968.469708 nChanged 50 SP:Iteration 30Q (8583.830000 sec): 3 clusters Score: Raw -759264.106975 + Penalty 4260.952237 = -755003.154738 nChanged 68 SP:Iteration 31Q (8583.900000 sec): 3 clusters Score: Raw -759317.779444 + Penalty 4260.952237 = -755056.827207 nChanged 77 SP:Iteration 32Q (8583.980000 sec): 3 clusters Score: Raw -759365.919774 + Penalty 4260.952237 = -755104.967537 nChanged 62 SP:Iteration 33Q (8584.010000 sec): 3 clusters Score: Raw -759406.034905 + Penalty 4260.952237 = -755145.082668 nChanged 64 SP:Iteration 34Q (8584.050000 sec): 3 clusters Score: Raw -759448.355466 + Penalty 4260.952237 = -755187.403229 nChanged 56 SP:Iteration 35Q (8584.120000 sec): 3 clusters Score: Raw -759479.214988 + Penalty 4260.952237 = -755218.262751 nChanged 35 SP:Iteration 36Q (8584.160000 sec): 3 clusters Score: Raw -759500.964608 + Penalty 4260.952237 = -755240.012371 nChanged 30 SP:Iteration 37Q (8584.200000 sec): 3 clusters Score: Raw -759517.897805 + Penalty 4260.952237 = -755256.945568 nChanged 32 SP:Iteration 38Q (8584.260000 sec): 3 clusters Score: Raw -759534.916679 + Penalty 4260.952237 = -755273.964443 nChanged 33 SP:Iteration 39Q (8584.370000 sec): 3 clusters Score: Raw -759554.001368 + Penalty 4260.952237 = -755293.049131 nChanged 26 SP:Iteration 40F (8584.410000 sec): 3 clusters Score: Raw -759563.995371 + Penalty 4260.952237 = -755303.043134 nChanged 27 SP:Iteration 41Q (8584.460000 sec): 3 clusters Score: Raw -759576.326348 + Penalty 4260.952237 = -755315.374112 nChanged 13 SP:Iteration 42Q (8584.600000 sec): 3 clusters Score: Raw -759582.313610 + Penalty 4260.952237 = -755321.361373 nChanged 14 SP:Iteration 43Q (8584.620000 sec): 3 clusters Score: Raw -759590.463549 + Penalty 4260.952237 = -755329.511313 nChanged 12 SP:Iteration 44Q (8584.680000 sec): 3 clusters Score: Raw -759595.062763 + Penalty 4260.952237 = -755334.110526 nChanged 7 SP:Iteration 45Q (8584.730000 sec): 3 clusters Score: Raw -759597.613812 + Penalty 4260.952237 = -755336.661575 nChanged 10 SP:Iteration 46Q (8584.750000 sec): 3 clusters Score: Raw -759601.245058 + Penalty 4260.952237 = -755340.292822 nChanged 2 SP:Iteration 47Q (8584.820000 sec): 3 clusters Score: Raw -759602.140439 + Penalty 4260.952237 = -755341.188202 nChanged 4 SP:Iteration 48Q (8584.880000 sec): 3 clusters Score: Raw -759603.723453 + Penalty 4260.952237 = -755342.771216 nChanged 5 SP:Iteration 49Q (8584.940000 sec): 3 clusters Score: Raw -759605.690254 + Penalty 4260.952237 = -755344.738017 nChanged 2 SP:Iteration 50Q (8584.990000 sec): 3 clusters Score: Raw -759606.107957 + Penalty 4260.952237 = -755345.155720 nChanged 0 SP:Iteration 51F (8585.080000 sec): 3 clusters Score: Raw -759606.107957 + Penalty 4260.952237 = -755345.155720 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 30 (240 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8585.120000 sec): 2 clusters Score: Raw -28803.455750 + Penalty 1359.198453 = -27444.257297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8585.130000 sec): 3 clusters Score: Raw -29180.988020 + Penalty 2718.396906 = -26462.591114 nChanged 46 SP:Iteration 1F (8585.130000 sec): 3 clusters Score: Raw -29375.921583 + Penalty 2718.396906 = -26657.524677 nChanged 10 SP:Iteration 2Q (8585.130000 sec): 3 clusters Score: Raw -29403.474915 + Penalty 2718.396906 = -26685.078009 nChanged 6 SP:Iteration 3Q (8585.130000 sec): 3 clusters Score: Raw -29426.808276 + Penalty 2718.396906 = -26708.411370 nChanged 4 SP:Iteration 4Q (8585.130000 sec): 3 clusters Score: Raw -29435.797734 + Penalty 2718.396906 = -26717.400828 nChanged 2 SP:Iteration 5Q (8585.130000 sec): 3 clusters Score: Raw -29442.798109 + Penalty 2718.396906 = -26724.401203 nChanged 2 SP:Iteration 6Q (8585.130000 sec): 3 clusters Score: Raw -29450.102575 + Penalty 2718.396906 = -26731.705669 nChanged 2 SP:Iteration 7Q (8585.130000 sec): 3 clusters Score: Raw -29456.620058 + Penalty 2718.396906 = -26738.223152 nChanged 1 SP:Iteration 8Q (8585.130000 sec): 3 clusters Score: Raw -29459.080392 + Penalty 2718.396906 = -26740.683486 nChanged 0 SP:Iteration 9F (8585.130000 sec): 3 clusters Score: Raw -29459.080392 + Penalty 2718.396906 = -26740.683486 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 31 (193 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8585.220000 sec): 2 clusters Score: Raw -24770.476712 + Penalty 1305.147167 = -23465.329545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8585.220000 sec): 3 clusters Score: Raw -24971.847280 + Penalty 2610.294334 = -22361.552946 nChanged 12 SP:Iteration 1F (8585.220000 sec): 3 clusters Score: Raw -25099.200902 + Penalty 2610.294334 = -22488.906568 nChanged 3 SP:Iteration 2Q (8585.220000 sec): 3 clusters Score: Raw -25175.769736 + Penalty 2610.294334 = -22565.475403 nChanged 2 SP:Iteration 3Q (8585.220000 sec): 3 clusters Score: Raw -25181.970437 + Penalty 2610.294334 = -22571.676103 nChanged 2 SP:Iteration 4Q (8585.220000 sec): 3 clusters Score: Raw -25188.253579 + Penalty 2610.294334 = -22577.959245 nChanged 0 SP:Iteration 5F (8585.230000 sec): 3 clusters Score: Raw -25188.253579 + Penalty 2610.294334 = -22577.959245 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 32 (5702 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8585.340000 sec): 2 clusters Score: Raw -783871.013347 + Penalty 2144.845923 = -781726.167424 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8585.400000 sec): 3 clusters Score: Raw -781088.599045 + Penalty 4289.691846 = -776798.907200 nChanged 2214 SP:Iteration 1F (8585.470000 sec): 3 clusters Score: Raw -782380.848772 + Penalty 4289.691846 = -778091.156927 nChanged 442 SP:Iteration 2F (8585.510000 sec): 3 clusters Score: Raw -782668.865428 + Penalty 4289.691846 = -778379.173582 nChanged 335 SP:Iteration 3F (8585.530000 sec): 3 clusters Score: Raw -782928.747909 + Penalty 4289.691846 = -778639.056063 nChanged 298 SP:Iteration 4F (8585.590000 sec): 3 clusters Score: Raw -783169.630218 + Penalty 4289.691846 = -778879.938372 nChanged 226 SP:Iteration 5Q (8585.610000 sec): 3 clusters Score: Raw -783301.017003 + Penalty 4289.691846 = -779011.325158 nChanged 172 SP:Iteration 6Q (8585.630000 sec): 3 clusters Score: Raw -783393.667685 + Penalty 4289.691846 = -779103.975840 nChanged 173 SP:Iteration 7Q (8585.650000 sec): 3 clusters Score: Raw -783485.237309 + Penalty 4289.691846 = -779195.545463 nChanged 151 SP:Iteration 8Q (8585.670000 sec): 3 clusters Score: Raw -783566.165398 + Penalty 4289.691846 = -779276.473552 nChanged 136 SP:Iteration 9Q (8585.690000 sec): 3 clusters Score: Raw -783625.720230 + Penalty 4289.691846 = -779336.028385 nChanged 124 SP:Iteration 10Q (8585.710000 sec): 3 clusters Score: Raw -783687.308865 + Penalty 4289.691846 = -779397.617019 nChanged 102 SP:Iteration 11Q (8585.730000 sec): 3 clusters Score: Raw -783740.038131 + Penalty 4289.691846 = -779450.346285 nChanged 99 SP:Iteration 12Q (8585.750000 sec): 3 clusters Score: Raw -783788.901310 + Penalty 4289.691846 = -779499.209464 nChanged 89 SP:Iteration 13Q (8585.770000 sec): 3 clusters Score: Raw -783827.128946 + Penalty 4289.691846 = -779537.437101 nChanged 60 SP:Iteration 14Q (8585.790000 sec): 3 clusters Score: Raw -783848.214737 + Penalty 4289.691846 = -779558.522891 nChanged 54 SP:Iteration 15Q (8585.810000 sec): 3 clusters Score: Raw -783866.359829 + Penalty 4289.691846 = -779576.667983 nChanged 56 SP:Iteration 16Q (8585.830000 sec): 3 clusters Score: Raw -783887.168543 + Penalty 4289.691846 = -779597.476697 nChanged 49 SP:Iteration 17Q (8585.860000 sec): 3 clusters Score: Raw -783904.415812 + Penalty 4289.691846 = -779614.723966 nChanged 38 SP:Iteration 18Q (8585.880000 sec): 3 clusters Score: Raw -783914.798941 + Penalty 4289.691846 = -779625.107096 nChanged 28 SP:Iteration 19Q (8585.900000 sec): 3 clusters Score: Raw -783924.313663 + Penalty 4289.691846 = -779634.621817 nChanged 24 SP:Iteration 20F (8585.920000 sec): 3 clusters Score: Raw -783932.352697 + Penalty 4289.691846 = -779642.660852 nChanged 22 SP:Iteration 21Q (8585.940000 sec): 3 clusters Score: Raw -783937.637923 + Penalty 4289.691846 = -779647.946077 nChanged 19 SP:Iteration 22Q (8585.960000 sec): 3 clusters Score: Raw -783942.961348 + Penalty 4289.691846 = -779653.269502 nChanged 19 SP:Iteration 23Q (8585.990000 sec): 3 clusters Score: Raw -783948.377923 + Penalty 4289.691846 = -779658.686078 nChanged 16 SP:Iteration 24Q (8586.010000 sec): 3 clusters Score: Raw -783952.967287 + Penalty 4289.691846 = -779663.275441 nChanged 20 SP:Iteration 25Q (8586.030000 sec): 3 clusters Score: Raw -783958.176233 + Penalty 4289.691846 = -779668.484388 nChanged 19 SP:Iteration 26Q (8586.050000 sec): 3 clusters Score: Raw -783963.636216 + Penalty 4289.691846 = -779673.944370 nChanged 15 SP:Iteration 27Q (8586.070000 sec): 3 clusters Score: Raw -783968.041464 + Penalty 4289.691846 = -779678.349619 nChanged 13 SP:Iteration 28Q (8586.090000 sec): 3 clusters Score: Raw -783971.635349 + Penalty 4289.691846 = -779681.943503 nChanged 23 SP:Iteration 29Q (8586.110000 sec): 3 clusters Score: Raw -783977.189994 + Penalty 4289.691846 = -779687.498148 nChanged 18 SP:Iteration 30Q (8586.130000 sec): 3 clusters Score: Raw -783981.096556 + Penalty 4289.691846 = -779691.404710 nChanged 12 SP:Iteration 31Q (8586.150000 sec): 3 clusters Score: Raw -783983.835063 + Penalty 4289.691846 = -779694.143217 nChanged 10 SP:Iteration 32Q (8586.170000 sec): 3 clusters Score: Raw -783986.722074 + Penalty 4289.691846 = -779697.030228 nChanged 13 SP:Iteration 33Q (8586.190000 sec): 3 clusters Score: Raw -783989.369043 + Penalty 4289.691846 = -779699.677198 nChanged 5 SP:Iteration 34Q (8586.210000 sec): 3 clusters Score: Raw -783990.619917 + Penalty 4289.691846 = -779700.928072 nChanged 3 SP:Iteration 35Q (8586.230000 sec): 3 clusters Score: Raw -783990.982495 + Penalty 4289.691846 = -779701.290650 nChanged 0 SP:Iteration 36F (8586.250000 sec): 3 clusters Score: Raw -783990.982495 + Penalty 4289.691846 = -779701.290650 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 33 (946 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8586.260000 sec): 2 clusters Score: Raw -131302.555315 + Penalty 1699.356157 = -129603.199158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8586.270000 sec): 3 clusters Score: Raw -131127.294171 + Penalty 3398.712314 = -127728.581857 nChanged 237 SP:Iteration 1F (8586.270000 sec): 3 clusters Score: Raw -131393.173397 + Penalty 3398.712314 = -127994.461082 nChanged 57 SP:Iteration 2F (8586.270000 sec): 3 clusters Score: Raw -131461.670606 + Penalty 3398.712314 = -128062.958291 nChanged 26 SP:Iteration 3Q (8586.280000 sec): 3 clusters Score: Raw -131490.661517 + Penalty 3398.712314 = -128091.949203 nChanged 15 SP:Iteration 4Q (8586.280000 sec): 3 clusters Score: Raw -131510.752337 + Penalty 3398.712314 = -128112.040022 nChanged 9 SP:Iteration 5Q (8586.290000 sec): 3 clusters Score: Raw -131525.139471 + Penalty 3398.712314 = -128126.427156 nChanged 5 SP:Iteration 6Q (8586.290000 sec): 3 clusters Score: Raw -131529.904947 + Penalty 3398.712314 = -128131.192633 nChanged 6 SP:Iteration 7Q (8586.290000 sec): 3 clusters Score: Raw -131538.715783 + Penalty 3398.712314 = -128140.003469 nChanged 3 SP:Iteration 8Q (8586.290000 sec): 3 clusters Score: Raw -131544.482941 + Penalty 3398.712314 = -128145.770627 nChanged 3 SP:Iteration 9Q (8586.300000 sec): 3 clusters Score: Raw -131548.971570 + Penalty 3398.712314 = -128150.259256 nChanged 6 SP:Iteration 10Q (8586.300000 sec): 3 clusters Score: Raw -131559.434648 + Penalty 3398.712314 = -128160.722334 nChanged 4 SP:Iteration 11Q (8586.310000 sec): 3 clusters Score: Raw -131563.074896 + Penalty 3398.712314 = -128164.362581 nChanged 1 SP:Iteration 12Q (8586.310000 sec): 3 clusters Score: Raw -131563.749336 + Penalty 3398.712314 = -128165.037022 nChanged 2 SP:Iteration 13Q (8586.310000 sec): 3 clusters Score: Raw -131566.771621 + Penalty 3398.712314 = -128168.059307 nChanged 1 SP:Iteration 14Q (8586.310000 sec): 3 clusters Score: Raw -131567.702192 + Penalty 3398.712314 = -128168.989877 nChanged 1 SP:Iteration 15Q (8586.320000 sec): 3 clusters Score: Raw -131569.012557 + Penalty 3398.712314 = -128170.300243 nChanged 1 SP:Iteration 16Q (8586.320000 sec): 3 clusters Score: Raw -131570.003001 + Penalty 3398.712314 = -128171.290687 nChanged 3 SP:Iteration 17Q (8586.320000 sec): 3 clusters Score: Raw -131575.370917 + Penalty 3398.712314 = -128176.658603 nChanged 5 SP:Iteration 18Q (8586.320000 sec): 3 clusters Score: Raw -131584.053078 + Penalty 3398.712314 = -128185.340764 nChanged 3 SP:Iteration 19Q (8586.330000 sec): 3 clusters Score: Raw -131588.745773 + Penalty 3398.712314 = -128190.033459 nChanged 6 SP:Iteration 20F (8586.330000 sec): 3 clusters Score: Raw -131600.950512 + Penalty 3398.712314 = -128202.238198 nChanged 6 SP:Iteration 21Q (8586.330000 sec): 3 clusters Score: Raw -131613.027414 + Penalty 3398.712314 = -128214.315100 nChanged 5 SP:Iteration 22Q (8586.340000 sec): 3 clusters Score: Raw -131622.982699 + Penalty 3398.712314 = -128224.270385 nChanged 11 SP:Iteration 23Q (8586.340000 sec): 3 clusters Score: Raw -131644.323394 + Penalty 3398.712314 = -128245.611079 nChanged 11 SP:Iteration 24Q (8586.340000 sec): 3 clusters Score: Raw -131671.811048 + Penalty 3398.712314 = -128273.098734 nChanged 13 SP:Iteration 25Q (8586.350000 sec): 3 clusters Score: Raw -131694.141738 + Penalty 3398.712314 = -128295.429424 nChanged 9 SP:Iteration 26Q (8586.350000 sec): 3 clusters Score: Raw -131706.126094 + Penalty 3398.712314 = -128307.413780 nChanged 4 SP:Iteration 27Q (8586.350000 sec): 3 clusters Score: Raw -131712.511546 + Penalty 3398.712314 = -128313.799232 nChanged 3 SP:Iteration 28Q (8586.350000 sec): 3 clusters Score: Raw -131715.795781 + Penalty 3398.712314 = -128317.083467 nChanged 4 SP:Iteration 29Q (8586.360000 sec): 3 clusters Score: Raw -131722.637397 + Penalty 3398.712314 = -128323.925083 nChanged 2 SP:Iteration 30Q (8586.360000 sec): 3 clusters Score: Raw -131724.358161 + Penalty 3398.712314 = -128325.645847 nChanged 0 SP:Iteration 31F (8586.370000 sec): 3 clusters Score: Raw -131724.358161 + Penalty 3398.712314 = -128325.645847 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 34 (290 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8586.370000 sec): 2 clusters Score: Raw -40505.757869 + Penalty 1406.130469 = -39099.627400 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8586.370000 sec): 3 clusters Score: Raw -40633.760508 + Penalty 2812.260938 = -37821.499571 nChanged 31 SP:Iteration 1F (8586.370000 sec): 3 clusters Score: Raw -40728.253308 + Penalty 2812.260938 = -37915.992370 nChanged 5 SP:Iteration 2Q (8586.370000 sec): 3 clusters Score: Raw -40759.395772 + Penalty 2812.260938 = -37947.134834 nChanged 3 SP:Iteration 3Q (8586.370000 sec): 3 clusters Score: Raw -40768.504606 + Penalty 2812.260938 = -37956.243668 nChanged 2 SP:Iteration 4Q (8586.370000 sec): 3 clusters Score: Raw -40791.040600 + Penalty 2812.260938 = -37978.779662 nChanged 2 SP:Iteration 5Q (8586.370000 sec): 3 clusters Score: Raw -40800.666209 + Penalty 2812.260938 = -37988.405271 nChanged 2 SP:Iteration 6Q (8586.370000 sec): 3 clusters Score: Raw -40807.089601 + Penalty 2812.260938 = -37994.828664 nChanged 0 SP:Iteration 7F (8586.380000 sec): 3 clusters Score: Raw -40807.089601 + Penalty 2812.260938 = -37994.828664 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 35 (424 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8586.380000 sec): 2 clusters Score: Raw -68615.507438 + Penalty 1500.333897 = -67115.173541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8586.380000 sec): 3 clusters Score: Raw -68765.141771 + Penalty 3000.667794 = -65764.473977 nChanged 71 SP:Iteration 1F (8586.390000 sec): 3 clusters Score: Raw -68926.002196 + Penalty 3000.667794 = -65925.334403 nChanged 32 SP:Iteration 2F (8586.390000 sec): 3 clusters Score: Raw -69000.043495 + Penalty 3000.667794 = -65999.375701 nChanged 16 SP:Iteration 3Q (8586.390000 sec): 3 clusters Score: Raw -69037.476595 + Penalty 3000.667794 = -66036.808801 nChanged 8 SP:Iteration 4Q (8586.390000 sec): 3 clusters Score: Raw -69055.114333 + Penalty 3000.667794 = -66054.446539 nChanged 6 SP:Iteration 5Q (8586.390000 sec): 3 clusters Score: Raw -69075.336998 + Penalty 3000.667794 = -66074.669204 nChanged 5 SP:Iteration 6Q (8586.390000 sec): 3 clusters Score: Raw -69093.808214 + Penalty 3000.667794 = -66093.140420 nChanged 8 SP:Iteration 7Q (8586.390000 sec): 3 clusters Score: Raw -69114.147954 + Penalty 3000.667794 = -66113.480160 nChanged 5 SP:Iteration 8Q (8586.400000 sec): 3 clusters Score: Raw -69135.291067 + Penalty 3000.667794 = -66134.623273 nChanged 2 SP:Iteration 9Q (8586.400000 sec): 3 clusters Score: Raw -69140.646000 + Penalty 3000.667794 = -66139.978206 nChanged 1 SP:Iteration 10Q (8586.400000 sec): 3 clusters Score: Raw -69151.832960 + Penalty 3000.667794 = -66151.165166 nChanged 1 SP:Iteration 11Q (8586.400000 sec): 3 clusters Score: Raw -69153.552697 + Penalty 3000.667794 = -66152.884904 nChanged 0 SP:Iteration 12F (8586.400000 sec): 3 clusters Score: Raw -69153.552697 + Penalty 3000.667794 = -66152.884904 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 36 (254 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8586.410000 sec): 2 clusters Score: Raw -33742.095498 + Penalty 1373.258898 = -32368.836600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8586.410000 sec): 3 clusters Score: Raw -33956.672837 + Penalty 2746.517796 = -31210.155041 nChanged 25 SP:Iteration 1F (8586.410000 sec): 3 clusters Score: Raw -34037.120802 + Penalty 2746.517796 = -31290.603006 nChanged 12 SP:Iteration 2Q (8586.410000 sec): 3 clusters Score: Raw -34084.953743 + Penalty 2746.517796 = -31338.435947 nChanged 4 SP:Iteration 3Q (8586.410000 sec): 3 clusters Score: Raw -34098.484442 + Penalty 2746.517796 = -31351.966645 nChanged 1 SP:Iteration 4Q (8586.410000 sec): 3 clusters Score: Raw -34310.130575 + Penalty 2746.517796 = -31563.612778 nChanged 15 SP:Iteration 5F (8586.410000 sec): 3 clusters Score: Raw -34390.102306 + Penalty 2746.517796 = -31643.584510 nChanged 6 SP:Iteration 6Q (8586.410000 sec): 3 clusters Score: Raw -34420.521669 + Penalty 2746.517796 = -31674.003872 nChanged 4 SP:Iteration 7Q (8586.410000 sec): 3 clusters Score: Raw -34438.980201 + Penalty 2746.517796 = -31692.462405 nChanged 4 SP:Iteration 8Q (8586.410000 sec): 3 clusters Score: Raw -34454.886782 + Penalty 2746.517796 = -31708.368986 nChanged 4 SP:Iteration 9Q (8586.410000 sec): 3 clusters Score: Raw -34487.652005 + Penalty 2746.517796 = -31741.134208 nChanged 2 SP:Iteration 10Q (8586.420000 sec): 3 clusters Score: Raw -34508.344665 + Penalty 2746.517796 = -31761.826869 nChanged 3 SP:Iteration 11Q (8586.420000 sec): 3 clusters Score: Raw -34533.281101 + Penalty 2746.517796 = -31786.763304 nChanged 2 SP:Iteration 12Q (8586.420000 sec): 3 clusters Score: Raw -34541.825982 + Penalty 2746.517796 = -31795.308186 nChanged 1 SP:Iteration 13Q (8586.420000 sec): 3 clusters Score: Raw -34548.231547 + Penalty 2746.517796 = -31801.713751 nChanged 1 SP:Iteration 14Q (8586.420000 sec): 3 clusters Score: Raw -34572.821546 + Penalty 2746.517796 = -31826.303749 nChanged 0 SP:Iteration 15F (8586.420000 sec): 3 clusters Score: Raw -34572.821546 + Penalty 2746.517796 = -31826.303749 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 37 (641 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8586.430000 sec): 2 clusters Score: Raw -93088.988258 + Penalty 1602.831305 = -91486.156953 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8586.430000 sec): 3 clusters Score: Raw -93035.586208 + Penalty 3205.662611 = -89829.923597 nChanged 125 SP:Iteration 1F (8586.430000 sec): 3 clusters Score: Raw -93235.753763 + Penalty 3205.662611 = -90030.091152 nChanged 31 SP:Iteration 2Q (8586.430000 sec): 3 clusters Score: Raw -93286.943195 + Penalty 3205.662611 = -90081.280585 nChanged 14 SP:Iteration 3Q (8586.440000 sec): 3 clusters Score: Raw -93316.202866 + Penalty 3205.662611 = -90110.540255 nChanged 8 SP:Iteration 4Q (8586.440000 sec): 3 clusters Score: Raw -93327.189596 + Penalty 3205.662611 = -90121.526985 nChanged 2 SP:Iteration 5Q (8586.440000 sec): 3 clusters Score: Raw -93331.481616 + Penalty 3205.662611 = -90125.819005 nChanged 2 SP:Iteration 6Q (8586.450000 sec): 3 clusters Score: Raw -93337.633314 + Penalty 3205.662611 = -90131.970703 nChanged 1 SP:Iteration 7Q (8586.450000 sec): 3 clusters Score: Raw -93339.481840 + Penalty 3205.662611 = -90133.819229 nChanged 2 SP:Iteration 8Q (8586.450000 sec): 3 clusters Score: Raw -93342.928766 + Penalty 3205.662611 = -90137.266155 nChanged 1 SP:Iteration 9Q (8586.450000 sec): 3 clusters Score: Raw -93345.012740 + Penalty 3205.662611 = -90139.350130 nChanged 1 SP:Iteration 10Q (8586.450000 sec): 3 clusters Score: Raw -93346.466270 + Penalty 3205.662611 = -90140.803659 nChanged 2 SP:Iteration 11Q (8586.460000 sec): 3 clusters Score: Raw -93351.969247 + Penalty 3205.662611 = -90146.306637 nChanged 1 SP:Iteration 12Q (8586.460000 sec): 3 clusters Score: Raw -93353.281363 + Penalty 3205.662611 = -90147.618752 nChanged 0 SP:Iteration 13F (8586.460000 sec): 3 clusters Score: Raw -93353.281363 + Penalty 3205.662611 = -90147.618752 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 38 (5434 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8586.490000 sec): 2 clusters Score: Raw -754672.017660 + Penalty 2132.906836 = -752539.110824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8586.510000 sec): 3 clusters Score: Raw -752047.769284 + Penalty 4265.813672 = -747781.955612 nChanged 2075 SP:Iteration 1F (8586.530000 sec): 3 clusters Score: Raw -753204.226286 + Penalty 4265.813672 = -748938.412614 nChanged 391 SP:Iteration 2F (8586.550000 sec): 3 clusters Score: Raw -753408.820358 + Penalty 4265.813672 = -749143.006686 nChanged 246 SP:Iteration 3Q (8586.570000 sec): 3 clusters Score: Raw -753533.211434 + Penalty 4265.813672 = -749267.397763 nChanged 190 SP:Iteration 4Q (8586.590000 sec): 3 clusters Score: Raw -753619.508446 + Penalty 4265.813672 = -749353.694774 nChanged 144 SP:Iteration 5Q (8586.610000 sec): 3 clusters Score: Raw -753680.121328 + Penalty 4265.813672 = -749414.307656 nChanged 114 SP:Iteration 6Q (8586.630000 sec): 3 clusters Score: Raw -753726.591612 + Penalty 4265.813672 = -749460.777940 nChanged 96 SP:Iteration 7Q (8586.650000 sec): 3 clusters Score: Raw -753768.552097 + Penalty 4265.813672 = -749502.738425 nChanged 90 SP:Iteration 8Q (8586.670000 sec): 3 clusters Score: Raw -753801.616754 + Penalty 4265.813672 = -749535.803082 nChanged 81 SP:Iteration 9Q (8586.750000 sec): 3 clusters Score: Raw -753829.950250 + Penalty 4265.813672 = -749564.136579 nChanged 67 SP:Iteration 10Q (8586.780000 sec): 3 clusters Score: Raw -753856.766813 + Penalty 4265.813672 = -749590.953141 nChanged 58 SP:Iteration 11Q (8586.790000 sec): 3 clusters Score: Raw -753880.668103 + Penalty 4265.813672 = -749614.854431 nChanged 74 SP:Iteration 12Q (8586.820000 sec): 3 clusters Score: Raw -753905.967301 + Penalty 4265.813672 = -749640.153629 nChanged 53 SP:Iteration 13Q (8586.840000 sec): 3 clusters Score: Raw -753924.412597 + Penalty 4265.813672 = -749658.598925 nChanged 50 SP:Iteration 14Q (8586.860000 sec): 3 clusters Score: Raw -753942.219786 + Penalty 4265.813672 = -749676.406114 nChanged 62 SP:Iteration 15Q (8586.880000 sec): 3 clusters Score: Raw -753965.340638 + Penalty 4265.813672 = -749699.526966 nChanged 60 SP:Iteration 16Q (8586.890000 sec): 3 clusters Score: Raw -753990.317747 + Penalty 4265.813672 = -749724.504075 nChanged 65 SP:Iteration 17Q (8586.920000 sec): 3 clusters Score: Raw -754020.428507 + Penalty 4265.813672 = -749754.614836 nChanged 69 SP:Iteration 18Q (8586.960000 sec): 3 clusters Score: Raw -754049.507248 + Penalty 4265.813672 = -749783.693576 nChanged 65 SP:Iteration 19Q (8586.980000 sec): 3 clusters Score: Raw -754077.060905 + Penalty 4265.813672 = -749811.247233 nChanged 66 SP:Iteration 20F (8587.000000 sec): 3 clusters Score: Raw -754103.822157 + Penalty 4265.813672 = -749838.008485 nChanged 66 SP:Iteration 21Q (8587.020000 sec): 3 clusters Score: Raw -754135.367400 + Penalty 4265.813672 = -749869.553728 nChanged 79 SP:Iteration 22Q (8587.030000 sec): 3 clusters Score: Raw -754175.132525 + Penalty 4265.813672 = -749909.318853 nChanged 68 SP:Iteration 23Q (8587.050000 sec): 3 clusters Score: Raw -754207.435216 + Penalty 4265.813672 = -749941.621544 nChanged 58 SP:Iteration 24Q (8587.070000 sec): 3 clusters Score: Raw -754231.876868 + Penalty 4265.813672 = -749966.063196 nChanged 45 SP:Iteration 25Q (8587.090000 sec): 3 clusters Score: Raw -754255.814773 + Penalty 4265.813672 = -749990.001102 nChanged 64 SP:Iteration 26Q (8587.110000 sec): 3 clusters Score: Raw -754295.247265 + Penalty 4265.813672 = -750029.433593 nChanged 75 SP:Iteration 27Q (8587.130000 sec): 3 clusters Score: Raw -754335.303244 + Penalty 4265.813672 = -750069.489573 nChanged 74 SP:Iteration 28Q (8587.150000 sec): 3 clusters Score: Raw -754379.953667 + Penalty 4265.813672 = -750114.139995 nChanged 79 SP:Iteration 29Q (8587.170000 sec): 3 clusters Score: Raw -754423.772243 + Penalty 4265.813672 = -750157.958572 nChanged 74 SP:Iteration 30Q (8587.190000 sec): 3 clusters Score: Raw -754462.751894 + Penalty 4265.813672 = -750196.938222 nChanged 77 SP:Iteration 31Q (8587.210000 sec): 3 clusters Score: Raw -754507.503444 + Penalty 4265.813672 = -750241.689772 nChanged 85 SP:Iteration 32Q (8587.230000 sec): 3 clusters Score: Raw -754550.108482 + Penalty 4265.813672 = -750284.294810 nChanged 76 SP:Iteration 33Q (8587.250000 sec): 3 clusters Score: Raw -754595.358207 + Penalty 4265.813672 = -750329.544535 nChanged 82 SP:Iteration 34Q (8587.270000 sec): 3 clusters Score: Raw -754649.027168 + Penalty 4265.813672 = -750383.213496 nChanged 91 SP:Iteration 35Q (8587.290000 sec): 3 clusters Score: Raw -754699.707170 + Penalty 4265.813672 = -750433.893498 nChanged 92 SP:Iteration 36Q (8587.300000 sec): 3 clusters Score: Raw -754741.932417 + Penalty 4265.813672 = -750476.118746 nChanged 64 SP:Iteration 37Q (8587.320000 sec): 3 clusters Score: Raw -754776.701187 + Penalty 4265.813672 = -750510.887516 nChanged 61 SP:Iteration 38Q (8587.340000 sec): 3 clusters Score: Raw -754809.078054 + Penalty 4265.813672 = -750543.264382 nChanged 54 SP:Iteration 39Q (8587.360000 sec): 3 clusters Score: Raw -754834.006748 + Penalty 4265.813672 = -750568.193077 nChanged 58 SP:Iteration 40F (8587.380000 sec): 3 clusters Score: Raw -754859.052969 + Penalty 4265.813672 = -750593.239297 nChanged 40 SP:Iteration 41Q (8587.390000 sec): 3 clusters Score: Raw -754877.226395 + Penalty 4265.813672 = -750611.412723 nChanged 41 SP:Iteration 42Q (8587.420000 sec): 3 clusters Score: Raw -754897.868816 + Penalty 4265.813672 = -750632.055144 nChanged 38 SP:Iteration 43Q (8587.440000 sec): 3 clusters Score: Raw -754914.942597 + Penalty 4265.813672 = -750649.128926 nChanged 41 SP:Iteration 44Q (8587.480000 sec): 3 clusters Score: Raw -754939.891680 + Penalty 4265.813672 = -750674.078008 nChanged 40 SP:Iteration 45Q (8587.510000 sec): 3 clusters Score: Raw -754960.097543 + Penalty 4265.813672 = -750694.283871 nChanged 36 SP:Iteration 46Q (8587.560000 sec): 3 clusters Score: Raw -754978.323140 + Penalty 4265.813672 = -750712.509469 nChanged 30 SP:Iteration 47Q (8587.590000 sec): 3 clusters Score: Raw -754990.999175 + Penalty 4265.813672 = -750725.185504 nChanged 25 SP:Iteration 48Q (8587.610000 sec): 3 clusters Score: Raw -755003.846900 + Penalty 4265.813672 = -750738.033228 nChanged 22 SP:Iteration 49Q (8587.650000 sec): 3 clusters Score: Raw -755015.888181 + Penalty 4265.813672 = -750750.074509 nChanged 24 SP:Iteration 50Q (8587.720000 sec): 3 clusters Score: Raw -755028.536801 + Penalty 4265.813672 = -750762.723129 nChanged 28 SP:Iteration 51Q (8587.740000 sec): 3 clusters Score: Raw -755045.764362 + Penalty 4265.813672 = -750779.950690 nChanged 27 SP:Iteration 52Q (8587.760000 sec): 3 clusters Score: Raw -755058.139313 + Penalty 4265.813672 = -750792.325641 nChanged 25 SP:Iteration 53Q (8587.780000 sec): 3 clusters Score: Raw -755072.365576 + Penalty 4265.813672 = -750806.551904 nChanged 31 SP:Iteration 54Q (8587.810000 sec): 3 clusters Score: Raw -755091.305420 + Penalty 4265.813672 = -750825.491748 nChanged 35 SP:Iteration 55Q (8587.820000 sec): 3 clusters Score: Raw -755111.979636 + Penalty 4265.813672 = -750846.165964 nChanged 37 SP:Iteration 56Q (8587.840000 sec): 3 clusters Score: Raw -755131.287650 + Penalty 4265.813672 = -750865.473978 nChanged 24 SP:Iteration 57Q (8587.850000 sec): 3 clusters Score: Raw -755143.256964 + Penalty 4265.813672 = -750877.443293 nChanged 26 SP:Iteration 58Q (8587.870000 sec): 3 clusters Score: Raw -755156.672171 + Penalty 4265.813672 = -750890.858499 nChanged 20 SP:Iteration 59Q (8587.890000 sec): 3 clusters Score: Raw -755166.224143 + Penalty 4265.813672 = -750900.410471 nChanged 18 SP:Iteration 60F (8587.910000 sec): 3 clusters Score: Raw -755173.556234 + Penalty 4265.813672 = -750907.742563 nChanged 18 SP:Iteration 61Q (8587.920000 sec): 3 clusters Score: Raw -755180.252421 + Penalty 4265.813672 = -750914.438749 nChanged 12 SP:Iteration 62Q (8587.940000 sec): 3 clusters Score: Raw -755186.312020 + Penalty 4265.813672 = -750920.498348 nChanged 11 SP:Iteration 63Q (8587.950000 sec): 3 clusters Score: Raw -755191.965250 + Penalty 4265.813672 = -750926.151578 nChanged 11 SP:Iteration 64Q (8587.970000 sec): 3 clusters Score: Raw -755198.176599 + Penalty 4265.813672 = -750932.362927 nChanged 12 SP:Iteration 65Q (8587.990000 sec): 3 clusters Score: Raw -755204.862885 + Penalty 4265.813672 = -750939.049213 nChanged 17 SP:Iteration 66Q (8588.010000 sec): 3 clusters Score: Raw -755216.410871 + Penalty 4265.813672 = -750950.597199 nChanged 13 SP:Iteration 67Q (8588.030000 sec): 3 clusters Score: Raw -755224.044916 + Penalty 4265.813672 = -750958.231244 nChanged 17 SP:Iteration 68Q (8588.040000 sec): 3 clusters Score: Raw -755234.175452 + Penalty 4265.813672 = -750968.361780 nChanged 15 SP:Iteration 69Q (8588.060000 sec): 3 clusters Score: Raw -755239.971573 + Penalty 4265.813672 = -750974.157901 nChanged 10 SP:Iteration 70Q (8588.080000 sec): 3 clusters Score: Raw -755244.705541 + Penalty 4265.813672 = -750978.891869 nChanged 5 SP:Iteration 71Q (8588.090000 sec): 3 clusters Score: Raw -755247.083374 + Penalty 4265.813672 = -750981.269702 nChanged 3 SP:Iteration 72Q (8588.110000 sec): 3 clusters Score: Raw -755248.190402 + Penalty 4265.813672 = -750982.376731 nChanged 3 SP:Iteration 73Q (8588.130000 sec): 3 clusters Score: Raw -755250.334387 + Penalty 4265.813672 = -750984.520715 nChanged 3 SP:Iteration 74Q (8588.150000 sec): 3 clusters Score: Raw -755252.028084 + Penalty 4265.813672 = -750986.214413 nChanged 3 SP:Iteration 75Q (8588.170000 sec): 3 clusters Score: Raw -755253.235417 + Penalty 4265.813672 = -750987.421746 nChanged 1 SP:Iteration 76Q (8588.180000 sec): 3 clusters Score: Raw -755253.734724 + Penalty 4265.813672 = -750987.921052 nChanged 1 SP:Iteration 77Q (8588.200000 sec): 3 clusters Score: Raw -755253.942287 + Penalty 4265.813672 = -750988.128615 nChanged 2 SP:Iteration 78Q (8588.210000 sec): 3 clusters Score: Raw -755254.405957 + Penalty 4265.813672 = -750988.592285 nChanged 1 SP:Iteration 79Q (8588.230000 sec): 3 clusters Score: Raw -755254.726208 + Penalty 4265.813672 = -750988.912536 nChanged 0 SP:Iteration 80F (8588.250000 sec): 3 clusters Score: Raw -755254.726208 + Penalty 4265.813672 = -750988.912536 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 39 (501 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8588.250000 sec): 2 clusters Score: Raw -67772.034877 + Penalty 1541.718313 = -66230.316564 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8588.260000 sec): 3 clusters Score: Raw -67763.433283 + Penalty 3083.436626 = -64679.996657 nChanged 102 SP:Iteration 1F (8588.260000 sec): 3 clusters Score: Raw -67937.586644 + Penalty 3083.436626 = -64854.150018 nChanged 22 SP:Iteration 2Q (8588.260000 sec): 3 clusters Score: Raw -67989.833396 + Penalty 3083.436626 = -64906.396770 nChanged 13 SP:Iteration 3Q (8588.260000 sec): 3 clusters Score: Raw -68023.347640 + Penalty 3083.436626 = -64939.911014 nChanged 4 SP:Iteration 4Q (8588.270000 sec): 3 clusters Score: Raw -68032.956763 + Penalty 3083.436626 = -64949.520137 nChanged 1 SP:Iteration 5Q (8588.270000 sec): 3 clusters Score: Raw -68035.969004 + Penalty 3083.436626 = -64952.532378 nChanged 0 SP:Iteration 6F (8588.270000 sec): 3 clusters Score: Raw -68035.969004 + Penalty 3083.436626 = -64952.532378 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 40 (1065 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8588.270000 sec): 2 clusters Score: Raw -147211.899893 + Penalty 1728.741059 = -145483.158834 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8588.280000 sec): 3 clusters Score: Raw -146936.279938 + Penalty 3457.482119 = -143478.797819 nChanged 285 SP:Iteration 1F (8588.280000 sec): 3 clusters Score: Raw -147280.652712 + Penalty 3457.482119 = -143823.170593 nChanged 85 SP:Iteration 2F (8588.290000 sec): 3 clusters Score: Raw -147442.834799 + Penalty 3457.482119 = -143985.352680 nChanged 63 SP:Iteration 3F (8588.290000 sec): 3 clusters Score: Raw -147580.565860 + Penalty 3457.482119 = -144123.083741 nChanged 41 SP:Iteration 4Q (8588.290000 sec): 3 clusters Score: Raw -147673.829065 + Penalty 3457.482119 = -144216.346946 nChanged 33 SP:Iteration 5Q (8588.300000 sec): 3 clusters Score: Raw -147737.306067 + Penalty 3457.482119 = -144279.823948 nChanged 20 SP:Iteration 6Q (8588.300000 sec): 3 clusters Score: Raw -147777.030187 + Penalty 3457.482119 = -144319.548068 nChanged 17 SP:Iteration 7Q (8588.310000 sec): 3 clusters Score: Raw -147805.536145 + Penalty 3457.482119 = -144348.054026 nChanged 16 SP:Iteration 8Q (8588.310000 sec): 3 clusters Score: Raw -147834.956535 + Penalty 3457.482119 = -144377.474416 nChanged 19 SP:Iteration 9Q (8588.310000 sec): 3 clusters Score: Raw -147871.306178 + Penalty 3457.482119 = -144413.824059 nChanged 23 SP:Iteration 10Q (8588.310000 sec): 3 clusters Score: Raw -147926.477314 + Penalty 3457.482119 = -144468.995196 nChanged 23 SP:Iteration 11Q (8588.320000 sec): 3 clusters Score: Raw -147976.041102 + Penalty 3457.482119 = -144518.558983 nChanged 19 SP:Iteration 12Q (8588.320000 sec): 3 clusters Score: Raw -148023.834113 + Penalty 3457.482119 = -144566.351995 nChanged 24 SP:Iteration 13Q (8588.330000 sec): 3 clusters Score: Raw -148090.722217 + Penalty 3457.482119 = -144633.240099 nChanged 21 SP:Iteration 14Q (8588.330000 sec): 3 clusters Score: Raw -148132.465278 + Penalty 3457.482119 = -144674.983159 nChanged 16 SP:Iteration 15Q (8588.330000 sec): 3 clusters Score: Raw -148158.328019 + Penalty 3457.482119 = -144700.845900 nChanged 17 SP:Iteration 16Q (8588.330000 sec): 3 clusters Score: Raw -148198.818191 + Penalty 3457.482119 = -144741.336072 nChanged 19 SP:Iteration 17Q (8588.340000 sec): 3 clusters Score: Raw -148248.101466 + Penalty 3457.482119 = -144790.619348 nChanged 26 SP:Iteration 18Q (8588.340000 sec): 3 clusters Score: Raw -148318.742601 + Penalty 3457.482119 = -144861.260482 nChanged 25 SP:Iteration 19Q (8588.340000 sec): 3 clusters Score: Raw -148402.728108 + Penalty 3457.482119 = -144945.245989 nChanged 23 SP:Iteration 20F (8588.350000 sec): 3 clusters Score: Raw -148490.530265 + Penalty 3457.482119 = -145033.048146 nChanged 16 SP:Iteration 21Q (8588.350000 sec): 3 clusters Score: Raw -148532.730515 + Penalty 3457.482119 = -145075.248396 nChanged 6 SP:Iteration 22Q (8588.350000 sec): 3 clusters Score: Raw -148546.231965 + Penalty 3457.482119 = -145088.749846 nChanged 6 SP:Iteration 23Q (8588.350000 sec): 3 clusters Score: Raw -148567.126768 + Penalty 3457.482119 = -145109.644649 nChanged 3 SP:Iteration 24Q (8588.360000 sec): 3 clusters Score: Raw -148575.250594 + Penalty 3457.482119 = -145117.768476 nChanged 1 SP:Iteration 25Q (8588.360000 sec): 3 clusters Score: Raw -148582.125080 + Penalty 3457.482119 = -145124.642962 nChanged 0 SP:Iteration 26F (8588.360000 sec): 3 clusters Score: Raw -148582.125080 + Penalty 3457.482119 = -145124.642962 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 41 (449 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8588.370000 sec): 2 clusters Score: Raw -60353.046116 + Penalty 1514.541676 = -58838.504440 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8588.370000 sec): 3 clusters Score: Raw -60442.267223 + Penalty 3029.083352 = -57413.183871 nChanged 62 SP:Iteration 1F (8588.370000 sec): 3 clusters Score: Raw -60587.588605 + Penalty 3029.083352 = -57558.505253 nChanged 17 SP:Iteration 2Q (8588.370000 sec): 3 clusters Score: Raw -60627.302600 + Penalty 3029.083352 = -57598.219247 nChanged 10 SP:Iteration 3Q (8588.370000 sec): 3 clusters Score: Raw -60659.956134 + Penalty 3029.083352 = -57630.872782 nChanged 9 SP:Iteration 4Q (8588.380000 sec): 3 clusters Score: Raw -60687.070412 + Penalty 3029.083352 = -57657.987060 nChanged 4 SP:Iteration 5Q (8588.380000 sec): 3 clusters Score: Raw -60694.309090 + Penalty 3029.083352 = -57665.225738 nChanged 5 SP:Iteration 6Q (8588.380000 sec): 3 clusters Score: Raw -60705.416347 + Penalty 3029.083352 = -57676.332995 nChanged 5 SP:Iteration 7Q (8588.380000 sec): 3 clusters Score: Raw -60721.073416 + Penalty 3029.083352 = -57691.990064 nChanged 2 SP:Iteration 8Q (8588.380000 sec): 3 clusters Score: Raw -60726.134749 + Penalty 3029.083352 = -57697.051397 nChanged 2 SP:Iteration 9Q (8588.390000 sec): 3 clusters Score: Raw -60732.205899 + Penalty 3029.083352 = -57703.122547 nChanged 4 SP:Iteration 10Q (8588.390000 sec): 3 clusters Score: Raw -60749.899361 + Penalty 3029.083352 = -57720.816009 nChanged 5 SP:Iteration 11Q (8588.390000 sec): 3 clusters Score: Raw -60771.801195 + Penalty 3029.083352 = -57742.717843 nChanged 2 SP:Iteration 12Q (8588.390000 sec): 3 clusters Score: Raw -60777.660180 + Penalty 3029.083352 = -57748.576828 nChanged 1 SP:Iteration 13Q (8588.390000 sec): 3 clusters Score: Raw -60783.499807 + Penalty 3029.083352 = -57754.416455 nChanged 2 SP:Iteration 14Q (8588.390000 sec): 3 clusters Score: Raw -60788.209785 + Penalty 3029.083352 = -57759.126433 nChanged 0 SP:Iteration 15F (8588.390000 sec): 3 clusters Score: Raw -60788.209785 + Penalty 3029.083352 = -57759.126433 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 42 (154 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8588.400000 sec): 2 clusters Score: Raw -19039.188754 + Penalty 1249.164245 = -17790.024509 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8588.400000 sec): 3 clusters Score: Raw -19316.319535 + Penalty 2498.328491 = -16817.991044 nChanged 11 SP:Iteration 1F (8588.400000 sec): 3 clusters Score: Raw -19370.643489 + Penalty 2498.328491 = -16872.314998 nChanged 3 SP:Iteration 2Q (8588.400000 sec): 3 clusters Score: Raw -19409.659861 + Penalty 2498.328491 = -16911.331370 nChanged 0 SP:Iteration 3F (8588.400000 sec): 3 clusters Score: Raw -19409.659861 + Penalty 2498.328491 = -16911.331370 nChanged 0 Iteration 179Q (8607.420000 sec): 43 clusters Score: Raw -139333664.381442 + Penalty 143638.487436 = -139190025.894006 nChanged 18 Iteration 180F (8677.900000 sec): 43 clusters Score: Raw -139333723.512668 + Penalty 143638.487436 = -139190085.025231 nChanged 10 Iteration 181Q (8695.170000 sec): 43 clusters Score: Raw -139333738.380704 + Penalty 143638.487436 = -139190099.893268 nChanged 14 Iteration 182Q (8707.550000 sec): 43 clusters Score: Raw -139333748.041702 + Penalty 143638.487436 = -139190109.554266 nChanged 13 Iteration 183Q (8719.210000 sec): 43 clusters Score: Raw -139333752.336901 + Penalty 143638.487436 = -139190113.849465 nChanged 9 Iteration 184Q (8730.750000 sec): 43 clusters Score: Raw -139333754.554893 + Penalty 143638.487436 = -139190116.067457 nChanged 6 Iteration 185Q (8742.400000 sec): 43 clusters Score: Raw -139333757.355428 + Penalty 143638.487436 = -139190118.867992 nChanged 6 Iteration 186Q (8756.870000 sec): 43 clusters Score: Raw -139333759.978735 + Penalty 143638.487436 = -139190121.491299 nChanged 8 Iteration 187Q (8772.470000 sec): 43 clusters Score: Raw -139333761.624171 + Penalty 143638.487436 = -139190123.136735 nChanged 3 Iteration 188Q (8793.420000 sec): 43 clusters Score: Raw -139333762.029478 + Penalty 143638.487436 = -139190123.542042 nChanged 4 Iteration 189Q (8811.340000 sec): 43 clusters Score: Raw -139333762.431469 + Penalty 143638.487436 = -139190123.944033 nChanged 3 Iteration 190Q (8827.460000 sec): 43 clusters Score: Raw -139333765.311518 + Penalty 143638.487436 = -139190126.824081 nChanged 4 Iteration 191Q (8842.260000 sec): 43 clusters Score: Raw -139333768.786753 + Penalty 143638.487436 = -139190130.299317 nChanged 6 Iteration 192Q (8854.900000 sec): 43 clusters Score: Raw -139333773.995933 + Penalty 143638.487436 = -139190135.508497 nChanged 9 Iteration 193Q (8866.650000 sec): 43 clusters Score: Raw -139333793.168873 + Penalty 143638.487436 = -139190154.681436 nChanged 17 Iteration 194Q (8878.540000 sec): 43 clusters Score: Raw -139333829.232971 + Penalty 143638.487436 = -139190190.745534 nChanged 19 Iteration 195Q (8890.450000 sec): 43 clusters Score: Raw -139333875.443365 + Penalty 143638.487436 = -139190236.955929 nChanged 18 Iteration 196Q (8902.070000 sec): 43 clusters Score: Raw -139333924.475111 + Penalty 143638.487436 = -139190285.987674 nChanged 11 Iteration 197Q (8915.240000 sec): 43 clusters Score: Raw -139333951.755484 + Penalty 143638.487436 = -139190313.268047 nChanged 7 Iteration 198Q (8931.380000 sec): 43 clusters Score: Raw -139333963.362896 + Penalty 143638.487436 = -139190324.875460 nChanged 3 Iteration 199Q (8944.010000 sec): 43 clusters Score: Raw -139333970.290893 + Penalty 143638.487436 = -139190331.803456 nChanged 1 Iteration 200F (9009.190000 sec): 43 clusters Score: Raw -139333971.264515 + Penalty 143638.487436 = -139190332.777079 nChanged 1 Iteration 201Q (9024.180000 sec): 43 clusters Score: Raw -139333972.160011 + Penalty 143638.487436 = -139190333.672575 nChanged 0 Iteration 202F (9092.020000 sec): 43 clusters Score: Raw -139333972.160011 + Penalty 143638.487436 = -139190333.672575 nChanged 0 Compute initial score before splitting: Score: Raw -139333972.160011 + Penalty 143638.487436 = -139190333.672575 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 1 (3108 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9092.050000 sec): 2 clusters Score: Raw -434455.852985 + Penalty 1994.350208 = -432461.502777 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9092.060000 sec): 3 clusters Score: Raw -433062.152741 + Penalty 3988.700417 = -429073.452325 nChanged 1090 SP:Iteration 1F (9092.080000 sec): 3 clusters Score: Raw -433753.677830 + Penalty 3988.700417 = -429764.977413 nChanged 277 SP:Iteration 2F (9092.080000 sec): 3 clusters Score: Raw -433997.446936 + Penalty 3988.700417 = -430008.746519 nChanged 209 SP:Iteration 3F (9092.100000 sec): 3 clusters Score: Raw -434217.595252 + Penalty 3988.700417 = -430228.894835 nChanged 169 SP:Iteration 4F (9092.110000 sec): 3 clusters Score: Raw -434397.805248 + Penalty 3988.700417 = -430409.104831 nChanged 154 SP:Iteration 5Q (9092.120000 sec): 3 clusters Score: Raw -434556.686530 + Penalty 3988.700417 = -430567.986114 nChanged 126 SP:Iteration 6Q (9092.130000 sec): 3 clusters Score: Raw -434667.366462 + Penalty 3988.700417 = -430678.666045 nChanged 100 SP:Iteration 7Q (9092.140000 sec): 3 clusters Score: Raw -434758.576791 + Penalty 3988.700417 = -430769.876374 nChanged 99 SP:Iteration 8Q (9092.160000 sec): 3 clusters Score: Raw -434858.487945 + Penalty 3988.700417 = -430869.787528 nChanged 89 SP:Iteration 9Q (9092.170000 sec): 3 clusters Score: Raw -434944.749991 + Penalty 3988.700417 = -430956.049574 nChanged 81 SP:Iteration 10Q (9092.180000 sec): 3 clusters Score: Raw -435017.950842 + Penalty 3988.700417 = -431029.250425 nChanged 56 SP:Iteration 11Q (9092.190000 sec): 3 clusters Score: Raw -435056.248345 + Penalty 3988.700417 = -431067.547928 nChanged 43 SP:Iteration 12Q (9092.210000 sec): 3 clusters Score: Raw -435083.300860 + Penalty 3988.700417 = -431094.600443 nChanged 33 SP:Iteration 13Q (9092.210000 sec): 3 clusters Score: Raw -435106.173960 + Penalty 3988.700417 = -431117.473543 nChanged 38 SP:Iteration 14Q (9092.230000 sec): 3 clusters Score: Raw -435128.828323 + Penalty 3988.700417 = -431140.127906 nChanged 33 SP:Iteration 15Q (9092.240000 sec): 3 clusters Score: Raw -435143.435781 + Penalty 3988.700417 = -431154.735364 nChanged 25 SP:Iteration 16Q (9092.250000 sec): 3 clusters Score: Raw -435158.558033 + Penalty 3988.700417 = -431169.857616 nChanged 26 SP:Iteration 17Q (9092.260000 sec): 3 clusters Score: Raw -435172.285177 + Penalty 3988.700417 = -431183.584760 nChanged 24 SP:Iteration 18Q (9092.270000 sec): 3 clusters Score: Raw -435184.604062 + Penalty 3988.700417 = -431195.903645 nChanged 23 SP:Iteration 19Q (9092.290000 sec): 3 clusters Score: Raw -435194.139023 + Penalty 3988.700417 = -431205.438606 nChanged 19 SP:Iteration 20F (9092.300000 sec): 3 clusters Score: Raw -435201.505122 + Penalty 3988.700417 = -431212.804705 nChanged 18 SP:Iteration 21Q (9092.310000 sec): 3 clusters Score: Raw -435209.426548 + Penalty 3988.700417 = -431220.726131 nChanged 12 SP:Iteration 22Q (9092.320000 sec): 3 clusters Score: Raw -435215.779235 + Penalty 3988.700417 = -431227.078818 nChanged 11 SP:Iteration 23Q (9092.330000 sec): 3 clusters Score: Raw -435220.810162 + Penalty 3988.700417 = -431232.109746 nChanged 7 SP:Iteration 24Q (9092.350000 sec): 3 clusters Score: Raw -435227.676271 + Penalty 3988.700417 = -431238.975854 nChanged 12 SP:Iteration 25Q (9092.360000 sec): 3 clusters Score: Raw -435231.395552 + Penalty 3988.700417 = -431242.695135 nChanged 13 SP:Iteration 26Q (9092.370000 sec): 3 clusters Score: Raw -435237.369151 + Penalty 3988.700417 = -431248.668734 nChanged 10 SP:Iteration 27Q (9092.380000 sec): 3 clusters Score: Raw -435240.908070 + Penalty 3988.700417 = -431252.207653 nChanged 8 SP:Iteration 28Q (9092.390000 sec): 3 clusters Score: Raw -435244.381201 + Penalty 3988.700417 = -431255.680784 nChanged 7 SP:Iteration 29Q (9092.400000 sec): 3 clusters Score: Raw -435247.133915 + Penalty 3988.700417 = -431258.433498 nChanged 8 SP:Iteration 30Q (9092.410000 sec): 3 clusters Score: Raw -435249.203852 + Penalty 3988.700417 = -431260.503435 nChanged 6 SP:Iteration 31Q (9092.430000 sec): 3 clusters Score: Raw -435251.278018 + Penalty 3988.700417 = -431262.577602 nChanged 4 SP:Iteration 32Q (9092.430000 sec): 3 clusters Score: Raw -435252.662011 + Penalty 3988.700417 = -431263.961594 nChanged 6 SP:Iteration 33Q (9092.450000 sec): 3 clusters Score: Raw -435255.639215 + Penalty 3988.700417 = -431266.938799 nChanged 7 SP:Iteration 34Q (9092.460000 sec): 3 clusters Score: Raw -435258.179446 + Penalty 3988.700417 = -431269.479029 nChanged 0 SP:Iteration 35F (9092.470000 sec): 3 clusters Score: Raw -435258.179446 + Penalty 3988.700417 = -431269.479029 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 2 (138760 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9092.950000 sec): 2 clusters Score: Raw -20113761.602591 + Penalty 2936.444273 = -20110825.158318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9093.510000 sec): 3 clusters Score: Raw -20023753.515101 + Penalty 5872.888546 = -20017880.626555 nChanged 66204 SP:Iteration 1F (9094.080000 sec): 3 clusters Score: Raw -20061518.448761 + Penalty 5872.888546 = -20055645.560215 nChanged 3886 SP:Iteration 2Q (9094.640000 sec): 3 clusters Score: Raw -20062320.584579 + Penalty 5872.888546 = -20056447.696033 nChanged 4111 SP:Iteration 3Q (9095.220000 sec): 3 clusters Score: Raw -20063332.008041 + Penalty 5872.888546 = -20057459.119495 nChanged 4523 SP:Iteration 4Q (9095.770000 sec): 3 clusters Score: Raw -20064740.405800 + Penalty 5872.888546 = -20058867.517254 nChanged 5381 SP:Iteration 5Q (9096.340000 sec): 3 clusters Score: Raw -20066899.831266 + Penalty 5872.888546 = -20061026.942720 nChanged 6717 SP:Iteration 6Q (9096.900000 sec): 3 clusters Score: Raw -20070415.886417 + Penalty 5872.888546 = -20064542.997870 nChanged 8571 SP:Iteration 7F (9097.440000 sec): 3 clusters Score: Raw -20076056.284954 + Penalty 5872.888546 = -20070183.396408 nChanged 10119 SP:Iteration 8F (9097.960000 sec): 3 clusters Score: Raw -20083864.470926 + Penalty 5872.888546 = -20077991.582380 nChanged 10337 SP:Iteration 9F (9098.520000 sec): 3 clusters Score: Raw -20092815.538269 + Penalty 5872.888546 = -20086942.649723 nChanged 9056 SP:Iteration 10F (9099.080000 sec): 3 clusters Score: Raw -20100975.236886 + Penalty 5872.888546 = -20095102.348339 nChanged 6510 SP:Iteration 11Q (9099.610000 sec): 3 clusters Score: Raw -20106657.595129 + Penalty 5872.888546 = -20100784.706583 nChanged 4045 SP:Iteration 12Q (9100.100000 sec): 3 clusters Score: Raw -20109961.574240 + Penalty 5872.888546 = -20104088.685694 nChanged 2351 SP:Iteration 13Q (9100.560000 sec): 3 clusters Score: Raw -20111721.656674 + Penalty 5872.888546 = -20105848.768128 nChanged 1388 SP:Iteration 14Q (9100.990000 sec): 3 clusters Score: Raw -20112675.574886 + Penalty 5872.888546 = -20106802.686340 nChanged 795 SP:Iteration 15Q (9101.410000 sec): 3 clusters Score: Raw -20113179.530255 + Penalty 5872.888546 = -20107306.641709 nChanged 490 SP:Iteration 16Q (9101.810000 sec): 3 clusters Score: Raw -20113473.124862 + Penalty 5872.888546 = -20107600.236315 nChanged 306 SP:Iteration 17Q (9102.210000 sec): 3 clusters Score: Raw -20113670.248556 + Penalty 5872.888546 = -20107797.360010 nChanged 221 SP:Iteration 18Q (9102.610000 sec): 3 clusters Score: Raw -20113813.229815 + Penalty 5872.888546 = -20107940.341269 nChanged 162 SP:Iteration 19Q (9103.000000 sec): 3 clusters Score: Raw -20113920.476773 + Penalty 5872.888546 = -20108047.588227 nChanged 94 SP:Iteration 20F (9103.540000 sec): 3 clusters Score: Raw -20113982.735761 + Penalty 5872.888546 = -20108109.847215 nChanged 76 SP:Iteration 21Q (9103.910000 sec): 3 clusters Score: Raw -20114042.675796 + Penalty 5872.888546 = -20108169.787250 nChanged 70 SP:Iteration 22Q (9104.290000 sec): 3 clusters Score: Raw -20114085.282589 + Penalty 5872.888546 = -20108212.394043 nChanged 39 SP:Iteration 23Q (9104.680000 sec): 3 clusters Score: Raw -20114107.957414 + Penalty 5872.888546 = -20108235.068868 nChanged 26 SP:Iteration 24Q (9105.060000 sec): 3 clusters Score: Raw -20114129.125284 + Penalty 5872.888546 = -20108256.236738 nChanged 30 SP:Iteration 25Q (9105.470000 sec): 3 clusters Score: Raw -20114145.652754 + Penalty 5872.888546 = -20108272.764208 nChanged 24 SP:Iteration 26Q (9105.840000 sec): 3 clusters Score: Raw -20114158.917650 + Penalty 5872.888546 = -20108286.029104 nChanged 19 SP:Iteration 27Q (9106.210000 sec): 3 clusters Score: Raw -20114167.836855 + Penalty 5872.888546 = -20108294.948309 nChanged 15 SP:Iteration 28Q (9106.590000 sec): 3 clusters Score: Raw -20114175.062440 + Penalty 5872.888546 = -20108302.173894 nChanged 8 SP:Iteration 29Q (9106.980000 sec): 3 clusters Score: Raw -20114180.530333 + Penalty 5872.888546 = -20108307.641787 nChanged 11 SP:Iteration 30Q (9107.360000 sec): 3 clusters Score: Raw -20114185.484328 + Penalty 5872.888546 = -20108312.595782 nChanged 11 SP:Iteration 31Q (9107.740000 sec): 3 clusters Score: Raw -20114190.258871 + Penalty 5872.888546 = -20108317.370325 nChanged 7 SP:Iteration 32Q (9108.160000 sec): 3 clusters Score: Raw -20114194.160983 + Penalty 5872.888546 = -20108321.272437 nChanged 5 SP:Iteration 33Q (9108.530000 sec): 3 clusters Score: Raw -20114196.865933 + Penalty 5872.888546 = -20108323.977387 nChanged 5 SP:Iteration 34Q (9108.920000 sec): 3 clusters Score: Raw -20114200.062446 + Penalty 5872.888546 = -20108327.173899 nChanged 4 SP:Iteration 35Q (9109.300000 sec): 3 clusters Score: Raw -20114201.995529 + Penalty 5872.888546 = -20108329.106982 nChanged 3 SP:Iteration 36Q (9109.720000 sec): 3 clusters Score: Raw -20114203.684523 + Penalty 5872.888546 = -20108330.795977 nChanged 2 SP:Iteration 37Q (9110.110000 sec): 3 clusters Score: Raw -20114204.215522 + Penalty 5872.888546 = -20108331.326975 nChanged 2 SP:Iteration 38Q (9110.500000 sec): 3 clusters Score: Raw -20114204.595584 + Penalty 5872.888546 = -20108331.707038 nChanged 0 SP:Iteration 39F (9111.040000 sec): 3 clusters Score: Raw -20114204.595584 + Penalty 5872.888546 = -20108331.707038 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 3 (3439 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9111.100000 sec): 2 clusters Score: Raw -497633.160391 + Penalty 2019.448131 = -495613.712260 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9111.120000 sec): 3 clusters Score: Raw -496101.849378 + Penalty 4038.896261 = -492062.953117 nChanged 1245 SP:Iteration 1F (9111.130000 sec): 3 clusters Score: Raw -496834.504763 + Penalty 4038.896261 = -492795.608502 nChanged 256 SP:Iteration 2F (9111.140000 sec): 3 clusters Score: Raw -496989.298046 + Penalty 4038.896261 = -492950.401785 nChanged 165 SP:Iteration 3Q (9111.160000 sec): 3 clusters Score: Raw -497086.805648 + Penalty 4038.896261 = -493047.909387 nChanged 121 SP:Iteration 4Q (9111.170000 sec): 3 clusters Score: Raw -497161.449211 + Penalty 4038.896261 = -493122.552950 nChanged 101 SP:Iteration 5Q (9111.180000 sec): 3 clusters Score: Raw -497222.847519 + Penalty 4038.896261 = -493183.951258 nChanged 84 SP:Iteration 6Q (9111.190000 sec): 3 clusters Score: Raw -497272.990149 + Penalty 4038.896261 = -493234.093888 nChanged 72 SP:Iteration 7Q (9111.200000 sec): 3 clusters Score: Raw -497312.345742 + Penalty 4038.896261 = -493273.449481 nChanged 59 SP:Iteration 8Q (9111.220000 sec): 3 clusters Score: Raw -497340.511369 + Penalty 4038.896261 = -493301.615107 nChanged 48 SP:Iteration 9Q (9111.230000 sec): 3 clusters Score: Raw -497365.737129 + Penalty 4038.896261 = -493326.840868 nChanged 41 SP:Iteration 10Q (9111.240000 sec): 3 clusters Score: Raw -497385.997388 + Penalty 4038.896261 = -493347.101127 nChanged 41 SP:Iteration 11Q (9111.260000 sec): 3 clusters Score: Raw -497406.572942 + Penalty 4038.896261 = -493367.676681 nChanged 58 SP:Iteration 12Q (9111.270000 sec): 3 clusters Score: Raw -497439.042588 + Penalty 4038.896261 = -493400.146327 nChanged 52 SP:Iteration 13Q (9111.280000 sec): 3 clusters Score: Raw -497463.176043 + Penalty 4038.896261 = -493424.279782 nChanged 36 SP:Iteration 14Q (9111.290000 sec): 3 clusters Score: Raw -497482.800845 + Penalty 4038.896261 = -493443.904584 nChanged 36 SP:Iteration 15Q (9111.300000 sec): 3 clusters Score: Raw -497500.228589 + Penalty 4038.896261 = -493461.332328 nChanged 37 SP:Iteration 16Q (9111.320000 sec): 3 clusters Score: Raw -497520.938101 + Penalty 4038.896261 = -493482.041840 nChanged 31 SP:Iteration 17Q (9111.330000 sec): 3 clusters Score: Raw -497537.096136 + Penalty 4038.896261 = -493498.199875 nChanged 37 SP:Iteration 18Q (9111.340000 sec): 3 clusters Score: Raw -497554.465268 + Penalty 4038.896261 = -493515.569007 nChanged 25 SP:Iteration 19Q (9111.350000 sec): 3 clusters Score: Raw -497566.162635 + Penalty 4038.896261 = -493527.266373 nChanged 24 SP:Iteration 20F (9111.370000 sec): 3 clusters Score: Raw -497578.321047 + Penalty 4038.896261 = -493539.424786 nChanged 24 SP:Iteration 21Q (9111.380000 sec): 3 clusters Score: Raw -497589.884367 + Penalty 4038.896261 = -493550.988105 nChanged 24 SP:Iteration 22Q (9111.390000 sec): 3 clusters Score: Raw -497600.523783 + Penalty 4038.896261 = -493561.627522 nChanged 18 SP:Iteration 23Q (9111.400000 sec): 3 clusters Score: Raw -497608.765682 + Penalty 4038.896261 = -493569.869421 nChanged 16 SP:Iteration 24Q (9111.410000 sec): 3 clusters Score: Raw -497618.238868 + Penalty 4038.896261 = -493579.342607 nChanged 18 SP:Iteration 25Q (9111.430000 sec): 3 clusters Score: Raw -497628.329038 + Penalty 4038.896261 = -493589.432776 nChanged 17 SP:Iteration 26Q (9111.440000 sec): 3 clusters Score: Raw -497637.346123 + Penalty 4038.896261 = -493598.449861 nChanged 21 SP:Iteration 27Q (9111.450000 sec): 3 clusters Score: Raw -497648.418910 + Penalty 4038.896261 = -493609.522649 nChanged 22 SP:Iteration 28Q (9111.460000 sec): 3 clusters Score: Raw -497658.864881 + Penalty 4038.896261 = -493619.968620 nChanged 28 SP:Iteration 29Q (9111.480000 sec): 3 clusters Score: Raw -497671.753761 + Penalty 4038.896261 = -493632.857500 nChanged 24 SP:Iteration 30Q (9111.490000 sec): 3 clusters Score: Raw -497686.424932 + Penalty 4038.896261 = -493647.528671 nChanged 28 SP:Iteration 31Q (9111.500000 sec): 3 clusters Score: Raw -497703.203861 + Penalty 4038.896261 = -493664.307600 nChanged 23 SP:Iteration 32Q (9111.520000 sec): 3 clusters Score: Raw -497715.573125 + Penalty 4038.896261 = -493676.676864 nChanged 27 SP:Iteration 33Q (9111.530000 sec): 3 clusters Score: Raw -497731.143112 + Penalty 4038.896261 = -493692.246850 nChanged 23 SP:Iteration 34Q (9111.540000 sec): 3 clusters Score: Raw -497746.399523 + Penalty 4038.896261 = -493707.503262 nChanged 26 SP:Iteration 35Q (9111.550000 sec): 3 clusters Score: Raw -497759.147044 + Penalty 4038.896261 = -493720.250783 nChanged 12 SP:Iteration 36Q (9111.560000 sec): 3 clusters Score: Raw -497764.724604 + Penalty 4038.896261 = -493725.828343 nChanged 11 SP:Iteration 37Q (9111.580000 sec): 3 clusters Score: Raw -497771.096201 + Penalty 4038.896261 = -493732.199940 nChanged 7 SP:Iteration 38Q (9111.590000 sec): 3 clusters Score: Raw -497775.409010 + Penalty 4038.896261 = -493736.512749 nChanged 9 SP:Iteration 39Q (9111.600000 sec): 3 clusters Score: Raw -497780.188643 + Penalty 4038.896261 = -493741.292382 nChanged 16 SP:Iteration 40F (9111.620000 sec): 3 clusters Score: Raw -497788.099684 + Penalty 4038.896261 = -493749.203423 nChanged 16 SP:Iteration 41Q (9111.630000 sec): 3 clusters Score: Raw -497799.086515 + Penalty 4038.896261 = -493760.190254 nChanged 7 SP:Iteration 42Q (9111.640000 sec): 3 clusters Score: Raw -497803.200973 + Penalty 4038.896261 = -493764.304712 nChanged 9 SP:Iteration 43Q (9111.650000 sec): 3 clusters Score: Raw -497808.206195 + Penalty 4038.896261 = -493769.309934 nChanged 9 SP:Iteration 44Q (9111.660000 sec): 3 clusters Score: Raw -497812.067431 + Penalty 4038.896261 = -493773.171170 nChanged 4 SP:Iteration 45Q (9111.680000 sec): 3 clusters Score: Raw -497814.331578 + Penalty 4038.896261 = -493775.435317 nChanged 6 SP:Iteration 46Q (9111.690000 sec): 3 clusters Score: Raw -497817.550596 + Penalty 4038.896261 = -493778.654335 nChanged 5 SP:Iteration 47Q (9111.700000 sec): 3 clusters Score: Raw -497821.799435 + Penalty 4038.896261 = -493782.903174 nChanged 8 SP:Iteration 48Q (9111.720000 sec): 3 clusters Score: Raw -497826.161898 + Penalty 4038.896261 = -493787.265637 nChanged 6 SP:Iteration 49Q (9111.730000 sec): 3 clusters Score: Raw -497830.260672 + Penalty 4038.896261 = -493791.364411 nChanged 5 SP:Iteration 50Q (9111.750000 sec): 3 clusters Score: Raw -497833.793544 + Penalty 4038.896261 = -493794.897282 nChanged 5 SP:Iteration 51Q (9111.760000 sec): 3 clusters Score: Raw -497838.435565 + Penalty 4038.896261 = -493799.539304 nChanged 8 SP:Iteration 52Q (9111.770000 sec): 3 clusters Score: Raw -497844.723688 + Penalty 4038.896261 = -493805.827427 nChanged 6 SP:Iteration 53Q (9111.790000 sec): 3 clusters Score: Raw -497849.169218 + Penalty 4038.896261 = -493810.272956 nChanged 8 SP:Iteration 54Q (9111.800000 sec): 3 clusters Score: Raw -497854.891782 + Penalty 4038.896261 = -493815.995520 nChanged 5 SP:Iteration 55Q (9111.810000 sec): 3 clusters Score: Raw -497858.161405 + Penalty 4038.896261 = -493819.265144 nChanged 12 SP:Iteration 56Q (9111.820000 sec): 3 clusters Score: Raw -497865.939956 + Penalty 4038.896261 = -493827.043695 nChanged 13 SP:Iteration 57Q (9111.830000 sec): 3 clusters Score: Raw -497874.693090 + Penalty 4038.896261 = -493835.796829 nChanged 19 SP:Iteration 58Q (9111.850000 sec): 3 clusters Score: Raw -497892.100428 + Penalty 4038.896261 = -493853.204167 nChanged 13 SP:Iteration 59Q (9111.860000 sec): 3 clusters Score: Raw -497900.032738 + Penalty 4038.896261 = -493861.136477 nChanged 14 SP:Iteration 60F (9111.870000 sec): 3 clusters Score: Raw -497908.774783 + Penalty 4038.896261 = -493869.878522 nChanged 10 SP:Iteration 61Q (9111.890000 sec): 3 clusters Score: Raw -497917.526899 + Penalty 4038.896261 = -493878.630638 nChanged 5 SP:Iteration 62Q (9111.900000 sec): 3 clusters Score: Raw -497921.371382 + Penalty 4038.896261 = -493882.475121 nChanged 5 SP:Iteration 63Q (9111.910000 sec): 3 clusters Score: Raw -497924.329293 + Penalty 4038.896261 = -493885.433032 nChanged 3 SP:Iteration 64Q (9111.920000 sec): 3 clusters Score: Raw -497926.153892 + Penalty 4038.896261 = -493887.257631 nChanged 4 SP:Iteration 65Q (9111.930000 sec): 3 clusters Score: Raw -497928.015150 + Penalty 4038.896261 = -493889.118889 nChanged 4 SP:Iteration 66Q (9111.950000 sec): 3 clusters Score: Raw -497930.104655 + Penalty 4038.896261 = -493891.208393 nChanged 3 SP:Iteration 67Q (9111.960000 sec): 3 clusters Score: Raw -497931.946699 + Penalty 4038.896261 = -493893.050438 nChanged 2 SP:Iteration 68Q (9111.970000 sec): 3 clusters Score: Raw -497932.313732 + Penalty 4038.896261 = -493893.417470 nChanged 1 SP:Iteration 69Q (9111.980000 sec): 3 clusters Score: Raw -497932.927906 + Penalty 4038.896261 = -493894.031645 nChanged 0 SP:Iteration 70F (9111.990000 sec): 3 clusters Score: Raw -497932.927906 + Penalty 4038.896261 = -493894.031645 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 4 (2049 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9112.010000 sec): 2 clusters Score: Raw -255708.948953 + Penalty 1891.026573 = -253817.922381 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9112.010000 sec): 3 clusters Score: Raw -254951.037404 + Penalty 3782.053146 = -251168.984258 nChanged 678 SP:Iteration 1F (9112.020000 sec): 3 clusters Score: Raw -255466.531774 + Penalty 3782.053146 = -251684.478629 nChanged 173 SP:Iteration 2F (9112.030000 sec): 3 clusters Score: Raw -255626.318501 + Penalty 3782.053146 = -251844.265355 nChanged 102 SP:Iteration 3Q (9112.040000 sec): 3 clusters Score: Raw -255738.064759 + Penalty 3782.053146 = -251956.011613 nChanged 83 SP:Iteration 4Q (9112.050000 sec): 3 clusters Score: Raw -255821.527570 + Penalty 3782.053146 = -252039.474424 nChanged 66 SP:Iteration 5Q (9112.050000 sec): 3 clusters Score: Raw -255881.443924 + Penalty 3782.053146 = -252099.390778 nChanged 45 SP:Iteration 6Q (9112.060000 sec): 3 clusters Score: Raw -255922.448091 + Penalty 3782.053146 = -252140.394946 nChanged 41 SP:Iteration 7Q (9112.070000 sec): 3 clusters Score: Raw -255964.505434 + Penalty 3782.053146 = -252182.452288 nChanged 42 SP:Iteration 8Q (9112.070000 sec): 3 clusters Score: Raw -256007.558895 + Penalty 3782.053146 = -252225.505749 nChanged 28 SP:Iteration 9Q (9112.080000 sec): 3 clusters Score: Raw -256035.571179 + Penalty 3782.053146 = -252253.518034 nChanged 34 SP:Iteration 10Q (9112.090000 sec): 3 clusters Score: Raw -256068.333143 + Penalty 3782.053146 = -252286.279997 nChanged 32 SP:Iteration 11Q (9112.100000 sec): 3 clusters Score: Raw -256090.933774 + Penalty 3782.053146 = -252308.880628 nChanged 21 SP:Iteration 12Q (9112.110000 sec): 3 clusters Score: Raw -256115.179130 + Penalty 3782.053146 = -252333.125985 nChanged 32 SP:Iteration 13Q (9112.110000 sec): 3 clusters Score: Raw -256144.616418 + Penalty 3782.053146 = -252362.563272 nChanged 27 SP:Iteration 14Q (9112.120000 sec): 3 clusters Score: Raw -256163.564231 + Penalty 3782.053146 = -252381.511085 nChanged 18 SP:Iteration 15Q (9112.130000 sec): 3 clusters Score: Raw -256176.760777 + Penalty 3782.053146 = -252394.707632 nChanged 7 SP:Iteration 16Q (9112.130000 sec): 3 clusters Score: Raw -256189.262705 + Penalty 3782.053146 = -252407.209560 nChanged 10 SP:Iteration 17Q (9112.140000 sec): 3 clusters Score: Raw -256197.420953 + Penalty 3782.053146 = -252415.367808 nChanged 8 SP:Iteration 18Q (9112.150000 sec): 3 clusters Score: Raw -256203.247148 + Penalty 3782.053146 = -252421.194002 nChanged 6 SP:Iteration 19Q (9112.160000 sec): 3 clusters Score: Raw -256206.468624 + Penalty 3782.053146 = -252424.415478 nChanged 3 SP:Iteration 20F (9112.170000 sec): 3 clusters Score: Raw -256208.015618 + Penalty 3782.053146 = -252425.962472 nChanged 3 SP:Iteration 21Q (9112.170000 sec): 3 clusters Score: Raw -256209.720447 + Penalty 3782.053146 = -252427.667302 nChanged 4 SP:Iteration 22Q (9112.180000 sec): 3 clusters Score: Raw -256213.830759 + Penalty 3782.053146 = -252431.777613 nChanged 5 SP:Iteration 23Q (9112.190000 sec): 3 clusters Score: Raw -256219.446168 + Penalty 3782.053146 = -252437.393022 nChanged 7 SP:Iteration 24Q (9112.190000 sec): 3 clusters Score: Raw -256227.571549 + Penalty 3782.053146 = -252445.518403 nChanged 10 SP:Iteration 25Q (9112.200000 sec): 3 clusters Score: Raw -256235.439211 + Penalty 3782.053146 = -252453.386066 nChanged 6 SP:Iteration 26Q (9112.210000 sec): 3 clusters Score: Raw -256240.580603 + Penalty 3782.053146 = -252458.527458 nChanged 4 SP:Iteration 27Q (9112.220000 sec): 3 clusters Score: Raw -256245.278035 + Penalty 3782.053146 = -252463.224889 nChanged 5 SP:Iteration 28Q (9112.230000 sec): 3 clusters Score: Raw -256248.641765 + Penalty 3782.053146 = -252466.588620 nChanged 3 SP:Iteration 29Q (9112.230000 sec): 3 clusters Score: Raw -256250.339954 + Penalty 3782.053146 = -252468.286809 nChanged 4 SP:Iteration 30Q (9112.240000 sec): 3 clusters Score: Raw -256252.558323 + Penalty 3782.053146 = -252470.505178 nChanged 3 SP:Iteration 31Q (9112.250000 sec): 3 clusters Score: Raw -256254.680508 + Penalty 3782.053146 = -252472.627363 nChanged 6 SP:Iteration 32Q (9112.250000 sec): 3 clusters Score: Raw -256258.247170 + Penalty 3782.053146 = -252476.194025 nChanged 4 SP:Iteration 33Q (9112.260000 sec): 3 clusters Score: Raw -256261.346196 + Penalty 3782.053146 = -252479.293051 nChanged 6 SP:Iteration 34Q (9112.270000 sec): 3 clusters Score: Raw -256270.334838 + Penalty 3782.053146 = -252488.281693 nChanged 16 SP:Iteration 35Q (9112.270000 sec): 3 clusters Score: Raw -256300.644341 + Penalty 3782.053146 = -252518.591196 nChanged 16 SP:Iteration 36Q (9112.280000 sec): 3 clusters Score: Raw -256323.126540 + Penalty 3782.053146 = -252541.073395 nChanged 25 SP:Iteration 37Q (9112.290000 sec): 3 clusters Score: Raw -256350.484372 + Penalty 3782.053146 = -252568.431226 nChanged 26 SP:Iteration 38Q (9112.290000 sec): 3 clusters Score: Raw -256380.693372 + Penalty 3782.053146 = -252598.640227 nChanged 28 SP:Iteration 39Q (9112.310000 sec): 3 clusters Score: Raw -256413.199742 + Penalty 3782.053146 = -252631.146597 nChanged 26 SP:Iteration 40F (9112.310000 sec): 3 clusters Score: Raw -256432.302881 + Penalty 3782.053146 = -252650.249736 nChanged 12 SP:Iteration 41Q (9112.320000 sec): 3 clusters Score: Raw -256440.048074 + Penalty 3782.053146 = -252657.994928 nChanged 10 SP:Iteration 42Q (9112.330000 sec): 3 clusters Score: Raw -256448.084391 + Penalty 3782.053146 = -252666.031246 nChanged 10 SP:Iteration 43Q (9112.330000 sec): 3 clusters Score: Raw -256457.081345 + Penalty 3782.053146 = -252675.028200 nChanged 10 SP:Iteration 44Q (9112.340000 sec): 3 clusters Score: Raw -256462.936284 + Penalty 3782.053146 = -252680.883138 nChanged 4 SP:Iteration 45Q (9112.350000 sec): 3 clusters Score: Raw -256468.251541 + Penalty 3782.053146 = -252686.198396 nChanged 7 SP:Iteration 46Q (9112.350000 sec): 3 clusters Score: Raw -256477.224490 + Penalty 3782.053146 = -252695.171345 nChanged 10 SP:Iteration 47Q (9112.360000 sec): 3 clusters Score: Raw -256482.731056 + Penalty 3782.053146 = -252700.677910 nChanged 4 SP:Iteration 48Q (9112.370000 sec): 3 clusters Score: Raw -256486.203767 + Penalty 3782.053146 = -252704.150621 nChanged 2 SP:Iteration 49Q (9112.370000 sec): 3 clusters Score: Raw -256487.038861 + Penalty 3782.053146 = -252704.985715 nChanged 3 SP:Iteration 50Q (9112.380000 sec): 3 clusters Score: Raw -256490.451124 + Penalty 3782.053146 = -252708.397978 nChanged 0 SP:Iteration 51F (9112.390000 sec): 3 clusters Score: Raw -256490.451124 + Penalty 3782.053146 = -252708.397978 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 5 (12770 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9112.440000 sec): 2 clusters Score: Raw -1819337.000844 + Penalty 2344.803779 = -1816992.197064 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9112.490000 sec): 3 clusters Score: Raw -1812251.865574 + Penalty 4689.607559 = -1807562.258015 nChanged 5374 SP:Iteration 1F (9112.530000 sec): 3 clusters Score: Raw -1815008.606991 + Penalty 4689.607559 = -1810318.999433 nChanged 785 SP:Iteration 2F (9112.580000 sec): 3 clusters Score: Raw -1815310.074909 + Penalty 4689.607559 = -1810620.467350 nChanged 571 SP:Iteration 3Q (9112.630000 sec): 3 clusters Score: Raw -1815519.072631 + Penalty 4689.607559 = -1810829.465072 nChanged 498 SP:Iteration 4Q (9112.680000 sec): 3 clusters Score: Raw -1815685.806622 + Penalty 4689.607559 = -1810996.199063 nChanged 413 SP:Iteration 5Q (9112.730000 sec): 3 clusters Score: Raw -1815822.553900 + Penalty 4689.607559 = -1811132.946341 nChanged 365 SP:Iteration 6Q (9112.780000 sec): 3 clusters Score: Raw -1815952.143959 + Penalty 4689.607559 = -1811262.536401 nChanged 340 SP:Iteration 7Q (9112.830000 sec): 3 clusters Score: Raw -1816066.207899 + Penalty 4689.607559 = -1811376.600340 nChanged 337 SP:Iteration 8Q (9112.880000 sec): 3 clusters Score: Raw -1816167.738002 + Penalty 4689.607559 = -1811478.130444 nChanged 295 SP:Iteration 9Q (9112.930000 sec): 3 clusters Score: Raw -1816257.705207 + Penalty 4689.607559 = -1811568.097649 nChanged 279 SP:Iteration 10Q (9112.980000 sec): 3 clusters Score: Raw -1816338.650646 + Penalty 4689.607559 = -1811649.043087 nChanged 264 SP:Iteration 11Q (9113.030000 sec): 3 clusters Score: Raw -1816426.276431 + Penalty 4689.607559 = -1811736.668872 nChanged 294 SP:Iteration 12Q (9113.080000 sec): 3 clusters Score: Raw -1816523.522865 + Penalty 4689.607559 = -1811833.915306 nChanged 300 SP:Iteration 13Q (9113.130000 sec): 3 clusters Score: Raw -1816631.184360 + Penalty 4689.607559 = -1811941.576802 nChanged 311 SP:Iteration 14Q (9113.180000 sec): 3 clusters Score: Raw -1816746.310368 + Penalty 4689.607559 = -1812056.702810 nChanged 334 SP:Iteration 15Q (9113.220000 sec): 3 clusters Score: Raw -1816882.073305 + Penalty 4689.607559 = -1812192.465746 nChanged 352 SP:Iteration 16Q (9113.270000 sec): 3 clusters Score: Raw -1817025.221324 + Penalty 4689.607559 = -1812335.613766 nChanged 362 SP:Iteration 17Q (9113.320000 sec): 3 clusters Score: Raw -1817176.424398 + Penalty 4689.607559 = -1812486.816839 nChanged 355 SP:Iteration 18Q (9113.370000 sec): 3 clusters Score: Raw -1817333.598571 + Penalty 4689.607559 = -1812643.991012 nChanged 364 SP:Iteration 19Q (9113.420000 sec): 3 clusters Score: Raw -1817472.065371 + Penalty 4689.607559 = -1812782.457812 nChanged 340 SP:Iteration 20F (9113.460000 sec): 3 clusters Score: Raw -1817590.122686 + Penalty 4689.607559 = -1812900.515127 nChanged 309 SP:Iteration 21Q (9113.510000 sec): 3 clusters Score: Raw -1817697.163102 + Penalty 4689.607559 = -1813007.555543 nChanged 278 SP:Iteration 22Q (9113.560000 sec): 3 clusters Score: Raw -1817801.749907 + Penalty 4689.607559 = -1813112.142349 nChanged 292 SP:Iteration 23Q (9113.610000 sec): 3 clusters Score: Raw -1817909.040067 + Penalty 4689.607559 = -1813219.432509 nChanged 268 SP:Iteration 24Q (9113.660000 sec): 3 clusters Score: Raw -1818006.354027 + Penalty 4689.607559 = -1813316.746468 nChanged 224 SP:Iteration 25Q (9113.700000 sec): 3 clusters Score: Raw -1818077.799172 + Penalty 4689.607559 = -1813388.191613 nChanged 188 SP:Iteration 26Q (9113.750000 sec): 3 clusters Score: Raw -1818136.317863 + Penalty 4689.607559 = -1813446.710304 nChanged 175 SP:Iteration 27Q (9113.790000 sec): 3 clusters Score: Raw -1818184.780697 + Penalty 4689.607559 = -1813495.173139 nChanged 151 SP:Iteration 28Q (9113.840000 sec): 3 clusters Score: Raw -1818232.678233 + Penalty 4689.607559 = -1813543.070675 nChanged 162 SP:Iteration 29Q (9113.890000 sec): 3 clusters Score: Raw -1818287.975285 + Penalty 4689.607559 = -1813598.367726 nChanged 178 SP:Iteration 30Q (9113.940000 sec): 3 clusters Score: Raw -1818347.440676 + Penalty 4689.607559 = -1813657.833117 nChanged 171 SP:Iteration 31Q (9113.980000 sec): 3 clusters Score: Raw -1818399.204936 + Penalty 4689.607559 = -1813709.597378 nChanged 164 SP:Iteration 32Q (9114.030000 sec): 3 clusters Score: Raw -1818456.183969 + Penalty 4689.607559 = -1813766.576410 nChanged 159 SP:Iteration 33Q (9114.080000 sec): 3 clusters Score: Raw -1818508.778943 + Penalty 4689.607559 = -1813819.171385 nChanged 150 SP:Iteration 34Q (9114.130000 sec): 3 clusters Score: Raw -1818558.470940 + Penalty 4689.607559 = -1813868.863382 nChanged 146 SP:Iteration 35Q (9114.180000 sec): 3 clusters Score: Raw -1818609.641223 + Penalty 4689.607559 = -1813920.033664 nChanged 144 SP:Iteration 36Q (9114.230000 sec): 3 clusters Score: Raw -1818664.557918 + Penalty 4689.607559 = -1813974.950359 nChanged 142 SP:Iteration 37Q (9114.270000 sec): 3 clusters Score: Raw -1818718.995293 + Penalty 4689.607559 = -1814029.387734 nChanged 124 SP:Iteration 38Q (9114.320000 sec): 3 clusters Score: Raw -1818762.095310 + Penalty 4689.607559 = -1814072.487752 nChanged 133 SP:Iteration 39Q (9114.370000 sec): 3 clusters Score: Raw -1818809.305503 + Penalty 4689.607559 = -1814119.697944 nChanged 134 SP:Iteration 40F (9114.420000 sec): 3 clusters Score: Raw -1818868.601594 + Penalty 4689.607559 = -1814178.994036 nChanged 160 SP:Iteration 41Q (9114.470000 sec): 3 clusters Score: Raw -1818936.039967 + Penalty 4689.607559 = -1814246.432409 nChanged 154 SP:Iteration 42Q (9114.520000 sec): 3 clusters Score: Raw -1818999.926265 + Penalty 4689.607559 = -1814310.318707 nChanged 129 SP:Iteration 43Q (9114.560000 sec): 3 clusters Score: Raw -1819052.762562 + Penalty 4689.607559 = -1814363.155004 nChanged 124 SP:Iteration 44Q (9114.610000 sec): 3 clusters Score: Raw -1819100.347818 + Penalty 4689.607559 = -1814410.740259 nChanged 105 SP:Iteration 45Q (9114.660000 sec): 3 clusters Score: Raw -1819140.321731 + Penalty 4689.607559 = -1814450.714172 nChanged 96 SP:Iteration 46Q (9114.700000 sec): 3 clusters Score: Raw -1819176.288393 + Penalty 4689.607559 = -1814486.680835 nChanged 88 SP:Iteration 47Q (9114.740000 sec): 3 clusters Score: Raw -1819206.136060 + Penalty 4689.607559 = -1814516.528501 nChanged 81 SP:Iteration 48Q (9114.780000 sec): 3 clusters Score: Raw -1819238.583355 + Penalty 4689.607559 = -1814548.975796 nChanged 87 SP:Iteration 49Q (9114.830000 sec): 3 clusters Score: Raw -1819269.415024 + Penalty 4689.607559 = -1814579.807465 nChanged 66 SP:Iteration 50Q (9114.870000 sec): 3 clusters Score: Raw -1819292.339997 + Penalty 4689.607559 = -1814602.732439 nChanged 62 SP:Iteration 51Q (9114.920000 sec): 3 clusters Score: Raw -1819317.104610 + Penalty 4689.607559 = -1814627.497051 nChanged 61 SP:Iteration 52Q (9114.960000 sec): 3 clusters Score: Raw -1819339.767090 + Penalty 4689.607559 = -1814650.159532 nChanged 66 SP:Iteration 53Q (9115.000000 sec): 3 clusters Score: Raw -1819372.932622 + Penalty 4689.607559 = -1814683.325063 nChanged 68 SP:Iteration 54Q (9115.040000 sec): 3 clusters Score: Raw -1819403.602950 + Penalty 4689.607559 = -1814713.995391 nChanged 54 SP:Iteration 55Q (9115.080000 sec): 3 clusters Score: Raw -1819427.303761 + Penalty 4689.607559 = -1814737.696202 nChanged 56 SP:Iteration 56Q (9115.120000 sec): 3 clusters Score: Raw -1819450.169200 + Penalty 4689.607559 = -1814760.561641 nChanged 52 SP:Iteration 57Q (9115.170000 sec): 3 clusters Score: Raw -1819474.962339 + Penalty 4689.607559 = -1814785.354781 nChanged 48 SP:Iteration 58Q (9115.210000 sec): 3 clusters Score: Raw -1819495.546621 + Penalty 4689.607559 = -1814805.939063 nChanged 52 SP:Iteration 59Q (9115.250000 sec): 3 clusters Score: Raw -1819514.414388 + Penalty 4689.607559 = -1814824.806829 nChanged 38 SP:Iteration 60F (9115.300000 sec): 3 clusters Score: Raw -1819529.948410 + Penalty 4689.607559 = -1814840.340851 nChanged 36 SP:Iteration 61Q (9115.340000 sec): 3 clusters Score: Raw -1819543.367225 + Penalty 4689.607559 = -1814853.759666 nChanged 23 SP:Iteration 62Q (9115.380000 sec): 3 clusters Score: Raw -1819551.751068 + Penalty 4689.607559 = -1814862.143509 nChanged 22 SP:Iteration 63Q (9115.420000 sec): 3 clusters Score: Raw -1819561.316117 + Penalty 4689.607559 = -1814871.708558 nChanged 23 SP:Iteration 64Q (9115.460000 sec): 3 clusters Score: Raw -1819572.784783 + Penalty 4689.607559 = -1814883.177224 nChanged 17 SP:Iteration 65Q (9115.500000 sec): 3 clusters Score: Raw -1819580.323322 + Penalty 4689.607559 = -1814890.715763 nChanged 18 SP:Iteration 66Q (9115.540000 sec): 3 clusters Score: Raw -1819586.312814 + Penalty 4689.607559 = -1814896.705256 nChanged 20 SP:Iteration 67Q (9115.580000 sec): 3 clusters Score: Raw -1819592.841591 + Penalty 4689.607559 = -1814903.234033 nChanged 17 SP:Iteration 68Q (9115.620000 sec): 3 clusters Score: Raw -1819601.635502 + Penalty 4689.607559 = -1814912.027943 nChanged 23 SP:Iteration 69Q (9115.660000 sec): 3 clusters Score: Raw -1819611.998243 + Penalty 4689.607559 = -1814922.390684 nChanged 22 SP:Iteration 70Q (9115.700000 sec): 3 clusters Score: Raw -1819621.544094 + Penalty 4689.607559 = -1814931.936535 nChanged 20 SP:Iteration 71Q (9115.740000 sec): 3 clusters Score: Raw -1819629.946933 + Penalty 4689.607559 = -1814940.339374 nChanged 23 SP:Iteration 72Q (9115.780000 sec): 3 clusters Score: Raw -1819641.674480 + Penalty 4689.607559 = -1814952.066922 nChanged 21 SP:Iteration 73Q (9115.820000 sec): 3 clusters Score: Raw -1819651.568923 + Penalty 4689.607559 = -1814961.961364 nChanged 24 SP:Iteration 74Q (9115.850000 sec): 3 clusters Score: Raw -1819660.808050 + Penalty 4689.607559 = -1814971.200491 nChanged 15 SP:Iteration 75Q (9115.890000 sec): 3 clusters Score: Raw -1819666.002726 + Penalty 4689.607559 = -1814976.395168 nChanged 18 SP:Iteration 76Q (9115.920000 sec): 3 clusters Score: Raw -1819672.508052 + Penalty 4689.607559 = -1814982.900493 nChanged 17 SP:Iteration 77Q (9115.960000 sec): 3 clusters Score: Raw -1819682.298853 + Penalty 4689.607559 = -1814992.691294 nChanged 19 SP:Iteration 78Q (9116.000000 sec): 3 clusters Score: Raw -1819689.623644 + Penalty 4689.607559 = -1815000.016085 nChanged 16 SP:Iteration 79Q (9116.030000 sec): 3 clusters Score: Raw -1819699.270124 + Penalty 4689.607559 = -1815009.662566 nChanged 14 SP:Iteration 80F (9116.080000 sec): 3 clusters Score: Raw -1819705.870583 + Penalty 4689.607559 = -1815016.263025 nChanged 17 SP:Iteration 81Q (9116.120000 sec): 3 clusters Score: Raw -1819713.268331 + Penalty 4689.607559 = -1815023.660772 nChanged 22 SP:Iteration 82Q (9116.160000 sec): 3 clusters Score: Raw -1819723.951228 + Penalty 4689.607559 = -1815034.343669 nChanged 21 SP:Iteration 83Q (9116.190000 sec): 3 clusters Score: Raw -1819736.279135 + Penalty 4689.607559 = -1815046.671576 nChanged 18 SP:Iteration 84Q (9116.230000 sec): 3 clusters Score: Raw -1819745.367842 + Penalty 4689.607559 = -1815055.760283 nChanged 16 SP:Iteration 85Q (9116.260000 sec): 3 clusters Score: Raw -1819752.884426 + Penalty 4689.607559 = -1815063.276867 nChanged 9 SP:Iteration 86Q (9116.300000 sec): 3 clusters Score: Raw -1819756.637526 + Penalty 4689.607559 = -1815067.029967 nChanged 6 SP:Iteration 87Q (9116.340000 sec): 3 clusters Score: Raw -1819759.406905 + Penalty 4689.607559 = -1815069.799346 nChanged 4 SP:Iteration 88Q (9116.380000 sec): 3 clusters Score: Raw -1819761.418668 + Penalty 4689.607559 = -1815071.811109 nChanged 2 SP:Iteration 89Q (9116.410000 sec): 3 clusters Score: Raw -1819762.054381 + Penalty 4689.607559 = -1815072.446822 nChanged 2 SP:Iteration 90Q (9116.450000 sec): 3 clusters Score: Raw -1819762.979402 + Penalty 4689.607559 = -1815073.371844 nChanged 0 SP:Iteration 91F (9116.490000 sec): 3 clusters Score: Raw -1819762.979402 + Penalty 4689.607559 = -1815073.371844 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 6 (102862 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9116.830000 sec): 2 clusters Score: Raw -14820629.783188 + Penalty 2862.203604 = -14817767.579585 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9117.220000 sec): 3 clusters Score: Raw -14754637.588831 + Penalty 5724.407207 = -14748913.181624 nChanged 48899 SP:Iteration 1F (9117.620000 sec): 3 clusters Score: Raw -14782660.559877 + Penalty 5724.407207 = -14776936.152670 nChanged 3544 SP:Iteration 2Q (9118.020000 sec): 3 clusters Score: Raw -14783687.967294 + Penalty 5724.407207 = -14777963.560087 nChanged 3915 SP:Iteration 3Q (9118.420000 sec): 3 clusters Score: Raw -14785104.512316 + Penalty 5724.407207 = -14779380.105109 nChanged 4493 SP:Iteration 4Q (9118.830000 sec): 3 clusters Score: Raw -14787106.892843 + Penalty 5724.407207 = -14781382.485636 nChanged 5184 SP:Iteration 5F (9119.230000 sec): 3 clusters Score: Raw -14789947.209988 + Penalty 5724.407207 = -14784222.802781 nChanged 6134 SP:Iteration 6F (9119.640000 sec): 3 clusters Score: Raw -14793836.410345 + Penalty 5724.407207 = -14788112.003138 nChanged 6816 SP:Iteration 7F (9120.030000 sec): 3 clusters Score: Raw -14798942.018553 + Penalty 5724.407207 = -14793217.611346 nChanged 7225 SP:Iteration 8F (9120.430000 sec): 3 clusters Score: Raw -14804980.794355 + Penalty 5724.407207 = -14799256.387147 nChanged 6699 SP:Iteration 9F (9120.810000 sec): 3 clusters Score: Raw -14810899.584558 + Penalty 5724.407207 = -14805175.177351 nChanged 5391 SP:Iteration 10F (9121.200000 sec): 3 clusters Score: Raw -14815871.328194 + Penalty 5724.407207 = -14810146.920986 nChanged 3605 SP:Iteration 11Q (9121.570000 sec): 3 clusters Score: Raw -14819522.976954 + Penalty 5724.407207 = -14813798.569747 nChanged 2037 SP:Iteration 12Q (9121.920000 sec): 3 clusters Score: Raw -14821549.521276 + Penalty 5724.407207 = -14815825.114068 nChanged 1144 SP:Iteration 13Q (9122.240000 sec): 3 clusters Score: Raw -14822275.385827 + Penalty 5724.407207 = -14816550.978619 nChanged 738 SP:Iteration 14Q (9122.560000 sec): 3 clusters Score: Raw -14822541.023386 + Penalty 5724.407207 = -14816816.616178 nChanged 426 SP:Iteration 15Q (9122.880000 sec): 3 clusters Score: Raw -14822647.110041 + Penalty 5724.407207 = -14816922.702834 nChanged 305 SP:Iteration 16Q (9123.190000 sec): 3 clusters Score: Raw -14822715.562343 + Penalty 5724.407207 = -14816991.155136 nChanged 232 SP:Iteration 17Q (9123.500000 sec): 3 clusters Score: Raw -14822760.715733 + Penalty 5724.407207 = -14817036.308526 nChanged 166 SP:Iteration 18Q (9123.800000 sec): 3 clusters Score: Raw -14822788.967870 + Penalty 5724.407207 = -14817064.560663 nChanged 134 SP:Iteration 19Q (9124.100000 sec): 3 clusters Score: Raw -14822810.017992 + Penalty 5724.407207 = -14817085.610785 nChanged 107 SP:Iteration 20F (9124.500000 sec): 3 clusters Score: Raw -14822824.981801 + Penalty 5724.407207 = -14817100.574594 nChanged 92 SP:Iteration 21Q (9124.810000 sec): 3 clusters Score: Raw -14822835.458745 + Penalty 5724.407207 = -14817111.051537 nChanged 64 SP:Iteration 22Q (9125.120000 sec): 3 clusters Score: Raw -14822841.991606 + Penalty 5724.407207 = -14817117.584398 nChanged 58 SP:Iteration 23Q (9125.430000 sec): 3 clusters Score: Raw -14822849.884346 + Penalty 5724.407207 = -14817125.477139 nChanged 55 SP:Iteration 24Q (9125.750000 sec): 3 clusters Score: Raw -14822857.002006 + Penalty 5724.407207 = -14817132.594799 nChanged 54 SP:Iteration 25Q (9126.060000 sec): 3 clusters Score: Raw -14822862.938014 + Penalty 5724.407207 = -14817138.530807 nChanged 44 SP:Iteration 26Q (9126.370000 sec): 3 clusters Score: Raw -14822867.666540 + Penalty 5724.407207 = -14817143.259333 nChanged 38 SP:Iteration 27Q (9126.680000 sec): 3 clusters Score: Raw -14822871.485819 + Penalty 5724.407207 = -14817147.078611 nChanged 26 SP:Iteration 28Q (9126.990000 sec): 3 clusters Score: Raw -14822874.723822 + Penalty 5724.407207 = -14817150.316615 nChanged 19 SP:Iteration 29Q (9127.280000 sec): 3 clusters Score: Raw -14822876.704140 + Penalty 5724.407207 = -14817152.296933 nChanged 17 SP:Iteration 30Q (9127.590000 sec): 3 clusters Score: Raw -14822878.432142 + Penalty 5724.407207 = -14817154.024935 nChanged 19 SP:Iteration 31Q (9127.900000 sec): 3 clusters Score: Raw -14822880.145832 + Penalty 5724.407207 = -14817155.738624 nChanged 15 SP:Iteration 32Q (9128.190000 sec): 3 clusters Score: Raw -14822881.241944 + Penalty 5724.407207 = -14817156.834736 nChanged 10 SP:Iteration 33Q (9128.490000 sec): 3 clusters Score: Raw -14822881.862460 + Penalty 5724.407207 = -14817157.455253 nChanged 8 SP:Iteration 34Q (9128.780000 sec): 3 clusters Score: Raw -14822882.185347 + Penalty 5724.407207 = -14817157.778140 nChanged 2 SP:Iteration 35Q (9129.070000 sec): 3 clusters Score: Raw -14822882.291356 + Penalty 5724.407207 = -14817157.884149 nChanged 2 SP:Iteration 36Q (9129.360000 sec): 3 clusters Score: Raw -14822882.399466 + Penalty 5724.407207 = -14817157.992258 nChanged 2 SP:Iteration 37Q (9129.690000 sec): 3 clusters Score: Raw -14822882.540000 + Penalty 5724.407207 = -14817158.132793 nChanged 6 SP:Iteration 38Q (9130.000000 sec): 3 clusters Score: Raw -14822883.171939 + Penalty 5724.407207 = -14817158.764732 nChanged 11 SP:Iteration 39Q (9130.310000 sec): 3 clusters Score: Raw -14822883.993217 + Penalty 5724.407207 = -14817159.586009 nChanged 9 SP:Iteration 40F (9130.710000 sec): 3 clusters Score: Raw -14822884.668425 + Penalty 5724.407207 = -14817160.261218 nChanged 9 SP:Iteration 41Q (9131.010000 sec): 3 clusters Score: Raw -14822885.418497 + Penalty 5724.407207 = -14817161.011289 nChanged 7 SP:Iteration 42Q (9131.310000 sec): 3 clusters Score: Raw -14822886.226164 + Penalty 5724.407207 = -14817161.818957 nChanged 5 SP:Iteration 43Q (9131.610000 sec): 3 clusters Score: Raw -14822886.587386 + Penalty 5724.407207 = -14817162.180179 nChanged 8 SP:Iteration 44Q (9131.900000 sec): 3 clusters Score: Raw -14822887.071810 + Penalty 5724.407207 = -14817162.664603 nChanged 4 SP:Iteration 45Q (9132.210000 sec): 3 clusters Score: Raw -14822887.461190 + Penalty 5724.407207 = -14817163.053983 nChanged 4 SP:Iteration 46Q (9132.510000 sec): 3 clusters Score: Raw -14822887.776128 + Penalty 5724.407207 = -14817163.368921 nChanged 4 SP:Iteration 47Q (9132.810000 sec): 3 clusters Score: Raw -14822888.081948 + Penalty 5724.407207 = -14817163.674740 nChanged 5 SP:Iteration 48Q (9133.140000 sec): 3 clusters Score: Raw -14822888.485982 + Penalty 5724.407207 = -14817164.078775 nChanged 6 SP:Iteration 49Q (9133.490000 sec): 3 clusters Score: Raw -14822888.869523 + Penalty 5724.407207 = -14817164.462315 nChanged 4 SP:Iteration 50Q (9133.860000 sec): 3 clusters Score: Raw -14822889.223971 + Penalty 5724.407207 = -14817164.816763 nChanged 5 SP:Iteration 51Q (9134.220000 sec): 3 clusters Score: Raw -14822889.580184 + Penalty 5724.407207 = -14817165.172977 nChanged 6 SP:Iteration 52Q (9134.550000 sec): 3 clusters Score: Raw -14822890.107014 + Penalty 5724.407207 = -14817165.699807 nChanged 5 SP:Iteration 53Q (9134.870000 sec): 3 clusters Score: Raw -14822890.439129 + Penalty 5724.407207 = -14817166.031922 nChanged 4 SP:Iteration 54Q (9135.440000 sec): 3 clusters Score: Raw -14822890.713354 + Penalty 5724.407207 = -14817166.306147 nChanged 2 SP:Iteration 55Q (9135.750000 sec): 3 clusters Score: Raw -14822890.795044 + Penalty 5724.407207 = -14817166.387837 nChanged 4 SP:Iteration 56Q (9136.060000 sec): 3 clusters Score: Raw -14822891.044576 + Penalty 5724.407207 = -14817166.637368 nChanged 3 SP:Iteration 57Q (9136.370000 sec): 3 clusters Score: Raw -14822891.276279 + Penalty 5724.407207 = -14817166.869072 nChanged 1 SP:Iteration 58Q (9136.680000 sec): 3 clusters Score: Raw -14822891.355194 + Penalty 5724.407207 = -14817166.947987 nChanged 1 SP:Iteration 59Q (9136.980000 sec): 3 clusters Score: Raw -14822891.437915 + Penalty 5724.407207 = -14817167.030707 nChanged 3 SP:Iteration 60F (9137.390000 sec): 3 clusters Score: Raw -14822891.699908 + Penalty 5724.407207 = -14817167.292701 nChanged 4 SP:Iteration 61Q (9137.700000 sec): 3 clusters Score: Raw -14822891.969293 + Penalty 5724.407207 = -14817167.562085 nChanged 5 SP:Iteration 62Q (9138.010000 sec): 3 clusters Score: Raw -14822892.390253 + Penalty 5724.407207 = -14817167.983046 nChanged 5 SP:Iteration 63Q (9138.450000 sec): 3 clusters Score: Raw -14822892.689158 + Penalty 5724.407207 = -14817168.281951 nChanged 4 SP:Iteration 64Q (9138.750000 sec): 3 clusters Score: Raw -14822892.897449 + Penalty 5724.407207 = -14817168.490241 nChanged 2 SP:Iteration 65Q (9139.050000 sec): 3 clusters Score: Raw -14822892.997538 + Penalty 5724.407207 = -14817168.590331 nChanged 1 SP:Iteration 66Q (9139.350000 sec): 3 clusters Score: Raw -14822893.084020 + Penalty 5724.407207 = -14817168.676812 nChanged 4 SP:Iteration 67Q (9139.660000 sec): 3 clusters Score: Raw -14822893.583054 + Penalty 5724.407207 = -14817169.175847 nChanged 5 SP:Iteration 68Q (9140.050000 sec): 3 clusters Score: Raw -14822893.932236 + Penalty 5724.407207 = -14817169.525029 nChanged 6 SP:Iteration 69Q (9140.400000 sec): 3 clusters Score: Raw -14822894.632970 + Penalty 5724.407207 = -14817170.225763 nChanged 6 SP:Iteration 70Q (9140.740000 sec): 3 clusters Score: Raw -14822895.214062 + Penalty 5724.407207 = -14817170.806855 nChanged 8 SP:Iteration 71Q (9141.080000 sec): 3 clusters Score: Raw -14822895.833956 + Penalty 5724.407207 = -14817171.426749 nChanged 10 SP:Iteration 72Q (9141.440000 sec): 3 clusters Score: Raw -14822896.883308 + Penalty 5724.407207 = -14817172.476101 nChanged 11 SP:Iteration 73Q (9142.610000 sec): 3 clusters Score: Raw -14822898.032600 + Penalty 5724.407207 = -14817173.625393 nChanged 10 SP:Iteration 74Q (9142.920000 sec): 3 clusters Score: Raw -14822898.972344 + Penalty 5724.407207 = -14817174.565136 nChanged 12 SP:Iteration 75Q (9143.230000 sec): 3 clusters Score: Raw -14822899.859240 + Penalty 5724.407207 = -14817175.452032 nChanged 9 SP:Iteration 76Q (9143.540000 sec): 3 clusters Score: Raw -14822900.564870 + Penalty 5724.407207 = -14817176.157663 nChanged 9 SP:Iteration 77Q (9143.850000 sec): 3 clusters Score: Raw -14822901.447890 + Penalty 5724.407207 = -14817177.040683 nChanged 7 SP:Iteration 78Q (9144.160000 sec): 3 clusters Score: Raw -14822902.284455 + Penalty 5724.407207 = -14817177.877247 nChanged 3 SP:Iteration 79Q (9144.470000 sec): 3 clusters Score: Raw -14822902.639244 + Penalty 5724.407207 = -14817178.232036 nChanged 6 SP:Iteration 80F (9144.870000 sec): 3 clusters Score: Raw -14822903.130523 + Penalty 5724.407207 = -14817178.723316 nChanged 5 SP:Iteration 81Q (9145.200000 sec): 3 clusters Score: Raw -14822903.393377 + Penalty 5724.407207 = -14817178.986169 nChanged 2 SP:Iteration 82Q (9145.510000 sec): 3 clusters Score: Raw -14822903.517013 + Penalty 5724.407207 = -14817179.109806 nChanged 0 SP:Iteration 83F (9145.910000 sec): 3 clusters Score: Raw -14822903.517013 + Penalty 5724.407207 = -14817179.109806 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 7 (41414 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9146.070000 sec): 2 clusters Score: Raw -6002024.523039 + Penalty 2636.580818 = -5999387.942221 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9146.240000 sec): 3 clusters Score: Raw -5976590.460333 + Penalty 5273.161636 = -5971317.298696 nChanged 18984 SP:Iteration 1F (9146.410000 sec): 3 clusters Score: Raw -5986809.614898 + Penalty 5273.161636 = -5981536.453262 nChanged 1891 SP:Iteration 2Q (9146.580000 sec): 3 clusters Score: Raw -5987393.852825 + Penalty 5273.161636 = -5982120.691188 nChanged 1797 SP:Iteration 3Q (9146.740000 sec): 3 clusters Score: Raw -5988003.242792 + Penalty 5273.161636 = -5982730.081155 nChanged 1758 SP:Iteration 4Q (9147.130000 sec): 3 clusters Score: Raw -5988707.992440 + Penalty 5273.161636 = -5983434.830804 nChanged 1838 SP:Iteration 5Q (9147.410000 sec): 3 clusters Score: Raw -5989543.101240 + Penalty 5273.161636 = -5984269.939604 nChanged 1910 SP:Iteration 6Q (9147.580000 sec): 3 clusters Score: Raw -5990489.715499 + Penalty 5273.161636 = -5985216.553862 nChanged 2045 SP:Iteration 7Q (9147.740000 sec): 3 clusters Score: Raw -5991576.488106 + Penalty 5273.161636 = -5986303.326469 nChanged 2126 SP:Iteration 8F (9147.910000 sec): 3 clusters Score: Raw -5992659.621472 + Penalty 5273.161636 = -5987386.459835 nChanged 2022 SP:Iteration 9Q (9148.060000 sec): 3 clusters Score: Raw -5993575.992482 + Penalty 5273.161636 = -5988302.830846 nChanged 1818 SP:Iteration 10Q (9148.230000 sec): 3 clusters Score: Raw -5994387.266889 + Penalty 5273.161636 = -5989114.105253 nChanged 1651 SP:Iteration 11Q (9148.390000 sec): 3 clusters Score: Raw -5995078.947550 + Penalty 5273.161636 = -5989805.785913 nChanged 1464 SP:Iteration 12Q (9148.540000 sec): 3 clusters Score: Raw -5995684.566868 + Penalty 5273.161636 = -5990411.405231 nChanged 1345 SP:Iteration 13Q (9148.700000 sec): 3 clusters Score: Raw -5996248.085007 + Penalty 5273.161636 = -5990974.923370 nChanged 1215 SP:Iteration 14Q (9148.860000 sec): 3 clusters Score: Raw -5996735.878790 + Penalty 5273.161636 = -5991462.717153 nChanged 1166 SP:Iteration 15Q (9149.010000 sec): 3 clusters Score: Raw -5997204.962839 + Penalty 5273.161636 = -5991931.801203 nChanged 1126 SP:Iteration 16Q (9149.170000 sec): 3 clusters Score: Raw -5997651.631119 + Penalty 5273.161636 = -5992378.469482 nChanged 1029 SP:Iteration 17Q (9149.320000 sec): 3 clusters Score: Raw -5998031.284920 + Penalty 5273.161636 = -5992758.123283 nChanged 931 SP:Iteration 18Q (9149.480000 sec): 3 clusters Score: Raw -5998356.903698 + Penalty 5273.161636 = -5993083.742062 nChanged 891 SP:Iteration 19Q (9149.630000 sec): 3 clusters Score: Raw -5998650.188887 + Penalty 5273.161636 = -5993377.027251 nChanged 798 SP:Iteration 20F (9149.800000 sec): 3 clusters Score: Raw -5998907.945135 + Penalty 5273.161636 = -5993634.783499 nChanged 755 SP:Iteration 21Q (9149.960000 sec): 3 clusters Score: Raw -5999147.101515 + Penalty 5273.161636 = -5993873.939879 nChanged 729 SP:Iteration 22Q (9150.130000 sec): 3 clusters Score: Raw -5999385.916124 + Penalty 5273.161636 = -5994112.754488 nChanged 736 SP:Iteration 23Q (9150.280000 sec): 3 clusters Score: Raw -5999632.673669 + Penalty 5273.161636 = -5994359.512033 nChanged 714 SP:Iteration 24Q (9150.440000 sec): 3 clusters Score: Raw -5999896.131292 + Penalty 5273.161636 = -5994622.969656 nChanged 711 SP:Iteration 25Q (9150.600000 sec): 3 clusters Score: Raw -6000190.384912 + Penalty 5273.161636 = -5994917.223276 nChanged 697 SP:Iteration 26Q (9150.740000 sec): 3 clusters Score: Raw -6000495.036798 + Penalty 5273.161636 = -5995221.875162 nChanged 686 SP:Iteration 27Q (9150.880000 sec): 3 clusters Score: Raw -6000808.488160 + Penalty 5273.161636 = -5995535.326524 nChanged 670 SP:Iteration 28Q (9151.020000 sec): 3 clusters Score: Raw -6001128.333547 + Penalty 5273.161636 = -5995855.171911 nChanged 630 SP:Iteration 29Q (9151.160000 sec): 3 clusters Score: Raw -6001432.939303 + Penalty 5273.161636 = -5996159.777666 nChanged 539 SP:Iteration 30Q (9151.300000 sec): 3 clusters Score: Raw -6001677.036918 + Penalty 5273.161636 = -5996403.875282 nChanged 462 SP:Iteration 31Q (9151.430000 sec): 3 clusters Score: Raw -6001868.839230 + Penalty 5273.161636 = -5996595.677593 nChanged 407 SP:Iteration 32Q (9151.560000 sec): 3 clusters Score: Raw -6002032.298127 + Penalty 5273.161636 = -5996759.136491 nChanged 355 SP:Iteration 33Q (9151.690000 sec): 3 clusters Score: Raw -6002160.374001 + Penalty 5273.161636 = -5996887.212364 nChanged 303 SP:Iteration 34Q (9151.810000 sec): 3 clusters Score: Raw -6002272.414837 + Penalty 5273.161636 = -5996999.253201 nChanged 294 SP:Iteration 35Q (9151.940000 sec): 3 clusters Score: Raw -6002388.070666 + Penalty 5273.161636 = -5997114.909030 nChanged 262 SP:Iteration 36Q (9152.060000 sec): 3 clusters Score: Raw -6002479.139850 + Penalty 5273.161636 = -5997205.978213 nChanged 212 SP:Iteration 37Q (9152.190000 sec): 3 clusters Score: Raw -6002544.116752 + Penalty 5273.161636 = -5997270.955116 nChanged 174 SP:Iteration 38Q (9152.310000 sec): 3 clusters Score: Raw -6002593.294249 + Penalty 5273.161636 = -5997320.132613 nChanged 156 SP:Iteration 39Q (9152.430000 sec): 3 clusters Score: Raw -6002636.611559 + Penalty 5273.161636 = -5997363.449923 nChanged 121 SP:Iteration 40F (9152.590000 sec): 3 clusters Score: Raw -6002672.961717 + Penalty 5273.161636 = -5997399.800080 nChanged 107 SP:Iteration 41Q (9152.710000 sec): 3 clusters Score: Raw -6002704.970862 + Penalty 5273.161636 = -5997431.809226 nChanged 109 SP:Iteration 42Q (9152.840000 sec): 3 clusters Score: Raw -6002732.639097 + Penalty 5273.161636 = -5997459.477460 nChanged 85 SP:Iteration 43Q (9152.960000 sec): 3 clusters Score: Raw -6002755.149189 + Penalty 5273.161636 = -5997481.987553 nChanged 75 SP:Iteration 44Q (9153.090000 sec): 3 clusters Score: Raw -6002772.788384 + Penalty 5273.161636 = -5997499.626748 nChanged 51 SP:Iteration 45Q (9153.210000 sec): 3 clusters Score: Raw -6002781.437872 + Penalty 5273.161636 = -5997508.276236 nChanged 33 SP:Iteration 46Q (9153.330000 sec): 3 clusters Score: Raw -6002787.045484 + Penalty 5273.161636 = -5997513.883848 nChanged 32 SP:Iteration 47Q (9153.450000 sec): 3 clusters Score: Raw -6002792.874668 + Penalty 5273.161636 = -5997519.713031 nChanged 22 SP:Iteration 48Q (9153.580000 sec): 3 clusters Score: Raw -6002796.700151 + Penalty 5273.161636 = -5997523.538514 nChanged 23 SP:Iteration 49Q (9153.700000 sec): 3 clusters Score: Raw -6002800.511000 + Penalty 5273.161636 = -5997527.349364 nChanged 18 SP:Iteration 50Q (9153.820000 sec): 3 clusters Score: Raw -6002803.947721 + Penalty 5273.161636 = -5997530.786084 nChanged 24 SP:Iteration 51Q (9153.940000 sec): 3 clusters Score: Raw -6002807.517491 + Penalty 5273.161636 = -5997534.355854 nChanged 15 SP:Iteration 52Q (9154.070000 sec): 3 clusters Score: Raw -6002809.600598 + Penalty 5273.161636 = -5997536.438961 nChanged 12 SP:Iteration 53Q (9154.180000 sec): 3 clusters Score: Raw -6002811.383454 + Penalty 5273.161636 = -5997538.221818 nChanged 14 SP:Iteration 54Q (9154.300000 sec): 3 clusters Score: Raw -6002813.019795 + Penalty 5273.161636 = -5997539.858159 nChanged 11 SP:Iteration 55Q (9154.420000 sec): 3 clusters Score: Raw -6002814.611700 + Penalty 5273.161636 = -5997541.450063 nChanged 10 SP:Iteration 56Q (9154.540000 sec): 3 clusters Score: Raw -6002816.302294 + Penalty 5273.161636 = -5997543.140657 nChanged 8 SP:Iteration 57Q (9154.680000 sec): 3 clusters Score: Raw -6002817.855579 + Penalty 5273.161636 = -5997544.693943 nChanged 19 SP:Iteration 58Q (9154.800000 sec): 3 clusters Score: Raw -6002821.748576 + Penalty 5273.161636 = -5997548.586940 nChanged 14 SP:Iteration 59Q (9154.920000 sec): 3 clusters Score: Raw -6002823.840217 + Penalty 5273.161636 = -5997550.678581 nChanged 11 SP:Iteration 60F (9155.080000 sec): 3 clusters Score: Raw -6002825.768795 + Penalty 5273.161636 = -5997552.607158 nChanged 13 SP:Iteration 61Q (9155.210000 sec): 3 clusters Score: Raw -6002827.931801 + Penalty 5273.161636 = -5997554.770164 nChanged 12 SP:Iteration 62Q (9155.320000 sec): 3 clusters Score: Raw -6002829.738202 + Penalty 5273.161636 = -5997556.576566 nChanged 16 SP:Iteration 63Q (9155.440000 sec): 3 clusters Score: Raw -6002832.936690 + Penalty 5273.161636 = -5997559.775054 nChanged 27 SP:Iteration 64Q (9155.560000 sec): 3 clusters Score: Raw -6002837.970926 + Penalty 5273.161636 = -5997564.809289 nChanged 24 SP:Iteration 65Q (9155.680000 sec): 3 clusters Score: Raw -6002842.005434 + Penalty 5273.161636 = -5997568.843798 nChanged 16 SP:Iteration 66Q (9155.800000 sec): 3 clusters Score: Raw -6002845.473573 + Penalty 5273.161636 = -5997572.311937 nChanged 18 SP:Iteration 67Q (9155.920000 sec): 3 clusters Score: Raw -6002849.267171 + Penalty 5273.161636 = -5997576.105534 nChanged 19 SP:Iteration 68Q (9156.040000 sec): 3 clusters Score: Raw -6002853.186727 + Penalty 5273.161636 = -5997580.025090 nChanged 16 SP:Iteration 69Q (9156.160000 sec): 3 clusters Score: Raw -6002855.375013 + Penalty 5273.161636 = -5997582.213376 nChanged 10 SP:Iteration 70Q (9156.270000 sec): 3 clusters Score: Raw -6002857.112605 + Penalty 5273.161636 = -5997583.950968 nChanged 20 SP:Iteration 71Q (9156.390000 sec): 3 clusters Score: Raw -6002860.798374 + Penalty 5273.161636 = -5997587.636738 nChanged 22 SP:Iteration 72Q (9156.510000 sec): 3 clusters Score: Raw -6002865.273720 + Penalty 5273.161636 = -5997592.112084 nChanged 18 SP:Iteration 73Q (9156.630000 sec): 3 clusters Score: Raw -6002868.098662 + Penalty 5273.161636 = -5997594.937026 nChanged 13 SP:Iteration 74Q (9156.750000 sec): 3 clusters Score: Raw -6002870.427351 + Penalty 5273.161636 = -5997597.265715 nChanged 15 SP:Iteration 75Q (9156.890000 sec): 3 clusters Score: Raw -6002872.738517 + Penalty 5273.161636 = -5997599.576880 nChanged 8 SP:Iteration 76Q (9157.010000 sec): 3 clusters Score: Raw -6002873.835095 + Penalty 5273.161636 = -5997600.673459 nChanged 11 SP:Iteration 77Q (9157.130000 sec): 3 clusters Score: Raw -6002875.335422 + Penalty 5273.161636 = -5997602.173785 nChanged 6 SP:Iteration 78Q (9157.250000 sec): 3 clusters Score: Raw -6002876.235826 + Penalty 5273.161636 = -5997603.074190 nChanged 6 SP:Iteration 79Q (9157.370000 sec): 3 clusters Score: Raw -6002877.145492 + Penalty 5273.161636 = -5997603.983855 nChanged 6 SP:Iteration 80F (9157.530000 sec): 3 clusters Score: Raw -6002878.177393 + Penalty 5273.161636 = -5997605.015756 nChanged 5 SP:Iteration 81Q (9157.650000 sec): 3 clusters Score: Raw -6002878.841798 + Penalty 5273.161636 = -5997605.680161 nChanged 3 SP:Iteration 82Q (9157.770000 sec): 3 clusters Score: Raw -6002879.271157 + Penalty 5273.161636 = -5997606.109521 nChanged 5 SP:Iteration 83Q (9157.890000 sec): 3 clusters Score: Raw -6002880.142137 + Penalty 5273.161636 = -5997606.980501 nChanged 4 SP:Iteration 84Q (9158.010000 sec): 3 clusters Score: Raw -6002880.834957 + Penalty 5273.161636 = -5997607.673320 nChanged 5 SP:Iteration 85Q (9158.120000 sec): 3 clusters Score: Raw -6002881.366551 + Penalty 5273.161636 = -5997608.204915 nChanged 4 SP:Iteration 86Q (9158.240000 sec): 3 clusters Score: Raw -6002881.787373 + Penalty 5273.161636 = -5997608.625737 nChanged 2 SP:Iteration 87Q (9158.360000 sec): 3 clusters Score: Raw -6002881.953461 + Penalty 5273.161636 = -5997608.791824 nChanged 0 SP:Iteration 88F (9158.510000 sec): 3 clusters Score: Raw -6002881.953461 + Penalty 5273.161636 = -5997608.791824 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 8 (20470 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9158.590000 sec): 2 clusters Score: Raw -2823570.296347 + Penalty 2461.825488 = -2821108.470859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9158.680000 sec): 3 clusters Score: Raw -2811703.358825 + Penalty 4923.650977 = -2806779.707848 nChanged 8963 SP:Iteration 1F (9158.750000 sec): 3 clusters Score: Raw -2816668.562590 + Penalty 4923.650977 = -2811744.911614 nChanged 1302 SP:Iteration 2F (9158.830000 sec): 3 clusters Score: Raw -2817374.941340 + Penalty 4923.650977 = -2812451.290363 nChanged 1312 SP:Iteration 3F (9158.900000 sec): 3 clusters Score: Raw -2818176.993902 + Penalty 4923.650977 = -2813253.342925 nChanged 1335 SP:Iteration 4F (9158.970000 sec): 3 clusters Score: Raw -2819103.227130 + Penalty 4923.650977 = -2814179.576153 nChanged 1386 SP:Iteration 5F (9159.040000 sec): 3 clusters Score: Raw -2820236.556237 + Penalty 4923.650977 = -2815312.905261 nChanged 1297 SP:Iteration 6F (9159.110000 sec): 3 clusters Score: Raw -2821435.455426 + Penalty 4923.650977 = -2816511.804449 nChanged 1072 SP:Iteration 7F (9159.190000 sec): 3 clusters Score: Raw -2822361.069598 + Penalty 4923.650977 = -2817437.418621 nChanged 837 SP:Iteration 8Q (9159.270000 sec): 3 clusters Score: Raw -2822936.479640 + Penalty 4923.650977 = -2818012.828663 nChanged 591 SP:Iteration 9Q (9159.340000 sec): 3 clusters Score: Raw -2823241.441194 + Penalty 4923.650977 = -2818317.790217 nChanged 465 SP:Iteration 10Q (9159.410000 sec): 3 clusters Score: Raw -2823423.241205 + Penalty 4923.650977 = -2818499.590228 nChanged 328 SP:Iteration 11Q (9159.480000 sec): 3 clusters Score: Raw -2823539.133024 + Penalty 4923.650977 = -2818615.482048 nChanged 221 SP:Iteration 12Q (9159.550000 sec): 3 clusters Score: Raw -2823611.196251 + Penalty 4923.650977 = -2818687.545275 nChanged 197 SP:Iteration 13Q (9159.620000 sec): 3 clusters Score: Raw -2823665.384308 + Penalty 4923.650977 = -2818741.733332 nChanged 162 SP:Iteration 14Q (9159.690000 sec): 3 clusters Score: Raw -2823706.654148 + Penalty 4923.650977 = -2818783.003171 nChanged 131 SP:Iteration 15Q (9159.760000 sec): 3 clusters Score: Raw -2823741.019561 + Penalty 4923.650977 = -2818817.368584 nChanged 119 SP:Iteration 16Q (9159.830000 sec): 3 clusters Score: Raw -2823770.014724 + Penalty 4923.650977 = -2818846.363748 nChanged 95 SP:Iteration 17Q (9159.890000 sec): 3 clusters Score: Raw -2823790.418177 + Penalty 4923.650977 = -2818866.767200 nChanged 71 SP:Iteration 18Q (9159.960000 sec): 3 clusters Score: Raw -2823805.657465 + Penalty 4923.650977 = -2818882.006489 nChanged 67 SP:Iteration 19Q (9160.030000 sec): 3 clusters Score: Raw -2823818.507958 + Penalty 4923.650977 = -2818894.856981 nChanged 75 SP:Iteration 20F (9160.110000 sec): 3 clusters Score: Raw -2823832.972629 + Penalty 4923.650977 = -2818909.321652 nChanged 65 SP:Iteration 21Q (9160.190000 sec): 3 clusters Score: Raw -2823846.514224 + Penalty 4923.650977 = -2818922.863247 nChanged 64 SP:Iteration 22Q (9160.250000 sec): 3 clusters Score: Raw -2823858.685758 + Penalty 4923.650977 = -2818935.034781 nChanged 44 SP:Iteration 23Q (9160.320000 sec): 3 clusters Score: Raw -2823866.449182 + Penalty 4923.650977 = -2818942.798206 nChanged 37 SP:Iteration 24Q (9160.390000 sec): 3 clusters Score: Raw -2823874.446795 + Penalty 4923.650977 = -2818950.795818 nChanged 36 SP:Iteration 25Q (9160.460000 sec): 3 clusters Score: Raw -2823880.518066 + Penalty 4923.650977 = -2818956.867089 nChanged 28 SP:Iteration 26Q (9160.530000 sec): 3 clusters Score: Raw -2823884.964739 + Penalty 4923.650977 = -2818961.313762 nChanged 29 SP:Iteration 27Q (9160.590000 sec): 3 clusters Score: Raw -2823888.866237 + Penalty 4923.650977 = -2818965.215260 nChanged 23 SP:Iteration 28Q (9160.680000 sec): 3 clusters Score: Raw -2823892.311165 + Penalty 4923.650977 = -2818968.660189 nChanged 26 SP:Iteration 29Q (9160.770000 sec): 3 clusters Score: Raw -2823896.486638 + Penalty 4923.650977 = -2818972.835662 nChanged 19 SP:Iteration 30Q (9160.850000 sec): 3 clusters Score: Raw -2823899.571862 + Penalty 4923.650977 = -2818975.920885 nChanged 17 SP:Iteration 31Q (9160.940000 sec): 3 clusters Score: Raw -2823901.664573 + Penalty 4923.650977 = -2818978.013596 nChanged 20 SP:Iteration 32Q (9161.010000 sec): 3 clusters Score: Raw -2823905.103080 + Penalty 4923.650977 = -2818981.452103 nChanged 18 SP:Iteration 33Q (9161.070000 sec): 3 clusters Score: Raw -2823907.539345 + Penalty 4923.650977 = -2818983.888368 nChanged 20 SP:Iteration 34Q (9161.140000 sec): 3 clusters Score: Raw -2823909.760453 + Penalty 4923.650977 = -2818986.109477 nChanged 20 SP:Iteration 35Q (9161.200000 sec): 3 clusters Score: Raw -2823912.547998 + Penalty 4923.650977 = -2818988.897021 nChanged 21 SP:Iteration 36Q (9161.270000 sec): 3 clusters Score: Raw -2823916.248063 + Penalty 4923.650977 = -2818992.597086 nChanged 27 SP:Iteration 37Q (9161.340000 sec): 3 clusters Score: Raw -2823920.394570 + Penalty 4923.650977 = -2818996.743594 nChanged 29 SP:Iteration 38Q (9161.410000 sec): 3 clusters Score: Raw -2823925.378062 + Penalty 4923.650977 = -2819001.727085 nChanged 26 SP:Iteration 39Q (9161.480000 sec): 3 clusters Score: Raw -2823930.256490 + Penalty 4923.650977 = -2819006.605513 nChanged 30 SP:Iteration 40F (9161.560000 sec): 3 clusters Score: Raw -2823936.387746 + Penalty 4923.650977 = -2819012.736769 nChanged 30 SP:Iteration 41Q (9161.630000 sec): 3 clusters Score: Raw -2823944.392127 + Penalty 4923.650977 = -2819020.741151 nChanged 41 SP:Iteration 42Q (9161.700000 sec): 3 clusters Score: Raw -2823953.654164 + Penalty 4923.650977 = -2819030.003187 nChanged 39 SP:Iteration 43Q (9161.770000 sec): 3 clusters Score: Raw -2823964.393446 + Penalty 4923.650977 = -2819040.742469 nChanged 49 SP:Iteration 44Q (9161.830000 sec): 3 clusters Score: Raw -2823980.923588 + Penalty 4923.650977 = -2819057.272611 nChanged 61 SP:Iteration 45Q (9161.900000 sec): 3 clusters Score: Raw -2823997.571277 + Penalty 4923.650977 = -2819073.920300 nChanged 61 SP:Iteration 46Q (9161.970000 sec): 3 clusters Score: Raw -2824015.008816 + Penalty 4923.650977 = -2819091.357840 nChanged 51 SP:Iteration 47Q (9162.030000 sec): 3 clusters Score: Raw -2824033.865861 + Penalty 4923.650977 = -2819110.214885 nChanged 75 SP:Iteration 48Q (9162.100000 sec): 3 clusters Score: Raw -2824059.591385 + Penalty 4923.650977 = -2819135.940409 nChanged 79 SP:Iteration 49Q (9162.160000 sec): 3 clusters Score: Raw -2824084.577276 + Penalty 4923.650977 = -2819160.926299 nChanged 78 SP:Iteration 50Q (9162.230000 sec): 3 clusters Score: Raw -2824106.211895 + Penalty 4923.650977 = -2819182.560919 nChanged 68 SP:Iteration 51Q (9162.290000 sec): 3 clusters Score: Raw -2824123.802281 + Penalty 4923.650977 = -2819200.151304 nChanged 64 SP:Iteration 52Q (9162.360000 sec): 3 clusters Score: Raw -2824140.160910 + Penalty 4923.650977 = -2819216.509933 nChanged 53 SP:Iteration 53Q (9162.430000 sec): 3 clusters Score: Raw -2824152.146273 + Penalty 4923.650977 = -2819228.495296 nChanged 50 SP:Iteration 54Q (9162.500000 sec): 3 clusters Score: Raw -2824166.137247 + Penalty 4923.650977 = -2819242.486271 nChanged 51 SP:Iteration 55Q (9162.570000 sec): 3 clusters Score: Raw -2824180.574858 + Penalty 4923.650977 = -2819256.923881 nChanged 49 SP:Iteration 56Q (9162.640000 sec): 3 clusters Score: Raw -2824192.989958 + Penalty 4923.650977 = -2819269.338982 nChanged 44 SP:Iteration 57Q (9162.710000 sec): 3 clusters Score: Raw -2824202.015499 + Penalty 4923.650977 = -2819278.364522 nChanged 38 SP:Iteration 58Q (9162.770000 sec): 3 clusters Score: Raw -2824211.207930 + Penalty 4923.650977 = -2819287.556953 nChanged 46 SP:Iteration 59Q (9162.840000 sec): 3 clusters Score: Raw -2824223.382159 + Penalty 4923.650977 = -2819299.731182 nChanged 52 SP:Iteration 60F (9162.910000 sec): 3 clusters Score: Raw -2824236.416774 + Penalty 4923.650977 = -2819312.765797 nChanged 47 SP:Iteration 61Q (9162.980000 sec): 3 clusters Score: Raw -2824249.334075 + Penalty 4923.650977 = -2819325.683098 nChanged 46 SP:Iteration 62Q (9163.040000 sec): 3 clusters Score: Raw -2824264.767158 + Penalty 4923.650977 = -2819341.116181 nChanged 51 SP:Iteration 63Q (9163.100000 sec): 3 clusters Score: Raw -2824278.196677 + Penalty 4923.650977 = -2819354.545701 nChanged 47 SP:Iteration 64Q (9163.170000 sec): 3 clusters Score: Raw -2824290.020535 + Penalty 4923.650977 = -2819366.369558 nChanged 47 SP:Iteration 65Q (9163.230000 sec): 3 clusters Score: Raw -2824303.950513 + Penalty 4923.650977 = -2819380.299537 nChanged 44 SP:Iteration 66Q (9163.290000 sec): 3 clusters Score: Raw -2824320.566146 + Penalty 4923.650977 = -2819396.915169 nChanged 57 SP:Iteration 67Q (9163.360000 sec): 3 clusters Score: Raw -2824341.327917 + Penalty 4923.650977 = -2819417.676940 nChanged 61 SP:Iteration 68Q (9163.420000 sec): 3 clusters Score: Raw -2824374.019570 + Penalty 4923.650977 = -2819450.368594 nChanged 72 SP:Iteration 69Q (9163.480000 sec): 3 clusters Score: Raw -2824413.110422 + Penalty 4923.650977 = -2819489.459445 nChanged 87 SP:Iteration 70Q (9163.540000 sec): 3 clusters Score: Raw -2824466.575232 + Penalty 4923.650977 = -2819542.924255 nChanged 99 SP:Iteration 71Q (9163.600000 sec): 3 clusters Score: Raw -2824536.089791 + Penalty 4923.650977 = -2819612.438815 nChanged 104 SP:Iteration 72Q (9163.660000 sec): 3 clusters Score: Raw -2824617.293613 + Penalty 4923.650977 = -2819693.642636 nChanged 100 SP:Iteration 73Q (9163.730000 sec): 3 clusters Score: Raw -2824694.302896 + Penalty 4923.650977 = -2819770.651920 nChanged 106 SP:Iteration 74Q (9163.790000 sec): 3 clusters Score: Raw -2824772.498477 + Penalty 4923.650977 = -2819848.847500 nChanged 100 SP:Iteration 75Q (9163.850000 sec): 3 clusters Score: Raw -2824827.341314 + Penalty 4923.650977 = -2819903.690338 nChanged 95 SP:Iteration 76Q (9163.910000 sec): 3 clusters Score: Raw -2824868.734714 + Penalty 4923.650977 = -2819945.083737 nChanged 68 SP:Iteration 77Q (9163.970000 sec): 3 clusters Score: Raw -2824893.640377 + Penalty 4923.650977 = -2819969.989401 nChanged 56 SP:Iteration 78Q (9164.030000 sec): 3 clusters Score: Raw -2824912.883258 + Penalty 4923.650977 = -2819989.232281 nChanged 35 SP:Iteration 79Q (9164.090000 sec): 3 clusters Score: Raw -2824921.829243 + Penalty 4923.650977 = -2819998.178267 nChanged 30 SP:Iteration 80F (9164.170000 sec): 3 clusters Score: Raw -2824928.457315 + Penalty 4923.650977 = -2820004.806339 nChanged 14 SP:Iteration 81Q (9164.220000 sec): 3 clusters Score: Raw -2824930.991683 + Penalty 4923.650977 = -2820007.340706 nChanged 12 SP:Iteration 82Q (9164.290000 sec): 3 clusters Score: Raw -2824933.886021 + Penalty 4923.650977 = -2820010.235045 nChanged 10 SP:Iteration 83Q (9164.350000 sec): 3 clusters Score: Raw -2824936.280166 + Penalty 4923.650977 = -2820012.629190 nChanged 7 SP:Iteration 84Q (9164.410000 sec): 3 clusters Score: Raw -2824937.803167 + Penalty 4923.650977 = -2820014.152190 nChanged 12 SP:Iteration 85Q (9164.470000 sec): 3 clusters Score: Raw -2824940.568972 + Penalty 4923.650977 = -2820016.917995 nChanged 5 SP:Iteration 86Q (9164.530000 sec): 3 clusters Score: Raw -2824941.651660 + Penalty 4923.650977 = -2820018.000684 nChanged 8 SP:Iteration 87Q (9164.590000 sec): 3 clusters Score: Raw -2824943.324251 + Penalty 4923.650977 = -2820019.673275 nChanged 10 SP:Iteration 88Q (9164.650000 sec): 3 clusters Score: Raw -2824945.773389 + Penalty 4923.650977 = -2820022.122413 nChanged 9 SP:Iteration 89Q (9164.700000 sec): 3 clusters Score: Raw -2824948.573412 + Penalty 4923.650977 = -2820024.922436 nChanged 5 SP:Iteration 90Q (9164.760000 sec): 3 clusters Score: Raw -2824949.452679 + Penalty 4923.650977 = -2820025.801703 nChanged 3 SP:Iteration 91Q (9164.820000 sec): 3 clusters Score: Raw -2824950.011468 + Penalty 4923.650977 = -2820026.360492 nChanged 3 SP:Iteration 92Q (9164.880000 sec): 3 clusters Score: Raw -2824950.499696 + Penalty 4923.650977 = -2820026.848720 nChanged 1 SP:Iteration 93Q (9164.940000 sec): 3 clusters Score: Raw -2824950.685422 + Penalty 4923.650977 = -2820027.034445 nChanged 1 SP:Iteration 94Q (9165.000000 sec): 3 clusters Score: Raw -2824950.801776 + Penalty 4923.650977 = -2820027.150800 nChanged 0 SP:Iteration 95F (9165.080000 sec): 3 clusters Score: Raw -2824950.801776 + Penalty 4923.650977 = -2820027.150800 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 9 (5091 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9165.100000 sec): 2 clusters Score: Raw -735461.044097 + Penalty 2116.736929 = -733344.307167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9165.120000 sec): 3 clusters Score: Raw -733003.108840 + Penalty 4233.473859 = -728769.634982 nChanged 1966 SP:Iteration 1F (9165.140000 sec): 3 clusters Score: Raw -734209.335484 + Penalty 4233.473859 = -729975.861625 nChanged 438 SP:Iteration 2F (9165.160000 sec): 3 clusters Score: Raw -734554.122157 + Penalty 4233.473859 = -730320.648299 nChanged 326 SP:Iteration 3F (9165.170000 sec): 3 clusters Score: Raw -734775.536855 + Penalty 4233.473859 = -730542.062997 nChanged 275 SP:Iteration 4F (9165.190000 sec): 3 clusters Score: Raw -734956.187391 + Penalty 4233.473859 = -730722.713532 nChanged 247 SP:Iteration 5Q (9165.210000 sec): 3 clusters Score: Raw -735121.504839 + Penalty 4233.473859 = -730888.030980 nChanged 234 SP:Iteration 6Q (9165.230000 sec): 3 clusters Score: Raw -735296.113083 + Penalty 4233.473859 = -731062.639224 nChanged 220 SP:Iteration 7Q (9165.250000 sec): 3 clusters Score: Raw -735469.865325 + Penalty 4233.473859 = -731236.391466 nChanged 218 SP:Iteration 8Q (9165.270000 sec): 3 clusters Score: Raw -735632.293130 + Penalty 4233.473859 = -731398.819271 nChanged 184 SP:Iteration 9Q (9165.290000 sec): 3 clusters Score: Raw -735765.201017 + Penalty 4233.473859 = -731531.727158 nChanged 136 SP:Iteration 10Q (9165.300000 sec): 3 clusters Score: Raw -735854.820045 + Penalty 4233.473859 = -731621.346187 nChanged 120 SP:Iteration 11Q (9165.320000 sec): 3 clusters Score: Raw -735931.800862 + Penalty 4233.473859 = -731698.327004 nChanged 108 SP:Iteration 12Q (9165.340000 sec): 3 clusters Score: Raw -736002.735285 + Penalty 4233.473859 = -731769.261426 nChanged 90 SP:Iteration 13Q (9165.360000 sec): 3 clusters Score: Raw -736055.497829 + Penalty 4233.473859 = -731822.023970 nChanged 63 SP:Iteration 14Q (9165.370000 sec): 3 clusters Score: Raw -736088.535253 + Penalty 4233.473859 = -731855.061394 nChanged 54 SP:Iteration 15Q (9165.390000 sec): 3 clusters Score: Raw -736115.184201 + Penalty 4233.473859 = -731881.710342 nChanged 34 SP:Iteration 16Q (9165.410000 sec): 3 clusters Score: Raw -736130.552193 + Penalty 4233.473859 = -731897.078334 nChanged 31 SP:Iteration 17Q (9165.430000 sec): 3 clusters Score: Raw -736144.410586 + Penalty 4233.473859 = -731910.936727 nChanged 24 SP:Iteration 18Q (9165.450000 sec): 3 clusters Score: Raw -736156.223203 + Penalty 4233.473859 = -731922.749344 nChanged 22 SP:Iteration 19Q (9165.470000 sec): 3 clusters Score: Raw -736167.001055 + Penalty 4233.473859 = -731933.527196 nChanged 23 SP:Iteration 20F (9165.490000 sec): 3 clusters Score: Raw -736178.421769 + Penalty 4233.473859 = -731944.947910 nChanged 19 SP:Iteration 21Q (9165.500000 sec): 3 clusters Score: Raw -736188.769037 + Penalty 4233.473859 = -731955.295179 nChanged 24 SP:Iteration 22Q (9165.520000 sec): 3 clusters Score: Raw -736200.400233 + Penalty 4233.473859 = -731966.926375 nChanged 16 SP:Iteration 23Q (9165.540000 sec): 3 clusters Score: Raw -736208.255920 + Penalty 4233.473859 = -731974.782062 nChanged 16 SP:Iteration 24Q (9165.550000 sec): 3 clusters Score: Raw -736216.183665 + Penalty 4233.473859 = -731982.709806 nChanged 12 SP:Iteration 25Q (9165.570000 sec): 3 clusters Score: Raw -736221.777562 + Penalty 4233.473859 = -731988.303704 nChanged 13 SP:Iteration 26Q (9165.590000 sec): 3 clusters Score: Raw -736228.284749 + Penalty 4233.473859 = -731994.810890 nChanged 10 SP:Iteration 27Q (9165.610000 sec): 3 clusters Score: Raw -736233.256652 + Penalty 4233.473859 = -731999.782793 nChanged 7 SP:Iteration 28Q (9165.630000 sec): 3 clusters Score: Raw -736236.510564 + Penalty 4233.473859 = -732003.036705 nChanged 6 SP:Iteration 29Q (9165.640000 sec): 3 clusters Score: Raw -736238.827584 + Penalty 4233.473859 = -732005.353725 nChanged 7 SP:Iteration 30Q (9165.660000 sec): 3 clusters Score: Raw -736242.258956 + Penalty 4233.473859 = -732008.785098 nChanged 4 SP:Iteration 31Q (9165.680000 sec): 3 clusters Score: Raw -736243.640540 + Penalty 4233.473859 = -732010.166681 nChanged 4 SP:Iteration 32Q (9165.700000 sec): 3 clusters Score: Raw -736245.725710 + Penalty 4233.473859 = -732012.251852 nChanged 4 SP:Iteration 33Q (9165.710000 sec): 3 clusters Score: Raw -736247.211003 + Penalty 4233.473859 = -732013.737144 nChanged 1 SP:Iteration 34Q (9165.730000 sec): 3 clusters Score: Raw -736248.384613 + Penalty 4233.473859 = -732014.910755 nChanged 2 SP:Iteration 35Q (9165.750000 sec): 3 clusters Score: Raw -736249.372451 + Penalty 4233.473859 = -732015.898592 nChanged 0 SP:Iteration 36F (9165.770000 sec): 3 clusters Score: Raw -736249.372451 + Penalty 4233.473859 = -732015.898592 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 10 (46962 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9165.920000 sec): 2 clusters Score: Raw -6947205.580596 + Penalty 2667.759323 = -6944537.821273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9166.100000 sec): 3 clusters Score: Raw -6918274.881771 + Penalty 5335.518645 = -6912939.363126 nChanged 21659 SP:Iteration 1F (9166.290000 sec): 3 clusters Score: Raw -6930562.872111 + Penalty 5335.518645 = -6925227.353465 nChanged 2410 SP:Iteration 2F (9166.470000 sec): 3 clusters Score: Raw -6931738.198345 + Penalty 5335.518645 = -6926402.679700 nChanged 2750 SP:Iteration 3F (9166.650000 sec): 3 clusters Score: Raw -6933539.605552 + Penalty 5335.518645 = -6928204.086906 nChanged 3282 SP:Iteration 4F (9166.830000 sec): 3 clusters Score: Raw -6935994.425020 + Penalty 5335.518645 = -6930658.906374 nChanged 3508 SP:Iteration 5F (9167.000000 sec): 3 clusters Score: Raw -6938682.410615 + Penalty 5335.518645 = -6933346.891970 nChanged 3341 SP:Iteration 6F (9167.180000 sec): 3 clusters Score: Raw -6941225.971142 + Penalty 5335.518645 = -6935890.452497 nChanged 2847 SP:Iteration 7F (9167.370000 sec): 3 clusters Score: Raw -6943306.781161 + Penalty 5335.518645 = -6937971.262516 nChanged 2250 SP:Iteration 8Q (9167.550000 sec): 3 clusters Score: Raw -6944934.893216 + Penalty 5335.518645 = -6939599.374571 nChanged 1718 SP:Iteration 9Q (9167.740000 sec): 3 clusters Score: Raw -6946218.422977 + Penalty 5335.518645 = -6940882.904332 nChanged 1296 SP:Iteration 10Q (9167.950000 sec): 3 clusters Score: Raw -6947028.773123 + Penalty 5335.518645 = -6941693.254477 nChanged 984 SP:Iteration 11Q (9168.130000 sec): 3 clusters Score: Raw -6947569.930551 + Penalty 5335.518645 = -6942234.411906 nChanged 724 SP:Iteration 12Q (9168.300000 sec): 3 clusters Score: Raw -6947890.803742 + Penalty 5335.518645 = -6942555.285097 nChanged 586 SP:Iteration 13Q (9168.470000 sec): 3 clusters Score: Raw -6948096.880810 + Penalty 5335.518645 = -6942761.362165 nChanged 481 SP:Iteration 14Q (9168.650000 sec): 3 clusters Score: Raw -6948239.240023 + Penalty 5335.518645 = -6942903.721377 nChanged 365 SP:Iteration 15Q (9168.810000 sec): 3 clusters Score: Raw -6948326.820242 + Penalty 5335.518645 = -6942991.301597 nChanged 297 SP:Iteration 16Q (9168.990000 sec): 3 clusters Score: Raw -6948390.610944 + Penalty 5335.518645 = -6943055.092298 nChanged 230 SP:Iteration 17Q (9169.160000 sec): 3 clusters Score: Raw -6948427.880115 + Penalty 5335.518645 = -6943092.361470 nChanged 177 SP:Iteration 18Q (9169.320000 sec): 3 clusters Score: Raw -6948452.395616 + Penalty 5335.518645 = -6943116.876971 nChanged 140 SP:Iteration 19Q (9169.480000 sec): 3 clusters Score: Raw -6948468.659609 + Penalty 5335.518645 = -6943133.140964 nChanged 123 SP:Iteration 20F (9169.650000 sec): 3 clusters Score: Raw -6948481.542543 + Penalty 5335.518645 = -6943146.023897 nChanged 129 SP:Iteration 21Q (9169.810000 sec): 3 clusters Score: Raw -6948495.200570 + Penalty 5335.518645 = -6943159.681925 nChanged 111 SP:Iteration 22Q (9169.970000 sec): 3 clusters Score: Raw -6948506.559522 + Penalty 5335.518645 = -6943171.040876 nChanged 100 SP:Iteration 23Q (9170.130000 sec): 3 clusters Score: Raw -6948516.937450 + Penalty 5335.518645 = -6943181.418805 nChanged 90 SP:Iteration 24Q (9170.290000 sec): 3 clusters Score: Raw -6948524.628909 + Penalty 5335.518645 = -6943189.110264 nChanged 79 SP:Iteration 25Q (9170.450000 sec): 3 clusters Score: Raw -6948531.255922 + Penalty 5335.518645 = -6943195.737276 nChanged 80 SP:Iteration 26Q (9170.600000 sec): 3 clusters Score: Raw -6948537.527312 + Penalty 5335.518645 = -6943202.008667 nChanged 69 SP:Iteration 27Q (9170.760000 sec): 3 clusters Score: Raw -6948542.681388 + Penalty 5335.518645 = -6943207.162742 nChanged 54 SP:Iteration 28Q (9170.920000 sec): 3 clusters Score: Raw -6948545.966652 + Penalty 5335.518645 = -6943210.448007 nChanged 43 SP:Iteration 29Q (9171.070000 sec): 3 clusters Score: Raw -6948548.944293 + Penalty 5335.518645 = -6943213.425648 nChanged 45 SP:Iteration 30Q (9171.230000 sec): 3 clusters Score: Raw -6948551.849228 + Penalty 5335.518645 = -6943216.330582 nChanged 49 SP:Iteration 31Q (9171.390000 sec): 3 clusters Score: Raw -6948555.028135 + Penalty 5335.518645 = -6943219.509490 nChanged 43 SP:Iteration 32Q (9171.550000 sec): 3 clusters Score: Raw -6948557.945287 + Penalty 5335.518645 = -6943222.426642 nChanged 39 SP:Iteration 33Q (9171.710000 sec): 3 clusters Score: Raw -6948560.204161 + Penalty 5335.518645 = -6943224.685516 nChanged 33 SP:Iteration 34Q (9171.860000 sec): 3 clusters Score: Raw -6948562.143622 + Penalty 5335.518645 = -6943226.624977 nChanged 29 SP:Iteration 35Q (9172.020000 sec): 3 clusters Score: Raw -6948563.747911 + Penalty 5335.518645 = -6943228.229265 nChanged 22 SP:Iteration 36Q (9172.170000 sec): 3 clusters Score: Raw -6948565.110496 + Penalty 5335.518645 = -6943229.591851 nChanged 28 SP:Iteration 37Q (9172.330000 sec): 3 clusters Score: Raw -6948566.796978 + Penalty 5335.518645 = -6943231.278333 nChanged 33 SP:Iteration 38Q (9172.490000 sec): 3 clusters Score: Raw -6948568.818490 + Penalty 5335.518645 = -6943233.299844 nChanged 30 SP:Iteration 39Q (9172.650000 sec): 3 clusters Score: Raw -6948570.578198 + Penalty 5335.518645 = -6943235.059552 nChanged 29 SP:Iteration 40F (9172.830000 sec): 3 clusters Score: Raw -6948572.230722 + Penalty 5335.518645 = -6943236.712077 nChanged 27 SP:Iteration 41Q (9172.990000 sec): 3 clusters Score: Raw -6948573.525971 + Penalty 5335.518645 = -6943238.007326 nChanged 16 SP:Iteration 42Q (9173.150000 sec): 3 clusters Score: Raw -6948574.232945 + Penalty 5335.518645 = -6943238.714300 nChanged 15 SP:Iteration 43Q (9173.300000 sec): 3 clusters Score: Raw -6948575.046310 + Penalty 5335.518645 = -6943239.527665 nChanged 12 SP:Iteration 44Q (9173.450000 sec): 3 clusters Score: Raw -6948575.676129 + Penalty 5335.518645 = -6943240.157484 nChanged 17 SP:Iteration 45Q (9173.610000 sec): 3 clusters Score: Raw -6948576.451789 + Penalty 5335.518645 = -6943240.933144 nChanged 15 SP:Iteration 46Q (9173.760000 sec): 3 clusters Score: Raw -6948577.074783 + Penalty 5335.518645 = -6943241.556138 nChanged 13 SP:Iteration 47Q (9173.910000 sec): 3 clusters Score: Raw -6948577.600998 + Penalty 5335.518645 = -6943242.082353 nChanged 10 SP:Iteration 48Q (9174.070000 sec): 3 clusters Score: Raw -6948578.034869 + Penalty 5335.518645 = -6943242.516224 nChanged 9 SP:Iteration 49Q (9174.220000 sec): 3 clusters Score: Raw -6948578.450859 + Penalty 5335.518645 = -6943242.932214 nChanged 10 SP:Iteration 50Q (9174.370000 sec): 3 clusters Score: Raw -6948578.774635 + Penalty 5335.518645 = -6943243.255990 nChanged 3 SP:Iteration 51Q (9174.530000 sec): 3 clusters Score: Raw -6948578.893045 + Penalty 5335.518645 = -6943243.374400 nChanged 6 SP:Iteration 52Q (9174.670000 sec): 3 clusters Score: Raw -6948579.206578 + Penalty 5335.518645 = -6943243.687933 nChanged 4 SP:Iteration 53Q (9174.830000 sec): 3 clusters Score: Raw -6948579.417191 + Penalty 5335.518645 = -6943243.898546 nChanged 5 SP:Iteration 54Q (9174.980000 sec): 3 clusters Score: Raw -6948579.659615 + Penalty 5335.518645 = -6943244.140969 nChanged 9 SP:Iteration 55Q (9175.130000 sec): 3 clusters Score: Raw -6948580.240511 + Penalty 5335.518645 = -6943244.721866 nChanged 11 SP:Iteration 56Q (9175.280000 sec): 3 clusters Score: Raw -6948580.668680 + Penalty 5335.518645 = -6943245.150034 nChanged 10 SP:Iteration 57Q (9175.430000 sec): 3 clusters Score: Raw -6948581.097101 + Penalty 5335.518645 = -6943245.578456 nChanged 7 SP:Iteration 58Q (9175.580000 sec): 3 clusters Score: Raw -6948581.371066 + Penalty 5335.518645 = -6943245.852420 nChanged 3 SP:Iteration 59Q (9175.730000 sec): 3 clusters Score: Raw -6948581.553410 + Penalty 5335.518645 = -6943246.034765 nChanged 3 SP:Iteration 60F (9175.900000 sec): 3 clusters Score: Raw -6948581.636500 + Penalty 5335.518645 = -6943246.117855 nChanged 1 SP:Iteration 61Q (9176.040000 sec): 3 clusters Score: Raw -6948581.696331 + Penalty 5335.518645 = -6943246.177686 nChanged 4 SP:Iteration 62Q (9176.200000 sec): 3 clusters Score: Raw -6948581.806273 + Penalty 5335.518645 = -6943246.287628 nChanged 4 SP:Iteration 63Q (9176.350000 sec): 3 clusters Score: Raw -6948581.955208 + Penalty 5335.518645 = -6943246.436563 nChanged 4 SP:Iteration 64Q (9176.510000 sec): 3 clusters Score: Raw -6948582.133396 + Penalty 5335.518645 = -6943246.614750 nChanged 4 SP:Iteration 65Q (9176.660000 sec): 3 clusters Score: Raw -6948582.283255 + Penalty 5335.518645 = -6943246.764610 nChanged 4 SP:Iteration 66Q (9176.810000 sec): 3 clusters Score: Raw -6948582.397438 + Penalty 5335.518645 = -6943246.878793 nChanged 1 SP:Iteration 67Q (9176.970000 sec): 3 clusters Score: Raw -6948582.438868 + Penalty 5335.518645 = -6943246.920222 nChanged 3 SP:Iteration 68Q (9177.130000 sec): 3 clusters Score: Raw -6948582.586857 + Penalty 5335.518645 = -6943247.068212 nChanged 3 SP:Iteration 69Q (9177.280000 sec): 3 clusters Score: Raw -6948582.648622 + Penalty 5335.518645 = -6943247.129977 nChanged 2 SP:Iteration 70Q (9177.440000 sec): 3 clusters Score: Raw -6948582.743362 + Penalty 5335.518645 = -6943247.224717 nChanged 3 SP:Iteration 71Q (9177.590000 sec): 3 clusters Score: Raw -6948582.853801 + Penalty 5335.518645 = -6943247.335156 nChanged 3 SP:Iteration 72Q (9177.750000 sec): 3 clusters Score: Raw -6948582.952797 + Penalty 5335.518645 = -6943247.434151 nChanged 2 SP:Iteration 73Q (9177.920000 sec): 3 clusters Score: Raw -6948582.995879 + Penalty 5335.518645 = -6943247.477234 nChanged 0 SP:Iteration 74F (9178.110000 sec): 3 clusters Score: Raw -6948582.995879 + Penalty 5335.518645 = -6943247.477234 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 11 (507 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9178.130000 sec): 2 clusters Score: Raw -72287.215992 + Penalty 1544.670729 = -70742.545263 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9178.130000 sec): 3 clusters Score: Raw -72281.075922 + Penalty 3089.341458 = -69191.734464 nChanged 85 SP:Iteration 1F (9178.130000 sec): 3 clusters Score: Raw -72439.169689 + Penalty 3089.341458 = -69349.828231 nChanged 22 SP:Iteration 2Q (9178.140000 sec): 3 clusters Score: Raw -72502.672122 + Penalty 3089.341458 = -69413.330664 nChanged 8 SP:Iteration 3Q (9178.140000 sec): 3 clusters Score: Raw -72528.616877 + Penalty 3089.341458 = -69439.275419 nChanged 6 SP:Iteration 4Q (9178.140000 sec): 3 clusters Score: Raw -72544.054371 + Penalty 3089.341458 = -69454.712914 nChanged 4 SP:Iteration 5Q (9178.140000 sec): 3 clusters Score: Raw -72557.020659 + Penalty 3089.341458 = -69467.679201 nChanged 2 SP:Iteration 6Q (9178.140000 sec): 3 clusters Score: Raw -72560.338461 + Penalty 3089.341458 = -69470.997003 nChanged 1 SP:Iteration 7Q (9178.150000 sec): 3 clusters Score: Raw -72561.594112 + Penalty 3089.341458 = -69472.252654 nChanged 1 SP:Iteration 8Q (9178.150000 sec): 3 clusters Score: Raw -72564.357253 + Penalty 3089.341458 = -69475.015795 nChanged 0 SP:Iteration 9F (9178.150000 sec): 3 clusters Score: Raw -72564.357253 + Penalty 3089.341458 = -69475.015795 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 12 (531 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9178.150000 sec): 2 clusters Score: Raw -74391.955822 + Penalty 1556.140981 = -72835.814841 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9178.150000 sec): 3 clusters Score: Raw -74429.329030 + Penalty 3112.281963 = -71317.047068 nChanged 98 SP:Iteration 1F (9178.160000 sec): 3 clusters Score: Raw -74624.560510 + Penalty 3112.281963 = -71512.278548 nChanged 27 SP:Iteration 2F (9178.160000 sec): 3 clusters Score: Raw -74683.476961 + Penalty 3112.281963 = -71571.194998 nChanged 6 SP:Iteration 3Q (9178.160000 sec): 3 clusters Score: Raw -74696.022477 + Penalty 3112.281963 = -71583.740514 nChanged 7 SP:Iteration 4Q (9178.160000 sec): 3 clusters Score: Raw -74712.365648 + Penalty 3112.281963 = -71600.083685 nChanged 5 SP:Iteration 5Q (9178.170000 sec): 3 clusters Score: Raw -74727.524500 + Penalty 3112.281963 = -71615.242538 nChanged 5 SP:Iteration 6Q (9178.170000 sec): 3 clusters Score: Raw -74749.978633 + Penalty 3112.281963 = -71637.696670 nChanged 7 SP:Iteration 7Q (9178.170000 sec): 3 clusters Score: Raw -74788.098184 + Penalty 3112.281963 = -71675.816221 nChanged 5 SP:Iteration 8Q (9178.170000 sec): 3 clusters Score: Raw -74799.550964 + Penalty 3112.281963 = -71687.269001 nChanged 2 SP:Iteration 9Q (9178.170000 sec): 3 clusters Score: Raw -74804.892886 + Penalty 3112.281963 = -71692.610924 nChanged 1 SP:Iteration 10Q (9178.170000 sec): 3 clusters Score: Raw -74806.608400 + Penalty 3112.281963 = -71694.326437 nChanged 1 SP:Iteration 11Q (9178.170000 sec): 3 clusters Score: Raw -74813.950736 + Penalty 3112.281963 = -71701.668774 nChanged 0 SP:Iteration 12F (9178.180000 sec): 3 clusters Score: Raw -74813.950736 + Penalty 3112.281963 = -71701.668774 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 13 (50046 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9178.370000 sec): 2 clusters Score: Raw -7384257.875683 + Penalty 2683.533070 = -7381574.342613 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9178.560000 sec): 3 clusters Score: Raw -7353264.615671 + Penalty 5367.066139 = -7347897.549532 nChanged 23046 SP:Iteration 1F (9178.750000 sec): 3 clusters Score: Raw -7366136.408853 + Penalty 5367.066139 = -7360769.342714 nChanged 2168 SP:Iteration 2Q (9178.950000 sec): 3 clusters Score: Raw -7366865.286852 + Penalty 5367.066139 = -7361498.220712 nChanged 2152 SP:Iteration 3Q (9179.140000 sec): 3 clusters Score: Raw -7367655.447124 + Penalty 5367.066139 = -7362288.380984 nChanged 2181 SP:Iteration 4Q (9179.340000 sec): 3 clusters Score: Raw -7368652.361840 + Penalty 5367.066139 = -7363285.295701 nChanged 2429 SP:Iteration 5Q (9179.540000 sec): 3 clusters Score: Raw -7369983.605328 + Penalty 5367.066139 = -7364616.539188 nChanged 2679 SP:Iteration 6F (9179.750000 sec): 3 clusters Score: Raw -7371695.453307 + Penalty 5367.066139 = -7366328.387168 nChanged 2906 SP:Iteration 7F (9179.940000 sec): 3 clusters Score: Raw -7373835.283782 + Penalty 5367.066139 = -7368468.217643 nChanged 2978 SP:Iteration 8F (9180.140000 sec): 3 clusters Score: Raw -7376245.445793 + Penalty 5367.066139 = -7370878.379653 nChanged 2766 SP:Iteration 9F (9180.330000 sec): 3 clusters Score: Raw -7378533.693344 + Penalty 5367.066139 = -7373166.627204 nChanged 2419 SP:Iteration 10Q (9180.510000 sec): 3 clusters Score: Raw -7380466.417889 + Penalty 5367.066139 = -7375099.351749 nChanged 1856 SP:Iteration 11Q (9180.690000 sec): 3 clusters Score: Raw -7381840.030433 + Penalty 5367.066139 = -7376472.964294 nChanged 1411 SP:Iteration 12Q (9180.860000 sec): 3 clusters Score: Raw -7382770.188989 + Penalty 5367.066139 = -7377403.122849 nChanged 944 SP:Iteration 13Q (9181.030000 sec): 3 clusters Score: Raw -7383356.445286 + Penalty 5367.066139 = -7377989.379146 nChanged 687 SP:Iteration 14Q (9181.190000 sec): 3 clusters Score: Raw -7383773.709171 + Penalty 5367.066139 = -7378406.643032 nChanged 465 SP:Iteration 15Q (9181.350000 sec): 3 clusters Score: Raw -7384057.188451 + Penalty 5367.066139 = -7378690.122312 nChanged 319 SP:Iteration 16Q (9181.490000 sec): 3 clusters Score: Raw -7384237.783118 + Penalty 5367.066139 = -7378870.716979 nChanged 232 SP:Iteration 17Q (9181.640000 sec): 3 clusters Score: Raw -7384365.196186 + Penalty 5367.066139 = -7378998.130047 nChanged 179 SP:Iteration 18Q (9181.790000 sec): 3 clusters Score: Raw -7384458.726908 + Penalty 5367.066139 = -7379091.660769 nChanged 118 SP:Iteration 19Q (9181.930000 sec): 3 clusters Score: Raw -7384521.134162 + Penalty 5367.066139 = -7379154.068022 nChanged 96 SP:Iteration 20F (9182.120000 sec): 3 clusters Score: Raw -7384569.830921 + Penalty 5367.066139 = -7379202.764782 nChanged 83 SP:Iteration 21Q (9182.260000 sec): 3 clusters Score: Raw -7384611.330759 + Penalty 5367.066139 = -7379244.264619 nChanged 67 SP:Iteration 22Q (9182.400000 sec): 3 clusters Score: Raw -7384645.300292 + Penalty 5367.066139 = -7379278.234152 nChanged 40 SP:Iteration 23Q (9182.540000 sec): 3 clusters Score: Raw -7384667.588053 + Penalty 5367.066139 = -7379300.521914 nChanged 36 SP:Iteration 24Q (9182.680000 sec): 3 clusters Score: Raw -7384687.722467 + Penalty 5367.066139 = -7379320.656328 nChanged 31 SP:Iteration 25Q (9182.820000 sec): 3 clusters Score: Raw -7384706.704025 + Penalty 5367.066139 = -7379339.637885 nChanged 25 SP:Iteration 26Q (9182.960000 sec): 3 clusters Score: Raw -7384715.947416 + Penalty 5367.066139 = -7379348.881277 nChanged 10 SP:Iteration 27Q (9183.100000 sec): 3 clusters Score: Raw -7384720.410893 + Penalty 5367.066139 = -7379353.344753 nChanged 9 SP:Iteration 28Q (9183.240000 sec): 3 clusters Score: Raw -7384723.974474 + Penalty 5367.066139 = -7379356.908335 nChanged 8 SP:Iteration 29Q (9183.370000 sec): 3 clusters Score: Raw -7384727.096087 + Penalty 5367.066139 = -7379360.029948 nChanged 7 SP:Iteration 30Q (9183.520000 sec): 3 clusters Score: Raw -7384729.841814 + Penalty 5367.066139 = -7379362.775674 nChanged 6 SP:Iteration 31Q (9183.660000 sec): 3 clusters Score: Raw -7384732.541039 + Penalty 5367.066139 = -7379365.474899 nChanged 5 SP:Iteration 32Q (9183.790000 sec): 3 clusters Score: Raw -7384735.096791 + Penalty 5367.066139 = -7379368.030651 nChanged 8 SP:Iteration 33Q (9183.940000 sec): 3 clusters Score: Raw -7384739.816615 + Penalty 5367.066139 = -7379372.750475 nChanged 10 SP:Iteration 34Q (9184.070000 sec): 3 clusters Score: Raw -7384744.903322 + Penalty 5367.066139 = -7379377.837183 nChanged 10 SP:Iteration 35Q (9184.210000 sec): 3 clusters Score: Raw -7384750.831866 + Penalty 5367.066139 = -7379383.765726 nChanged 9 SP:Iteration 36Q (9184.340000 sec): 3 clusters Score: Raw -7384754.684653 + Penalty 5367.066139 = -7379387.618514 nChanged 9 SP:Iteration 37Q (9184.470000 sec): 3 clusters Score: Raw -7384757.970781 + Penalty 5367.066139 = -7379390.904642 nChanged 8 SP:Iteration 38Q (9184.610000 sec): 3 clusters Score: Raw -7384762.121990 + Penalty 5367.066139 = -7379395.055851 nChanged 8 SP:Iteration 39Q (9184.750000 sec): 3 clusters Score: Raw -7384766.016689 + Penalty 5367.066139 = -7379398.950550 nChanged 7 SP:Iteration 40F (9184.940000 sec): 3 clusters Score: Raw -7384769.050087 + Penalty 5367.066139 = -7379401.983948 nChanged 8 SP:Iteration 41Q (9185.080000 sec): 3 clusters Score: Raw -7384772.848541 + Penalty 5367.066139 = -7379405.782402 nChanged 7 SP:Iteration 42Q (9185.220000 sec): 3 clusters Score: Raw -7384776.309599 + Penalty 5367.066139 = -7379409.243460 nChanged 5 SP:Iteration 43Q (9185.370000 sec): 3 clusters Score: Raw -7384778.575528 + Penalty 5367.066139 = -7379411.509389 nChanged 6 SP:Iteration 44Q (9185.510000 sec): 3 clusters Score: Raw -7384781.602655 + Penalty 5367.066139 = -7379414.536515 nChanged 6 SP:Iteration 45Q (9185.650000 sec): 3 clusters Score: Raw -7384784.331522 + Penalty 5367.066139 = -7379417.265383 nChanged 3 SP:Iteration 46Q (9185.790000 sec): 3 clusters Score: Raw -7384785.352587 + Penalty 5367.066139 = -7379418.286448 nChanged 2 SP:Iteration 47Q (9185.930000 sec): 3 clusters Score: Raw -7384787.031232 + Penalty 5367.066139 = -7379419.965093 nChanged 2 SP:Iteration 48Q (9186.080000 sec): 3 clusters Score: Raw -7384788.341362 + Penalty 5367.066139 = -7379421.275223 nChanged 4 SP:Iteration 49Q (9186.220000 sec): 3 clusters Score: Raw -7384790.854259 + Penalty 5367.066139 = -7379423.788120 nChanged 2 SP:Iteration 50Q (9186.360000 sec): 3 clusters Score: Raw -7384791.529120 + Penalty 5367.066139 = -7379424.462981 nChanged 3 SP:Iteration 51Q (9186.500000 sec): 3 clusters Score: Raw -7384792.547765 + Penalty 5367.066139 = -7379425.481626 nChanged 1 SP:Iteration 52Q (9186.640000 sec): 3 clusters Score: Raw -7384792.925613 + Penalty 5367.066139 = -7379425.859474 nChanged 2 SP:Iteration 53Q (9186.780000 sec): 3 clusters Score: Raw -7384793.692283 + Penalty 5367.066139 = -7379426.626144 nChanged 0 SP:Iteration 54F (9186.960000 sec): 3 clusters Score: Raw -7384793.692283 + Penalty 5367.066139 = -7379426.626144 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 14 (7058 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9187.000000 sec): 2 clusters Score: Raw -1015841.282648 + Penalty 2197.755417 = -1013643.527231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9187.030000 sec): 3 clusters Score: Raw -1012251.104104 + Penalty 4395.510834 = -1007855.593270 nChanged 2781 SP:Iteration 1F (9187.060000 sec): 3 clusters Score: Raw -1013746.966293 + Penalty 4395.510834 = -1009351.455459 nChanged 522 SP:Iteration 2F (9187.080000 sec): 3 clusters Score: Raw -1014019.987677 + Penalty 4395.510834 = -1009624.476842 nChanged 371 SP:Iteration 3F (9187.110000 sec): 3 clusters Score: Raw -1014208.855160 + Penalty 4395.510834 = -1009813.344326 nChanged 299 SP:Iteration 4Q (9187.130000 sec): 3 clusters Score: Raw -1014347.427570 + Penalty 4395.510834 = -1009951.916736 nChanged 248 SP:Iteration 5Q (9187.160000 sec): 3 clusters Score: Raw -1014452.053634 + Penalty 4395.510834 = -1010056.542800 nChanged 187 SP:Iteration 6Q (9187.190000 sec): 3 clusters Score: Raw -1014525.946038 + Penalty 4395.510834 = -1010130.435204 nChanged 163 SP:Iteration 7Q (9187.220000 sec): 3 clusters Score: Raw -1014593.803262 + Penalty 4395.510834 = -1010198.292428 nChanged 167 SP:Iteration 8Q (9187.240000 sec): 3 clusters Score: Raw -1014666.605815 + Penalty 4395.510834 = -1010271.094981 nChanged 171 SP:Iteration 9Q (9187.260000 sec): 3 clusters Score: Raw -1014735.081322 + Penalty 4395.510834 = -1010339.570488 nChanged 141 SP:Iteration 10Q (9187.290000 sec): 3 clusters Score: Raw -1014784.163361 + Penalty 4395.510834 = -1010388.652527 nChanged 144 SP:Iteration 11Q (9187.320000 sec): 3 clusters Score: Raw -1014839.786686 + Penalty 4395.510834 = -1010444.275852 nChanged 147 SP:Iteration 12Q (9187.340000 sec): 3 clusters Score: Raw -1014899.997432 + Penalty 4395.510834 = -1010504.486598 nChanged 147 SP:Iteration 13Q (9187.370000 sec): 3 clusters Score: Raw -1014968.342908 + Penalty 4395.510834 = -1010572.832074 nChanged 150 SP:Iteration 14Q (9187.390000 sec): 3 clusters Score: Raw -1015046.634178 + Penalty 4395.510834 = -1010651.123344 nChanged 180 SP:Iteration 15Q (9187.420000 sec): 3 clusters Score: Raw -1015138.504040 + Penalty 4395.510834 = -1010742.993206 nChanged 168 SP:Iteration 16Q (9187.450000 sec): 3 clusters Score: Raw -1015211.526275 + Penalty 4395.510834 = -1010816.015441 nChanged 150 SP:Iteration 17Q (9187.470000 sec): 3 clusters Score: Raw -1015286.698376 + Penalty 4395.510834 = -1010891.187542 nChanged 169 SP:Iteration 18Q (9187.500000 sec): 3 clusters Score: Raw -1015366.468324 + Penalty 4395.510834 = -1010970.957490 nChanged 137 SP:Iteration 19Q (9187.520000 sec): 3 clusters Score: Raw -1015430.384360 + Penalty 4395.510834 = -1011034.873526 nChanged 128 SP:Iteration 20F (9187.550000 sec): 3 clusters Score: Raw -1015501.353429 + Penalty 4395.510834 = -1011105.842595 nChanged 132 SP:Iteration 21Q (9187.580000 sec): 3 clusters Score: Raw -1015586.158359 + Penalty 4395.510834 = -1011190.647525 nChanged 155 SP:Iteration 22Q (9187.600000 sec): 3 clusters Score: Raw -1015696.133825 + Penalty 4395.510834 = -1011300.622991 nChanged 145 SP:Iteration 23Q (9187.630000 sec): 3 clusters Score: Raw -1015793.129015 + Penalty 4395.510834 = -1011397.618180 nChanged 124 SP:Iteration 24Q (9187.660000 sec): 3 clusters Score: Raw -1015856.800600 + Penalty 4395.510834 = -1011461.289766 nChanged 97 SP:Iteration 25Q (9187.680000 sec): 3 clusters Score: Raw -1015912.937026 + Penalty 4395.510834 = -1011517.426191 nChanged 105 SP:Iteration 26Q (9187.710000 sec): 3 clusters Score: Raw -1015966.189662 + Penalty 4395.510834 = -1011570.678828 nChanged 79 SP:Iteration 27Q (9187.730000 sec): 3 clusters Score: Raw -1016011.259280 + Penalty 4395.510834 = -1011615.748446 nChanged 75 SP:Iteration 28Q (9187.750000 sec): 3 clusters Score: Raw -1016050.928804 + Penalty 4395.510834 = -1011655.417970 nChanged 63 SP:Iteration 29Q (9187.780000 sec): 3 clusters Score: Raw -1016079.798029 + Penalty 4395.510834 = -1011684.287195 nChanged 55 SP:Iteration 30Q (9187.800000 sec): 3 clusters Score: Raw -1016101.797454 + Penalty 4395.510834 = -1011706.286620 nChanged 24 SP:Iteration 31Q (9187.830000 sec): 3 clusters Score: Raw -1016109.546398 + Penalty 4395.510834 = -1011714.035564 nChanged 19 SP:Iteration 32Q (9187.850000 sec): 3 clusters Score: Raw -1016115.545116 + Penalty 4395.510834 = -1011720.034282 nChanged 22 SP:Iteration 33Q (9187.880000 sec): 3 clusters Score: Raw -1016122.735943 + Penalty 4395.510834 = -1011727.225109 nChanged 19 SP:Iteration 34Q (9187.900000 sec): 3 clusters Score: Raw -1016126.956372 + Penalty 4395.510834 = -1011731.445538 nChanged 9 SP:Iteration 35Q (9187.920000 sec): 3 clusters Score: Raw -1016128.828643 + Penalty 4395.510834 = -1011733.317809 nChanged 8 SP:Iteration 36Q (9187.950000 sec): 3 clusters Score: Raw -1016130.655236 + Penalty 4395.510834 = -1011735.144402 nChanged 3 SP:Iteration 37Q (9187.970000 sec): 3 clusters Score: Raw -1016131.489397 + Penalty 4395.510834 = -1011735.978562 nChanged 3 SP:Iteration 38Q (9188.000000 sec): 3 clusters Score: Raw -1016133.022779 + Penalty 4395.510834 = -1011737.511945 nChanged 5 SP:Iteration 39Q (9188.020000 sec): 3 clusters Score: Raw -1016134.688371 + Penalty 4395.510834 = -1011739.177537 nChanged 4 SP:Iteration 40F (9188.050000 sec): 3 clusters Score: Raw -1016136.298791 + Penalty 4395.510834 = -1011740.787957 nChanged 4 SP:Iteration 41Q (9188.080000 sec): 3 clusters Score: Raw -1016137.391756 + Penalty 4395.510834 = -1011741.880922 nChanged 3 SP:Iteration 42Q (9188.100000 sec): 3 clusters Score: Raw -1016137.960356 + Penalty 4395.510834 = -1011742.449522 nChanged 4 SP:Iteration 43Q (9188.120000 sec): 3 clusters Score: Raw -1016138.870641 + Penalty 4395.510834 = -1011743.359807 nChanged 3 SP:Iteration 44Q (9188.150000 sec): 3 clusters Score: Raw -1016139.370599 + Penalty 4395.510834 = -1011743.859765 nChanged 1 SP:Iteration 45Q (9188.170000 sec): 3 clusters Score: Raw -1016139.767434 + Penalty 4395.510834 = -1011744.256600 nChanged 3 SP:Iteration 46Q (9188.200000 sec): 3 clusters Score: Raw -1016140.504764 + Penalty 4395.510834 = -1011744.993930 nChanged 6 SP:Iteration 47Q (9188.220000 sec): 3 clusters Score: Raw -1016143.270587 + Penalty 4395.510834 = -1011747.759752 nChanged 7 SP:Iteration 48Q (9188.240000 sec): 3 clusters Score: Raw -1016145.611242 + Penalty 4395.510834 = -1011750.100408 nChanged 5 SP:Iteration 49Q (9188.270000 sec): 3 clusters Score: Raw -1016147.085081 + Penalty 4395.510834 = -1011751.574247 nChanged 7 SP:Iteration 50Q (9188.290000 sec): 3 clusters Score: Raw -1016149.717924 + Penalty 4395.510834 = -1011754.207090 nChanged 9 SP:Iteration 51Q (9188.310000 sec): 3 clusters Score: Raw -1016152.093032 + Penalty 4395.510834 = -1011756.582198 nChanged 7 SP:Iteration 52Q (9188.340000 sec): 3 clusters Score: Raw -1016153.626462 + Penalty 4395.510834 = -1011758.115628 nChanged 4 SP:Iteration 53Q (9188.370000 sec): 3 clusters Score: Raw -1016154.262989 + Penalty 4395.510834 = -1011758.752155 nChanged 2 SP:Iteration 54Q (9188.390000 sec): 3 clusters Score: Raw -1016154.731860 + Penalty 4395.510834 = -1011759.221026 nChanged 1 SP:Iteration 55Q (9188.410000 sec): 3 clusters Score: Raw -1016154.881857 + Penalty 4395.510834 = -1011759.371023 nChanged 0 SP:Iteration 56F (9188.440000 sec): 3 clusters Score: Raw -1016154.881857 + Penalty 4395.510834 = -1011759.371023 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 15 (368444 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9189.800000 sec): 2 clusters Score: Raw -54067731.063683 + Penalty 3178.626915 = -54064552.436768 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9191.250000 sec): 3 clusters Score: Raw -53823262.471244 + Penalty 6357.253830 = -53816905.217415 nChanged 178829 SP:Iteration 1F (9192.660000 sec): 3 clusters Score: Raw -53930692.009744 + Penalty 6357.253830 = -53924334.755914 nChanged 12241 SP:Iteration 2Q (9194.130000 sec): 3 clusters Score: Raw -53934356.150670 + Penalty 6357.253830 = -53927998.896840 nChanged 16392 SP:Iteration 3Q (9195.590000 sec): 3 clusters Score: Raw -53941249.559068 + Penalty 6357.253830 = -53934892.305238 nChanged 21896 SP:Iteration 4F (9197.010000 sec): 3 clusters Score: Raw -53953222.804478 + Penalty 6357.253830 = -53946865.550649 nChanged 26777 SP:Iteration 5F (9198.420000 sec): 3 clusters Score: Raw -53971149.380362 + Penalty 6357.253830 = -53964792.126532 nChanged 29349 SP:Iteration 6F (9199.840000 sec): 3 clusters Score: Raw -53994201.751955 + Penalty 6357.253830 = -53987844.498125 nChanged 28874 SP:Iteration 7F (9201.270000 sec): 3 clusters Score: Raw -54019737.850782 + Penalty 6357.253830 = -54013380.596953 nChanged 23486 SP:Iteration 8F (9202.760000 sec): 3 clusters Score: Raw -54041589.730133 + Penalty 6357.253830 = -54035232.476303 nChanged 15536 SP:Iteration 9Q (9204.250000 sec): 3 clusters Score: Raw -54056212.671252 + Penalty 6357.253830 = -54049855.417422 nChanged 8137 SP:Iteration 10Q (9205.690000 sec): 3 clusters Score: Raw -54063743.617902 + Penalty 6357.253830 = -54057386.364073 nChanged 3214 SP:Iteration 11Q (9206.920000 sec): 3 clusters Score: Raw -54066626.126901 + Penalty 6357.253830 = -54060268.873071 nChanged 1007 SP:Iteration 12Q (9208.050000 sec): 3 clusters Score: Raw -54067535.668855 + Penalty 6357.253830 = -54061178.415026 nChanged 320 SP:Iteration 13Q (9209.090000 sec): 3 clusters Score: Raw -54067868.455676 + Penalty 6357.253830 = -54061511.201847 nChanged 120 SP:Iteration 14Q (9210.110000 sec): 3 clusters Score: Raw -54068010.073250 + Penalty 6357.253830 = -54061652.819420 nChanged 67 SP:Iteration 15Q (9211.130000 sec): 3 clusters Score: Raw -54068078.304825 + Penalty 6357.253830 = -54061721.050995 nChanged 32 SP:Iteration 16Q (9212.120000 sec): 3 clusters Score: Raw -54068112.215781 + Penalty 6357.253830 = -54061754.961951 nChanged 27 SP:Iteration 17Q (9213.100000 sec): 3 clusters Score: Raw -54068136.078423 + Penalty 6357.253830 = -54061778.824593 nChanged 19 SP:Iteration 18Q (9214.080000 sec): 3 clusters Score: Raw -54068154.543192 + Penalty 6357.253830 = -54061797.289362 nChanged 16 SP:Iteration 19Q (9215.050000 sec): 3 clusters Score: Raw -54068169.196886 + Penalty 6357.253830 = -54061811.943057 nChanged 13 SP:Iteration 20F (9216.470000 sec): 3 clusters Score: Raw -54068180.598978 + Penalty 6357.253830 = -54061823.345149 nChanged 18 SP:Iteration 21Q (9217.520000 sec): 3 clusters Score: Raw -54068195.370347 + Penalty 6357.253830 = -54061838.116517 nChanged 9 SP:Iteration 22Q (9218.620000 sec): 3 clusters Score: Raw -54068205.837328 + Penalty 6357.253830 = -54061848.583499 nChanged 9 SP:Iteration 23Q (9219.730000 sec): 3 clusters Score: Raw -54068219.841128 + Penalty 6357.253830 = -54061862.587298 nChanged 14 SP:Iteration 24Q (9220.830000 sec): 3 clusters Score: Raw -54068237.568124 + Penalty 6357.253830 = -54061880.314294 nChanged 13 SP:Iteration 25Q (9221.910000 sec): 3 clusters Score: Raw -54068253.431231 + Penalty 6357.253830 = -54061896.177402 nChanged 11 SP:Iteration 26Q (9222.900000 sec): 3 clusters Score: Raw -54068269.024543 + Penalty 6357.253830 = -54061911.770713 nChanged 10 SP:Iteration 27Q (9223.900000 sec): 3 clusters Score: Raw -54068279.771540 + Penalty 6357.253830 = -54061922.517710 nChanged 10 SP:Iteration 28Q (9224.920000 sec): 3 clusters Score: Raw -54068288.920594 + Penalty 6357.253830 = -54061931.666764 nChanged 11 SP:Iteration 29Q (9225.910000 sec): 3 clusters Score: Raw -54068301.064853 + Penalty 6357.253830 = -54061943.811023 nChanged 11 SP:Iteration 30Q (9226.900000 sec): 3 clusters Score: Raw -54068311.726627 + Penalty 6357.253830 = -54061954.472797 nChanged 11 SP:Iteration 31Q (9227.900000 sec): 3 clusters Score: Raw -54068324.848488 + Penalty 6357.253830 = -54061967.594658 nChanged 9 SP:Iteration 32Q (9228.870000 sec): 3 clusters Score: Raw -54068338.736322 + Penalty 6357.253830 = -54061981.482492 nChanged 12 SP:Iteration 33Q (9230.000000 sec): 3 clusters Score: Raw -54068352.689579 + Penalty 6357.253830 = -54061995.435749 nChanged 13 SP:Iteration 34Q (9231.020000 sec): 3 clusters Score: Raw -54068363.417668 + Penalty 6357.253830 = -54062006.163838 nChanged 9 SP:Iteration 35Q (9232.040000 sec): 3 clusters Score: Raw -54068370.008498 + Penalty 6357.253830 = -54062012.754668 nChanged 6 SP:Iteration 36Q (9233.070000 sec): 3 clusters Score: Raw -54068376.591379 + Penalty 6357.253830 = -54062019.337549 nChanged 13 SP:Iteration 37Q (9234.230000 sec): 3 clusters Score: Raw -54068389.268579 + Penalty 6357.253830 = -54062032.014750 nChanged 15 SP:Iteration 38Q (9235.260000 sec): 3 clusters Score: Raw -54068400.699195 + Penalty 6357.253830 = -54062043.445365 nChanged 11 SP:Iteration 39Q (9236.280000 sec): 3 clusters Score: Raw -54068409.873575 + Penalty 6357.253830 = -54062052.619745 nChanged 7 SP:Iteration 40F (9237.820000 sec): 3 clusters Score: Raw -54068419.478180 + Penalty 6357.253830 = -54062062.224350 nChanged 10 SP:Iteration 41Q (9238.850000 sec): 3 clusters Score: Raw -54068429.244258 + Penalty 6357.253830 = -54062071.990428 nChanged 12 SP:Iteration 42Q (9239.880000 sec): 3 clusters Score: Raw -54068440.196982 + Penalty 6357.253830 = -54062082.943152 nChanged 8 SP:Iteration 43Q (9241.470000 sec): 3 clusters Score: Raw -54068451.225215 + Penalty 6357.253830 = -54062093.971385 nChanged 11 SP:Iteration 44Q (9242.470000 sec): 3 clusters Score: Raw -54068461.132205 + Penalty 6357.253830 = -54062103.878375 nChanged 2 SP:Iteration 45Q (9243.540000 sec): 3 clusters Score: Raw -54068466.679045 + Penalty 6357.253830 = -54062109.425215 nChanged 4 SP:Iteration 46Q (9244.530000 sec): 3 clusters Score: Raw -54068469.216085 + Penalty 6357.253830 = -54062111.962256 nChanged 3 SP:Iteration 47Q (9245.510000 sec): 3 clusters Score: Raw -54068470.869893 + Penalty 6357.253830 = -54062113.616063 nChanged 2 SP:Iteration 48Q (9246.510000 sec): 3 clusters Score: Raw -54068471.858158 + Penalty 6357.253830 = -54062114.604328 nChanged 3 SP:Iteration 49Q (9247.490000 sec): 3 clusters Score: Raw -54068474.211202 + Penalty 6357.253830 = -54062116.957373 nChanged 3 SP:Iteration 50Q (9248.480000 sec): 3 clusters Score: Raw -54068476.276215 + Penalty 6357.253830 = -54062119.022385 nChanged 4 SP:Iteration 51Q (9249.470000 sec): 3 clusters Score: Raw -54068478.276946 + Penalty 6357.253830 = -54062121.023116 nChanged 2 SP:Iteration 52Q (9250.450000 sec): 3 clusters Score: Raw -54068479.595099 + Penalty 6357.253830 = -54062122.341269 nChanged 4 SP:Iteration 53Q (9251.440000 sec): 3 clusters Score: Raw -54068482.719003 + Penalty 6357.253830 = -54062125.465173 nChanged 4 SP:Iteration 54Q (9252.440000 sec): 3 clusters Score: Raw -54068486.414752 + Penalty 6357.253830 = -54062129.160922 nChanged 8 SP:Iteration 55Q (9253.390000 sec): 3 clusters Score: Raw -54068493.713095 + Penalty 6357.253830 = -54062136.459265 nChanged 12 SP:Iteration 56Q (9254.370000 sec): 3 clusters Score: Raw -54068503.195135 + Penalty 6357.253830 = -54062145.941305 nChanged 11 SP:Iteration 57Q (9255.340000 sec): 3 clusters Score: Raw -54068512.287214 + Penalty 6357.253830 = -54062155.033385 nChanged 6 SP:Iteration 58Q (9256.300000 sec): 3 clusters Score: Raw -54068521.275179 + Penalty 6357.253830 = -54062164.021350 nChanged 8 SP:Iteration 59Q (9257.280000 sec): 3 clusters Score: Raw -54068530.637425 + Penalty 6357.253830 = -54062173.383595 nChanged 11 SP:Iteration 60F (9258.670000 sec): 3 clusters Score: Raw -54068537.420240 + Penalty 6357.253830 = -54062180.166410 nChanged 5 SP:Iteration 61Q (9259.650000 sec): 3 clusters Score: Raw -54068540.430514 + Penalty 6357.253830 = -54062183.176685 nChanged 2 SP:Iteration 62Q (9260.630000 sec): 3 clusters Score: Raw -54068541.598771 + Penalty 6357.253830 = -54062184.344941 nChanged 1 SP:Iteration 63Q (9261.630000 sec): 3 clusters Score: Raw -54068541.826102 + Penalty 6357.253830 = -54062184.572272 nChanged 0 SP:Iteration 64F (9263.010000 sec): 3 clusters Score: Raw -54068541.826102 + Penalty 6357.253830 = -54062184.572272 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 16 (20796 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9263.230000 sec): 2 clusters Score: Raw -3024990.327205 + Penalty 2465.743953 = -3022524.583252 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9263.310000 sec): 3 clusters Score: Raw -3012829.422796 + Penalty 4931.487906 = -3007897.934890 nChanged 9149 SP:Iteration 1F (9263.380000 sec): 3 clusters Score: Raw -3017663.964166 + Penalty 4931.487906 = -3012732.476260 nChanged 1112 SP:Iteration 2F (9263.460000 sec): 3 clusters Score: Raw -3018091.877953 + Penalty 4931.487906 = -3013160.390047 nChanged 1075 SP:Iteration 3F (9263.530000 sec): 3 clusters Score: Raw -3018584.758260 + Penalty 4931.487906 = -3013653.270354 nChanged 1170 SP:Iteration 4F (9263.600000 sec): 3 clusters Score: Raw -3019180.971954 + Penalty 4931.487906 = -3014249.484048 nChanged 1220 SP:Iteration 5F (9263.670000 sec): 3 clusters Score: Raw -3019870.352059 + Penalty 4931.487906 = -3014938.864153 nChanged 1227 SP:Iteration 6F (9263.750000 sec): 3 clusters Score: Raw -3020605.067969 + Penalty 4931.487906 = -3015673.580063 nChanged 1185 SP:Iteration 7F (9263.820000 sec): 3 clusters Score: Raw -3021361.134413 + Penalty 4931.487906 = -3016429.646507 nChanged 1125 SP:Iteration 8F (9263.890000 sec): 3 clusters Score: Raw -3022140.321636 + Penalty 4931.487906 = -3017208.833730 nChanged 1028 SP:Iteration 9Q (9263.970000 sec): 3 clusters Score: Raw -3022899.429162 + Penalty 4931.487906 = -3017967.941256 nChanged 887 SP:Iteration 10Q (9264.040000 sec): 3 clusters Score: Raw -3023565.121981 + Penalty 4931.487906 = -3018633.634075 nChanged 745 SP:Iteration 11Q (9264.110000 sec): 3 clusters Score: Raw -3024151.457246 + Penalty 4931.487906 = -3019219.969340 nChanged 514 SP:Iteration 12Q (9264.190000 sec): 3 clusters Score: Raw -3024582.665854 + Penalty 4931.487906 = -3019651.177948 nChanged 356 SP:Iteration 13Q (9264.260000 sec): 3 clusters Score: Raw -3024870.804592 + Penalty 4931.487906 = -3019939.316686 nChanged 214 SP:Iteration 14Q (9264.330000 sec): 3 clusters Score: Raw -3025030.349331 + Penalty 4931.487906 = -3020098.861425 nChanged 111 SP:Iteration 15Q (9264.390000 sec): 3 clusters Score: Raw -3025116.682242 + Penalty 4931.487906 = -3020185.194336 nChanged 71 SP:Iteration 16Q (9264.450000 sec): 3 clusters Score: Raw -3025175.483410 + Penalty 4931.487906 = -3020243.995504 nChanged 47 SP:Iteration 17Q (9264.510000 sec): 3 clusters Score: Raw -3025216.165971 + Penalty 4931.487906 = -3020284.678065 nChanged 39 SP:Iteration 18Q (9264.570000 sec): 3 clusters Score: Raw -3025247.950382 + Penalty 4931.487906 = -3020316.462476 nChanged 29 SP:Iteration 19Q (9264.630000 sec): 3 clusters Score: Raw -3025273.306194 + Penalty 4931.487906 = -3020341.818288 nChanged 25 SP:Iteration 20F (9264.700000 sec): 3 clusters Score: Raw -3025298.892609 + Penalty 4931.487906 = -3020367.404703 nChanged 20 SP:Iteration 21Q (9264.760000 sec): 3 clusters Score: Raw -3025320.187085 + Penalty 4931.487906 = -3020388.699180 nChanged 11 SP:Iteration 22Q (9264.820000 sec): 3 clusters Score: Raw -3025328.393590 + Penalty 4931.487906 = -3020396.905684 nChanged 3 SP:Iteration 23Q (9264.880000 sec): 3 clusters Score: Raw -3025331.781006 + Penalty 4931.487906 = -3020400.293100 nChanged 5 SP:Iteration 24Q (9264.930000 sec): 3 clusters Score: Raw -3025337.174779 + Penalty 4931.487906 = -3020405.686873 nChanged 2 SP:Iteration 25Q (9264.990000 sec): 3 clusters Score: Raw -3025340.270981 + Penalty 4931.487906 = -3020408.783075 nChanged 5 SP:Iteration 26Q (9265.050000 sec): 3 clusters Score: Raw -3025344.517960 + Penalty 4931.487906 = -3020413.030054 nChanged 4 SP:Iteration 27Q (9265.110000 sec): 3 clusters Score: Raw -3025347.960772 + Penalty 4931.487906 = -3020416.472866 nChanged 3 SP:Iteration 28Q (9265.170000 sec): 3 clusters Score: Raw -3025350.484692 + Penalty 4931.487906 = -3020418.996786 nChanged 2 SP:Iteration 29Q (9265.230000 sec): 3 clusters Score: Raw -3025352.084431 + Penalty 4931.487906 = -3020420.596525 nChanged 1 SP:Iteration 30Q (9265.280000 sec): 3 clusters Score: Raw -3025353.646497 + Penalty 4931.487906 = -3020422.158591 nChanged 2 SP:Iteration 31Q (9265.340000 sec): 3 clusters Score: Raw -3025355.571717 + Penalty 4931.487906 = -3020424.083811 nChanged 3 SP:Iteration 32Q (9265.400000 sec): 3 clusters Score: Raw -3025357.678008 + Penalty 4931.487906 = -3020426.190102 nChanged 2 SP:Iteration 33Q (9265.460000 sec): 3 clusters Score: Raw -3025360.009316 + Penalty 4931.487906 = -3020428.521410 nChanged 1 SP:Iteration 34Q (9265.510000 sec): 3 clusters Score: Raw -3025360.485788 + Penalty 4931.487906 = -3020428.997882 nChanged 0 SP:Iteration 35F (9265.590000 sec): 3 clusters Score: Raw -3025360.485788 + Penalty 4931.487906 = -3020428.997882 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 17 (525 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9265.600000 sec): 2 clusters Score: Raw -68354.761432 + Penalty 1553.322769 = -66801.438663 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9265.610000 sec): 3 clusters Score: Raw -68388.262266 + Penalty 3106.645538 = -65281.616728 nChanged 96 SP:Iteration 1F (9265.610000 sec): 3 clusters Score: Raw -68605.768341 + Penalty 3106.645538 = -65499.122803 nChanged 25 SP:Iteration 2Q (9265.610000 sec): 3 clusters Score: Raw -68653.949594 + Penalty 3106.645538 = -65547.304056 nChanged 7 SP:Iteration 3Q (9265.610000 sec): 3 clusters Score: Raw -68672.855302 + Penalty 3106.645538 = -65566.209764 nChanged 6 SP:Iteration 4Q (9265.610000 sec): 3 clusters Score: Raw -68684.215610 + Penalty 3106.645538 = -65577.570072 nChanged 3 SP:Iteration 5Q (9265.620000 sec): 3 clusters Score: Raw -68688.766901 + Penalty 3106.645538 = -65582.121362 nChanged 0 SP:Iteration 6F (9265.620000 sec): 3 clusters Score: Raw -68688.766901 + Penalty 3106.645538 = -65582.121362 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 18 (10608 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9265.660000 sec): 2 clusters Score: Raw -1554890.977009 + Penalty 2298.802201 = -1552592.174808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9265.690000 sec): 3 clusters Score: Raw -1549207.629838 + Penalty 4597.604401 = -1544610.025437 nChanged 4416 SP:Iteration 1F (9265.740000 sec): 3 clusters Score: Raw -1551530.935675 + Penalty 4597.604401 = -1546933.331274 nChanged 724 SP:Iteration 2F (9265.780000 sec): 3 clusters Score: Raw -1551891.267245 + Penalty 4597.604401 = -1547293.662843 nChanged 610 SP:Iteration 3F (9265.820000 sec): 3 clusters Score: Raw -1552251.107315 + Penalty 4597.604401 = -1547653.502914 nChanged 622 SP:Iteration 4F (9265.860000 sec): 3 clusters Score: Raw -1552658.190656 + Penalty 4597.604401 = -1548060.586254 nChanged 619 SP:Iteration 5F (9265.900000 sec): 3 clusters Score: Raw -1553052.960362 + Penalty 4597.604401 = -1548455.355961 nChanged 586 SP:Iteration 6F (9265.940000 sec): 3 clusters Score: Raw -1553414.013586 + Penalty 4597.604401 = -1548816.409185 nChanged 525 SP:Iteration 7Q (9265.980000 sec): 3 clusters Score: Raw -1553745.730781 + Penalty 4597.604401 = -1549148.126380 nChanged 466 SP:Iteration 8Q (9266.010000 sec): 3 clusters Score: Raw -1554063.252118 + Penalty 4597.604401 = -1549465.647716 nChanged 464 SP:Iteration 9Q (9266.050000 sec): 3 clusters Score: Raw -1554408.227740 + Penalty 4597.604401 = -1549810.623339 nChanged 374 SP:Iteration 10Q (9266.090000 sec): 3 clusters Score: Raw -1554711.129644 + Penalty 4597.604401 = -1550113.525242 nChanged 316 SP:Iteration 11Q (9266.130000 sec): 3 clusters Score: Raw -1554964.999499 + Penalty 4597.604401 = -1550367.395098 nChanged 254 SP:Iteration 12Q (9266.170000 sec): 3 clusters Score: Raw -1555163.974449 + Penalty 4597.604401 = -1550566.370048 nChanged 195 SP:Iteration 13Q (9266.210000 sec): 3 clusters Score: Raw -1555302.371189 + Penalty 4597.604401 = -1550704.766788 nChanged 158 SP:Iteration 14Q (9266.250000 sec): 3 clusters Score: Raw -1555404.463527 + Penalty 4597.604401 = -1550806.859126 nChanged 138 SP:Iteration 15Q (9266.280000 sec): 3 clusters Score: Raw -1555487.887451 + Penalty 4597.604401 = -1550890.283049 nChanged 93 SP:Iteration 16Q (9266.320000 sec): 3 clusters Score: Raw -1555541.015237 + Penalty 4597.604401 = -1550943.410835 nChanged 69 SP:Iteration 17Q (9266.350000 sec): 3 clusters Score: Raw -1555585.840649 + Penalty 4597.604401 = -1550988.236248 nChanged 53 SP:Iteration 18Q (9266.390000 sec): 3 clusters Score: Raw -1555619.213910 + Penalty 4597.604401 = -1551021.609509 nChanged 54 SP:Iteration 19Q (9266.420000 sec): 3 clusters Score: Raw -1555658.266712 + Penalty 4597.604401 = -1551060.662310 nChanged 55 SP:Iteration 20F (9266.460000 sec): 3 clusters Score: Raw -1555713.341366 + Penalty 4597.604401 = -1551115.736965 nChanged 54 SP:Iteration 21Q (9266.490000 sec): 3 clusters Score: Raw -1555756.480349 + Penalty 4597.604401 = -1551158.875948 nChanged 41 SP:Iteration 22Q (9266.530000 sec): 3 clusters Score: Raw -1555777.734277 + Penalty 4597.604401 = -1551180.129875 nChanged 34 SP:Iteration 23Q (9266.560000 sec): 3 clusters Score: Raw -1555793.581781 + Penalty 4597.604401 = -1551195.977380 nChanged 24 SP:Iteration 24Q (9266.590000 sec): 3 clusters Score: Raw -1555806.044219 + Penalty 4597.604401 = -1551208.439818 nChanged 23 SP:Iteration 25Q (9266.630000 sec): 3 clusters Score: Raw -1555820.751654 + Penalty 4597.604401 = -1551223.147253 nChanged 27 SP:Iteration 26Q (9266.660000 sec): 3 clusters Score: Raw -1555833.949047 + Penalty 4597.604401 = -1551236.344646 nChanged 18 SP:Iteration 27Q (9266.690000 sec): 3 clusters Score: Raw -1555842.141759 + Penalty 4597.604401 = -1551244.537357 nChanged 14 SP:Iteration 28Q (9266.720000 sec): 3 clusters Score: Raw -1555848.229011 + Penalty 4597.604401 = -1551250.624609 nChanged 12 SP:Iteration 29Q (9266.750000 sec): 3 clusters Score: Raw -1555852.612114 + Penalty 4597.604401 = -1551255.007713 nChanged 9 SP:Iteration 30Q (9266.780000 sec): 3 clusters Score: Raw -1555856.302542 + Penalty 4597.604401 = -1551258.698141 nChanged 11 SP:Iteration 31Q (9266.810000 sec): 3 clusters Score: Raw -1555859.986345 + Penalty 4597.604401 = -1551262.381944 nChanged 6 SP:Iteration 32Q (9266.850000 sec): 3 clusters Score: Raw -1555861.632080 + Penalty 4597.604401 = -1551264.027678 nChanged 3 SP:Iteration 33Q (9266.880000 sec): 3 clusters Score: Raw -1555862.273202 + Penalty 4597.604401 = -1551264.668801 nChanged 3 SP:Iteration 34Q (9266.910000 sec): 3 clusters Score: Raw -1555862.743738 + Penalty 4597.604401 = -1551265.139336 nChanged 1 SP:Iteration 35Q (9266.950000 sec): 3 clusters Score: Raw -1555862.809677 + Penalty 4597.604401 = -1551265.205276 nChanged 0 SP:Iteration 36F (9266.990000 sec): 3 clusters Score: Raw -1555862.809677 + Penalty 4597.604401 = -1551265.205276 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 19 (12062 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9267.030000 sec): 2 clusters Score: Raw -1701944.788946 + Penalty 2330.658193 = -1699614.130753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9267.070000 sec): 3 clusters Score: Raw -1695228.438341 + Penalty 4661.316386 = -1690567.121955 nChanged 5155 SP:Iteration 1F (9267.120000 sec): 3 clusters Score: Raw -1698005.309332 + Penalty 4661.316386 = -1693343.992946 nChanged 836 SP:Iteration 2F (9267.160000 sec): 3 clusters Score: Raw -1698455.721069 + Penalty 4661.316386 = -1693794.404683 nChanged 756 SP:Iteration 3F (9267.200000 sec): 3 clusters Score: Raw -1698895.625273 + Penalty 4661.316386 = -1694234.308887 nChanged 678 SP:Iteration 4F (9267.250000 sec): 3 clusters Score: Raw -1699335.272670 + Penalty 4661.316386 = -1694673.956285 nChanged 651 SP:Iteration 5F (9267.290000 sec): 3 clusters Score: Raw -1699794.738650 + Penalty 4661.316386 = -1695133.422265 nChanged 655 SP:Iteration 6F (9267.340000 sec): 3 clusters Score: Raw -1700237.010129 + Penalty 4661.316386 = -1695575.693743 nChanged 615 SP:Iteration 7F (9267.380000 sec): 3 clusters Score: Raw -1700666.460336 + Penalty 4661.316386 = -1696005.143950 nChanged 591 SP:Iteration 8Q (9267.430000 sec): 3 clusters Score: Raw -1701092.127924 + Penalty 4661.316386 = -1696430.811538 nChanged 595 SP:Iteration 9Q (9267.470000 sec): 3 clusters Score: Raw -1701547.020363 + Penalty 4661.316386 = -1696885.703977 nChanged 534 SP:Iteration 10Q (9267.520000 sec): 3 clusters Score: Raw -1701976.220657 + Penalty 4661.316386 = -1697314.904271 nChanged 481 SP:Iteration 11Q (9267.570000 sec): 3 clusters Score: Raw -1702396.173125 + Penalty 4661.316386 = -1697734.856739 nChanged 390 SP:Iteration 12Q (9267.610000 sec): 3 clusters Score: Raw -1702702.320186 + Penalty 4661.316386 = -1698041.003800 nChanged 316 SP:Iteration 13Q (9267.650000 sec): 3 clusters Score: Raw -1702907.024416 + Penalty 4661.316386 = -1698245.708031 nChanged 228 SP:Iteration 14Q (9267.690000 sec): 3 clusters Score: Raw -1703044.554591 + Penalty 4661.316386 = -1698383.238205 nChanged 185 SP:Iteration 15Q (9267.730000 sec): 3 clusters Score: Raw -1703141.948482 + Penalty 4661.316386 = -1698480.632097 nChanged 150 SP:Iteration 16Q (9267.770000 sec): 3 clusters Score: Raw -1703210.226727 + Penalty 4661.316386 = -1698548.910341 nChanged 118 SP:Iteration 17Q (9267.810000 sec): 3 clusters Score: Raw -1703248.999894 + Penalty 4661.316386 = -1698587.683508 nChanged 79 SP:Iteration 18Q (9267.860000 sec): 3 clusters Score: Raw -1703268.309515 + Penalty 4661.316386 = -1698606.993129 nChanged 50 SP:Iteration 19Q (9267.890000 sec): 3 clusters Score: Raw -1703278.624113 + Penalty 4661.316386 = -1698617.307727 nChanged 34 SP:Iteration 20F (9267.940000 sec): 3 clusters Score: Raw -1703283.448608 + Penalty 4661.316386 = -1698622.132223 nChanged 24 SP:Iteration 21Q (9267.980000 sec): 3 clusters Score: Raw -1703287.082930 + Penalty 4661.316386 = -1698625.766544 nChanged 21 SP:Iteration 22Q (9268.020000 sec): 3 clusters Score: Raw -1703290.469552 + Penalty 4661.316386 = -1698629.153166 nChanged 10 SP:Iteration 23Q (9268.070000 sec): 3 clusters Score: Raw -1703291.692352 + Penalty 4661.316386 = -1698630.375966 nChanged 8 SP:Iteration 24Q (9268.130000 sec): 3 clusters Score: Raw -1703293.040061 + Penalty 4661.316386 = -1698631.723675 nChanged 7 SP:Iteration 25Q (9268.180000 sec): 3 clusters Score: Raw -1703294.333022 + Penalty 4661.316386 = -1698633.016636 nChanged 6 SP:Iteration 26Q (9268.230000 sec): 3 clusters Score: Raw -1703295.008211 + Penalty 4661.316386 = -1698633.691825 nChanged 6 SP:Iteration 27Q (9268.270000 sec): 3 clusters Score: Raw -1703295.811392 + Penalty 4661.316386 = -1698634.495006 nChanged 2 SP:Iteration 28Q (9268.320000 sec): 3 clusters Score: Raw -1703296.063373 + Penalty 4661.316386 = -1698634.746987 nChanged 2 SP:Iteration 29Q (9268.370000 sec): 3 clusters Score: Raw -1703296.197989 + Penalty 4661.316386 = -1698634.881603 nChanged 0 SP:Iteration 30F (9268.410000 sec): 3 clusters Score: Raw -1703296.197989 + Penalty 4661.316386 = -1698634.881603 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 20 (52282 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9268.610000 sec): 2 clusters Score: Raw -7620120.547965 + Penalty 2694.373041 = -7617426.174924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9268.810000 sec): 3 clusters Score: Raw -7587508.449361 + Penalty 5388.746082 = -7582119.703279 nChanged 24323 SP:Iteration 1F (9269.010000 sec): 3 clusters Score: Raw -7601258.601509 + Penalty 5388.746082 = -7595869.855427 nChanged 2290 SP:Iteration 2Q (9269.210000 sec): 3 clusters Score: Raw -7602004.802531 + Penalty 5388.746082 = -7596616.056449 nChanged 2397 SP:Iteration 3Q (9269.410000 sec): 3 clusters Score: Raw -7602913.186159 + Penalty 5388.746082 = -7597524.440078 nChanged 2705 SP:Iteration 4F (9269.620000 sec): 3 clusters Score: Raw -7604158.963838 + Penalty 5388.746082 = -7598770.217756 nChanged 3013 SP:Iteration 5F (9269.820000 sec): 3 clusters Score: Raw -7605815.518173 + Penalty 5388.746082 = -7600426.772091 nChanged 3382 SP:Iteration 6F (9270.020000 sec): 3 clusters Score: Raw -7607912.315243 + Penalty 5388.746082 = -7602523.569161 nChanged 3477 SP:Iteration 7F (9270.210000 sec): 3 clusters Score: Raw -7610317.745808 + Penalty 5388.746082 = -7604928.999726 nChanged 3397 SP:Iteration 8F (9270.410000 sec): 3 clusters Score: Raw -7612994.525417 + Penalty 5388.746082 = -7607605.779335 nChanged 2999 SP:Iteration 9F (9270.600000 sec): 3 clusters Score: Raw -7615546.573381 + Penalty 5388.746082 = -7610157.827300 nChanged 2329 SP:Iteration 10Q (9270.800000 sec): 3 clusters Score: Raw -7617642.563108 + Penalty 5388.746082 = -7612253.817026 nChanged 1527 SP:Iteration 11Q (9270.990000 sec): 3 clusters Score: Raw -7619055.640048 + Penalty 5388.746082 = -7613666.893967 nChanged 757 SP:Iteration 12Q (9271.180000 sec): 3 clusters Score: Raw -7619773.670799 + Penalty 5388.746082 = -7614384.924717 nChanged 309 SP:Iteration 13Q (9271.340000 sec): 3 clusters Score: Raw -7620079.476599 + Penalty 5388.746082 = -7614690.730518 nChanged 117 SP:Iteration 14Q (9271.500000 sec): 3 clusters Score: Raw -7620216.909897 + Penalty 5388.746082 = -7614828.163816 nChanged 60 SP:Iteration 15Q (9271.650000 sec): 3 clusters Score: Raw -7620298.504743 + Penalty 5388.746082 = -7614909.758661 nChanged 39 SP:Iteration 16Q (9271.800000 sec): 3 clusters Score: Raw -7620351.326061 + Penalty 5388.746082 = -7614962.579979 nChanged 16 SP:Iteration 17Q (9271.950000 sec): 3 clusters Score: Raw -7620376.713819 + Penalty 5388.746082 = -7614987.967738 nChanged 11 SP:Iteration 18Q (9272.090000 sec): 3 clusters Score: Raw -7620392.603505 + Penalty 5388.746082 = -7615003.857424 nChanged 6 SP:Iteration 19Q (9272.240000 sec): 3 clusters Score: Raw -7620399.129049 + Penalty 5388.746082 = -7615010.382968 nChanged 5 SP:Iteration 20F (9272.450000 sec): 3 clusters Score: Raw -7620406.222139 + Penalty 5388.746082 = -7615017.476057 nChanged 3 SP:Iteration 21Q (9272.600000 sec): 3 clusters Score: Raw -7620411.038213 + Penalty 5388.746082 = -7615022.292131 nChanged 2 SP:Iteration 22Q (9272.750000 sec): 3 clusters Score: Raw -7620413.157820 + Penalty 5388.746082 = -7615024.411738 nChanged 1 SP:Iteration 23Q (9272.900000 sec): 3 clusters Score: Raw -7620413.959626 + Penalty 5388.746082 = -7615025.213544 nChanged 1 SP:Iteration 24Q (9273.030000 sec): 3 clusters Score: Raw -7620416.286597 + Penalty 5388.746082 = -7615027.540516 nChanged 1 SP:Iteration 25Q (9273.180000 sec): 3 clusters Score: Raw -7620416.882883 + Penalty 5388.746082 = -7615028.136802 nChanged 0 SP:Iteration 26F (9273.370000 sec): 3 clusters Score: Raw -7620416.882883 + Penalty 5388.746082 = -7615028.136802 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 21 (311 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9273.400000 sec): 2 clusters Score: Raw -39989.980465 + Penalty 1423.468642 = -38566.511823 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9273.400000 sec): 3 clusters Score: Raw -40179.756992 + Penalty 2846.937284 = -37332.819708 nChanged 43 SP:Iteration 1F (9273.400000 sec): 3 clusters Score: Raw -40370.442422 + Penalty 2846.937284 = -37523.505138 nChanged 18 SP:Iteration 2F (9273.400000 sec): 3 clusters Score: Raw -40484.925134 + Penalty 2846.937284 = -37637.987850 nChanged 8 SP:Iteration 3Q (9273.400000 sec): 3 clusters Score: Raw -40513.061496 + Penalty 2846.937284 = -37666.124212 nChanged 5 SP:Iteration 4Q (9273.400000 sec): 3 clusters Score: Raw -40543.633140 + Penalty 2846.937284 = -37696.695856 nChanged 4 SP:Iteration 5Q (9273.410000 sec): 3 clusters Score: Raw -40555.489478 + Penalty 2846.937284 = -37708.552194 nChanged 3 SP:Iteration 6Q (9273.410000 sec): 3 clusters Score: Raw -40568.506825 + Penalty 2846.937284 = -37721.569541 nChanged 3 SP:Iteration 7Q (9273.410000 sec): 3 clusters Score: Raw -40576.179859 + Penalty 2846.937284 = -37729.242575 nChanged 1 SP:Iteration 8Q (9273.410000 sec): 3 clusters Score: Raw -40577.997194 + Penalty 2846.937284 = -37731.059909 nChanged 0 SP:Iteration 9F (9273.410000 sec): 3 clusters Score: Raw -40577.997194 + Penalty 2846.937284 = -37731.059909 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 22 (730 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9273.410000 sec): 2 clusters Score: Raw -107213.851405 + Penalty 1635.075044 = -105578.776360 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9273.420000 sec): 3 clusters Score: Raw -107150.945659 + Penalty 3270.150089 = -103880.795571 nChanged 148 SP:Iteration 1F (9273.420000 sec): 3 clusters Score: Raw -107373.915595 + Penalty 3270.150089 = -104103.765506 nChanged 29 SP:Iteration 2Q (9273.430000 sec): 3 clusters Score: Raw -107417.431052 + Penalty 3270.150089 = -104147.280963 nChanged 12 SP:Iteration 3Q (9273.430000 sec): 3 clusters Score: Raw -107435.376592 + Penalty 3270.150089 = -104165.226503 nChanged 7 SP:Iteration 4Q (9273.430000 sec): 3 clusters Score: Raw -107446.767557 + Penalty 3270.150089 = -104176.617469 nChanged 1 SP:Iteration 5Q (9273.430000 sec): 3 clusters Score: Raw -107449.079386 + Penalty 3270.150089 = -104178.929297 nChanged 2 SP:Iteration 6Q (9273.430000 sec): 3 clusters Score: Raw -107454.622580 + Penalty 3270.150089 = -104184.472492 nChanged 1 SP:Iteration 7Q (9273.440000 sec): 3 clusters Score: Raw -107455.379098 + Penalty 3270.150089 = -104185.229009 nChanged 0 SP:Iteration 8F (9273.440000 sec): 3 clusters Score: Raw -107455.379098 + Penalty 3270.150089 = -104185.229009 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 23 (21038 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9273.510000 sec): 2 clusters Score: Raw -3073154.873197 + Penalty 2468.613230 = -3070686.259967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9273.590000 sec): 3 clusters Score: Raw -3060906.718110 + Penalty 4937.226460 = -3055969.491650 nChanged 9291 SP:Iteration 1F (9273.670000 sec): 3 clusters Score: Raw -3065861.010932 + Penalty 4937.226460 = -3060923.784472 nChanged 1132 SP:Iteration 2F (9273.750000 sec): 3 clusters Score: Raw -3066299.567645 + Penalty 4937.226460 = -3061362.341185 nChanged 1019 SP:Iteration 3Q (9273.830000 sec): 3 clusters Score: Raw -3066713.023875 + Penalty 4937.226460 = -3061775.797415 nChanged 951 SP:Iteration 4Q (9273.910000 sec): 3 clusters Score: Raw -3067135.214758 + Penalty 4937.226460 = -3062197.988298 nChanged 937 SP:Iteration 5Q (9273.990000 sec): 3 clusters Score: Raw -3067527.230048 + Penalty 4937.226460 = -3062590.003588 nChanged 892 SP:Iteration 6Q (9274.070000 sec): 3 clusters Score: Raw -3067896.707344 + Penalty 4937.226460 = -3062959.480884 nChanged 846 SP:Iteration 7Q (9274.150000 sec): 3 clusters Score: Raw -3068243.832078 + Penalty 4937.226460 = -3063306.605618 nChanged 857 SP:Iteration 8Q (9274.240000 sec): 3 clusters Score: Raw -3068625.450973 + Penalty 4937.226460 = -3063688.224513 nChanged 895 SP:Iteration 9Q (9274.330000 sec): 3 clusters Score: Raw -3069041.565296 + Penalty 4937.226460 = -3064104.338836 nChanged 880 SP:Iteration 10Q (9274.410000 sec): 3 clusters Score: Raw -3069511.670594 + Penalty 4937.226460 = -3064574.444134 nChanged 938 SP:Iteration 11Q (9274.570000 sec): 3 clusters Score: Raw -3070050.330600 + Penalty 4937.226460 = -3065113.104140 nChanged 954 SP:Iteration 12Q (9274.840000 sec): 3 clusters Score: Raw -3070640.294477 + Penalty 4937.226460 = -3065703.068017 nChanged 877 SP:Iteration 13Q (9275.220000 sec): 3 clusters Score: Raw -3071204.901790 + Penalty 4937.226460 = -3066267.675330 nChanged 787 SP:Iteration 14Q (9275.570000 sec): 3 clusters Score: Raw -3071731.063692 + Penalty 4937.226460 = -3066793.837231 nChanged 667 SP:Iteration 15Q (9275.800000 sec): 3 clusters Score: Raw -3072198.105542 + Penalty 4937.226460 = -3067260.879082 nChanged 499 SP:Iteration 16Q (9275.880000 sec): 3 clusters Score: Raw -3072553.361985 + Penalty 4937.226460 = -3067616.135525 nChanged 387 SP:Iteration 17Q (9275.950000 sec): 3 clusters Score: Raw -3072831.207732 + Penalty 4937.226460 = -3067893.981272 nChanged 258 SP:Iteration 18Q (9276.030000 sec): 3 clusters Score: Raw -3073023.219768 + Penalty 4937.226460 = -3068085.993308 nChanged 163 SP:Iteration 19Q (9276.110000 sec): 3 clusters Score: Raw -3073150.007976 + Penalty 4937.226460 = -3068212.781515 nChanged 107 SP:Iteration 20F (9276.190000 sec): 3 clusters Score: Raw -3073233.258453 + Penalty 4937.226460 = -3068296.031993 nChanged 76 SP:Iteration 21Q (9276.250000 sec): 3 clusters Score: Raw -3073295.337689 + Penalty 4937.226460 = -3068358.111229 nChanged 60 SP:Iteration 22Q (9276.320000 sec): 3 clusters Score: Raw -3073346.244005 + Penalty 4937.226460 = -3068409.017545 nChanged 52 SP:Iteration 23Q (9276.390000 sec): 3 clusters Score: Raw -3073388.261451 + Penalty 4937.226460 = -3068451.034990 nChanged 34 SP:Iteration 24Q (9276.450000 sec): 3 clusters Score: Raw -3073415.032439 + Penalty 4937.226460 = -3068477.805979 nChanged 19 SP:Iteration 25Q (9276.520000 sec): 3 clusters Score: Raw -3073430.968269 + Penalty 4937.226460 = -3068493.741809 nChanged 11 SP:Iteration 26Q (9276.590000 sec): 3 clusters Score: Raw -3073440.836902 + Penalty 4937.226460 = -3068503.610442 nChanged 15 SP:Iteration 27Q (9276.650000 sec): 3 clusters Score: Raw -3073452.301606 + Penalty 4937.226460 = -3068515.075145 nChanged 9 SP:Iteration 28Q (9276.720000 sec): 3 clusters Score: Raw -3073459.823819 + Penalty 4937.226460 = -3068522.597359 nChanged 11 SP:Iteration 29Q (9276.790000 sec): 3 clusters Score: Raw -3073469.370685 + Penalty 4937.226460 = -3068532.144225 nChanged 9 SP:Iteration 30Q (9276.850000 sec): 3 clusters Score: Raw -3073476.174036 + Penalty 4937.226460 = -3068538.947576 nChanged 9 SP:Iteration 31Q (9276.920000 sec): 3 clusters Score: Raw -3073483.929004 + Penalty 4937.226460 = -3068546.702544 nChanged 6 SP:Iteration 32Q (9276.980000 sec): 3 clusters Score: Raw -3073491.288020 + Penalty 4937.226460 = -3068554.061559 nChanged 7 SP:Iteration 33Q (9277.050000 sec): 3 clusters Score: Raw -3073497.359209 + Penalty 4937.226460 = -3068560.132749 nChanged 4 SP:Iteration 34Q (9277.110000 sec): 3 clusters Score: Raw -3073500.091359 + Penalty 4937.226460 = -3068562.864898 nChanged 4 SP:Iteration 35Q (9277.180000 sec): 3 clusters Score: Raw -3073502.539780 + Penalty 4937.226460 = -3068565.313319 nChanged 2 SP:Iteration 36Q (9277.240000 sec): 3 clusters Score: Raw -3073503.820330 + Penalty 4937.226460 = -3068566.593869 nChanged 3 SP:Iteration 37Q (9277.300000 sec): 3 clusters Score: Raw -3073505.170905 + Penalty 4937.226460 = -3068567.944445 nChanged 1 SP:Iteration 38Q (9277.370000 sec): 3 clusters Score: Raw -3073506.369141 + Penalty 4937.226460 = -3068569.142680 nChanged 1 SP:Iteration 39Q (9277.430000 sec): 3 clusters Score: Raw -3073507.432316 + Penalty 4937.226460 = -3068570.205856 nChanged 0 SP:Iteration 40F (9277.510000 sec): 3 clusters Score: Raw -3073507.432316 + Penalty 4937.226460 = -3068570.205856 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 24 (2680 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9277.530000 sec): 2 clusters Score: Raw -378288.195733 + Penalty 1957.605874 = -376330.589859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9277.550000 sec): 3 clusters Score: Raw -377216.072350 + Penalty 3915.211748 = -373300.860601 nChanged 878 SP:Iteration 1F (9277.550000 sec): 3 clusters Score: Raw -377852.303433 + Penalty 3915.211748 = -373937.091684 nChanged 228 SP:Iteration 2F (9277.560000 sec): 3 clusters Score: Raw -378092.551770 + Penalty 3915.211748 = -374177.340022 nChanged 169 SP:Iteration 3F (9277.570000 sec): 3 clusters Score: Raw -378276.345907 + Penalty 3915.211748 = -374361.134158 nChanged 142 SP:Iteration 4F (9277.590000 sec): 3 clusters Score: Raw -378439.418239 + Penalty 3915.211748 = -374524.206490 nChanged 132 SP:Iteration 5Q (9277.590000 sec): 3 clusters Score: Raw -378597.885055 + Penalty 3915.211748 = -374682.673307 nChanged 106 SP:Iteration 6Q (9277.610000 sec): 3 clusters Score: Raw -378744.221078 + Penalty 3915.211748 = -374829.009330 nChanged 101 SP:Iteration 7Q (9277.620000 sec): 3 clusters Score: Raw -378887.362919 + Penalty 3915.211748 = -374972.151171 nChanged 112 SP:Iteration 8Q (9277.630000 sec): 3 clusters Score: Raw -379036.253246 + Penalty 3915.211748 = -375121.041498 nChanged 89 SP:Iteration 9Q (9277.630000 sec): 3 clusters Score: Raw -379137.645783 + Penalty 3915.211748 = -375222.434034 nChanged 74 SP:Iteration 10Q (9277.640000 sec): 3 clusters Score: Raw -379232.225899 + Penalty 3915.211748 = -375317.014150 nChanged 73 SP:Iteration 11Q (9277.650000 sec): 3 clusters Score: Raw -379323.577509 + Penalty 3915.211748 = -375408.365760 nChanged 87 SP:Iteration 12Q (9277.660000 sec): 3 clusters Score: Raw -379433.177588 + Penalty 3915.211748 = -375517.965840 nChanged 83 SP:Iteration 13Q (9277.670000 sec): 3 clusters Score: Raw -379556.766148 + Penalty 3915.211748 = -375641.554399 nChanged 94 SP:Iteration 14Q (9277.680000 sec): 3 clusters Score: Raw -379704.601684 + Penalty 3915.211748 = -375789.389935 nChanged 76 SP:Iteration 15Q (9277.690000 sec): 3 clusters Score: Raw -379828.756049 + Penalty 3915.211748 = -375913.544300 nChanged 64 SP:Iteration 16Q (9277.700000 sec): 3 clusters Score: Raw -379915.174557 + Penalty 3915.211748 = -375999.962809 nChanged 38 SP:Iteration 17Q (9277.710000 sec): 3 clusters Score: Raw -379959.899694 + Penalty 3915.211748 = -376044.687946 nChanged 22 SP:Iteration 18Q (9277.710000 sec): 3 clusters Score: Raw -379991.446643 + Penalty 3915.211748 = -376076.234894 nChanged 14 SP:Iteration 19Q (9277.720000 sec): 3 clusters Score: Raw -380003.879408 + Penalty 3915.211748 = -376088.667660 nChanged 8 SP:Iteration 20F (9277.730000 sec): 3 clusters Score: Raw -380010.220339 + Penalty 3915.211748 = -376095.008591 nChanged 6 SP:Iteration 21Q (9277.740000 sec): 3 clusters Score: Raw -380017.021123 + Penalty 3915.211748 = -376101.809375 nChanged 6 SP:Iteration 22Q (9277.750000 sec): 3 clusters Score: Raw -380025.475498 + Penalty 3915.211748 = -376110.263749 nChanged 7 SP:Iteration 23Q (9277.750000 sec): 3 clusters Score: Raw -380031.691779 + Penalty 3915.211748 = -376116.480030 nChanged 4 SP:Iteration 24Q (9277.760000 sec): 3 clusters Score: Raw -380034.366496 + Penalty 3915.211748 = -376119.154747 nChanged 0 SP:Iteration 25F (9277.770000 sec): 3 clusters Score: Raw -380034.366496 + Penalty 3915.211748 = -376119.154747 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 25 (1080 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9277.790000 sec): 2 clusters Score: Raw -147831.989763 + Penalty 1732.209647 = -146099.780115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9277.790000 sec): 3 clusters Score: Raw -147605.975387 + Penalty 3464.419295 = -144141.556092 nChanged 259 SP:Iteration 1F (9277.800000 sec): 3 clusters Score: Raw -147937.370433 + Penalty 3464.419295 = -144472.951139 nChanged 74 SP:Iteration 2F (9277.800000 sec): 3 clusters Score: Raw -148088.990415 + Penalty 3464.419295 = -144624.571120 nChanged 53 SP:Iteration 3Q (9277.800000 sec): 3 clusters Score: Raw -148186.767314 + Penalty 3464.419295 = -144722.348020 nChanged 37 SP:Iteration 4Q (9277.810000 sec): 3 clusters Score: Raw -148255.677624 + Penalty 3464.419295 = -144791.258329 nChanged 32 SP:Iteration 5Q (9277.810000 sec): 3 clusters Score: Raw -148313.992408 + Penalty 3464.419295 = -144849.573114 nChanged 27 SP:Iteration 6Q (9277.820000 sec): 3 clusters Score: Raw -148356.488730 + Penalty 3464.419295 = -144892.069435 nChanged 16 SP:Iteration 7Q (9277.820000 sec): 3 clusters Score: Raw -148388.766573 + Penalty 3464.419295 = -144924.347279 nChanged 19 SP:Iteration 8Q (9277.830000 sec): 3 clusters Score: Raw -148430.708660 + Penalty 3464.419295 = -144966.289366 nChanged 13 SP:Iteration 9Q (9277.830000 sec): 3 clusters Score: Raw -148447.232061 + Penalty 3464.419295 = -144982.812767 nChanged 10 SP:Iteration 10Q (9277.830000 sec): 3 clusters Score: Raw -148465.603365 + Penalty 3464.419295 = -145001.184070 nChanged 7 SP:Iteration 11Q (9277.840000 sec): 3 clusters Score: Raw -148484.219058 + Penalty 3464.419295 = -145019.799764 nChanged 9 SP:Iteration 12Q (9277.840000 sec): 3 clusters Score: Raw -148502.662146 + Penalty 3464.419295 = -145038.242851 nChanged 15 SP:Iteration 13Q (9277.840000 sec): 3 clusters Score: Raw -148524.767148 + Penalty 3464.419295 = -145060.347853 nChanged 8 SP:Iteration 14Q (9277.850000 sec): 3 clusters Score: Raw -148535.462275 + Penalty 3464.419295 = -145071.042980 nChanged 8 SP:Iteration 15Q (9277.850000 sec): 3 clusters Score: Raw -148553.004069 + Penalty 3464.419295 = -145088.584775 nChanged 13 SP:Iteration 16Q (9277.850000 sec): 3 clusters Score: Raw -148576.939405 + Penalty 3464.419295 = -145112.520110 nChanged 8 SP:Iteration 17Q (9277.860000 sec): 3 clusters Score: Raw -148590.033115 + Penalty 3464.419295 = -145125.613820 nChanged 4 SP:Iteration 18Q (9277.860000 sec): 3 clusters Score: Raw -148594.145266 + Penalty 3464.419295 = -145129.725971 nChanged 2 SP:Iteration 19Q (9277.870000 sec): 3 clusters Score: Raw -148599.950950 + Penalty 3464.419295 = -145135.531655 nChanged 4 SP:Iteration 20F (9277.870000 sec): 3 clusters Score: Raw -148603.574744 + Penalty 3464.419295 = -145139.155449 nChanged 4 SP:Iteration 21Q (9277.870000 sec): 3 clusters Score: Raw -148607.542651 + Penalty 3464.419295 = -145143.123357 nChanged 4 SP:Iteration 22Q (9277.870000 sec): 3 clusters Score: Raw -148611.685418 + Penalty 3464.419295 = -145147.266124 nChanged 2 SP:Iteration 23Q (9277.880000 sec): 3 clusters Score: Raw -148614.130285 + Penalty 3464.419295 = -145149.710991 nChanged 3 SP:Iteration 24Q (9277.880000 sec): 3 clusters Score: Raw -148617.618311 + Penalty 3464.419295 = -145153.199016 nChanged 1 SP:Iteration 25Q (9277.890000 sec): 3 clusters Score: Raw -148617.927708 + Penalty 3464.419295 = -145153.508413 nChanged 0 SP:Iteration 26F (9277.890000 sec): 3 clusters Score: Raw -148617.927708 + Penalty 3464.419295 = -145153.508413 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 26 (26661 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9278.170000 sec): 2 clusters Score: Raw -3614505.421685 + Penalty 2527.357361 = -3611978.064324 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9278.270000 sec): 3 clusters Score: Raw -3598572.038653 + Penalty 5054.714723 = -3593517.323930 nChanged 11962 SP:Iteration 1F (9278.380000 sec): 3 clusters Score: Raw -3605224.196677 + Penalty 5054.714723 = -3600169.481954 nChanged 1631 SP:Iteration 2F (9278.480000 sec): 3 clusters Score: Raw -3606074.379291 + Penalty 5054.714723 = -3601019.664568 nChanged 1648 SP:Iteration 3F (9278.590000 sec): 3 clusters Score: Raw -3607048.934663 + Penalty 5054.714723 = -3601994.219940 nChanged 1712 SP:Iteration 4F (9278.690000 sec): 3 clusters Score: Raw -3608152.505991 + Penalty 5054.714723 = -3603097.791268 nChanged 1733 SP:Iteration 5F (9278.800000 sec): 3 clusters Score: Raw -3609332.630032 + Penalty 5054.714723 = -3604277.915309 nChanged 1668 SP:Iteration 6F (9278.900000 sec): 3 clusters Score: Raw -3610543.426059 + Penalty 5054.714723 = -3605488.711336 nChanged 1582 SP:Iteration 7F (9279.010000 sec): 3 clusters Score: Raw -3611609.855272 + Penalty 5054.714723 = -3606555.140549 nChanged 1271 SP:Iteration 8Q (9279.120000 sec): 3 clusters Score: Raw -3612447.080100 + Penalty 5054.714723 = -3607392.365377 nChanged 992 SP:Iteration 9Q (9279.220000 sec): 3 clusters Score: Raw -3613064.467382 + Penalty 5054.714723 = -3608009.752660 nChanged 815 SP:Iteration 10Q (9279.330000 sec): 3 clusters Score: Raw -3613497.541255 + Penalty 5054.714723 = -3608442.826532 nChanged 577 SP:Iteration 11Q (9279.440000 sec): 3 clusters Score: Raw -3613766.332472 + Penalty 5054.714723 = -3608711.617749 nChanged 479 SP:Iteration 12Q (9279.540000 sec): 3 clusters Score: Raw -3613976.850268 + Penalty 5054.714723 = -3608922.135545 nChanged 389 SP:Iteration 13Q (9279.640000 sec): 3 clusters Score: Raw -3614158.803983 + Penalty 5054.714723 = -3609104.089260 nChanged 352 SP:Iteration 14Q (9279.740000 sec): 3 clusters Score: Raw -3614325.751749 + Penalty 5054.714723 = -3609271.037026 nChanged 334 SP:Iteration 15Q (9279.840000 sec): 3 clusters Score: Raw -3614489.750965 + Penalty 5054.714723 = -3609435.036242 nChanged 325 SP:Iteration 16Q (9279.940000 sec): 3 clusters Score: Raw -3614647.702612 + Penalty 5054.714723 = -3609592.987889 nChanged 297 SP:Iteration 17Q (9280.030000 sec): 3 clusters Score: Raw -3614790.353050 + Penalty 5054.714723 = -3609735.638327 nChanged 263 SP:Iteration 18Q (9280.120000 sec): 3 clusters Score: Raw -3614911.921247 + Penalty 5054.714723 = -3609857.206524 nChanged 227 SP:Iteration 19Q (9280.210000 sec): 3 clusters Score: Raw -3615012.298404 + Penalty 5054.714723 = -3609957.583681 nChanged 203 SP:Iteration 20F (9280.320000 sec): 3 clusters Score: Raw -3615084.137358 + Penalty 5054.714723 = -3610029.422635 nChanged 182 SP:Iteration 21Q (9280.400000 sec): 3 clusters Score: Raw -3615146.912594 + Penalty 5054.714723 = -3610092.197872 nChanged 153 SP:Iteration 22Q (9280.500000 sec): 3 clusters Score: Raw -3615193.432091 + Penalty 5054.714723 = -3610138.717368 nChanged 140 SP:Iteration 23Q (9280.590000 sec): 3 clusters Score: Raw -3615235.019772 + Penalty 5054.714723 = -3610180.305050 nChanged 117 SP:Iteration 24Q (9280.680000 sec): 3 clusters Score: Raw -3615270.521270 + Penalty 5054.714723 = -3610215.806547 nChanged 93 SP:Iteration 25Q (9280.770000 sec): 3 clusters Score: Raw -3615300.111250 + Penalty 5054.714723 = -3610245.396527 nChanged 102 SP:Iteration 26Q (9280.850000 sec): 3 clusters Score: Raw -3615325.880593 + Penalty 5054.714723 = -3610271.165870 nChanged 87 SP:Iteration 27Q (9280.940000 sec): 3 clusters Score: Raw -3615345.063241 + Penalty 5054.714723 = -3610290.348518 nChanged 77 SP:Iteration 28Q (9281.040000 sec): 3 clusters Score: Raw -3615362.982468 + Penalty 5054.714723 = -3610308.267745 nChanged 60 SP:Iteration 29Q (9281.130000 sec): 3 clusters Score: Raw -3615374.377086 + Penalty 5054.714723 = -3610319.662363 nChanged 39 SP:Iteration 30Q (9281.220000 sec): 3 clusters Score: Raw -3615382.937052 + Penalty 5054.714723 = -3610328.222329 nChanged 40 SP:Iteration 31Q (9281.310000 sec): 3 clusters Score: Raw -3615393.113342 + Penalty 5054.714723 = -3610338.398620 nChanged 38 SP:Iteration 32Q (9281.400000 sec): 3 clusters Score: Raw -3615401.507318 + Penalty 5054.714723 = -3610346.792595 nChanged 33 SP:Iteration 33Q (9281.490000 sec): 3 clusters Score: Raw -3615407.180609 + Penalty 5054.714723 = -3610352.465887 nChanged 21 SP:Iteration 34Q (9281.580000 sec): 3 clusters Score: Raw -3615411.074086 + Penalty 5054.714723 = -3610356.359363 nChanged 20 SP:Iteration 35Q (9281.670000 sec): 3 clusters Score: Raw -3615414.142401 + Penalty 5054.714723 = -3610359.427678 nChanged 13 SP:Iteration 36Q (9281.760000 sec): 3 clusters Score: Raw -3615415.728304 + Penalty 5054.714723 = -3610361.013581 nChanged 13 SP:Iteration 37Q (9281.850000 sec): 3 clusters Score: Raw -3615417.409030 + Penalty 5054.714723 = -3610362.694307 nChanged 14 SP:Iteration 38Q (9281.940000 sec): 3 clusters Score: Raw -3615419.089467 + Penalty 5054.714723 = -3610364.374745 nChanged 9 SP:Iteration 39Q (9282.030000 sec): 3 clusters Score: Raw -3615420.181089 + Penalty 5054.714723 = -3610365.466367 nChanged 7 SP:Iteration 40F (9282.140000 sec): 3 clusters Score: Raw -3615421.150939 + Penalty 5054.714723 = -3610366.436216 nChanged 6 SP:Iteration 41Q (9282.230000 sec): 3 clusters Score: Raw -3615421.976333 + Penalty 5054.714723 = -3610367.261610 nChanged 7 SP:Iteration 42Q (9282.320000 sec): 3 clusters Score: Raw -3615422.910479 + Penalty 5054.714723 = -3610368.195756 nChanged 4 SP:Iteration 43Q (9282.400000 sec): 3 clusters Score: Raw -3615423.522700 + Penalty 5054.714723 = -3610368.807977 nChanged 3 SP:Iteration 44Q (9282.490000 sec): 3 clusters Score: Raw -3615423.995130 + Penalty 5054.714723 = -3610369.280408 nChanged 3 SP:Iteration 45Q (9282.570000 sec): 3 clusters Score: Raw -3615424.445602 + Penalty 5054.714723 = -3610369.730879 nChanged 5 SP:Iteration 46Q (9282.660000 sec): 3 clusters Score: Raw -3615424.882043 + Penalty 5054.714723 = -3610370.167321 nChanged 0 SP:Iteration 47F (9282.940000 sec): 3 clusters Score: Raw -3615424.882043 + Penalty 5054.714723 = -3610370.167321 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 27 (613 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9283.090000 sec): 2 clusters Score: Raw -83154.122905 + Penalty 1591.754504 = -81562.368400 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9283.100000 sec): 3 clusters Score: Raw -83141.017587 + Penalty 3183.509008 = -79957.508579 nChanged 140 SP:Iteration 1F (9283.100000 sec): 3 clusters Score: Raw -83396.942230 + Penalty 3183.509008 = -80213.433222 nChanged 25 SP:Iteration 2Q (9283.100000 sec): 3 clusters Score: Raw -83434.560525 + Penalty 3183.509008 = -80251.051517 nChanged 10 SP:Iteration 3Q (9283.110000 sec): 3 clusters Score: Raw -83463.114545 + Penalty 3183.509008 = -80279.605536 nChanged 7 SP:Iteration 4Q (9283.110000 sec): 3 clusters Score: Raw -83478.344426 + Penalty 3183.509008 = -80294.835418 nChanged 4 SP:Iteration 5Q (9283.110000 sec): 3 clusters Score: Raw -83485.054377 + Penalty 3183.509008 = -80301.545369 nChanged 4 SP:Iteration 6Q (9283.110000 sec): 3 clusters Score: Raw -83492.334047 + Penalty 3183.509008 = -80308.825038 nChanged 3 SP:Iteration 7Q (9283.110000 sec): 3 clusters Score: Raw -83498.180996 + Penalty 3183.509008 = -80314.671988 nChanged 1 SP:Iteration 8Q (9283.110000 sec): 3 clusters Score: Raw -83499.991106 + Penalty 3183.509008 = -80316.482098 nChanged 1 SP:Iteration 9Q (9283.120000 sec): 3 clusters Score: Raw -83500.443343 + Penalty 3183.509008 = -80316.934335 nChanged 1 SP:Iteration 10Q (9283.120000 sec): 3 clusters Score: Raw -83502.902022 + Penalty 3183.509008 = -80319.393014 nChanged 1 SP:Iteration 11Q (9283.120000 sec): 3 clusters Score: Raw -83503.962507 + Penalty 3183.509008 = -80320.453498 nChanged 1 SP:Iteration 12Q (9283.120000 sec): 3 clusters Score: Raw -83506.538842 + Penalty 3183.509008 = -80323.029834 nChanged 1 SP:Iteration 13Q (9283.130000 sec): 3 clusters Score: Raw -83508.129130 + Penalty 3183.509008 = -80324.620122 nChanged 0 SP:Iteration 14F (9283.130000 sec): 3 clusters Score: Raw -83508.129130 + Penalty 3183.509008 = -80324.620122 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 28 (376 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9283.130000 sec): 2 clusters Score: Raw -52904.884158 + Penalty 1470.538108 = -51434.346050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9283.130000 sec): 3 clusters Score: Raw -52980.863486 + Penalty 2941.076215 = -50039.787271 nChanged 50 SP:Iteration 1F (9283.140000 sec): 3 clusters Score: Raw -53090.137705 + Penalty 2941.076215 = -50149.061490 nChanged 7 SP:Iteration 2Q (9283.140000 sec): 3 clusters Score: Raw -53108.323142 + Penalty 2941.076215 = -50167.246927 nChanged 6 SP:Iteration 3Q (9283.140000 sec): 3 clusters Score: Raw -53124.073014 + Penalty 2941.076215 = -50182.996799 nChanged 2 SP:Iteration 4Q (9283.140000 sec): 3 clusters Score: Raw -53129.853548 + Penalty 2941.076215 = -50188.777333 nChanged 2 SP:Iteration 5Q (9283.140000 sec): 3 clusters Score: Raw -53136.837089 + Penalty 2941.076215 = -50195.760874 nChanged 3 SP:Iteration 6Q (9283.150000 sec): 3 clusters Score: Raw -53148.011437 + Penalty 2941.076215 = -50206.935222 nChanged 3 SP:Iteration 7Q (9283.150000 sec): 3 clusters Score: Raw -53156.049223 + Penalty 2941.076215 = -50214.973008 nChanged 1 SP:Iteration 8Q (9283.150000 sec): 3 clusters Score: Raw -53161.914128 + Penalty 2941.076215 = -50220.837913 nChanged 1 SP:Iteration 9Q (9283.150000 sec): 3 clusters Score: Raw -53167.086601 + Penalty 2941.076215 = -50226.010386 nChanged 0 SP:Iteration 10F (9283.150000 sec): 3 clusters Score: Raw -53167.086601 + Penalty 2941.076215 = -50226.010386 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 29 (5380 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9283.170000 sec): 2 clusters Score: Raw -758792.937615 + Penalty 2130.430026 = -756662.507590 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9283.190000 sec): 3 clusters Score: Raw -756153.162431 + Penalty 4260.860052 = -751892.302379 nChanged 2044 SP:Iteration 1F (9283.210000 sec): 3 clusters Score: Raw -757333.101065 + Penalty 4260.860052 = -753072.241013 nChanged 386 SP:Iteration 2F (9283.230000 sec): 3 clusters Score: Raw -757564.473543 + Penalty 4260.860052 = -753303.613491 nChanged 271 SP:Iteration 3F (9283.250000 sec): 3 clusters Score: Raw -757708.292399 + Penalty 4260.860052 = -753447.432347 nChanged 210 SP:Iteration 4Q (9283.270000 sec): 3 clusters Score: Raw -757824.355173 + Penalty 4260.860052 = -753563.495121 nChanged 181 SP:Iteration 5Q (9283.290000 sec): 3 clusters Score: Raw -757936.129339 + Penalty 4260.860052 = -753675.269287 nChanged 188 SP:Iteration 6Q (9283.320000 sec): 3 clusters Score: Raw -758052.598020 + Penalty 4260.860052 = -753791.737968 nChanged 168 SP:Iteration 7Q (9283.340000 sec): 3 clusters Score: Raw -758180.055552 + Penalty 4260.860052 = -753919.195500 nChanged 192 SP:Iteration 8Q (9283.360000 sec): 3 clusters Score: Raw -758323.458115 + Penalty 4260.860052 = -754062.598063 nChanged 185 SP:Iteration 9Q (9283.380000 sec): 3 clusters Score: Raw -758460.764512 + Penalty 4260.860052 = -754199.904460 nChanged 175 SP:Iteration 10Q (9283.400000 sec): 3 clusters Score: Raw -758559.754184 + Penalty 4260.860052 = -754298.894132 nChanged 143 SP:Iteration 11Q (9283.420000 sec): 3 clusters Score: Raw -758655.885805 + Penalty 4260.860052 = -754395.025753 nChanged 137 SP:Iteration 12Q (9283.440000 sec): 3 clusters Score: Raw -758741.242152 + Penalty 4260.860052 = -754480.382100 nChanged 121 SP:Iteration 13Q (9283.460000 sec): 3 clusters Score: Raw -758803.788621 + Penalty 4260.860052 = -754542.928569 nChanged 98 SP:Iteration 14Q (9283.480000 sec): 3 clusters Score: Raw -758860.743239 + Penalty 4260.860052 = -754599.883187 nChanged 78 SP:Iteration 15Q (9283.500000 sec): 3 clusters Score: Raw -758899.057953 + Penalty 4260.860052 = -754638.197901 nChanged 79 SP:Iteration 16Q (9283.520000 sec): 3 clusters Score: Raw -758935.151833 + Penalty 4260.860052 = -754674.291781 nChanged 68 SP:Iteration 17Q (9283.530000 sec): 3 clusters Score: Raw -758965.127151 + Penalty 4260.860052 = -754704.267099 nChanged 63 SP:Iteration 18Q (9283.550000 sec): 3 clusters Score: Raw -758992.355331 + Penalty 4260.860052 = -754731.495279 nChanged 59 SP:Iteration 19Q (9283.580000 sec): 3 clusters Score: Raw -759013.534551 + Penalty 4260.860052 = -754752.674499 nChanged 48 SP:Iteration 20F (9283.600000 sec): 3 clusters Score: Raw -759028.276606 + Penalty 4260.860052 = -754767.416554 nChanged 39 SP:Iteration 21Q (9283.620000 sec): 3 clusters Score: Raw -759043.648701 + Penalty 4260.860052 = -754782.788649 nChanged 46 SP:Iteration 22Q (9283.630000 sec): 3 clusters Score: Raw -759061.028675 + Penalty 4260.860052 = -754800.168623 nChanged 48 SP:Iteration 23Q (9283.650000 sec): 3 clusters Score: Raw -759078.056695 + Penalty 4260.860052 = -754817.196643 nChanged 41 SP:Iteration 24Q (9283.670000 sec): 3 clusters Score: Raw -759097.166679 + Penalty 4260.860052 = -754836.306627 nChanged 50 SP:Iteration 25Q (9283.690000 sec): 3 clusters Score: Raw -759121.967423 + Penalty 4260.860052 = -754861.107371 nChanged 58 SP:Iteration 26Q (9283.710000 sec): 3 clusters Score: Raw -759151.223777 + Penalty 4260.860052 = -754890.363725 nChanged 43 SP:Iteration 27Q (9283.730000 sec): 3 clusters Score: Raw -759170.860194 + Penalty 4260.860052 = -754910.000142 nChanged 44 SP:Iteration 28Q (9283.740000 sec): 3 clusters Score: Raw -759187.872644 + Penalty 4260.860052 = -754927.012592 nChanged 38 SP:Iteration 29Q (9283.760000 sec): 3 clusters Score: Raw -759201.788713 + Penalty 4260.860052 = -754940.928661 nChanged 42 SP:Iteration 30Q (9283.780000 sec): 3 clusters Score: Raw -759219.511353 + Penalty 4260.860052 = -754958.651301 nChanged 34 SP:Iteration 31Q (9283.800000 sec): 3 clusters Score: Raw -759232.224006 + Penalty 4260.860052 = -754971.363954 nChanged 33 SP:Iteration 32Q (9283.820000 sec): 3 clusters Score: Raw -759245.515681 + Penalty 4260.860052 = -754984.655629 nChanged 35 SP:Iteration 33Q (9283.840000 sec): 3 clusters Score: Raw -759260.730249 + Penalty 4260.860052 = -754999.870197 nChanged 42 SP:Iteration 34Q (9283.860000 sec): 3 clusters Score: Raw -759277.687709 + Penalty 4260.860052 = -755016.827657 nChanged 42 SP:Iteration 35Q (9283.880000 sec): 3 clusters Score: Raw -759294.865389 + Penalty 4260.860052 = -755034.005337 nChanged 36 SP:Iteration 36Q (9283.900000 sec): 3 clusters Score: Raw -759309.737015 + Penalty 4260.860052 = -755048.876963 nChanged 30 SP:Iteration 37Q (9283.910000 sec): 3 clusters Score: Raw -759323.793797 + Penalty 4260.860052 = -755062.933745 nChanged 31 SP:Iteration 38Q (9283.930000 sec): 3 clusters Score: Raw -759337.180971 + Penalty 4260.860052 = -755076.320919 nChanged 32 SP:Iteration 39Q (9283.950000 sec): 3 clusters Score: Raw -759356.885413 + Penalty 4260.860052 = -755096.025362 nChanged 47 SP:Iteration 40F (9283.970000 sec): 3 clusters Score: Raw -759382.061465 + Penalty 4260.860052 = -755121.201413 nChanged 46 SP:Iteration 41Q (9283.990000 sec): 3 clusters Score: Raw -759407.453534 + Penalty 4260.860052 = -755146.593482 nChanged 47 SP:Iteration 42Q (9284.010000 sec): 3 clusters Score: Raw -759427.372079 + Penalty 4260.860052 = -755166.512027 nChanged 38 SP:Iteration 43Q (9284.030000 sec): 3 clusters Score: Raw -759443.655843 + Penalty 4260.860052 = -755182.795791 nChanged 34 SP:Iteration 44Q (9284.050000 sec): 3 clusters Score: Raw -759459.501695 + Penalty 4260.860052 = -755198.641643 nChanged 28 SP:Iteration 45Q (9284.060000 sec): 3 clusters Score: Raw -759470.509320 + Penalty 4260.860052 = -755209.649268 nChanged 22 SP:Iteration 46Q (9284.090000 sec): 3 clusters Score: Raw -759479.793641 + Penalty 4260.860052 = -755218.933589 nChanged 21 SP:Iteration 47Q (9284.150000 sec): 3 clusters Score: Raw -759487.925545 + Penalty 4260.860052 = -755227.065493 nChanged 23 SP:Iteration 48Q (9284.230000 sec): 3 clusters Score: Raw -759498.647872 + Penalty 4260.860052 = -755237.787820 nChanged 25 SP:Iteration 49Q (9284.270000 sec): 3 clusters Score: Raw -759507.936194 + Penalty 4260.860052 = -755247.076142 nChanged 22 SP:Iteration 50Q (9284.290000 sec): 3 clusters Score: Raw -759514.826139 + Penalty 4260.860052 = -755253.966087 nChanged 14 SP:Iteration 51Q (9284.340000 sec): 3 clusters Score: Raw -759519.813262 + Penalty 4260.860052 = -755258.953210 nChanged 13 SP:Iteration 52Q (9284.390000 sec): 3 clusters Score: Raw -759524.333199 + Penalty 4260.860052 = -755263.473147 nChanged 11 SP:Iteration 53Q (9284.440000 sec): 3 clusters Score: Raw -759528.873608 + Penalty 4260.860052 = -755268.013556 nChanged 13 SP:Iteration 54Q (9284.470000 sec): 3 clusters Score: Raw -759532.984642 + Penalty 4260.860052 = -755272.124590 nChanged 15 SP:Iteration 55Q (9284.510000 sec): 3 clusters Score: Raw -759537.508803 + Penalty 4260.860052 = -755276.648751 nChanged 10 SP:Iteration 56Q (9284.560000 sec): 3 clusters Score: Raw -759540.864825 + Penalty 4260.860052 = -755280.004773 nChanged 14 SP:Iteration 57Q (9284.570000 sec): 3 clusters Score: Raw -759545.342299 + Penalty 4260.860052 = -755284.482248 nChanged 13 SP:Iteration 58Q (9284.590000 sec): 3 clusters Score: Raw -759550.678036 + Penalty 4260.860052 = -755289.817984 nChanged 17 SP:Iteration 59Q (9284.610000 sec): 3 clusters Score: Raw -759558.721091 + Penalty 4260.860052 = -755297.861039 nChanged 16 SP:Iteration 60F (9284.630000 sec): 3 clusters Score: Raw -759565.477480 + Penalty 4260.860052 = -755304.617428 nChanged 17 SP:Iteration 61Q (9284.650000 sec): 3 clusters Score: Raw -759570.075293 + Penalty 4260.860052 = -755309.215241 nChanged 9 SP:Iteration 62Q (9284.670000 sec): 3 clusters Score: Raw -759572.074093 + Penalty 4260.860052 = -755311.214041 nChanged 8 SP:Iteration 63Q (9284.690000 sec): 3 clusters Score: Raw -759573.992639 + Penalty 4260.860052 = -755313.132587 nChanged 9 SP:Iteration 64Q (9284.710000 sec): 3 clusters Score: Raw -759576.444921 + Penalty 4260.860052 = -755315.584869 nChanged 4 SP:Iteration 65Q (9284.730000 sec): 3 clusters Score: Raw -759577.447205 + Penalty 4260.860052 = -755316.587153 nChanged 4 SP:Iteration 66Q (9284.750000 sec): 3 clusters Score: Raw -759578.515059 + Penalty 4260.860052 = -755317.655007 nChanged 8 SP:Iteration 67Q (9284.770000 sec): 3 clusters Score: Raw -759580.759974 + Penalty 4260.860052 = -755319.899922 nChanged 4 SP:Iteration 68Q (9284.780000 sec): 3 clusters Score: Raw -759581.871605 + Penalty 4260.860052 = -755321.011553 nChanged 6 SP:Iteration 69Q (9284.800000 sec): 3 clusters Score: Raw -759583.392326 + Penalty 4260.860052 = -755322.532274 nChanged 8 SP:Iteration 70Q (9284.820000 sec): 3 clusters Score: Raw -759585.396098 + Penalty 4260.860052 = -755324.536046 nChanged 7 SP:Iteration 71Q (9284.840000 sec): 3 clusters Score: Raw -759586.959808 + Penalty 4260.860052 = -755326.099756 nChanged 8 SP:Iteration 72Q (9284.860000 sec): 3 clusters Score: Raw -759588.477324 + Penalty 4260.860052 = -755327.617272 nChanged 6 SP:Iteration 73Q (9284.880000 sec): 3 clusters Score: Raw -759590.418264 + Penalty 4260.860052 = -755329.558212 nChanged 6 SP:Iteration 74Q (9284.900000 sec): 3 clusters Score: Raw -759592.313380 + Penalty 4260.860052 = -755331.453328 nChanged 13 SP:Iteration 75Q (9284.920000 sec): 3 clusters Score: Raw -759596.116294 + Penalty 4260.860052 = -755335.256242 nChanged 9 SP:Iteration 76Q (9284.940000 sec): 3 clusters Score: Raw -759599.028108 + Penalty 4260.860052 = -755338.168056 nChanged 6 SP:Iteration 77Q (9284.960000 sec): 3 clusters Score: Raw -759600.726274 + Penalty 4260.860052 = -755339.866222 nChanged 7 SP:Iteration 78Q (9284.980000 sec): 3 clusters Score: Raw -759602.669234 + Penalty 4260.860052 = -755341.809182 nChanged 2 SP:Iteration 79Q (9285.000000 sec): 3 clusters Score: Raw -759603.430538 + Penalty 4260.860052 = -755342.570486 nChanged 4 SP:Iteration 80F (9285.030000 sec): 3 clusters Score: Raw -759605.104702 + Penalty 4260.860052 = -755344.244650 nChanged 3 SP:Iteration 81Q (9285.050000 sec): 3 clusters Score: Raw -759606.124832 + Penalty 4260.860052 = -755345.264780 nChanged 4 SP:Iteration 82Q (9285.070000 sec): 3 clusters Score: Raw -759607.002654 + Penalty 4260.860052 = -755346.142602 nChanged 4 SP:Iteration 83Q (9285.090000 sec): 3 clusters Score: Raw -759607.633374 + Penalty 4260.860052 = -755346.773322 nChanged 2 SP:Iteration 84Q (9285.110000 sec): 3 clusters Score: Raw -759608.124610 + Penalty 4260.860052 = -755347.264558 nChanged 1 SP:Iteration 85Q (9285.130000 sec): 3 clusters Score: Raw -759608.426931 + Penalty 4260.860052 = -755347.566879 nChanged 0 SP:Iteration 86F (9285.150000 sec): 3 clusters Score: Raw -759608.426931 + Penalty 4260.860052 = -755347.566879 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 30 (251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9285.150000 sec): 2 clusters Score: Raw -30269.681217 + Penalty 1370.312329 = -28899.368888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9285.150000 sec): 3 clusters Score: Raw -30717.540610 + Penalty 2740.624658 = -27976.915952 nChanged 53 SP:Iteration 1F (9285.150000 sec): 3 clusters Score: Raw -30939.589964 + Penalty 2740.624658 = -28198.965306 nChanged 18 SP:Iteration 2F (9285.160000 sec): 3 clusters Score: Raw -31031.934078 + Penalty 2740.624658 = -28291.309420 nChanged 6 SP:Iteration 3Q (9285.160000 sec): 3 clusters Score: Raw -31057.354993 + Penalty 2740.624658 = -28316.730336 nChanged 4 SP:Iteration 4Q (9285.160000 sec): 3 clusters Score: Raw -31069.909895 + Penalty 2740.624658 = -28329.285237 nChanged 0 SP:Iteration 5F (9285.160000 sec): 3 clusters Score: Raw -31069.909895 + Penalty 2740.624658 = -28329.285237 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 31 (193 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9285.160000 sec): 2 clusters Score: Raw -24770.476712 + Penalty 1305.147167 = -23465.329545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9285.160000 sec): 3 clusters Score: Raw -25030.458746 + Penalty 2610.294334 = -22420.164412 nChanged 12 SP:Iteration 1F (9285.170000 sec): 3 clusters Score: Raw -25082.692490 + Penalty 2610.294334 = -22472.398157 nChanged 7 SP:Iteration 2Q (9285.170000 sec): 3 clusters Score: Raw -25118.541866 + Penalty 2610.294334 = -22508.247532 nChanged 1 SP:Iteration 3Q (9285.170000 sec): 3 clusters Score: Raw -25123.910604 + Penalty 2610.294334 = -22513.616270 nChanged 1 SP:Iteration 4Q (9285.170000 sec): 3 clusters Score: Raw -25136.436056 + Penalty 2610.294334 = -22526.141722 nChanged 1 SP:Iteration 5Q (9285.170000 sec): 3 clusters Score: Raw -25143.776916 + Penalty 2610.294334 = -22533.482582 nChanged 0 SP:Iteration 6F (9285.170000 sec): 3 clusters Score: Raw -25143.776916 + Penalty 2610.294334 = -22533.482582 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 32 (5702 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9285.190000 sec): 2 clusters Score: Raw -783900.224395 + Penalty 2144.845923 = -781755.378473 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9285.220000 sec): 3 clusters Score: Raw -781072.542439 + Penalty 4289.691846 = -776782.850593 nChanged 2232 SP:Iteration 1F (9285.240000 sec): 3 clusters Score: Raw -782461.016949 + Penalty 4289.691846 = -778171.325104 nChanged 466 SP:Iteration 2F (9285.270000 sec): 3 clusters Score: Raw -782755.653244 + Penalty 4289.691846 = -778465.961398 nChanged 296 SP:Iteration 3F (9285.290000 sec): 3 clusters Score: Raw -782927.791210 + Penalty 4289.691846 = -778638.099364 nChanged 260 SP:Iteration 4Q (9285.310000 sec): 3 clusters Score: Raw -783091.107837 + Penalty 4289.691846 = -778801.415992 nChanged 241 SP:Iteration 5Q (9285.340000 sec): 3 clusters Score: Raw -783235.493136 + Penalty 4289.691846 = -778945.801291 nChanged 219 SP:Iteration 6Q (9285.360000 sec): 3 clusters Score: Raw -783369.211574 + Penalty 4289.691846 = -779079.519728 nChanged 180 SP:Iteration 7Q (9285.380000 sec): 3 clusters Score: Raw -783475.577106 + Penalty 4289.691846 = -779185.885261 nChanged 162 SP:Iteration 8Q (9285.400000 sec): 3 clusters Score: Raw -783568.182781 + Penalty 4289.691846 = -779278.490935 nChanged 156 SP:Iteration 9Q (9285.430000 sec): 3 clusters Score: Raw -783650.141327 + Penalty 4289.691846 = -779360.449481 nChanged 125 SP:Iteration 10Q (9285.450000 sec): 3 clusters Score: Raw -783712.415920 + Penalty 4289.691846 = -779422.724074 nChanged 119 SP:Iteration 11Q (9285.470000 sec): 3 clusters Score: Raw -783767.004072 + Penalty 4289.691846 = -779477.312227 nChanged 95 SP:Iteration 12Q (9285.490000 sec): 3 clusters Score: Raw -783810.375592 + Penalty 4289.691846 = -779520.683747 nChanged 89 SP:Iteration 13Q (9285.520000 sec): 3 clusters Score: Raw -783851.061646 + Penalty 4289.691846 = -779561.369800 nChanged 85 SP:Iteration 14Q (9285.530000 sec): 3 clusters Score: Raw -783884.424935 + Penalty 4289.691846 = -779594.733090 nChanged 63 SP:Iteration 15Q (9285.560000 sec): 3 clusters Score: Raw -783915.408195 + Penalty 4289.691846 = -779625.716349 nChanged 62 SP:Iteration 16Q (9285.580000 sec): 3 clusters Score: Raw -783952.350095 + Penalty 4289.691846 = -779662.658250 nChanged 70 SP:Iteration 17Q (9285.600000 sec): 3 clusters Score: Raw -783988.381413 + Penalty 4289.691846 = -779698.689568 nChanged 71 SP:Iteration 18Q (9285.620000 sec): 3 clusters Score: Raw -784019.361631 + Penalty 4289.691846 = -779729.669785 nChanged 59 SP:Iteration 19Q (9285.650000 sec): 3 clusters Score: Raw -784047.513109 + Penalty 4289.691846 = -779757.821263 nChanged 54 SP:Iteration 20F (9285.670000 sec): 3 clusters Score: Raw -784071.362206 + Penalty 4289.691846 = -779781.670360 nChanged 42 SP:Iteration 21Q (9285.690000 sec): 3 clusters Score: Raw -784088.972184 + Penalty 4289.691846 = -779799.280338 nChanged 36 SP:Iteration 22Q (9285.710000 sec): 3 clusters Score: Raw -784104.356665 + Penalty 4289.691846 = -779814.664819 nChanged 32 SP:Iteration 23Q (9285.730000 sec): 3 clusters Score: Raw -784116.334449 + Penalty 4289.691846 = -779826.642603 nChanged 27 SP:Iteration 24Q (9285.760000 sec): 3 clusters Score: Raw -784129.071750 + Penalty 4289.691846 = -779839.379905 nChanged 27 SP:Iteration 25Q (9285.780000 sec): 3 clusters Score: Raw -784139.961491 + Penalty 4289.691846 = -779850.269645 nChanged 24 SP:Iteration 26Q (9285.800000 sec): 3 clusters Score: Raw -784151.604920 + Penalty 4289.691846 = -779861.913074 nChanged 35 SP:Iteration 27Q (9285.820000 sec): 3 clusters Score: Raw -784172.343882 + Penalty 4289.691846 = -779882.652036 nChanged 45 SP:Iteration 28Q (9285.840000 sec): 3 clusters Score: Raw -784197.233733 + Penalty 4289.691846 = -779907.541887 nChanged 46 SP:Iteration 29Q (9285.860000 sec): 3 clusters Score: Raw -784221.554296 + Penalty 4289.691846 = -779931.862451 nChanged 44 SP:Iteration 30Q (9285.880000 sec): 3 clusters Score: Raw -784242.605002 + Penalty 4289.691846 = -779952.913156 nChanged 27 SP:Iteration 31Q (9285.910000 sec): 3 clusters Score: Raw -784254.274066 + Penalty 4289.691846 = -779964.582221 nChanged 24 SP:Iteration 32Q (9285.930000 sec): 3 clusters Score: Raw -784263.689780 + Penalty 4289.691846 = -779973.997934 nChanged 23 SP:Iteration 33Q (9285.960000 sec): 3 clusters Score: Raw -784270.680631 + Penalty 4289.691846 = -779980.988785 nChanged 15 SP:Iteration 34Q (9285.980000 sec): 3 clusters Score: Raw -784275.090511 + Penalty 4289.691846 = -779985.398666 nChanged 12 SP:Iteration 35Q (9286.000000 sec): 3 clusters Score: Raw -784280.152426 + Penalty 4289.691846 = -779990.460580 nChanged 23 SP:Iteration 36Q (9286.020000 sec): 3 clusters Score: Raw -784289.708344 + Penalty 4289.691846 = -780000.016499 nChanged 23 SP:Iteration 37Q (9286.040000 sec): 3 clusters Score: Raw -784297.377980 + Penalty 4289.691846 = -780007.686135 nChanged 28 SP:Iteration 38Q (9286.060000 sec): 3 clusters Score: Raw -784307.819514 + Penalty 4289.691846 = -780018.127669 nChanged 21 SP:Iteration 39Q (9286.070000 sec): 3 clusters Score: Raw -784315.417202 + Penalty 4289.691846 = -780025.725357 nChanged 19 SP:Iteration 40F (9286.090000 sec): 3 clusters Score: Raw -784321.461036 + Penalty 4289.691846 = -780031.769190 nChanged 17 SP:Iteration 41Q (9286.110000 sec): 3 clusters Score: Raw -784327.484994 + Penalty 4289.691846 = -780037.793148 nChanged 18 SP:Iteration 42Q (9286.140000 sec): 3 clusters Score: Raw -784334.776071 + Penalty 4289.691846 = -780045.084225 nChanged 19 SP:Iteration 43Q (9286.160000 sec): 3 clusters Score: Raw -784342.521325 + Penalty 4289.691846 = -780052.829479 nChanged 11 SP:Iteration 44Q (9286.180000 sec): 3 clusters Score: Raw -784347.228154 + Penalty 4289.691846 = -780057.536308 nChanged 7 SP:Iteration 45Q (9286.200000 sec): 3 clusters Score: Raw -784350.413311 + Penalty 4289.691846 = -780060.721465 nChanged 5 SP:Iteration 46Q (9286.220000 sec): 3 clusters Score: Raw -784351.924818 + Penalty 4289.691846 = -780062.232972 nChanged 3 SP:Iteration 47Q (9286.240000 sec): 3 clusters Score: Raw -784352.669870 + Penalty 4289.691846 = -780062.978025 nChanged 2 SP:Iteration 48Q (9286.260000 sec): 3 clusters Score: Raw -784353.281149 + Penalty 4289.691846 = -780063.589303 nChanged 3 SP:Iteration 49Q (9286.280000 sec): 3 clusters Score: Raw -784354.427851 + Penalty 4289.691846 = -780064.736006 nChanged 4 SP:Iteration 50Q (9286.300000 sec): 3 clusters Score: Raw -784355.495226 + Penalty 4289.691846 = -780065.803381 nChanged 4 SP:Iteration 51Q (9286.320000 sec): 3 clusters Score: Raw -784357.424001 + Penalty 4289.691846 = -780067.732155 nChanged 8 SP:Iteration 52Q (9286.340000 sec): 3 clusters Score: Raw -784359.791207 + Penalty 4289.691846 = -780070.099361 nChanged 4 SP:Iteration 53Q (9286.360000 sec): 3 clusters Score: Raw -784360.813829 + Penalty 4289.691846 = -780071.121983 nChanged 0 SP:Iteration 54F (9286.380000 sec): 3 clusters Score: Raw -784360.813829 + Penalty 4289.691846 = -780071.121983 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 33 (1058 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9286.390000 sec): 2 clusters Score: Raw -146620.474117 + Penalty 1727.105632 = -144893.368485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9286.390000 sec): 3 clusters Score: Raw -146339.542849 + Penalty 3454.211264 = -142885.331585 nChanged 256 SP:Iteration 1F (9286.400000 sec): 3 clusters Score: Raw -146633.972634 + Penalty 3454.211264 = -143179.761370 nChanged 95 SP:Iteration 2F (9286.400000 sec): 3 clusters Score: Raw -146811.324327 + Penalty 3454.211264 = -143357.113063 nChanged 69 SP:Iteration 3F (9286.400000 sec): 3 clusters Score: Raw -146940.176214 + Penalty 3454.211264 = -143485.964950 nChanged 50 SP:Iteration 4Q (9286.410000 sec): 3 clusters Score: Raw -147075.958033 + Penalty 3454.211264 = -143621.746769 nChanged 42 SP:Iteration 5Q (9286.410000 sec): 3 clusters Score: Raw -147171.918328 + Penalty 3454.211264 = -143717.707064 nChanged 36 SP:Iteration 6Q (9286.420000 sec): 3 clusters Score: Raw -147252.739564 + Penalty 3454.211264 = -143798.528300 nChanged 27 SP:Iteration 7Q (9286.420000 sec): 3 clusters Score: Raw -147301.966775 + Penalty 3454.211264 = -143847.755512 nChanged 25 SP:Iteration 8Q (9286.420000 sec): 3 clusters Score: Raw -147343.222696 + Penalty 3454.211264 = -143889.011432 nChanged 15 SP:Iteration 9Q (9286.430000 sec): 3 clusters Score: Raw -147367.237290 + Penalty 3454.211264 = -143913.026026 nChanged 14 SP:Iteration 10Q (9286.430000 sec): 3 clusters Score: Raw -147387.510840 + Penalty 3454.211264 = -143933.299576 nChanged 6 SP:Iteration 11Q (9286.440000 sec): 3 clusters Score: Raw -147395.698267 + Penalty 3454.211264 = -143941.487003 nChanged 4 SP:Iteration 12Q (9286.440000 sec): 3 clusters Score: Raw -147401.759831 + Penalty 3454.211264 = -143947.548567 nChanged 3 SP:Iteration 13Q (9286.440000 sec): 3 clusters Score: Raw -147414.902926 + Penalty 3454.211264 = -143960.691662 nChanged 6 SP:Iteration 14Q (9286.450000 sec): 3 clusters Score: Raw -147423.900000 + Penalty 3454.211264 = -143969.688736 nChanged 6 SP:Iteration 15Q (9286.450000 sec): 3 clusters Score: Raw -147430.223654 + Penalty 3454.211264 = -143976.012390 nChanged 3 SP:Iteration 16Q (9286.460000 sec): 3 clusters Score: Raw -147433.001777 + Penalty 3454.211264 = -143978.790514 nChanged 2 SP:Iteration 17Q (9286.460000 sec): 3 clusters Score: Raw -147435.706139 + Penalty 3454.211264 = -143981.494876 nChanged 2 SP:Iteration 18Q (9286.460000 sec): 3 clusters Score: Raw -147439.989647 + Penalty 3454.211264 = -143985.778383 nChanged 5 SP:Iteration 19Q (9286.470000 sec): 3 clusters Score: Raw -147445.808146 + Penalty 3454.211264 = -143991.596883 nChanged 5 SP:Iteration 20F (9286.470000 sec): 3 clusters Score: Raw -147451.685876 + Penalty 3454.211264 = -143997.474612 nChanged 6 SP:Iteration 21Q (9286.480000 sec): 3 clusters Score: Raw -147459.524569 + Penalty 3454.211264 = -144005.313305 nChanged 7 SP:Iteration 22Q (9286.480000 sec): 3 clusters Score: Raw -147473.479286 + Penalty 3454.211264 = -144019.268022 nChanged 9 SP:Iteration 23Q (9286.480000 sec): 3 clusters Score: Raw -147494.006234 + Penalty 3454.211264 = -144039.794970 nChanged 8 SP:Iteration 24Q (9286.490000 sec): 3 clusters Score: Raw -147510.834450 + Penalty 3454.211264 = -144056.623186 nChanged 2 SP:Iteration 25Q (9286.490000 sec): 3 clusters Score: Raw -147517.484237 + Penalty 3454.211264 = -144063.272973 nChanged 3 SP:Iteration 26Q (9286.490000 sec): 3 clusters Score: Raw -147521.690919 + Penalty 3454.211264 = -144067.479655 nChanged 2 SP:Iteration 27Q (9286.500000 sec): 3 clusters Score: Raw -147523.060017 + Penalty 3454.211264 = -144068.848753 nChanged 4 SP:Iteration 28Q (9286.500000 sec): 3 clusters Score: Raw -147527.541904 + Penalty 3454.211264 = -144073.330640 nChanged 0 SP:Iteration 29F (9286.500000 sec): 3 clusters Score: Raw -147527.541904 + Penalty 3454.211264 = -144073.330640 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 34 (290 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9286.510000 sec): 2 clusters Score: Raw -40505.757869 + Penalty 1406.130469 = -39099.627400 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9286.510000 sec): 3 clusters Score: Raw -40648.184645 + Penalty 2812.260938 = -37835.923707 nChanged 28 SP:Iteration 1F (9286.510000 sec): 3 clusters Score: Raw -40744.091082 + Penalty 2812.260938 = -37931.830144 nChanged 6 SP:Iteration 2Q (9286.520000 sec): 3 clusters Score: Raw -40771.043271 + Penalty 2812.260938 = -37958.782333 nChanged 5 SP:Iteration 3Q (9286.520000 sec): 3 clusters Score: Raw -40788.769876 + Penalty 2812.260938 = -37976.508939 nChanged 1 SP:Iteration 4Q (9286.520000 sec): 3 clusters Score: Raw -40792.042552 + Penalty 2812.260938 = -37979.781615 nChanged 0 SP:Iteration 5F (9286.520000 sec): 3 clusters Score: Raw -40792.042552 + Penalty 2812.260938 = -37979.781615 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 35 (424 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9286.520000 sec): 2 clusters Score: Raw -68615.507438 + Penalty 1500.333897 = -67115.173541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9286.520000 sec): 3 clusters Score: Raw -68797.997312 + Penalty 3000.667794 = -65797.329519 nChanged 81 SP:Iteration 1F (9286.530000 sec): 3 clusters Score: Raw -69026.719572 + Penalty 3000.667794 = -66026.051778 nChanged 29 SP:Iteration 2F (9286.530000 sec): 3 clusters Score: Raw -69147.255594 + Penalty 3000.667794 = -66146.587801 nChanged 21 SP:Iteration 3Q (9286.530000 sec): 3 clusters Score: Raw -69236.786544 + Penalty 3000.667794 = -66236.118750 nChanged 10 SP:Iteration 4Q (9286.530000 sec): 3 clusters Score: Raw -69272.218266 + Penalty 3000.667794 = -66271.550472 nChanged 6 SP:Iteration 5Q (9286.530000 sec): 3 clusters Score: Raw -69285.926102 + Penalty 3000.667794 = -66285.258308 nChanged 1 SP:Iteration 6Q (9286.540000 sec): 3 clusters Score: Raw -69288.448706 + Penalty 3000.667794 = -66287.780912 nChanged 2 SP:Iteration 7Q (9286.540000 sec): 3 clusters Score: Raw -69294.447767 + Penalty 3000.667794 = -66293.779973 nChanged 1 SP:Iteration 8Q (9286.540000 sec): 3 clusters Score: Raw -69299.351589 + Penalty 3000.667794 = -66298.683795 nChanged 0 SP:Iteration 9F (9286.540000 sec): 3 clusters Score: Raw -69303.303217 + Penalty 3000.667794 = -66302.635423 nChanged 1 SP:Iteration 10Q (9286.540000 sec): 3 clusters Score: Raw -69330.983590 + Penalty 3000.667794 = -66330.315796 nChanged 4 SP:Iteration 11Q (9286.540000 sec): 3 clusters Score: Raw -69339.482998 + Penalty 3000.667794 = -66338.815204 nChanged 0 SP:Iteration 12F (9286.540000 sec): 3 clusters Score: Raw -69339.482998 + Penalty 3000.667794 = -66338.815204 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 36 (254 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9286.550000 sec): 2 clusters Score: Raw -33742.095498 + Penalty 1373.258898 = -32368.836600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9286.550000 sec): 3 clusters Score: Raw -33944.636086 + Penalty 2746.517796 = -31198.118289 nChanged 22 SP:Iteration 1F (9286.550000 sec): 3 clusters Score: Raw -34023.007030 + Penalty 2746.517796 = -31276.489234 nChanged 9 SP:Iteration 2Q (9286.550000 sec): 3 clusters Score: Raw -34055.810630 + Penalty 2746.517796 = -31309.292834 nChanged 1 SP:Iteration 3Q (9286.550000 sec): 3 clusters Score: Raw -34057.073028 + Penalty 2746.517796 = -31310.555232 nChanged 2 SP:Iteration 4Q (9286.560000 sec): 3 clusters Score: Raw -34069.987529 + Penalty 2746.517796 = -31323.469732 nChanged 2 SP:Iteration 5Q (9286.560000 sec): 3 clusters Score: Raw -34076.849790 + Penalty 2746.517796 = -31330.331993 nChanged 1 SP:Iteration 6Q (9286.560000 sec): 3 clusters Score: Raw -34080.486972 + Penalty 2746.517796 = -31333.969175 nChanged 0 SP:Iteration 7F (9286.560000 sec): 3 clusters Score: Raw -34080.486972 + Penalty 2746.517796 = -31333.969175 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 37 (641 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9286.560000 sec): 2 clusters Score: Raw -93088.988258 + Penalty 1602.831305 = -91486.156953 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9286.560000 sec): 3 clusters Score: Raw -93050.266782 + Penalty 3205.662611 = -89844.604172 nChanged 114 SP:Iteration 1F (9286.570000 sec): 3 clusters Score: Raw -93223.155844 + Penalty 3205.662611 = -90017.493234 nChanged 33 SP:Iteration 2F (9286.570000 sec): 3 clusters Score: Raw -93276.441352 + Penalty 3205.662611 = -90070.778741 nChanged 12 SP:Iteration 3Q (9286.570000 sec): 3 clusters Score: Raw -93306.123549 + Penalty 3205.662611 = -90100.460939 nChanged 8 SP:Iteration 4Q (9286.580000 sec): 3 clusters Score: Raw -93321.857705 + Penalty 3205.662611 = -90116.195095 nChanged 4 SP:Iteration 5Q (9286.580000 sec): 3 clusters Score: Raw -93327.483998 + Penalty 3205.662611 = -90121.821388 nChanged 2 SP:Iteration 6Q (9286.580000 sec): 3 clusters Score: Raw -93330.836088 + Penalty 3205.662611 = -90125.173478 nChanged 1 SP:Iteration 7Q (9286.580000 sec): 3 clusters Score: Raw -93331.766380 + Penalty 3205.662611 = -90126.103769 nChanged 0 SP:Iteration 8F (9286.580000 sec): 3 clusters Score: Raw -93331.766380 + Penalty 3205.662611 = -90126.103769 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 38 (5434 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9286.610000 sec): 2 clusters Score: Raw -754672.017660 + Penalty 2132.906836 = -752539.110824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9286.640000 sec): 3 clusters Score: Raw -752054.229697 + Penalty 4265.813672 = -747788.416026 nChanged 2082 SP:Iteration 1F (9286.660000 sec): 3 clusters Score: Raw -753242.321931 + Penalty 4265.813672 = -748976.508259 nChanged 418 SP:Iteration 2F (9286.680000 sec): 3 clusters Score: Raw -753499.318728 + Penalty 4265.813672 = -749233.505056 nChanged 306 SP:Iteration 3F (9286.700000 sec): 3 clusters Score: Raw -753676.439068 + Penalty 4265.813672 = -749410.625396 nChanged 221 SP:Iteration 4Q (9286.720000 sec): 3 clusters Score: Raw -753807.204312 + Penalty 4265.813672 = -749541.390641 nChanged 197 SP:Iteration 5Q (9286.740000 sec): 3 clusters Score: Raw -753926.024897 + Penalty 4265.813672 = -749660.211225 nChanged 188 SP:Iteration 6Q (9286.770000 sec): 3 clusters Score: Raw -754041.723864 + Penalty 4265.813672 = -749775.910192 nChanged 171 SP:Iteration 7Q (9286.790000 sec): 3 clusters Score: Raw -754146.069664 + Penalty 4265.813672 = -749880.255992 nChanged 159 SP:Iteration 8Q (9286.810000 sec): 3 clusters Score: Raw -754235.465615 + Penalty 4265.813672 = -749969.651944 nChanged 138 SP:Iteration 9Q (9286.830000 sec): 3 clusters Score: Raw -754317.843076 + Penalty 4265.813672 = -750052.029404 nChanged 145 SP:Iteration 10Q (9286.850000 sec): 3 clusters Score: Raw -754412.207961 + Penalty 4265.813672 = -750146.394289 nChanged 155 SP:Iteration 11Q (9286.870000 sec): 3 clusters Score: Raw -754519.878847 + Penalty 4265.813672 = -750254.065175 nChanged 163 SP:Iteration 12Q (9286.890000 sec): 3 clusters Score: Raw -754645.847990 + Penalty 4265.813672 = -750380.034318 nChanged 161 SP:Iteration 13Q (9286.910000 sec): 3 clusters Score: Raw -754756.345535 + Penalty 4265.813672 = -750490.531863 nChanged 147 SP:Iteration 14Q (9286.930000 sec): 3 clusters Score: Raw -754855.362660 + Penalty 4265.813672 = -750589.548989 nChanged 118 SP:Iteration 15Q (9286.960000 sec): 3 clusters Score: Raw -754933.759592 + Penalty 4265.813672 = -750667.945920 nChanged 133 SP:Iteration 16Q (9286.970000 sec): 3 clusters Score: Raw -755006.200810 + Penalty 4265.813672 = -750740.387138 nChanged 89 SP:Iteration 17Q (9286.990000 sec): 3 clusters Score: Raw -755049.484747 + Penalty 4265.813672 = -750783.671075 nChanged 71 SP:Iteration 18Q (9287.010000 sec): 3 clusters Score: Raw -755083.649578 + Penalty 4265.813672 = -750817.835907 nChanged 47 SP:Iteration 19Q (9287.030000 sec): 3 clusters Score: Raw -755102.021369 + Penalty 4265.813672 = -750836.207697 nChanged 36 SP:Iteration 20F (9287.050000 sec): 3 clusters Score: Raw -755115.797744 + Penalty 4265.813672 = -750849.984072 nChanged 27 SP:Iteration 21Q (9287.070000 sec): 3 clusters Score: Raw -755126.366144 + Penalty 4265.813672 = -750860.552473 nChanged 23 SP:Iteration 22Q (9287.090000 sec): 3 clusters Score: Raw -755133.032941 + Penalty 4265.813672 = -750867.219269 nChanged 17 SP:Iteration 23Q (9287.110000 sec): 3 clusters Score: Raw -755138.087065 + Penalty 4265.813672 = -750872.273393 nChanged 10 SP:Iteration 24Q (9287.140000 sec): 3 clusters Score: Raw -755142.194818 + Penalty 4265.813672 = -750876.381146 nChanged 7 SP:Iteration 25Q (9287.160000 sec): 3 clusters Score: Raw -755143.958019 + Penalty 4265.813672 = -750878.144347 nChanged 10 SP:Iteration 26Q (9287.180000 sec): 3 clusters Score: Raw -755146.493668 + Penalty 4265.813672 = -750880.679996 nChanged 5 SP:Iteration 27Q (9287.200000 sec): 3 clusters Score: Raw -755147.899212 + Penalty 4265.813672 = -750882.085540 nChanged 6 SP:Iteration 28Q (9287.220000 sec): 3 clusters Score: Raw -755149.561581 + Penalty 4265.813672 = -750883.747909 nChanged 5 SP:Iteration 29Q (9287.240000 sec): 3 clusters Score: Raw -755150.571287 + Penalty 4265.813672 = -750884.757615 nChanged 3 SP:Iteration 30Q (9287.260000 sec): 3 clusters Score: Raw -755151.491801 + Penalty 4265.813672 = -750885.678129 nChanged 2 SP:Iteration 31Q (9287.280000 sec): 3 clusters Score: Raw -755152.363522 + Penalty 4265.813672 = -750886.549850 nChanged 7 SP:Iteration 32Q (9287.300000 sec): 3 clusters Score: Raw -755154.631283 + Penalty 4265.813672 = -750888.817611 nChanged 4 SP:Iteration 33Q (9287.330000 sec): 3 clusters Score: Raw -755155.811166 + Penalty 4265.813672 = -750889.997494 nChanged 5 SP:Iteration 34Q (9287.350000 sec): 3 clusters Score: Raw -755157.467723 + Penalty 4265.813672 = -750891.654051 nChanged 6 SP:Iteration 35Q (9287.370000 sec): 3 clusters Score: Raw -755159.007719 + Penalty 4265.813672 = -750893.194047 nChanged 1 SP:Iteration 36Q (9287.390000 sec): 3 clusters Score: Raw -755159.327550 + Penalty 4265.813672 = -750893.513878 nChanged 0 SP:Iteration 37F (9287.420000 sec): 3 clusters Score: Raw -755159.327550 + Penalty 4265.813672 = -750893.513878 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 39 (390 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9287.420000 sec): 2 clusters Score: Raw -52684.222411 + Penalty 1479.604391 = -51204.618020 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9287.430000 sec): 3 clusters Score: Raw -52741.132224 + Penalty 2959.208783 = -49781.923441 nChanged 53 SP:Iteration 1F (9287.430000 sec): 3 clusters Score: Raw -52875.926846 + Penalty 2959.208783 = -49916.718063 nChanged 24 SP:Iteration 2F (9287.430000 sec): 3 clusters Score: Raw -52945.958847 + Penalty 2959.208783 = -49986.750065 nChanged 9 SP:Iteration 3Q (9287.430000 sec): 3 clusters Score: Raw -52973.020639 + Penalty 2959.208783 = -50013.811856 nChanged 2 SP:Iteration 4Q (9287.440000 sec): 3 clusters Score: Raw -52985.089248 + Penalty 2959.208783 = -50025.880466 nChanged 0 SP:Iteration 5F (9287.440000 sec): 3 clusters Score: Raw -52985.089248 + Penalty 2959.208783 = -50025.880466 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 40 (1065 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9287.440000 sec): 2 clusters Score: Raw -147211.899893 + Penalty 1728.741059 = -145483.158834 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9287.440000 sec): 3 clusters Score: Raw -146988.698593 + Penalty 3457.482119 = -143531.216474 nChanged 315 SP:Iteration 1F (9287.450000 sec): 3 clusters Score: Raw -147356.738474 + Penalty 3457.482119 = -143899.256355 nChanged 75 SP:Iteration 2F (9287.450000 sec): 3 clusters Score: Raw -147480.761918 + Penalty 3457.482119 = -144023.279799 nChanged 51 SP:Iteration 3Q (9287.460000 sec): 3 clusters Score: Raw -147579.636607 + Penalty 3457.482119 = -144122.154489 nChanged 35 SP:Iteration 4Q (9287.460000 sec): 3 clusters Score: Raw -147659.772308 + Penalty 3457.482119 = -144202.290189 nChanged 31 SP:Iteration 5Q (9287.470000 sec): 3 clusters Score: Raw -147751.884485 + Penalty 3457.482119 = -144294.402367 nChanged 37 SP:Iteration 6Q (9287.470000 sec): 3 clusters Score: Raw -147839.274063 + Penalty 3457.482119 = -144381.791945 nChanged 29 SP:Iteration 7Q (9287.480000 sec): 3 clusters Score: Raw -147890.929103 + Penalty 3457.482119 = -144433.446984 nChanged 24 SP:Iteration 8Q (9287.480000 sec): 3 clusters Score: Raw -147948.822094 + Penalty 3457.482119 = -144491.339975 nChanged 20 SP:Iteration 9Q (9287.480000 sec): 3 clusters Score: Raw -148002.688429 + Penalty 3457.482119 = -144545.206310 nChanged 20 SP:Iteration 10Q (9287.490000 sec): 3 clusters Score: Raw -148029.418570 + Penalty 3457.482119 = -144571.936451 nChanged 7 SP:Iteration 11Q (9287.490000 sec): 3 clusters Score: Raw -148040.358846 + Penalty 3457.482119 = -144582.876727 nChanged 7 SP:Iteration 12Q (9287.500000 sec): 3 clusters Score: Raw -148048.491358 + Penalty 3457.482119 = -144591.009239 nChanged 2 SP:Iteration 13Q (9287.500000 sec): 3 clusters Score: Raw -148053.510407 + Penalty 3457.482119 = -144596.028288 nChanged 3 SP:Iteration 14Q (9287.510000 sec): 3 clusters Score: Raw -148058.543722 + Penalty 3457.482119 = -144601.061603 nChanged 4 SP:Iteration 15Q (9287.510000 sec): 3 clusters Score: Raw -148062.256683 + Penalty 3457.482119 = -144604.774564 nChanged 4 SP:Iteration 16Q (9287.520000 sec): 3 clusters Score: Raw -148068.235452 + Penalty 3457.482119 = -144610.753333 nChanged 3 SP:Iteration 17Q (9287.520000 sec): 3 clusters Score: Raw -148071.307720 + Penalty 3457.482119 = -144613.825601 nChanged 4 SP:Iteration 18Q (9287.520000 sec): 3 clusters Score: Raw -148076.529373 + Penalty 3457.482119 = -144619.047254 nChanged 0 SP:Iteration 19F (9287.530000 sec): 3 clusters Score: Raw -148076.529373 + Penalty 3457.482119 = -144619.047254 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 41 (458 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9287.530000 sec): 2 clusters Score: Raw -61544.113089 + Penalty 1519.463558 = -60024.649531 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9287.540000 sec): 3 clusters Score: Raw -61609.782613 + Penalty 3038.927115 = -58570.855498 nChanged 74 SP:Iteration 1F (9287.540000 sec): 3 clusters Score: Raw -61740.452570 + Penalty 3038.927115 = -58701.525455 nChanged 16 SP:Iteration 2Q (9287.540000 sec): 3 clusters Score: Raw -61784.307590 + Penalty 3038.927115 = -58745.380475 nChanged 13 SP:Iteration 3Q (9287.540000 sec): 3 clusters Score: Raw -61814.594536 + Penalty 3038.927115 = -58775.667420 nChanged 4 SP:Iteration 4Q (9287.540000 sec): 3 clusters Score: Raw -61831.049934 + Penalty 3038.927115 = -58792.122819 nChanged 2 SP:Iteration 5Q (9287.550000 sec): 3 clusters Score: Raw -61839.081080 + Penalty 3038.927115 = -58800.153964 nChanged 1 SP:Iteration 6Q (9287.550000 sec): 3 clusters Score: Raw -61843.377822 + Penalty 3038.927115 = -58804.450707 nChanged 1 SP:Iteration 7Q (9287.550000 sec): 3 clusters Score: Raw -61844.818639 + Penalty 3038.927115 = -58805.891524 nChanged 0 SP:Iteration 8F (9287.560000 sec): 3 clusters Score: Raw -61844.818639 + Penalty 3038.927115 = -58805.891524 nChanged 0 Memory request: 0.00 GB would take us to total of 7.57 GB. Trying to split cluster 42 (154 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9287.560000 sec): 2 clusters Score: Raw -19039.188754 + Penalty 1249.164245 = -17790.024509 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9287.560000 sec): 3 clusters Score: Raw -19366.021476 + Penalty 2498.328491 = -16867.692986 nChanged 13 SP:Iteration 1F (9287.560000 sec): 3 clusters Score: Raw -19429.396145 + Penalty 2498.328491 = -16931.067654 nChanged 3 SP:Iteration 2Q (9287.560000 sec): 3 clusters Score: Raw -19446.863100 + Penalty 2498.328491 = -16948.534609 nChanged 2 SP:Iteration 3Q (9287.560000 sec): 3 clusters Score: Raw -19461.262026 + Penalty 2498.328491 = -16962.933536 nChanged 1 SP:Iteration 4Q (9287.560000 sec): 3 clusters Score: Raw -19466.952888 + Penalty 2498.328491 = -16968.624398 nChanged 1 SP:Iteration 5Q (9287.560000 sec): 3 clusters Score: Raw -19471.297315 + Penalty 2498.328491 = -16972.968824 nChanged 0 SP:Iteration 6F (9287.560000 sec): 3 clusters Score: Raw -19471.297315 + Penalty 2498.328491 = -16972.968824 nChanged 0 ------ Evaluating fit on full set of 2924956 points ------ Score: Raw -417943788.221830 + Penalty 155081.636596 = -417788706.585233 Time taken for this iteration:4666.210000 seconds. 21->43 Clusters: Score -417788706.585233, best is -417795711.988055 Main iterations: 0 (time per iteration =inf ms) Total iterations: 16962 (time per iteration =576.145065 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 921071722500.000000 (time per metric unit =10.610002ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 27632151675000.000000 (time per metric unit=353.666725ps) That took 9772.572599 seconds.